diff --git a/docs/src/content/docs/Users Guide/03.Models/02.model-families.mdx b/docs/src/content/docs/Users Guide/03.Models/02.model-families.mdx index 01ae08cdd28..46952321479 100644 --- a/docs/src/content/docs/Users Guide/03.Models/02.model-families.mdx +++ b/docs/src/content/docs/Users Guide/03.Models/02.model-families.mdx @@ -123,7 +123,7 @@ faster generation. | **Z-Image** | Images | 6B model in a fast, few-step Turbo variant and a Base variant. Understands English and Chinese prompts, with ControlNets. | Apache 2.0 | [Z-Image](/users-guide/models/local-models/z-image/) | | **ERNIE-Image** | Images | Baidu's 8B text-to-image model, in standard and distilled Turbo variants. | Apache 2.0 | [ERNIE-Image](/users-guide/models/local-models/ernie-image/) | | **Qwen Image** | Images | Text-to-image (2512) and instruction-based image editing (Edit 2511), with fast Lightning variants. | Apache 2.0 | [Qwen Image](/users-guide/models/local-models/qwen-image/) | -| **Qwen-Image-2.1** | Images | 7B text-to-image model with strong text rendering and transparent (RGBA) output, in a base and an 8-step Turbo variant. Edits from reference images. | Non-commercial | [Qwen-Image-2.1](/users-guide/models/local-models/qwen-image-2-1/) | +| **Qwen-Image-2.1** | Images | 7B text-to-image model with strong text rendering and transparent (RGBA) output, in a base and an 8-step Turbo variant. Edits from reference images, and LoRAs. | Non-commercial | [Qwen-Image-2.1](/users-guide/models/local-models/qwen-image-2-1/) | | **Krea-2** | Images | 12B model in fast Turbo and undistilled Raw variants, with training-free style reference. | Community, free under $1M revenue | [Krea-2](/users-guide/models/local-models/krea-2/) | | **Ideogram 4** | Images | Structured prompts that place described elements in regions of the image. | Non-commercial | [Ideogram 4](/users-guide/models/local-models/ideogram4/) | | **MOSS-Image** | Images | OpenMOSS's 5B model in Base and SFT variants, with a Qwen3.5 9B text encoder. Renders Chinese and English text and reads JSON layout prompts. | Apache 2.0 | [MOSS-Image](/users-guide/models/local-models/moss-image/) | diff --git a/docs/src/content/docs/Users Guide/03.Models/03.model-format-support.mdx b/docs/src/content/docs/Users Guide/03.Models/03.model-format-support.mdx index 603accf8ff8..7d835600ce3 100644 --- a/docs/src/content/docs/Users Guide/03.Models/03.model-format-support.mdx +++ b/docs/src/content/docs/Users Guide/03.Models/03.model-format-support.mdx @@ -112,8 +112,9 @@ not check, so a quantized file there fails with an unclear error or decodes inco | FLUX.1 | ✓ (LyCORIS, Diffusers, OMI) | ✓ | Control LoRA, IP-Adapter, Redux | | FLUX.2, Z-Image | ✓ (LyCORIS, Diffusers) | FLUX.2 [dev] (single-file checkpoint), Z-Image | | | Qwen-Image, Krea-2, Wan 2.2, Anima | ✓ (LyCORIS/kohya, including LoKR where noted on the family page) | Qwen-Image (single-file checkpoint), Anima (ControlNet-LLLite) | | +| Qwen-Image-2.1 | ✓ (ComfyUI, diffusers/PEFT and kohya, including LoKR, LoHA and DoRA as noted on the family page) | ✗ | | | LTX-2, MiniMax H3 | ✓ (plain low-rank; LoKR, LoHA and DoRA are refused) | ✗ | | -| SD 3, CogView4, Ideogram 4, ERNIE-Image, Qwen-Image-2.1, MOSS-Image | ✗ | ✗ | | +| SD 3, CogView4, Ideogram 4, ERNIE-Image, MOSS-Image | ✗ | ✗ | | [PiD decoders](/users-guide/image-generation/advanced-topics/pid-decode/) load for FLUX.1, FLUX.2, SD 3, SDXL and Qwen-Image (v1 and v1.5, bf16 and int8 builds). MOSS-Image uses the FLUX.2 decoders. diff --git a/docs/src/content/docs/Users Guide/03.Models/Local Models/qwen-image-2-1.mdx b/docs/src/content/docs/Users Guide/03.Models/Local Models/qwen-image-2-1.mdx index 8ae96a8bc6f..30c10b19b41 100644 --- a/docs/src/content/docs/Users Guide/03.Models/Local Models/qwen-image-2-1.mdx +++ b/docs/src/content/docs/Users Guide/03.Models/Local Models/qwen-image-2-1.mdx @@ -14,7 +14,7 @@ Two variants are available, and the variant is detected on install: - **Qwen-Image-2.1** — the base model. 40 steps by default. - **Qwen-Image-2.1 Turbo** — distilled for 8 steps on a fixed schedule of its own. -Text-to-image, image-to-image, inpainting and outpainting on the Canvas are supported, and with the Diffusers models also edits from [reference images](#reference-images). LoRAs and regional guidance are not supported yet. +Text-to-image, image-to-image, inpainting and outpainting on the Canvas are supported, as are [LoRAs](#loras) and, with the Diffusers models, edits from [reference images](#reference-images). Regional guidance is not supported yet. ### License @@ -74,6 +74,17 @@ The Qwen-Image-2.1 VAE decodes an alpha channel along with the colors, so a prom Image-to-image, inpainting and outpainting read the colors of the input image and treat it as fully opaque, whatever its alpha channel holds. +### LoRAs + +Qwen-Image-2.1 LoRAs install like any other and appear under **Concepts** in the Generate panel. Files from ComfyUI (keys starting `diffusion_model.`), diffusers/PEFT trainers (`transformer.`) and Kohya-style trainers (`lora_unet_`) all load. ComfyUI's builds fuse each block's two MLP input projections into one `gate_up` layer; Invoke splits a LoRA on it to match the diffusers model. + +- LoRAs for [Qwen Image](/users-guide/models/local-models/qwen-image/) (2512, Edit 2511) do not fit Qwen-Image-2.1 and are not offered for it, nor its LoRAs for them. +- They work on every format, except that DoRA layers do not run on an int8 transformer: a generation with one there stops with a message before it starts. On GGUF, int8 and fp8 transformers the LoRA runs alongside the packed weights rather than being merged into them. Full weight differences on the attention and text norms, which ComfyUI's Turbo LoRA carries, are merged on every format. +- A LoRA trained on the base model also applies to Turbo; how well it holds up at Turbo's 8 steps depends on the LoRA. +- Low-rank (`lora_A`/`lora_B` or `lora_down`/`lora_up`), DoRA, LoKR and LoHA LoRAs are recognized, and so are full weight differences (`diff`). On ComfyUI's fused `gate_up` only low-rank, PEFT DoRA and full layers work: a LoKR, LoHA or LyCORIS DoRA layer there mixes the two halves Invoke splits it into. +- A LoRA is recognized as a Qwen-Image-2.1 one only if all of it applies: every layer it targets exists in Qwen-Image-2.1, is complete and, on `gate_up`, can be split. A file with any part that does not apply installs as an unknown model and does not appear under **Concepts**, so apart from the Klein case below no LoRA applies only in part. +- A FLUX.2 Klein 9B LoRA on its double blocks' image attention has the same layer names and width as a Qwen-Image-2.1 one, and installs as one. If it also targets `proj_out` or `norm_out.linear`, it still installs, but those layers do not fit Qwen-Image-2.1: generation skips them or fails. A file on only those two layers is not recognized as a Qwen-Image-2.1 LoRA. + ### Generation settings - **Steps** — 40 for the base model and 8 for Turbo. Turbo's schedule is tuned for 8 steps; other step counts are spread over the same curve and work, but 8 is what it was distilled for. diff --git a/docs/src/content/docs/Users Guide/04.Image Generation/generate-panel.mdx b/docs/src/content/docs/Users Guide/04.Image Generation/generate-panel.mdx index 742a48423f5..65f2dd25d72 100644 --- a/docs/src/content/docs/Users Guide/04.Image Generation/generate-panel.mdx +++ b/docs/src/content/docs/Users Guide/04.Image Generation/generate-panel.mdx @@ -109,7 +109,7 @@ Concepts, also called LoRAs, are small add-on models that teach the main model a -You can add as many concepts as you like and combine them. Use the switch on each row to turn a concept off without removing it, and the trash button to remove it. If you change to a model from a different family, its concepts are marked **Incompatible** or removed. SD3, CogView4, ERNIE Image, Ideogram 4, Qwen-Image-2.1, MOSS-Image and external API models don't support concepts, so with one of them selected the section says so instead of offering LoRAs. +You can add as many concepts as you like and combine them. Use the switch on each row to turn a concept off without removing it, and the trash button to remove it. If you change to a model from a different family, its concepts are marked **Incompatible** or removed. SD3, CogView4, ERNIE Image, Ideogram 4, MOSS-Image and external API models don't support concepts, so with one of them selected the section says so instead of offering LoRAs. ## Adding reference images diff --git a/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_denoise.py b/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_denoise.py index 2fe3dfa4ae3..0e1e99d3607 100644 --- a/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_denoise.py +++ b/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_denoise.py @@ -1,5 +1,7 @@ import itertools import math +from collections.abc import Iterator +from contextlib import ExitStack from typing import Optional import torch @@ -25,8 +27,25 @@ from invokeai.app.services.shared.invocation_context import InvocationContext from invokeai.app.util.startup_utils import log_attention_backends from invokeai.backend.flux.sampling_utils import clip_timestep_schedule_fractional -from invokeai.backend.model_manager.taxonomy import BaseModelType, QwenImage21VariantType -from invokeai.backend.quantization.dequantizing_linear import peak_dequant_transient_bytes +from invokeai.backend.model_manager.taxonomy import BaseModelType, ModelFormat, QwenImage21VariantType +from invokeai.backend.patches.layer_patcher import LayerPatcher, PatchSpec +from invokeai.backend.patches.layers.base_layer_patch import BaseLayerPatch +from invokeai.backend.patches.layers.dora_layer import DoRALayer +from invokeai.backend.patches.layers.full_layer import FullLayer +from invokeai.backend.patches.layers.loha_layer import LoHALayer +from invokeai.backend.patches.layers.lokr_layer import LoKRLayer +from invokeai.backend.patches.layers.lora_layer import LoRALayer +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + QWEN_IMAGE_21_LORA_NORM_PREFIX, + QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX, +) +from invokeai.backend.patches.model_patch_raw import ModelPatchRaw +from invokeai.backend.quantization.dequantizing_linear import ( + DequantizingLinear, + peak_dequant_transient_bytes, + requires_sidecar_patching, +) +from invokeai.backend.quantization.fp8_scaled import count_fp8_weights from invokeai.backend.qwen_image_2_1.sampling import build_sigmas from invokeai.backend.rectified_flow.rectified_flow_inpaint_extension import RectifiedFlowInpaintExtension from invokeai.backend.stable_diffusion.diffusers_pipeline import PipelineIntermediateState @@ -117,6 +136,36 @@ def kv_bytes_per_prefix_token(transformer: torch.nn.Module, dtype: torch.dtype) return 2 * hidden * len(transformer.transformer_blocks) * dtype.itemsize +# `out_features x in_features` tensors a sidecar holds at once while it turns a layer of each kind into a weight +# update (`autocast_linear_forward_sidecar_patches`): the weight cast or dequantized to the compute dtype, plus the +# layer's own. A full layer scales its diff into a new tensor; LoKR builds kron(w1, w2), then scales it; LoHA holds +# its two products and theirs. DoRA holds its scaled delta, the updated weight and their difference, 4 in all; the +# input-dim (LyCORIS) magnitude's column norm, over a transposed view, measured another third of a copy on CUDA +# (gate_layer, bf16), so DoRA is priced at 5. A low-rank layer forms none: it adds its output only. +_SIDECAR_WEIGHT_COPIES: dict[type[BaseLayerPatch], int] = { + FullLayer: 2, + LoKRLayer: 3, + LoHALayer: 4, + DoRALayer: 5, +} +# The Linears that read the timestep embedding, which has two rows however long the sequence: the sampled +# timestep's, and with `causal_condition` the t = 0 one the text and reference tokens modulate from. +_TIMESTEP_ROWS = 2 +_PER_SAMPLE_LINEARS = frozenset( + { + "time_text_embed.timestep_embedder.linear_1", + "time_text_embed.timestep_embedder.linear_2", + "modulation.1", + "norm_out.linear", + } +) + + +def _elements(layer: BaseLayerPatch) -> int: + """Elements of a patch layer's tensors, which a sidecar holds in the compute dtype whatever it was loaded in.""" + return sum(value.numel() for value in vars(layer).values() if isinstance(value, torch.Tensor)) + + def prefix_cache_fits(cache_bytes: int, device: torch.device) -> bool: """Whether the prefix caches can stay on the GPU for the whole run. @@ -177,7 +226,7 @@ def unpack_latents(latents: torch.Tensor, height: int, width: int) -> torch.Tens title="Denoise - Qwen-Image-2.1", tags=["image", "qwen_image_2_1", "qwen-image-2.1"], category="image", - version="1.1.0", + version="1.2.0", classification=Classification.Prototype, ) class QwenImage21DenoiseInvocation(BaseInvocation, WithMetadata, WithBoard): @@ -419,6 +468,14 @@ def image_slot_mask(info: QwenImage21ConditioningInfo) -> torch.Tensor: dtype, ) working_memory += peak_dequant_transient_bytes(transformer_info.model, dtype) + self._refuse_dora_on_int8(context, transformer_info.model) + working_memory += self._lora_working_memory( + context, + transformer_info.model, + transformer_config.format, + image_seq_len + max(pos_prefix, neg_prefix or 0), + dtype, + ) log_attention_backends(logger, device) total_steps = len(sigmas) - 1 @@ -433,8 +490,33 @@ def image_slot_mask(info: QwenImage21ConditioningInfo) -> torch.Tensor: ) ) - with transformer_info.model_on_device(working_mem_bytes=working_memory) as (_, transformer): - # One cache per guidance branch, for this run only. + with ExitStack() as exit_stack: + cached_weights, transformer = exit_stack.enter_context( + transformer_info.model_on_device(working_mem_bytes=working_memory) + ) + # GGUF, int8 and fp8 weights cannot take an update in place: those LoRAs run as sidecars. + exit_stack.enter_context( + LayerPatcher.apply_smart_model_patches( + model=transformer, + patches=self._lora_iterator(context), + prefix=QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX, + dtype=dtype, + cached_weights=cached_weights, + force_sidecar_patching=requires_sidecar_patching(transformer, transformer_config.format), + ) + ) + # Norm diffs are merged in every format: norms are never quantized, and no sidecar wraps them. + exit_stack.enter_context( + LayerPatcher.apply_smart_model_patches( + model=transformer, + patches=self._lora_iterator(context), + prefix=QWEN_IMAGE_21_LORA_NORM_PREFIX, + dtype=dtype, + cached_weights=cached_weights, + force_direct_patching=True, + ) + ) + # One cache per guidance branch, for this run only. The prefix it holds is computed with the LoRAs. num_blocks = len(transformer.transformer_blocks) pos_cache = QwenImage21KVCache(num_blocks) if use_cache else None neg_cache = QwenImage21KVCache(num_blocks) if use_cache and neg_embeds is not None else None @@ -544,6 +626,96 @@ def _attention_score_bytes(transformer: object, largest_call: int, device: torch via_diffusers_dispatch=True, ) + def _lora_working_memory( + self, + context: InvocationContext, + transformer: torch.nn.Module, + model_format: ModelFormat, + seq_len: int, + dtype: torch.dtype, + ) -> int: + """Room the LoRAs need while sampling, beside the activations. + + A layer merged into the weights computes its update once, before the first step, in room the activations + take only afterwards. A layer run as a sidecar holds its tensors in the compute dtype, and each forward of its + module adds: + + - an update of the module's output, one row per token (`_TIMESTEP_ROWS` for `_PER_SAMPLE_LINEARS`), with a + low-rank layer's `rank` columns beside it; + - for any layer but a low-rank one, the `out_features x in_features` tensors `_SIDECAR_WEIGHT_COPIES` counts + for its kind, one more from the second such layer on the module (the running sum) and two from the third + (the previous layer's result as well). An int8 Linear hands over only its weight's shape, so there one + copy is counted that is not made. + + Modules run one after another, so only the largest such update counts. On GGUF, int8 and fp8 weights every + layer is a sidecar, kept on the device: all the sidecars' tensors are counted, plus that update. Other formats + merge, but the patcher wraps any layer partial loading leaves on the CPU, and that sidecar copies its tensors + to the device for each forward; which layers stay on the CPU is unknown before the transformer is locked, so + one module's worth is reserved: the largest of its tensors plus its update. Norm diffs are merged in every + format and a LoRA at weight 0 is not applied: neither is counted. + """ + loras = [lora for lora in self.transformer.loras if lora.weight != 0] + if not loras: + return 0 + modules = dict(transformer.named_modules()) + # Per patched module: its layers' elements, the largest rank among its low-rank layers, and the weight + # copies of each of its other layers. + elements: dict[str, int] = {} + ranks: dict[str, int] = {} + copies: dict[str, list[int]] = {} + for lora in loras: + for key, layer in context.models.load(lora.lora).model.layers.items(): + # Keys are `-`. A norm diff, under its own prefix, is merged directly in every + # format, so no sidecar holds one. + prefix, _, path = key.partition("-") + if f"{prefix}-" != QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX: + continue + if path not in modules: + # A block this transformer does not have: the patcher skips it too. + continue + elements[path] = elements.get(path, 0) + _elements(layer) + if isinstance(layer, LoRALayer): + ranks[path] = max(ranks.get(path, 0), layer.down.shape[0]) + else: + copies.setdefault(path, []).append(_SIDECAR_WEIGHT_COPIES[type(layer)]) + updates: dict[str, int] = {} + for path in elements: + module = modules[path] + rows = _TIMESTEP_ROWS if path in _PER_SAMPLE_LINEARS else seq_len + summed = copies.get(path, []) + weight_copies = max(summed) + min(len(summed) - 1, 2) if summed else 0 + updates[path] = ( + rows * (module.out_features + ranks.get(path, 0)) + + weight_copies * module.out_features * module.in_features + ) + if requires_sidecar_patching(transformer, model_format) or count_fp8_weights(transformer): + return (sum(elements.values()) + max(updates.values(), default=0)) * dtype.itemsize + return max((elements[path] + updates[path] for path in elements), default=0) * dtype.itemsize + + def _refuse_dora_on_int8(self, context: InvocationContext, transformer: torch.nn.Module) -> None: + """Fail before loading the transformer onto the device, not at the first step: a DoRA layer normalizes the + updated weight, and an int8 Linear's packed buffers never form one (`DoRALayer.get_parameters` raises).""" + loras = [lora for lora in self.transformer.loras if lora.weight != 0] + if not loras: + return + modules = dict(transformer.named_modules()) + for lora in loras: + for key, layer in context.models.load(lora.lora).model.layers.items(): + if isinstance(layer, DoRALayer) and isinstance(modules.get(key.partition("-")[2]), DequantizingLinear): + raise ValueError( + f"LoRA '{lora.lora.name}' has DoRA layers, which do not run on an int8 transformer. Use it " + "with a Qwen-Image-2.1 transformer in another format, such as bf16, fp8 or GGUF." + ) + + def _lora_iterator(self, context: InvocationContext) -> Iterator[PatchSpec]: + for lora in self.transformer.loras: + lora_info = context.models.load(lora.lora) + if not isinstance(lora_info.model, ModelPatchRaw): + raise TypeError( + f"Expected ModelPatchRaw for LoRA '{lora.lora.key}', got {type(lora_info.model).__name__}." + ) + yield (lora_info.model, lora.weight, lora_info.model_in_ram()) + @staticmethod def _step_callback(context: InvocationContext): def callback(state: PipelineIntermediateState) -> None: diff --git a/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_lora_loader.py b/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_lora_loader.py new file mode 100644 index 00000000000..724f32708c4 --- /dev/null +++ b/invokeai/app/invocations/qwen_image_2_1/qwen_image_2_1_lora_loader.py @@ -0,0 +1,115 @@ +from typing import Optional + +from invokeai.app.invocations.baseinvocation import ( + BaseInvocation, + BaseInvocationOutput, + Classification, + invocation, + invocation_output, +) +from invokeai.app.invocations.fields import FieldDescriptions, Input, InputField, OutputField +from invokeai.app.invocations.model import LoRAField, ModelIdentifierField, TransformerField +from invokeai.app.services.shared.invocation_context import InvocationContext +from invokeai.backend.model_manager.taxonomy import BaseModelType, ModelType + + +@invocation_output("qwen_image_2_1_lora_loader_output") +class QwenImage21LoRALoaderOutput(BaseInvocationOutput): + """Qwen-Image-2.1 LoRA Loader Output""" + + transformer: Optional[TransformerField] = OutputField( + default=None, description=FieldDescriptions.transformer, title="Transformer" + ) + + +def _require_qwen_image_21_lora(context: InvocationContext, lora: ModelIdentifierField) -> None: + """Refuse a LoRA that is not installed as a Qwen-Image-2.1 LoRA: its keys would match nothing, or the wrong + layers, in this transformer.""" + if not context.models.exists(lora.key): + raise ValueError(f"Unknown LoRA: {lora.key}!") + config = context.models.get_config(lora.key) + if config.type is not ModelType.LoRA: + raise ValueError(f"'{config.name}' is a {config.type.value} model, not a LoRA.") + if config.base is not BaseModelType.QwenImage21: + hint = " Qwen Image LoRAs do not fit Qwen-Image-2.1." if config.base is BaseModelType.QwenImage else "" + raise ValueError(f"LoRA '{config.name}' is for {config.base.value} models, not Qwen-Image-2.1.{hint}") + + +@invocation( + "qwen_image_2_1_lora_loader", + title="Apply LoRA - Qwen-Image-2.1", + tags=["lora", "model", "qwen_image_2_1"], + category="model", + version="1.0.0", + classification=Classification.Prototype, +) +class QwenImage21LoRALoaderInvocation(BaseInvocation): + """Apply a LoRA model to a Qwen-Image-2.1 transformer.""" + + lora: ModelIdentifierField = InputField( + description=FieldDescriptions.lora_model, + title="LoRA", + ui_model_base=BaseModelType.QwenImage21, + ui_model_type=ModelType.LoRA, + ) + weight: float = InputField(default=1.0, description=FieldDescriptions.lora_weight) + transformer: TransformerField | None = InputField( + default=None, + description=FieldDescriptions.transformer, + input=Input.Connection, + title="Transformer", + ) + + def invoke(self, context: InvocationContext) -> QwenImage21LoRALoaderOutput: + _require_qwen_image_21_lora(context, self.lora) + if self.transformer and any(lora.lora.key == self.lora.key for lora in self.transformer.loras): + raise ValueError(f'LoRA "{self.lora.key}" already applied to transformer.') + + output = QwenImage21LoRALoaderOutput() + if self.transformer is not None: + output.transformer = self.transformer.model_copy(deep=True) + output.transformer.loras.append(LoRAField(lora=self.lora, weight=self.weight)) + return output + + +@invocation( + "qwen_image_2_1_lora_collection_loader", + title="Apply LoRA Collection - Qwen-Image-2.1", + tags=["lora", "model", "qwen_image_2_1"], + category="model", + version="1.0.0", + classification=Classification.Prototype, +) +class QwenImage21LoRACollectionLoader(BaseInvocation): + """Applies a collection of LoRAs to a Qwen-Image-2.1 transformer.""" + + loras: Optional[LoRAField | list[LoRAField]] = InputField( + default=None, + description="LoRA models and weights. May be a single LoRA or collection.", + title="LoRAs", + ui_model_base=[BaseModelType.QwenImage21], + ui_model_type=ModelType.LoRA, + ) + transformer: Optional[TransformerField] = InputField( + default=None, + description=FieldDescriptions.transformer, + input=Input.Connection, + title="Transformer", + ) + + def invoke(self, context: InvocationContext) -> QwenImage21LoRALoaderOutput: + output = QwenImage21LoRALoaderOutput() + if self.transformer is not None: + output.transformer = self.transformer.model_copy(deep=True) + + loras = self.loras if isinstance(self.loras, list) else [self.loras] + # Including those an upstream loader applied: a LoRA applied twice doubles its weight. + added = {lora.lora.key for lora in output.transformer.loras} if output.transformer is not None else set() + for lora in loras: + if lora is None or lora.lora.key in added: + continue + _require_qwen_image_21_lora(context, lora.lora) + added.add(lora.lora.key) + if output.transformer is not None: + output.transformer.loras.append(lora) + return output diff --git a/invokeai/backend/model_manager/configs/factory.py b/invokeai/backend/model_manager/configs/factory.py index cc9525685ae..4c57a662116 100644 --- a/invokeai/backend/model_manager/configs/factory.py +++ b/invokeai/backend/model_manager/configs/factory.py @@ -71,6 +71,7 @@ LoRA_LyCORIS_Krea2_Config, LoRA_LyCORIS_LTX2_Config, LoRA_LyCORIS_MiniMaxH3_Config, + LoRA_LyCORIS_QwenImage21_Config, LoRA_LyCORIS_QwenImage_Config, LoRA_LyCORIS_SD1_Config, LoRA_LyCORIS_SD2_Config, @@ -520,6 +521,7 @@ def has_model_export(module: Any, name: Any, expected_bases: tuple[type, ...]) - Annotated[LoRA_LyCORIS_ZImage_Config, LoRA_LyCORIS_ZImage_Config.get_tag()], Annotated[LoRA_LyCORIS_Krea2_Config, LoRA_LyCORIS_Krea2_Config.get_tag()], Annotated[LoRA_LyCORIS_QwenImage_Config, LoRA_LyCORIS_QwenImage_Config.get_tag()], + Annotated[LoRA_LyCORIS_QwenImage21_Config, LoRA_LyCORIS_QwenImage21_Config.get_tag()], # MiniMax H3 keys on H3-exclusive submodules (fused ``attn.qkv_proj``, # ``adaln_proj.linear``) and rejects other architectures' signatures, so it # is mutually exclusive with Wan/Anima regardless of order (locked in by diff --git a/invokeai/backend/model_manager/configs/lora.py b/invokeai/backend/model_manager/configs/lora.py index 081d276ceb3..c15730dc8de 100644 --- a/invokeai/backend/model_manager/configs/lora.py +++ b/invokeai/backend/model_manager/configs/lora.py @@ -60,6 +60,9 @@ has_non_minimax_h3_architecture_keys, has_unsupported_minimax_h3_lora_variant_keys, ) +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_constants import ( + unsupported_keys as qwen_image_21_unsupported_lora_keys, +) from invokeai.backend.patches.lora_conversions.wan_lora_constants import ( detect_wan_lora_variant, has_non_wan_architecture_keys, @@ -872,6 +875,7 @@ def _validate_looks_like_lora(cls, mod: ModelOnDisk) -> None: and not has_krea2_keys and not has_flux_keys and not _has_qwen_image21_lora_keys(state_dict) + and not _has_ltx2_lora_keys(state_dict) ): return @@ -905,36 +909,91 @@ def _get_base_or_raise(cls, mod: ModelOnDisk) -> BaseModelType: and not has_krea2_keys and not has_flux_keys and not _has_qwen_image21_lora_keys(state_dict) + and not _has_ltx2_lora_keys(state_dict) ): return BaseModelType.QwenImage raise NotAMatchError("model does not look like a Qwen Image Edit LoRA") +def _has_ltx2_lora_keys(state_dict: dict[str | int, Any]) -> bool: + # LTX-2's published LoRAs, unprefixed or under `transformer.`, also start with `transformer_blocks.`; only its + # audio and cross-modal towers tell them apart, and without this both Qwen Image and LTX-2 would claim them. + return has_ltx2_lora_keys([key for key in state_dict if isinstance(key, str)]) + + _QWEN_IMAGE21_HIDDEN_SIZE = 4096 -_QWEN_IMAGE21_MLP_MARKERS = ("img_mlp.gate_up.", "img_mlp.gate_layer.", "img_mlp_gate_up", "img_mlp_gate_layer") -_ATTENTION_PROJECTIONS = ("attn.to_q.", "attn.to_k.", "attn.to_v.", "attn_to_q.", "attn_to_k.", "attn_to_v.") +# Qwen-Image-2.1's gated MLP, by any of its names: diffusers' `gate_layer`/`proj`/`out`, ComfyUI's fused `gate_up`, +# dotted or Kohya-flattened. Qwen-Image's MLP is `img_mlp.net.0.proj`/`img_mlp.net.2`, which none of these match. +_QWEN_IMAGE21_MLP_MARKERS = ( + "img_mlp.gate_up.", + "img_mlp.gate_layer.", + "img_mlp.proj.", + "img_mlp.out.", + "img_mlp_gate_up", + "img_mlp_gate_layer", + "img_mlp_proj", + "img_mlp_out", +) +# A block's own attention projections, dotted or Kohya-flattened. Anchored to the block: LTX-2's +# `audio_to_video_attn.to_q` is as wide and would match the bare `attn.to_q`. +_BLOCK_ATTENTION_PROJECTION = re.compile(r"transformer_blocks[._]\d+[._]attn[._]to_(?:[qkv]|out[._]0)[._]") +_LOKR_FACTOR = re.compile(r"\.(lokr_w[12])(?:_b)?$") +# Modules of Qwen Image's dual-stream blocks that no other family naming `transformer_blocks.N` has: its per-stream +# modulation and MLPs, dotted or Kohya-flattened. +_QWEN_IMAGE_ONLY_MODULE = re.compile(r"transformer_blocks[._]\d+[._](?:img_mod|txt_mod|img_mlp[._]net|txt_mlp)[._]") -def _has_qwen_image21_lora_keys(state_dict: dict[str | int, Any]) -> bool: - """True if the state dict is a Qwen-Image-2.1 LoRA, whose module names otherwise overlap Qwen-Image's. +# The parameters that carry a layer's input width as their second dimension: the input-side matrix of a low-rank +# (or DoRA) layer, either of LoHA's, and a full diff, which is the whole weight update. +_INPUT_WIDTH_PARAMS = (".lora_A.weight", ".lora_down.weight", ".hada_w1_b", ".hada_w2_b", ".diff") + + +def _block_attention_in_features(state_dict: dict[str | int, Any]) -> tuple[set[int], set[int]]: + """The input widths of the block-attention projections a LoRA targets: those its layers state directly, and + those of its LoKR layers. - Its gated MLP (`gate_layer` in diffusers/PEFT, ComfyUI's fused `gate_up`, and their Kohya spellings) is - Qwen-Image-2.1's alone. An attention-only LoRA -- PEFT's usual `to_q/to_k/to_v` targets -- names nothing - Qwen-Image lacks, so its width decides: the projections read 4096 features here and 3072 in Qwen-Image. + A low-rank, LoHA or full layer carries the width on one of its matrices; a LoKR weight is the Kronecker product + of two factors, so its input width is the product of theirs (each given whole, or as the second matrix of a + pair). """ + direct: set[int] = set() + factored: set[int] = set() + lokr: dict[str, dict[str, int]] = {} for key, value in state_dict.items(): - if not isinstance(key, str): + if not isinstance(key, str) or _BLOCK_ATTENTION_PROJECTION.search(key) is None: continue - if any(marker in key for marker in _QWEN_IMAGE21_MLP_MARKERS): - return True - if ( - key.endswith((".lora_A.weight", ".lora_down.weight")) - and any(projection in key for projection in _ATTENTION_PROJECTIONS) - and len(getattr(value, "shape", ())) == 2 - and value.shape[1] == _QWEN_IMAGE21_HIDDEN_SIZE - ): - return True - return False + shape = getattr(value, "shape", ()) + if len(shape) != 2: + continue + if key.endswith(_INPUT_WIDTH_PARAMS): + direct.add(shape[1]) + elif factor := _LOKR_FACTOR.search(key): + lokr.setdefault(key[: factor.start()], {})[factor.group(1)] = shape[1] + factored.update(f["lokr_w1"] * f["lokr_w2"] for f in lokr.values() if len(f) == 2) + return direct, factored + + +def _has_qwen_image21_lora_keys(state_dict: dict[str | int, Any]) -> bool: + """True if the state dict is a Qwen-Image-2.1 LoRA, whose module names otherwise overlap Qwen-Image's. + + Its gated MLP (`gate_layer`, `proj` and `out` in diffusers/PEFT, ComfyUI's fused `gate_up`, and their Kohya + spellings) is Qwen-Image-2.1's alone. An attention-only LoRA -- PEFT's usual `to_q/to_k/to_v` targets, or + `to_out.0` -- names nothing Qwen-Image lacks, so its width decides: the projections read 4096 features here + and 3072 in Qwen-Image, so a 4096 one is never Qwen-Image's. A low-rank, LoHA or full layer states that width. + A LoKR layer's is a product of factor sizes, which can come to 4096 without any layer being that wide, so it + counts unless the file names a module only Qwen-Image has. + + It tells the family apart, not whether the layers are whole: a 2.1 LoRA with a broken layer, or with a text + encoder's layer beside it, is still not Qwen-Image's; `_is_qwen_image21_lora` refuses it as a 2.1 one. + """ + if any(isinstance(key, str) and any(m in key for m in _QWEN_IMAGE21_MLP_MARKERS) for key in state_dict): + return True + direct, factored = _block_attention_in_features(state_dict) + if _QWEN_IMAGE21_HIDDEN_SIZE in direct: + return True + return _QWEN_IMAGE21_HIDDEN_SIZE in factored and not any( + isinstance(key, str) and _QWEN_IMAGE_ONLY_MODULE.search(key) for key in state_dict + ) def _has_krea2_lora_keys(state_dict: dict[str | int, Any]) -> bool: @@ -1143,6 +1202,38 @@ def _get_base_or_raise(cls, mod: ModelOnDisk) -> BaseModelType: raise NotAMatchError("model does not look like a Krea-2 LoRA") +def _is_qwen_image21_lora(state_dict: dict[str | int, Any]) -> bool: + """A Qwen-Image-2.1 LoRA that applies in full, every layer complete and on a module this transformer has. + + That every key must name a Qwen-Image-2.1 module also rules out the families whose module names it shares, as + long as their LoRA touches one module 2.1 lacks. FLUX.2 Klein 9B is as wide (4096); its text embedders, single + blocks and text stream (`add_q_proj`, `ff`) are its own. A Klein LoRA on its double blocks' image attention has + a 2.1 LoRA's names and width, and reads as one. `proj_out` and `norm_out.linear` share the names but not the + output widths (Klein's are 128 and 8192, 2.1's 64 and 4096): beside that attention they are taken too and do + not fit, and on their own they are no 2.1 evidence. + """ + return _has_qwen_image21_lora_keys(state_dict) and not qwen_image_21_unsupported_lora_keys(state_dict) + + +class LoRA_LyCORIS_QwenImage21_Config(LoRA_LyCORIS_Config_Base, Config_Base): + """Model config for Qwen-Image-2.1 LoRAs: ComfyUI (`diffusion_model.`, fused `gate_up`), diffusers/PEFT and + Kohya layouts, of low-rank, DoRA, LoKR, LoHA or full layers that apply to it in full.""" + + base: Literal[BaseModelType.QwenImage21] = Field(default=BaseModelType.QwenImage21) + + @classmethod + def _validate_looks_like_lora(cls, mod: ModelOnDisk) -> None: + # An incomplete or misplaced layer is refused here, so it cannot install and then fail in conversion. + if not _is_qwen_image21_lora(mod.load_state_dict()): + raise NotAMatchError("model does not match Qwen-Image-2.1 LoRA heuristics") + + @classmethod + def _get_base_or_raise(cls, mod: ModelOnDisk) -> BaseModelType: + if _is_qwen_image21_lora(mod.load_state_dict()): + return BaseModelType.QwenImage21 + raise NotAMatchError("model does not look like a Qwen-Image-2.1 LoRA") + + class LoRA_LyCORIS_Anima_Config(LoRA_LyCORIS_Config_Base, Config_Base): """Model config for Anima LoRA models in LyCORIS format.""" diff --git a/invokeai/backend/model_manager/load/model_loaders/lora.py b/invokeai/backend/model_manager/load/model_loaders/lora.py index 6ab1a6a2409..33c05d806d0 100644 --- a/invokeai/backend/model_manager/load/model_loaders/lora.py +++ b/invokeai/backend/model_manager/load/model_loaders/lora.py @@ -64,6 +64,9 @@ lora_model_from_minimax_h3_state_dict, ) from invokeai.backend.patches.lora_conversions.peft_adapter_utils import normalize_peft_adapter_names +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + lora_model_from_qwen_image_21_state_dict, +) from invokeai.backend.patches.lora_conversions.qwen_image_lora_conversion_utils import ( lora_model_from_qwen_image_state_dict, ) @@ -179,6 +182,9 @@ def _load_model( model = lora_model_from_z_image_state_dict(state_dict=state_dict, alpha=None) elif self._model_base == BaseModelType.QwenImage: model = lora_model_from_qwen_image_state_dict(state_dict=state_dict, alpha=None) + elif self._model_base == BaseModelType.QwenImage21: + # ComfyUI, diffusers/PEFT or Kohya keys; ComfyUI's fused gate_up is split for diffusers. + model = lora_model_from_qwen_image_21_state_dict(state_dict=state_dict) elif self._model_base == BaseModelType.Krea2: # Krea-2 LoRAs use diffusers PEFT format targeting the Krea2 transformer (and optionally # the Qwen3-VL text encoder). alpha=None → alpha=rank (common diffusers default). diff --git a/invokeai/backend/patches/lora_conversions/flux_kohya_lora_conversion_utils.py b/invokeai/backend/patches/lora_conversions/flux_kohya_lora_conversion_utils.py index f5a6830c4f1..302bc32a638 100644 --- a/invokeai/backend/patches/lora_conversions/flux_kohya_lora_conversion_utils.py +++ b/invokeai/backend/patches/lora_conversions/flux_kohya_lora_conversion_utils.py @@ -17,8 +17,11 @@ # lora_unet_double_blocks_0_img_attn_proj.alpha # lora_unet_double_blocks_0_img_attn_proj.lora_down.weight # lora_unet_double_blocks_0_img_attn_proj.lora_up.weight +# FLUX's own block names only: Qwen-Image's Kohya keys (`lora_unet_transformer_blocks_N_img_mlp_...`) would match a +# bare `\w+_blocks`, and a LoRA whose every key is on that MLP would read as FLUX. FLUX_KOHYA_TRANSFORMER_KEY_REGEX = ( - r"lora_unet_(\w+_blocks)_(\d+)_(img_attn|img_mlp|img_mod|txt_attn|txt_mlp|txt_mod|linear1|linear2|modulation)_?(.*)" + r"lora_unet_(double_blocks|single_blocks)_(\d+)_" + r"(img_attn|img_mlp|img_mod|txt_attn|txt_mlp|txt_mod|linear1|linear2|modulation)_?(.*)" ) # A regex pattern that matches all of the last layer keys in the Kohya FLUX LoRA format. diff --git a/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_constants.py b/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_constants.py new file mode 100644 index 00000000000..a080d1873f9 --- /dev/null +++ b/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_constants.py @@ -0,0 +1,189 @@ +"""Which keys a Qwen-Image-2.1 LoRA may hold, shared by its identification and its conversion. + +The published LoRAs target the module names diffusers uses, under a `diffusion_model.` (ComfyUI), `transformer.` +(diffusers/PEFT) or `lora_unet_` (Kohya, flattened) prefix -- with one exception: ComfyUI fuses each block's gated +MLP input into `img_mlp.gate_up`, which diffusers keeps as `gate_layer` (the first half of its output rows) and +`proj` (the second half), as the base checkpoint converter splits it. + +Besides the Linears, a LoRA may carry full `diff`s on the RMSNorm weights (the official Turbo LoRA does). They are +merged into the weight whatever the transformer's format: a norm is never quantized, and a sidecar cannot patch it. +""" + +import itertools +import re +from typing import Any + +QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX = "lora_transformer-" +# The norm diffs, kept apart so the denoise node can merge them while the Linears run as sidecars. +QWEN_IMAGE_21_LORA_NORM_PREFIX = "lora_transformer_norm-" + +# Longest first, so `base_model.model.transformer.` wins over `base_model.model.`. +_PREFIXES = ("base_model.model.transformer.", "base_model.model.", "diffusion_model.", "transformer.") + +# Each recognized parameter name and the value key the layer classes read. DoRA magnitudes come in two orientations +# (see `DoRALayer`): LyCORIS's `dora_scale` indexes the input dim, PEFT's and ai-toolkit's the output dim. +_PARAM_VALUE_KEYS = { + "lora_A.weight": "lora_down.weight", + "lora_B.weight": "lora_up.weight", + "lora_down.weight": "lora_down.weight", + "lora_up.weight": "lora_up.weight", + "alpha": "alpha", + "dora_scale": "dora_scale", + "lora_magnitude_vector.weight": "dora_magnitude", + # PEFT's own `get_peft_model_state_dict` writes it without the `.weight`. + "lora_magnitude_vector": "dora_magnitude", + "magnitude": "dora_magnitude", + "diff": "diff", + **{name: name for name in ("lokr_w1", "lokr_w2", "lokr_w1_a", "lokr_w1_b", "lokr_w2_a", "lokr_w2_b", "lokr_t2")}, + **{name: name for name in ("hada_w1_a", "hada_w1_b", "hada_w2_a", "hada_w2_b", "hada_t1", "hada_t2")}, +} + +# Every Linear of the transformer, block-relative or top-level, plus ComfyUI's fused `gate_up`. +_BLOCK_MODULES = frozenset( + { + "attn.to_q", + "attn.to_k", + "attn.to_v", + "attn.to_out.0", + "img_mlp.gate_up", + "img_mlp.gate_layer", + "img_mlp.proj", + "img_mlp.out", + } +) +# The RMSNorm weights a full diff may target. +_BLOCK_NORMS = frozenset({"attn.norm_q", "attn.norm_k"}) +_TOP_NORMS = frozenset({"txt_in.text_norm"}) +_TOP_MODULES = frozenset( + { + "img_in", + "proj_out", + "norm_out.linear", + "modulation.1", + "txt_in.in_layer", + "txt_in.out_layer", + "time_text_embed.timestep_embedder.linear_1", + "time_text_embed.timestep_embedder.linear_2", + } +) +# diffusers' `QwenImage21Transformer2DModel` default `num_layers`, which every released checkpoint has. +_NUM_BLOCKS = 32 +# A block index as the transformer spells it, without leading zeros: `01` would be block 1 under a second name. +_BLOCK = re.compile(r"transformer_blocks\.(0|[1-9]\d?)\.(.+)") +# Kohya flattens the dots, which makes a name ambiguous on its own (`to_out_0`), so it is mapped, not re-dotted. +_KOHYA_BLOCK = re.compile(r"transformer_blocks_(0|[1-9]\d?)_(.+)") +_KOHYA_BLOCK_MODULES = {module.replace(".", "_"): module for module in _BLOCK_MODULES | _BLOCK_NORMS} +_KOHYA_TOP_MODULES = {module.replace(".", "_"): module for module in _TOP_MODULES | _TOP_NORMS} +_KOHYA_PREFIX = "lora_unet_" + + +def _layer_value_sets() -> frozenset[frozenset[str]]: + """Every set of value keys that builds one layer reading all of them: nothing missing, nothing it would ignore. + + The kinds `any_lora_layer_from_state_dict` builds: low-rank, DoRA with either magnitude, LoKR with each operand + whole or factored, LoHA, and a full diff, which has no rank for an alpha to scale. (A LoKR with both operands + whole has none either and scales by 1 whatever its alpha; the alpha is accepted there, as it changes nothing.) + LyCORIS writes Tucker cores (`lokr_t2`, `hada_t1`/`hada_t2`) only for convolution kernels, and this transformer + is all Linears, so a layer with one is refused. No Linear here has a bias, so no bias key is recognized. + """ + low_rank = frozenset({"lora_down.weight", "lora_up.weight"}) + lokr_w1 = (frozenset({"lokr_w1"}), frozenset({"lokr_w1_a", "lokr_w1_b"})) + lokr_w2 = (frozenset({"lokr_w2"}), frozenset({"lokr_w2_a", "lokr_w2_b"})) + ranked = [ + low_rank, + low_rank | {"dora_scale"}, + low_rank | {"dora_magnitude"}, + *(w1 | w2 for w1, w2 in itertools.product(lokr_w1, lokr_w2)), + frozenset({"hada_w1_a", "hada_w1_b", "hada_w2_a", "hada_w2_b"}), + ] + return frozenset([*ranked, *(layer | {"alpha"} for layer in ranked), frozenset({"diff"})]) + + +_LAYERS = _layer_value_sets() + +GATE_UP = "img_mlp.gate_up" +# The values of a layer on the fused gate_up that split along its output rows. `lora_down` reads the input both +# halves share and `alpha` is a scalar, so each half takes them whole. +GATE_UP_ROW_KEYS = frozenset({"lora_up.weight", "dora_magnitude", "diff"}) +# What a gate_up layer may be to be split: low-rank, PEFT/ai-toolkit DoRA (an output-dim magnitude), or full. LoKR +# and LoHA mix the rows, and LyCORIS's input-dim `dora_scale` normalizes across both halves at once. +_GATE_UP_SPLITTABLE = frozenset(layer for layer in _LAYERS if layer <= GATE_UP_ROW_KEYS | {"lora_down.weight", "alpha"}) + + +def _module_path(name: str) -> str | None: + """The diffusers module path a key's module part names, or None if this transformer has no such Linear.""" + for prefix in _PREFIXES: + if name.startswith(prefix): + name = name[len(prefix) :] + break + if name.startswith(_KOHYA_PREFIX): + flat = name[len(_KOHYA_PREFIX) :] + if block := _KOHYA_BLOCK.fullmatch(flat): + module = _KOHYA_BLOCK_MODULES.get(block.group(2)) + exists = module is not None and int(block.group(1)) < _NUM_BLOCKS + return f"transformer_blocks.{block.group(1)}.{module}" if exists else None + return _KOHYA_TOP_MODULES.get(flat) + if block := _BLOCK.fullmatch(name): + exists = block.group(2) in _BLOCK_MODULES | _BLOCK_NORMS and int(block.group(1)) < _NUM_BLOCKS + return name if exists else None + return name if name in _TOP_MODULES | _TOP_NORMS else None + + +def is_norm(module: str) -> bool: + """Whether a module path from `split_key` names an RMSNorm rather than a Linear.""" + if block := _BLOCK.fullmatch(module): + return block.group(2) in _BLOCK_NORMS + return module in _TOP_NORMS + + +def split_key(key: str) -> tuple[str, str] | None: + """`(module path, value key)` for a key of a Qwen-Image-2.1 LoRA, or None for one that is not.""" + for param, value_key in _PARAM_VALUE_KEYS.items(): + if key.endswith("." + param): + module = _module_path(key[: -len(param) - 1]) + return (module, value_key) if module is not None else None + return None + + +def _splits_in_half(value: Any) -> bool: + shape = getattr(value, "shape", ()) + return len(shape) > 0 and shape[0] % 2 == 0 + + +def unsupported_keys(state_dict: dict[str | int, Any]) -> list[str]: + """The keys that keep this state dict from being applied to Qwen-Image-2.1 as a whole; empty for a LoRA that + applies in full. + + A key that names no module of this transformer (another model's, or a text encoder's), and every key that + gives a value another key of its module gives too (two prefixes, or two spellings of one parameter). All keys + of a module whose values are not exactly one layer (see `_layer_value_sets`): half a pair, an alpha or a + magnitude alone, two layer kinds at once. On a norm only a full `diff` applies. A fused gate_up must split into + two whole halves of its output rows, in a block that does not also name the gate_layer or proj it becomes. + """ + unsupported: set[str] = set() + modules: dict[str, dict[str, list[str]]] = {} + for key in state_dict: + if not isinstance(key, str) or (split := split_key(key)) is None: + unsupported.add(str(key)) + continue + module, value_key = split + modules.setdefault(module, {}).setdefault(value_key, []).append(key) + + for module, values in modules.items(): + unsupported.update(key for spellings in values.values() if len(spellings) > 1 for key in spellings) + layer = frozenset(values) + if is_norm(module): + applies = layer == {"diff"} + elif module.endswith(GATE_UP): + stem = module[: -len("gate_up")] + applies = ( + layer in _GATE_UP_SPLITTABLE + and all(_splits_in_half(state_dict[values[row][0]]) for row in layer & GATE_UP_ROW_KEYS) + and f"{stem}gate_layer" not in modules + and f"{stem}proj" not in modules + ) + else: + applies = layer in _LAYERS + if not applies: + unsupported.update(key for spellings in values.values() for key in spellings) + return sorted(unsupported) diff --git a/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_conversion_utils.py b/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_conversion_utils.py new file mode 100644 index 00000000000..3108ce7241c --- /dev/null +++ b/invokeai/backend/patches/lora_conversions/qwen_image_2_1_lora_conversion_utils.py @@ -0,0 +1,66 @@ +"""Qwen-Image-2.1 LoRAs onto the diffusers `QwenImage21Transformer2DModel`; see `qwen_image_2_1_lora_constants`.""" + +import torch + +from invokeai.backend.patches.layers.base_layer_patch import BaseLayerPatch +from invokeai.backend.patches.layers.utils import any_lora_layer_from_state_dict +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_constants import ( + GATE_UP, + GATE_UP_ROW_KEYS, + QWEN_IMAGE_21_LORA_NORM_PREFIX, + QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX, + is_norm, + split_key, + unsupported_keys, +) +from invokeai.backend.patches.model_patch_raw import ModelPatchRaw + + +def _split_gate_up(module: str, values: dict[str, torch.Tensor]) -> dict[str, dict[str, torch.Tensor]]: + """The fused gated-MLP input as diffusers' two Linears: `gate_layer` takes the first half of the output rows. + + Every row-indexed tensor splits in two (`unsupported_keys` has checked that the halves are whole); the `down` + matrix reads the shared input and goes to both halves. + """ + stem = module[: -len("gate_up")] + gate, proj = dict(values), dict(values) + for key in GATE_UP_ROW_KEYS & values.keys(): + rows = values[key] + gate[key], proj[key] = rows[: rows.shape[0] // 2], rows[rows.shape[0] // 2 :] + if "lora_down.weight" in values: + # A copy of its own, so the model cache, which sizes a patch by its tensors' elements, counts what it holds. + proj["lora_down.weight"] = values["lora_down.weight"].clone() + return {f"{stem}gate_layer": gate, f"{stem}proj": proj} + + +def lora_model_from_qwen_image_21_state_dict(state_dict: dict[str, torch.Tensor]) -> ModelPatchRaw: + """Convert a Qwen-Image-2.1 LoRA to a patch for the diffusers transformer. + + A layer without an `alpha` scales by 1 (its alpha is its rank), as ComfyUI applies it. Norm diffs go under + `QWEN_IMAGE_21_LORA_NORM_PREFIX`, the Linears under `QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX`. + """ + unsupported = unsupported_keys(state_dict) + if unsupported: + # Identification refuses these, so a file reaches here only by another path; applying the rest would make a + # partial LoRA that passes for a whole one. + raise ValueError( + f"{len(unsupported)} key(s) of this LoRA do not apply to Qwen-Image-2.1, e.g. {unsupported[0]!r}. Each " + "key must name a layer this model has, and only once; each layer must be complete and of one kind. A " + "norm takes only a full diff, and the fused gate_up only a low-rank, PEFT DoRA or full layer with an even " + "number of rows, in a block that does not also name the gate_layer or proj it is split into." + ) + + grouped: dict[str, dict[str, torch.Tensor]] = {} + for key, value in state_dict.items(): + split = split_key(key) + assert split is not None # unsupported_keys checked every key + module, value_key = split + grouped.setdefault(module, {})[value_key] = value + + layers: dict[str, BaseLayerPatch] = {} + for module, values in grouped.items(): + targets = _split_gate_up(module, values) if module.endswith(GATE_UP) else {module: values} + prefix = QWEN_IMAGE_21_LORA_NORM_PREFIX if is_norm(module) else QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX + for target, target_values in targets.items(): + layers[f"{prefix}{target}"] = any_lora_layer_from_state_dict(target_values) + return ModelPatchRaw(layers=layers) diff --git a/invokeai/frontend/api/openapi.json b/invokeai/frontend/api/openapi.json index f4128cd3617..1165fc555bd 100644 --- a/invokeai/frontend/api/openapi.json +++ b/invokeai/frontend/api/openapi.json @@ -1649,6 +1649,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -2161,6 +2164,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -2673,6 +2679,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -3230,6 +3239,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -3814,6 +3826,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -5273,6 +5288,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -20859,6 +20877,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -45710,6 +45731,12 @@ { "$ref": "#/components/schemas/QwenImage21LatentsToImageInvocation" }, + { + "$ref": "#/components/schemas/QwenImage21LoRACollectionLoader" + }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderInvocation" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderInvocation" }, @@ -46385,6 +46412,9 @@ { "$ref": "#/components/schemas/QwenImage21ConditioningOutput" }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderOutput" }, @@ -56135,6 +56165,12 @@ { "$ref": "#/components/schemas/QwenImage21LatentsToImageInvocation" }, + { + "$ref": "#/components/schemas/QwenImage21LoRACollectionLoader" + }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderInvocation" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderInvocation" }, @@ -56806,6 +56842,9 @@ { "$ref": "#/components/schemas/QwenImage21ConditioningOutput" }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderOutput" }, @@ -57795,6 +57834,12 @@ { "$ref": "#/components/schemas/QwenImage21LatentsToImageInvocation" }, + { + "$ref": "#/components/schemas/QwenImage21LoRACollectionLoader" + }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderInvocation" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderInvocation" }, @@ -58962,6 +59007,12 @@ "qwen_image_2_1_l2i": { "$ref": "#/components/schemas/ImageOutput" }, + "qwen_image_2_1_lora_collection_loader": { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + }, + "qwen_image_2_1_lora_loader": { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + }, "qwen_image_2_1_model_loader": { "$ref": "#/components/schemas/QwenImage21ModelLoaderOutput" }, @@ -59513,6 +59564,8 @@ "qwen_image_2_1_denoise", "qwen_image_2_1_i2l", "qwen_image_2_1_l2i", + "qwen_image_2_1_lora_collection_loader", + "qwen_image_2_1_lora_loader", "qwen_image_2_1_model_loader", "qwen_image_2_1_text_encoder", "qwen_image_control", @@ -60476,6 +60529,12 @@ { "$ref": "#/components/schemas/QwenImage21LatentsToImageInvocation" }, + { + "$ref": "#/components/schemas/QwenImage21LoRACollectionLoader" + }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderInvocation" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderInvocation" }, @@ -61751,6 +61810,12 @@ { "$ref": "#/components/schemas/QwenImage21LatentsToImageInvocation" }, + { + "$ref": "#/components/schemas/QwenImage21LoRACollectionLoader" + }, + { + "$ref": "#/components/schemas/QwenImage21LoRALoaderInvocation" + }, { "$ref": "#/components/schemas/QwenImage21ModelLoaderInvocation" }, @@ -71747,6 +71812,158 @@ "title": "LoRA_LyCORIS_MiniMaxH3_Config", "description": "Model config for MiniMax H3 LoRA models in LyCORIS (single-file PEFT or kohya) format.\n\nH3 LoRAs (e.g. the MiniMax-H3 Turbo step-distillation LoRA) target the\n``MiniMaxH3Transformer3DModel`` in the checkpoint's native single-file layout,\nwith dotted keys or kohya-flattened ``lora_unet_*`` keys.\nDetection keys on H3-exclusive submodule names (the fused ``attn.qkv_proj``\nunder a bare ``attn.``, and ``adaln_proj.linear``) and rejects any state dict\ncarrying another architecture's signature \u2014 see\n``minimax_h3_lora_constants`` for the exact patterns and why ``mlp.fc1``\nalone would not be safe." }, + "LoRA_LyCORIS_QwenImage21_Config": { + "properties": { + "key": { + "type": "string", + "title": "Key", + "description": "A unique key for this model." + }, + "hash": { + "type": "string", + "title": "Hash", + "description": "The hash of the model file(s)." + }, + "path": { + "type": "string", + "title": "Path", + "description": "Path to the model on the filesystem. Relative paths are relative to the Invoke root directory." + }, + "file_size": { + "type": "integer", + "title": "File Size", + "description": "The size of the model in bytes." + }, + "name": { + "type": "string", + "title": "Name", + "description": "Name of the model." + }, + "description": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Description", + "description": "Model description" + }, + "source": { + "type": "string", + "title": "Source", + "description": "The original source of the model (path, URL or repo_id)." + }, + "source_type": { + "$ref": "#/components/schemas/ModelSourceType", + "description": "The type of source" + }, + "source_api_response": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Source Api Response", + "description": "The original API response from the source, as stringified JSON." + }, + "source_url": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Source Url", + "description": "Optional URL for the model (e.g. download page or model page)." + }, + "cover_image": { + "anyOf": [ + { + "type": "string" + }, + { + "type": "null" + } + ], + "title": "Cover Image", + "description": "Url for image to preview model" + }, + "type": { + "type": "string", + "const": "lora", + "title": "Type", + "default": "lora" + }, + "trigger_phrases": { + "anyOf": [ + { + "items": { + "type": "string" + }, + "type": "array", + "uniqueItems": true + }, + { + "type": "null" + } + ], + "title": "Trigger Phrases", + "description": "Set of trigger phrases for this model" + }, + "default_settings": { + "anyOf": [ + { + "$ref": "#/components/schemas/LoraModelDefaultSettings" + }, + { + "type": "null" + } + ], + "description": "Default settings for this model" + }, + "format": { + "type": "string", + "const": "lycoris", + "title": "Format", + "default": "lycoris" + }, + "base": { + "type": "string", + "const": "qwen-image-2-1", + "title": "Base", + "default": "qwen-image-2-1" + } + }, + "type": "object", + "required": [ + "key", + "hash", + "path", + "file_size", + "name", + "description", + "source", + "source_type", + "source_api_response", + "source_url", + "cover_image", + "type", + "trigger_phrases", + "default_settings", + "format", + "base" + ], + "title": "LoRA_LyCORIS_QwenImage21_Config", + "description": "Model config for Qwen-Image-2.1 LoRAs: ComfyUI (`diffusion_model.`, fused `gate_up`), diffusers/PEFT and\nKohya layouts, of low-rank, DoRA, LoKR, LoHA or full layers that apply to it in full." + }, "LoRA_LyCORIS_QwenImage_Config": { "properties": { "key": { @@ -89141,6 +89358,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -89899,6 +90119,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -90587,6 +90810,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -91086,6 +91312,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -92078,6 +92307,9 @@ { "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage_Config" }, + { + "$ref": "#/components/schemas/LoRA_LyCORIS_QwenImage21_Config" + }, { "$ref": "#/components/schemas/LoRA_LyCORIS_LTX2_Config" }, @@ -98713,7 +98945,7 @@ "tags": ["image", "qwen_image_2_1", "qwen-image-2.1"], "title": "Denoise - Qwen-Image-2.1", "type": "object", - "version": "1.1.0", + "version": "1.2.0", "output": { "$ref": "#/components/schemas/LatentsMetaOutput" } @@ -98992,6 +99224,220 @@ "$ref": "#/components/schemas/ImageOutput" } }, + "QwenImage21LoRACollectionLoader": { + "category": "model", + "class": "invocation", + "classification": "prototype", + "description": "Applies a collection of LoRAs to a Qwen-Image-2.1 transformer.", + "node_pack": "invokeai", + "properties": { + "id": { + "description": "The id of this instance of an invocation. Must be unique among all instances of invocations.", + "field_kind": "node_attribute", + "title": "Id", + "type": "string" + }, + "is_intermediate": { + "default": false, + "description": "Whether or not this is an intermediate invocation.", + "field_kind": "node_attribute", + "input": "direct", + "orig_required": true, + "title": "Is Intermediate", + "type": "boolean", + "ui_hidden": false, + "ui_type": "IsIntermediate" + }, + "use_cache": { + "default": true, + "description": "Whether or not to use the cache", + "field_kind": "node_attribute", + "title": "Use Cache", + "type": "boolean" + }, + "loras": { + "anyOf": [ + { + "$ref": "#/components/schemas/LoRAField" + }, + { + "items": { + "$ref": "#/components/schemas/LoRAField" + }, + "type": "array" + }, + { + "type": "null" + } + ], + "default": null, + "description": "LoRA models and weights. May be a single LoRA or collection.", + "field_kind": "input", + "input": "any", + "orig_default": null, + "orig_required": false, + "title": "LoRAs", + "ui_model_base": ["qwen-image-2-1"], + "ui_model_type": ["lora"] + }, + "transformer": { + "anyOf": [ + { + "$ref": "#/components/schemas/TransformerField" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Transformer", + "field_kind": "input", + "input": "connection", + "orig_default": null, + "orig_required": false, + "title": "Transformer" + }, + "type": { + "const": "qwen_image_2_1_lora_collection_loader", + "default": "qwen_image_2_1_lora_collection_loader", + "field_kind": "node_attribute", + "title": "type", + "type": "string" + } + }, + "required": ["type", "id"], + "tags": ["lora", "model", "qwen_image_2_1"], + "title": "Apply LoRA Collection - Qwen-Image-2.1", + "type": "object", + "version": "1.0.0", + "output": { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + } + }, + "QwenImage21LoRALoaderInvocation": { + "category": "model", + "class": "invocation", + "classification": "prototype", + "description": "Apply a LoRA model to a Qwen-Image-2.1 transformer.", + "node_pack": "invokeai", + "properties": { + "id": { + "description": "The id of this instance of an invocation. Must be unique among all instances of invocations.", + "field_kind": "node_attribute", + "title": "Id", + "type": "string" + }, + "is_intermediate": { + "default": false, + "description": "Whether or not this is an intermediate invocation.", + "field_kind": "node_attribute", + "input": "direct", + "orig_required": true, + "title": "Is Intermediate", + "type": "boolean", + "ui_hidden": false, + "ui_type": "IsIntermediate" + }, + "use_cache": { + "default": true, + "description": "Whether or not to use the cache", + "field_kind": "node_attribute", + "title": "Use Cache", + "type": "boolean" + }, + "lora": { + "anyOf": [ + { + "$ref": "#/components/schemas/ModelIdentifierField" + }, + { + "type": "null" + } + ], + "default": null, + "description": "LoRA model to load", + "field_kind": "input", + "input": "any", + "orig_required": true, + "title": "LoRA", + "ui_model_base": ["qwen-image-2-1"], + "ui_model_type": ["lora"] + }, + "weight": { + "default": 1.0, + "description": "The weight at which the LoRA is applied to each model", + "field_kind": "input", + "input": "any", + "orig_default": 1.0, + "orig_required": false, + "title": "Weight", + "type": "number" + }, + "transformer": { + "anyOf": [ + { + "$ref": "#/components/schemas/TransformerField" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Transformer", + "field_kind": "input", + "input": "connection", + "orig_default": null, + "orig_required": false, + "title": "Transformer" + }, + "type": { + "const": "qwen_image_2_1_lora_loader", + "default": "qwen_image_2_1_lora_loader", + "field_kind": "node_attribute", + "title": "type", + "type": "string" + } + }, + "required": ["type", "id"], + "tags": ["lora", "model", "qwen_image_2_1"], + "title": "Apply LoRA - Qwen-Image-2.1", + "type": "object", + "version": "1.0.0", + "output": { + "$ref": "#/components/schemas/QwenImage21LoRALoaderOutput" + } + }, + "QwenImage21LoRALoaderOutput": { + "class": "output", + "description": "Qwen-Image-2.1 LoRA Loader Output", + "properties": { + "transformer": { + "anyOf": [ + { + "$ref": "#/components/schemas/TransformerField" + }, + { + "type": "null" + } + ], + "default": null, + "description": "Transformer", + "field_kind": "output", + "title": "Transformer", + "ui_hidden": false + }, + "type": { + "const": "qwen_image_2_1_lora_loader_output", + "default": "qwen_image_2_1_lora_loader_output", + "field_kind": "node_attribute", + "title": "type", + "type": "string" + } + }, + "required": ["output_meta", "transformer", "type", "type"], + "title": "QwenImage21LoRALoaderOutput", + "type": "object" + }, "QwenImage21ModelLoaderInvocation": { "category": "model", "class": "invocation", diff --git a/invokeai/frontend/api/schema.ts b/invokeai/frontend/api/schema.ts index 697fd012e40..06cfff20882 100644 --- a/invokeai/frontend/api/schema.ts +++ b/invokeai/frontend/api/schema.ts @@ -5841,7 +5841,7 @@ export type components = { * @enum {string} */ AnimaVariantType: "anima_qwen3" | "anima_qwen35"; - AnyModelConfig: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + AnyModelConfig: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; /** * AppVersion * @description App Version Response @@ -18179,7 +18179,7 @@ export type components = { * @description The nodes in this graph */ nodes?: { - [key: string]: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; + [key: string]: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21LoRACollectionLoader"] | components["schemas"]["QwenImage21LoRALoaderInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; }; /** * Edges @@ -18216,7 +18216,7 @@ export type components = { * @description The results of node executions */ results: { - [key: string]: components["schemas"]["AnimaConditioningOutput"] | components["schemas"]["AnimaIPAdapterOutput"] | components["schemas"]["AnimaLLLiteOutput"] | components["schemas"]["AnimaLoRALoaderOutput"] | components["schemas"]["AnimaModelLoaderOutput"] | components["schemas"]["BooleanCollectionOutput"] | components["schemas"]["BooleanOutput"] | components["schemas"]["BoundingBoxCollectionOutput"] | components["schemas"]["BoundingBoxOutput"] | components["schemas"]["CLIPOutput"] | components["schemas"]["CLIPSkipInvocationOutput"] | components["schemas"]["CalculateImageTilesOutput"] | components["schemas"]["CogView4ConditioningOutput"] | components["schemas"]["CogView4ModelLoaderOutput"] | components["schemas"]["CollectInvocationOutput"] | components["schemas"]["CollectionCartesianInvocationOutput"] | components["schemas"]["CollectionConcatInvocationOutput"] | components["schemas"]["CollectionZipInvocationOutput"] | components["schemas"]["ColorCollectionOutput"] | components["schemas"]["ColorOutput"] | components["schemas"]["ConditioningCollectionOutput"] | components["schemas"]["ConditioningOutput"] | components["schemas"]["ControlOutput"] | components["schemas"]["DenoiseMaskOutput"] | components["schemas"]["ErnieImageConditioningOutput"] | components["schemas"]["ErnieImageModelLoaderOutput"] | components["schemas"]["ExtractVideoRangeOutput"] | components["schemas"]["FaceMaskOutput"] | components["schemas"]["FaceOffOutput"] | components["schemas"]["FloatCollectionOutput"] | components["schemas"]["FloatGeneratorOutput"] | components["schemas"]["FloatOutput"] | components["schemas"]["Flux2ControlOutput"] | components["schemas"]["Flux2DevLoRALoaderOutput"] | components["schemas"]["Flux2DevModelLoaderOutput"] | components["schemas"]["Flux2KleinLoRALoaderOutput"] | components["schemas"]["Flux2KleinModelLoaderOutput"] | components["schemas"]["FluxConditioningCollectionOutput"] | components["schemas"]["FluxConditioningOutput"] | components["schemas"]["FluxControlLoRALoaderOutput"] | components["schemas"]["FluxControlNetOutput"] | components["schemas"]["FluxFillOutput"] | components["schemas"]["FluxKontextOutput"] | components["schemas"]["FluxLoRALoaderOutput"] | components["schemas"]["FluxModelLoaderOutput"] | components["schemas"]["FluxReduxOutput"] | components["schemas"]["ForInvocationOutput"] | components["schemas"]["ForReturnInvocationOutput"] | components["schemas"]["Gemma2EncoderOutput"] | components["schemas"]["GradientMaskOutput"] | components["schemas"]["IPAdapterOutput"] | components["schemas"]["IdealSizeOutput"] | components["schemas"]["Ideogram4ConditioningOutput"] | components["schemas"]["Ideogram4ModelLoaderOutput"] | components["schemas"]["IfInvocationOutput"] | components["schemas"]["ImageCollectionOutput"] | components["schemas"]["ImageGeneratorOutput"] | components["schemas"]["ImageOutput"] | components["schemas"]["ImagePanelCoordinateOutput"] | components["schemas"]["IntegerCollectionOutput"] | components["schemas"]["IntegerGeneratorOutput"] | components["schemas"]["IntegerOutput"] | components["schemas"]["IterateInvocationOutput"] | components["schemas"]["Krea2ConditioningOutput"] | components["schemas"]["Krea2LoRALoaderOutput"] | components["schemas"]["Krea2ModelLoaderOutput"] | components["schemas"]["Krea2StyleReferenceOutput"] | components["schemas"]["LTX2AudioConditioningOutput"] | components["schemas"]["LTX2DenoiseOutput"] | components["schemas"]["LTX2DurationOutput"] | components["schemas"]["LTX2ExtendConditioningOutput"] | components["schemas"]["LTX2IdealDimensionsOutput"] | components["schemas"]["LTX2ImageConditioningOutput"] | components["schemas"]["LTX2LatentUpsampleOutput"] | components["schemas"]["LTX2LoRACollectionLoaderOutput"] | components["schemas"]["LTX2LoRALoaderOutput"] | components["schemas"]["LTX2ModelLoaderOutput"] | components["schemas"]["LTX2TextEncoderOutput"] | components["schemas"]["LTX2VideoConditioningOutput"] | components["schemas"]["LatentsCollectionOutput"] | components["schemas"]["LatentsMetaOutput"] | components["schemas"]["LatentsOutput"] | components["schemas"]["LoRALoaderOutput"] | components["schemas"]["LoRASelectorOutput"] | components["schemas"]["LoopStateOutput"] | components["schemas"]["LoopStateValueOutput"] | components["schemas"]["MDControlListOutput"] | components["schemas"]["MDIPAdapterListOutput"] | components["schemas"]["MDT2IAdapterListOutput"] | components["schemas"]["MaskOutput"] | components["schemas"]["MetadataItemOutput"] | components["schemas"]["MetadataOutput"] | components["schemas"]["MetadataToLorasCollectionOutput"] | components["schemas"]["MetadataToModelOutput"] | components["schemas"]["MetadataToSDXLModelOutput"] | components["schemas"]["MiniMaxH3ConditioningOutput"] | components["schemas"]["MiniMaxH3DenoiseOutput"] | components["schemas"]["MiniMaxH3FrameConditioningOutput"] | components["schemas"]["MiniMaxH3HybridOverlayOutput"] | components["schemas"]["MiniMaxH3LoRACollectionLoaderOutput"] | components["schemas"]["MiniMaxH3LoRALoaderOutput"] | components["schemas"]["MiniMaxH3ModelLoaderOutput"] | components["schemas"]["MiniMaxH3ReferenceConditioningOutput"] | components["schemas"]["MiniMaxH3ReferenceMediaOutput"] | components["schemas"]["ModelIdentifierOutput"] | components["schemas"]["ModelLoaderOutput"] | components["schemas"]["MossImageConditioningOutput"] | components["schemas"]["MossImageModelLoaderOutput"] | components["schemas"]["NoiseOutput"] | components["schemas"]["PBRMapsOutput"] | components["schemas"]["PairTileImageOutput"] | components["schemas"]["PiDDecoderOutput"] | components["schemas"]["PromptTemplateOutput"] | components["schemas"]["QwenImage21ConditioningOutput"] | components["schemas"]["QwenImage21ModelLoaderOutput"] | components["schemas"]["QwenImageConditioningOutput"] | components["schemas"]["QwenImageControlOutput"] | components["schemas"]["QwenImageLoRALoaderOutput"] | components["schemas"]["QwenImageModelLoaderOutput"] | components["schemas"]["SD3ConditioningOutput"] | components["schemas"]["SDXLLoRALoaderOutput"] | components["schemas"]["SDXLModelLoaderOutput"] | components["schemas"]["SDXLRefinerModelLoaderOutput"] | components["schemas"]["SchedulerOutput"] | components["schemas"]["Sd3ModelLoaderOutput"] | components["schemas"]["SeamlessModeOutput"] | components["schemas"]["String2Output"] | components["schemas"]["StringCollectionOutput"] | components["schemas"]["StringGeneratorOutput"] | components["schemas"]["StringOutput"] | components["schemas"]["StringPosNegOutput"] | components["schemas"]["T2IAdapterOutput"] | components["schemas"]["TileToPropertiesOutput"] | components["schemas"]["UNetOutput"] | components["schemas"]["VAEOutput"] | components["schemas"]["VideoOutput"] | components["schemas"]["WanConditioningOutput"] | components["schemas"]["WanLoRALoaderOutput"] | components["schemas"]["WanModelLoaderOutput"] | components["schemas"]["WanRefImageOutput"] | components["schemas"]["WorkflowReturnGetOutput"] | components["schemas"]["WorkflowReturnOutput"] | components["schemas"]["WorkflowReturnValueOutput"] | components["schemas"]["ZImageConditioningOutput"] | components["schemas"]["ZImageControlOutput"] | components["schemas"]["ZImageLoRALoaderOutput"] | components["schemas"]["ZImageModelLoaderOutput"]; + [key: string]: components["schemas"]["AnimaConditioningOutput"] | components["schemas"]["AnimaIPAdapterOutput"] | components["schemas"]["AnimaLLLiteOutput"] | components["schemas"]["AnimaLoRALoaderOutput"] | components["schemas"]["AnimaModelLoaderOutput"] | components["schemas"]["BooleanCollectionOutput"] | components["schemas"]["BooleanOutput"] | components["schemas"]["BoundingBoxCollectionOutput"] | components["schemas"]["BoundingBoxOutput"] | components["schemas"]["CLIPOutput"] | components["schemas"]["CLIPSkipInvocationOutput"] | components["schemas"]["CalculateImageTilesOutput"] | components["schemas"]["CogView4ConditioningOutput"] | components["schemas"]["CogView4ModelLoaderOutput"] | components["schemas"]["CollectInvocationOutput"] | components["schemas"]["CollectionCartesianInvocationOutput"] | components["schemas"]["CollectionConcatInvocationOutput"] | components["schemas"]["CollectionZipInvocationOutput"] | components["schemas"]["ColorCollectionOutput"] | components["schemas"]["ColorOutput"] | components["schemas"]["ConditioningCollectionOutput"] | components["schemas"]["ConditioningOutput"] | components["schemas"]["ControlOutput"] | components["schemas"]["DenoiseMaskOutput"] | components["schemas"]["ErnieImageConditioningOutput"] | components["schemas"]["ErnieImageModelLoaderOutput"] | components["schemas"]["ExtractVideoRangeOutput"] | components["schemas"]["FaceMaskOutput"] | components["schemas"]["FaceOffOutput"] | components["schemas"]["FloatCollectionOutput"] | components["schemas"]["FloatGeneratorOutput"] | components["schemas"]["FloatOutput"] | components["schemas"]["Flux2ControlOutput"] | components["schemas"]["Flux2DevLoRALoaderOutput"] | components["schemas"]["Flux2DevModelLoaderOutput"] | components["schemas"]["Flux2KleinLoRALoaderOutput"] | components["schemas"]["Flux2KleinModelLoaderOutput"] | components["schemas"]["FluxConditioningCollectionOutput"] | components["schemas"]["FluxConditioningOutput"] | components["schemas"]["FluxControlLoRALoaderOutput"] | components["schemas"]["FluxControlNetOutput"] | components["schemas"]["FluxFillOutput"] | components["schemas"]["FluxKontextOutput"] | components["schemas"]["FluxLoRALoaderOutput"] | components["schemas"]["FluxModelLoaderOutput"] | components["schemas"]["FluxReduxOutput"] | components["schemas"]["ForInvocationOutput"] | components["schemas"]["ForReturnInvocationOutput"] | components["schemas"]["Gemma2EncoderOutput"] | components["schemas"]["GradientMaskOutput"] | components["schemas"]["IPAdapterOutput"] | components["schemas"]["IdealSizeOutput"] | components["schemas"]["Ideogram4ConditioningOutput"] | components["schemas"]["Ideogram4ModelLoaderOutput"] | components["schemas"]["IfInvocationOutput"] | components["schemas"]["ImageCollectionOutput"] | components["schemas"]["ImageGeneratorOutput"] | components["schemas"]["ImageOutput"] | components["schemas"]["ImagePanelCoordinateOutput"] | components["schemas"]["IntegerCollectionOutput"] | components["schemas"]["IntegerGeneratorOutput"] | components["schemas"]["IntegerOutput"] | components["schemas"]["IterateInvocationOutput"] | components["schemas"]["Krea2ConditioningOutput"] | components["schemas"]["Krea2LoRALoaderOutput"] | components["schemas"]["Krea2ModelLoaderOutput"] | components["schemas"]["Krea2StyleReferenceOutput"] | components["schemas"]["LTX2AudioConditioningOutput"] | components["schemas"]["LTX2DenoiseOutput"] | components["schemas"]["LTX2DurationOutput"] | components["schemas"]["LTX2ExtendConditioningOutput"] | components["schemas"]["LTX2IdealDimensionsOutput"] | components["schemas"]["LTX2ImageConditioningOutput"] | components["schemas"]["LTX2LatentUpsampleOutput"] | components["schemas"]["LTX2LoRACollectionLoaderOutput"] | components["schemas"]["LTX2LoRALoaderOutput"] | components["schemas"]["LTX2ModelLoaderOutput"] | components["schemas"]["LTX2TextEncoderOutput"] | components["schemas"]["LTX2VideoConditioningOutput"] | components["schemas"]["LatentsCollectionOutput"] | components["schemas"]["LatentsMetaOutput"] | components["schemas"]["LatentsOutput"] | components["schemas"]["LoRALoaderOutput"] | components["schemas"]["LoRASelectorOutput"] | components["schemas"]["LoopStateOutput"] | components["schemas"]["LoopStateValueOutput"] | components["schemas"]["MDControlListOutput"] | components["schemas"]["MDIPAdapterListOutput"] | components["schemas"]["MDT2IAdapterListOutput"] | components["schemas"]["MaskOutput"] | components["schemas"]["MetadataItemOutput"] | components["schemas"]["MetadataOutput"] | components["schemas"]["MetadataToLorasCollectionOutput"] | components["schemas"]["MetadataToModelOutput"] | components["schemas"]["MetadataToSDXLModelOutput"] | components["schemas"]["MiniMaxH3ConditioningOutput"] | components["schemas"]["MiniMaxH3DenoiseOutput"] | components["schemas"]["MiniMaxH3FrameConditioningOutput"] | components["schemas"]["MiniMaxH3HybridOverlayOutput"] | components["schemas"]["MiniMaxH3LoRACollectionLoaderOutput"] | components["schemas"]["MiniMaxH3LoRALoaderOutput"] | components["schemas"]["MiniMaxH3ModelLoaderOutput"] | components["schemas"]["MiniMaxH3ReferenceConditioningOutput"] | components["schemas"]["MiniMaxH3ReferenceMediaOutput"] | components["schemas"]["ModelIdentifierOutput"] | components["schemas"]["ModelLoaderOutput"] | components["schemas"]["MossImageConditioningOutput"] | components["schemas"]["MossImageModelLoaderOutput"] | components["schemas"]["NoiseOutput"] | components["schemas"]["PBRMapsOutput"] | components["schemas"]["PairTileImageOutput"] | components["schemas"]["PiDDecoderOutput"] | components["schemas"]["PromptTemplateOutput"] | components["schemas"]["QwenImage21ConditioningOutput"] | components["schemas"]["QwenImage21LoRALoaderOutput"] | components["schemas"]["QwenImage21ModelLoaderOutput"] | components["schemas"]["QwenImageConditioningOutput"] | components["schemas"]["QwenImageControlOutput"] | components["schemas"]["QwenImageLoRALoaderOutput"] | components["schemas"]["QwenImageModelLoaderOutput"] | components["schemas"]["SD3ConditioningOutput"] | components["schemas"]["SDXLLoRALoaderOutput"] | components["schemas"]["SDXLModelLoaderOutput"] | components["schemas"]["SDXLRefinerModelLoaderOutput"] | components["schemas"]["SchedulerOutput"] | components["schemas"]["Sd3ModelLoaderOutput"] | components["schemas"]["SeamlessModeOutput"] | components["schemas"]["String2Output"] | components["schemas"]["StringCollectionOutput"] | components["schemas"]["StringGeneratorOutput"] | components["schemas"]["StringOutput"] | components["schemas"]["StringPosNegOutput"] | components["schemas"]["T2IAdapterOutput"] | components["schemas"]["TileToPropertiesOutput"] | components["schemas"]["UNetOutput"] | components["schemas"]["VAEOutput"] | components["schemas"]["VideoOutput"] | components["schemas"]["WanConditioningOutput"] | components["schemas"]["WanLoRALoaderOutput"] | components["schemas"]["WanModelLoaderOutput"] | components["schemas"]["WanRefImageOutput"] | components["schemas"]["WorkflowReturnGetOutput"] | components["schemas"]["WorkflowReturnOutput"] | components["schemas"]["WorkflowReturnValueOutput"] | components["schemas"]["ZImageConditioningOutput"] | components["schemas"]["ZImageControlOutput"] | components["schemas"]["ZImageLoRALoaderOutput"] | components["schemas"]["ZImageModelLoaderOutput"]; }; /** * Errors @@ -23083,7 +23083,7 @@ export type components = { * Invocation * @description The ID of the invocation */ - invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; + invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21LoRACollectionLoader"] | components["schemas"]["QwenImage21LoRALoaderInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; /** * Invocation Source Id * @description The ID of the prepared invocation's source node @@ -23111,7 +23111,7 @@ export type components = { * Result * @description The result of the invocation */ - result: components["schemas"]["AnimaConditioningOutput"] | components["schemas"]["AnimaIPAdapterOutput"] | components["schemas"]["AnimaLLLiteOutput"] | components["schemas"]["AnimaLoRALoaderOutput"] | components["schemas"]["AnimaModelLoaderOutput"] | components["schemas"]["BooleanCollectionOutput"] | components["schemas"]["BooleanOutput"] | components["schemas"]["BoundingBoxCollectionOutput"] | components["schemas"]["BoundingBoxOutput"] | components["schemas"]["CLIPOutput"] | components["schemas"]["CLIPSkipInvocationOutput"] | components["schemas"]["CalculateImageTilesOutput"] | components["schemas"]["CogView4ConditioningOutput"] | components["schemas"]["CogView4ModelLoaderOutput"] | components["schemas"]["CollectInvocationOutput"] | components["schemas"]["CollectionCartesianInvocationOutput"] | components["schemas"]["CollectionConcatInvocationOutput"] | components["schemas"]["CollectionZipInvocationOutput"] | components["schemas"]["ColorCollectionOutput"] | components["schemas"]["ColorOutput"] | components["schemas"]["ConditioningCollectionOutput"] | components["schemas"]["ConditioningOutput"] | components["schemas"]["ControlOutput"] | components["schemas"]["DenoiseMaskOutput"] | components["schemas"]["ErnieImageConditioningOutput"] | components["schemas"]["ErnieImageModelLoaderOutput"] | components["schemas"]["ExtractVideoRangeOutput"] | components["schemas"]["FaceMaskOutput"] | components["schemas"]["FaceOffOutput"] | components["schemas"]["FloatCollectionOutput"] | components["schemas"]["FloatGeneratorOutput"] | components["schemas"]["FloatOutput"] | components["schemas"]["Flux2ControlOutput"] | components["schemas"]["Flux2DevLoRALoaderOutput"] | components["schemas"]["Flux2DevModelLoaderOutput"] | components["schemas"]["Flux2KleinLoRALoaderOutput"] | components["schemas"]["Flux2KleinModelLoaderOutput"] | components["schemas"]["FluxConditioningCollectionOutput"] | components["schemas"]["FluxConditioningOutput"] | components["schemas"]["FluxControlLoRALoaderOutput"] | components["schemas"]["FluxControlNetOutput"] | components["schemas"]["FluxFillOutput"] | components["schemas"]["FluxKontextOutput"] | components["schemas"]["FluxLoRALoaderOutput"] | components["schemas"]["FluxModelLoaderOutput"] | components["schemas"]["FluxReduxOutput"] | components["schemas"]["ForInvocationOutput"] | components["schemas"]["ForReturnInvocationOutput"] | components["schemas"]["Gemma2EncoderOutput"] | components["schemas"]["GradientMaskOutput"] | components["schemas"]["IPAdapterOutput"] | components["schemas"]["IdealSizeOutput"] | components["schemas"]["Ideogram4ConditioningOutput"] | components["schemas"]["Ideogram4ModelLoaderOutput"] | components["schemas"]["IfInvocationOutput"] | components["schemas"]["ImageCollectionOutput"] | components["schemas"]["ImageGeneratorOutput"] | components["schemas"]["ImageOutput"] | components["schemas"]["ImagePanelCoordinateOutput"] | components["schemas"]["IntegerCollectionOutput"] | components["schemas"]["IntegerGeneratorOutput"] | components["schemas"]["IntegerOutput"] | components["schemas"]["IterateInvocationOutput"] | components["schemas"]["Krea2ConditioningOutput"] | components["schemas"]["Krea2LoRALoaderOutput"] | components["schemas"]["Krea2ModelLoaderOutput"] | components["schemas"]["Krea2StyleReferenceOutput"] | components["schemas"]["LTX2AudioConditioningOutput"] | components["schemas"]["LTX2DenoiseOutput"] | components["schemas"]["LTX2DurationOutput"] | components["schemas"]["LTX2ExtendConditioningOutput"] | components["schemas"]["LTX2IdealDimensionsOutput"] | components["schemas"]["LTX2ImageConditioningOutput"] | components["schemas"]["LTX2LatentUpsampleOutput"] | components["schemas"]["LTX2LoRACollectionLoaderOutput"] | components["schemas"]["LTX2LoRALoaderOutput"] | components["schemas"]["LTX2ModelLoaderOutput"] | components["schemas"]["LTX2TextEncoderOutput"] | components["schemas"]["LTX2VideoConditioningOutput"] | components["schemas"]["LatentsCollectionOutput"] | components["schemas"]["LatentsMetaOutput"] | components["schemas"]["LatentsOutput"] | components["schemas"]["LoRALoaderOutput"] | components["schemas"]["LoRASelectorOutput"] | components["schemas"]["LoopStateOutput"] | components["schemas"]["LoopStateValueOutput"] | components["schemas"]["MDControlListOutput"] | components["schemas"]["MDIPAdapterListOutput"] | components["schemas"]["MDT2IAdapterListOutput"] | components["schemas"]["MaskOutput"] | components["schemas"]["MetadataItemOutput"] | components["schemas"]["MetadataOutput"] | components["schemas"]["MetadataToLorasCollectionOutput"] | components["schemas"]["MetadataToModelOutput"] | components["schemas"]["MetadataToSDXLModelOutput"] | components["schemas"]["MiniMaxH3ConditioningOutput"] | components["schemas"]["MiniMaxH3DenoiseOutput"] | components["schemas"]["MiniMaxH3FrameConditioningOutput"] | components["schemas"]["MiniMaxH3HybridOverlayOutput"] | components["schemas"]["MiniMaxH3LoRACollectionLoaderOutput"] | components["schemas"]["MiniMaxH3LoRALoaderOutput"] | components["schemas"]["MiniMaxH3ModelLoaderOutput"] | components["schemas"]["MiniMaxH3ReferenceConditioningOutput"] | components["schemas"]["MiniMaxH3ReferenceMediaOutput"] | components["schemas"]["ModelIdentifierOutput"] | components["schemas"]["ModelLoaderOutput"] | components["schemas"]["MossImageConditioningOutput"] | components["schemas"]["MossImageModelLoaderOutput"] | components["schemas"]["NoiseOutput"] | components["schemas"]["PBRMapsOutput"] | components["schemas"]["PairTileImageOutput"] | components["schemas"]["PiDDecoderOutput"] | components["schemas"]["PromptTemplateOutput"] | components["schemas"]["QwenImage21ConditioningOutput"] | components["schemas"]["QwenImage21ModelLoaderOutput"] | components["schemas"]["QwenImageConditioningOutput"] | components["schemas"]["QwenImageControlOutput"] | components["schemas"]["QwenImageLoRALoaderOutput"] | components["schemas"]["QwenImageModelLoaderOutput"] | components["schemas"]["SD3ConditioningOutput"] | components["schemas"]["SDXLLoRALoaderOutput"] | components["schemas"]["SDXLModelLoaderOutput"] | components["schemas"]["SDXLRefinerModelLoaderOutput"] | components["schemas"]["SchedulerOutput"] | components["schemas"]["Sd3ModelLoaderOutput"] | components["schemas"]["SeamlessModeOutput"] | components["schemas"]["String2Output"] | components["schemas"]["StringCollectionOutput"] | components["schemas"]["StringGeneratorOutput"] | components["schemas"]["StringOutput"] | components["schemas"]["StringPosNegOutput"] | components["schemas"]["T2IAdapterOutput"] | components["schemas"]["TileToPropertiesOutput"] | components["schemas"]["UNetOutput"] | components["schemas"]["VAEOutput"] | components["schemas"]["VideoOutput"] | components["schemas"]["WanConditioningOutput"] | components["schemas"]["WanLoRALoaderOutput"] | components["schemas"]["WanModelLoaderOutput"] | components["schemas"]["WanRefImageOutput"] | components["schemas"]["WorkflowReturnGetOutput"] | components["schemas"]["WorkflowReturnOutput"] | components["schemas"]["WorkflowReturnValueOutput"] | components["schemas"]["ZImageConditioningOutput"] | components["schemas"]["ZImageControlOutput"] | components["schemas"]["ZImageLoRALoaderOutput"] | components["schemas"]["ZImageModelLoaderOutput"]; + result: components["schemas"]["AnimaConditioningOutput"] | components["schemas"]["AnimaIPAdapterOutput"] | components["schemas"]["AnimaLLLiteOutput"] | components["schemas"]["AnimaLoRALoaderOutput"] | components["schemas"]["AnimaModelLoaderOutput"] | components["schemas"]["BooleanCollectionOutput"] | components["schemas"]["BooleanOutput"] | components["schemas"]["BoundingBoxCollectionOutput"] | components["schemas"]["BoundingBoxOutput"] | components["schemas"]["CLIPOutput"] | components["schemas"]["CLIPSkipInvocationOutput"] | components["schemas"]["CalculateImageTilesOutput"] | components["schemas"]["CogView4ConditioningOutput"] | components["schemas"]["CogView4ModelLoaderOutput"] | components["schemas"]["CollectInvocationOutput"] | components["schemas"]["CollectionCartesianInvocationOutput"] | components["schemas"]["CollectionConcatInvocationOutput"] | components["schemas"]["CollectionZipInvocationOutput"] | components["schemas"]["ColorCollectionOutput"] | components["schemas"]["ColorOutput"] | components["schemas"]["ConditioningCollectionOutput"] | components["schemas"]["ConditioningOutput"] | components["schemas"]["ControlOutput"] | components["schemas"]["DenoiseMaskOutput"] | components["schemas"]["ErnieImageConditioningOutput"] | components["schemas"]["ErnieImageModelLoaderOutput"] | components["schemas"]["ExtractVideoRangeOutput"] | components["schemas"]["FaceMaskOutput"] | components["schemas"]["FaceOffOutput"] | components["schemas"]["FloatCollectionOutput"] | components["schemas"]["FloatGeneratorOutput"] | components["schemas"]["FloatOutput"] | components["schemas"]["Flux2ControlOutput"] | components["schemas"]["Flux2DevLoRALoaderOutput"] | components["schemas"]["Flux2DevModelLoaderOutput"] | components["schemas"]["Flux2KleinLoRALoaderOutput"] | components["schemas"]["Flux2KleinModelLoaderOutput"] | components["schemas"]["FluxConditioningCollectionOutput"] | components["schemas"]["FluxConditioningOutput"] | components["schemas"]["FluxControlLoRALoaderOutput"] | components["schemas"]["FluxControlNetOutput"] | components["schemas"]["FluxFillOutput"] | components["schemas"]["FluxKontextOutput"] | components["schemas"]["FluxLoRALoaderOutput"] | components["schemas"]["FluxModelLoaderOutput"] | components["schemas"]["FluxReduxOutput"] | components["schemas"]["ForInvocationOutput"] | components["schemas"]["ForReturnInvocationOutput"] | components["schemas"]["Gemma2EncoderOutput"] | components["schemas"]["GradientMaskOutput"] | components["schemas"]["IPAdapterOutput"] | components["schemas"]["IdealSizeOutput"] | components["schemas"]["Ideogram4ConditioningOutput"] | components["schemas"]["Ideogram4ModelLoaderOutput"] | components["schemas"]["IfInvocationOutput"] | components["schemas"]["ImageCollectionOutput"] | components["schemas"]["ImageGeneratorOutput"] | components["schemas"]["ImageOutput"] | components["schemas"]["ImagePanelCoordinateOutput"] | components["schemas"]["IntegerCollectionOutput"] | components["schemas"]["IntegerGeneratorOutput"] | components["schemas"]["IntegerOutput"] | components["schemas"]["IterateInvocationOutput"] | components["schemas"]["Krea2ConditioningOutput"] | components["schemas"]["Krea2LoRALoaderOutput"] | components["schemas"]["Krea2ModelLoaderOutput"] | components["schemas"]["Krea2StyleReferenceOutput"] | components["schemas"]["LTX2AudioConditioningOutput"] | components["schemas"]["LTX2DenoiseOutput"] | components["schemas"]["LTX2DurationOutput"] | components["schemas"]["LTX2ExtendConditioningOutput"] | components["schemas"]["LTX2IdealDimensionsOutput"] | components["schemas"]["LTX2ImageConditioningOutput"] | components["schemas"]["LTX2LatentUpsampleOutput"] | components["schemas"]["LTX2LoRACollectionLoaderOutput"] | components["schemas"]["LTX2LoRALoaderOutput"] | components["schemas"]["LTX2ModelLoaderOutput"] | components["schemas"]["LTX2TextEncoderOutput"] | components["schemas"]["LTX2VideoConditioningOutput"] | components["schemas"]["LatentsCollectionOutput"] | components["schemas"]["LatentsMetaOutput"] | components["schemas"]["LatentsOutput"] | components["schemas"]["LoRALoaderOutput"] | components["schemas"]["LoRASelectorOutput"] | components["schemas"]["LoopStateOutput"] | components["schemas"]["LoopStateValueOutput"] | components["schemas"]["MDControlListOutput"] | components["schemas"]["MDIPAdapterListOutput"] | components["schemas"]["MDT2IAdapterListOutput"] | components["schemas"]["MaskOutput"] | components["schemas"]["MetadataItemOutput"] | components["schemas"]["MetadataOutput"] | components["schemas"]["MetadataToLorasCollectionOutput"] | components["schemas"]["MetadataToModelOutput"] | components["schemas"]["MetadataToSDXLModelOutput"] | components["schemas"]["MiniMaxH3ConditioningOutput"] | components["schemas"]["MiniMaxH3DenoiseOutput"] | components["schemas"]["MiniMaxH3FrameConditioningOutput"] | components["schemas"]["MiniMaxH3HybridOverlayOutput"] | components["schemas"]["MiniMaxH3LoRACollectionLoaderOutput"] | components["schemas"]["MiniMaxH3LoRALoaderOutput"] | components["schemas"]["MiniMaxH3ModelLoaderOutput"] | components["schemas"]["MiniMaxH3ReferenceConditioningOutput"] | components["schemas"]["MiniMaxH3ReferenceMediaOutput"] | components["schemas"]["ModelIdentifierOutput"] | components["schemas"]["ModelLoaderOutput"] | components["schemas"]["MossImageConditioningOutput"] | components["schemas"]["MossImageModelLoaderOutput"] | components["schemas"]["NoiseOutput"] | components["schemas"]["PBRMapsOutput"] | components["schemas"]["PairTileImageOutput"] | components["schemas"]["PiDDecoderOutput"] | components["schemas"]["PromptTemplateOutput"] | components["schemas"]["QwenImage21ConditioningOutput"] | components["schemas"]["QwenImage21LoRALoaderOutput"] | components["schemas"]["QwenImage21ModelLoaderOutput"] | components["schemas"]["QwenImageConditioningOutput"] | components["schemas"]["QwenImageControlOutput"] | components["schemas"]["QwenImageLoRALoaderOutput"] | components["schemas"]["QwenImageModelLoaderOutput"] | components["schemas"]["SD3ConditioningOutput"] | components["schemas"]["SDXLLoRALoaderOutput"] | components["schemas"]["SDXLModelLoaderOutput"] | components["schemas"]["SDXLRefinerModelLoaderOutput"] | components["schemas"]["SchedulerOutput"] | components["schemas"]["Sd3ModelLoaderOutput"] | components["schemas"]["SeamlessModeOutput"] | components["schemas"]["String2Output"] | components["schemas"]["StringCollectionOutput"] | components["schemas"]["StringGeneratorOutput"] | components["schemas"]["StringOutput"] | components["schemas"]["StringPosNegOutput"] | components["schemas"]["T2IAdapterOutput"] | components["schemas"]["TileToPropertiesOutput"] | components["schemas"]["UNetOutput"] | components["schemas"]["VAEOutput"] | components["schemas"]["VideoOutput"] | components["schemas"]["WanConditioningOutput"] | components["schemas"]["WanLoRALoaderOutput"] | components["schemas"]["WanModelLoaderOutput"] | components["schemas"]["WanRefImageOutput"] | components["schemas"]["WorkflowReturnGetOutput"] | components["schemas"]["WorkflowReturnOutput"] | components["schemas"]["WorkflowReturnValueOutput"] | components["schemas"]["ZImageConditioningOutput"] | components["schemas"]["ZImageControlOutput"] | components["schemas"]["ZImageLoRALoaderOutput"] | components["schemas"]["ZImageModelLoaderOutput"]; }; /** * InvocationErrorEvent @@ -23165,7 +23165,7 @@ export type components = { * Invocation * @description The ID of the invocation */ - invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; + invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21LoRACollectionLoader"] | components["schemas"]["QwenImage21LoRALoaderInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; /** * Invocation Source Id * @description The ID of the prepared invocation's source node @@ -23473,6 +23473,8 @@ export type components = { qwen_image_2_1_denoise: components["schemas"]["LatentsMetaOutput"]; qwen_image_2_1_i2l: components["schemas"]["LatentsOutput"]; qwen_image_2_1_l2i: components["schemas"]["ImageOutput"]; + qwen_image_2_1_lora_collection_loader: components["schemas"]["QwenImage21LoRALoaderOutput"]; + qwen_image_2_1_lora_loader: components["schemas"]["QwenImage21LoRALoaderOutput"]; qwen_image_2_1_model_loader: components["schemas"]["QwenImage21ModelLoaderOutput"]; qwen_image_2_1_text_encoder: components["schemas"]["QwenImage21ConditioningOutput"]; qwen_image_control: components["schemas"]["QwenImageControlOutput"]; @@ -23620,7 +23622,7 @@ export type components = { * Invocation * @description The ID of the invocation */ - invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; + invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21LoRACollectionLoader"] | components["schemas"]["QwenImage21LoRALoaderInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; /** * Invocation Source Id * @description The ID of the prepared invocation's source node @@ -23725,7 +23727,7 @@ export type components = { * Invocation * @description The ID of the invocation */ - invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; + invocation: components["schemas"]["AddInvocation"] | components["schemas"]["AlibabaCloudImageGenerationInvocation"] | components["schemas"]["AlphaMaskToTensorInvocation"] | components["schemas"]["AnimaDenoiseInvocation"] | components["schemas"]["AnimaDenoiseMetaInvocation"] | components["schemas"]["AnimaIPAdapterInvocation"] | components["schemas"]["AnimaImageToLatentsInvocation"] | components["schemas"]["AnimaLLLiteInvocation"] | components["schemas"]["AnimaLatentsToImageInvocation"] | components["schemas"]["AnimaLoRACollectionLoader"] | components["schemas"]["AnimaLoRALoaderInvocation"] | components["schemas"]["AnimaModelLoaderInvocation"] | components["schemas"]["AnimaTextEncoderInvocation"] | components["schemas"]["ApplyMaskTensorToImageInvocation"] | components["schemas"]["ApplyMaskToImageInvocation"] | components["schemas"]["AtlasCloudImageGenerationInvocation"] | components["schemas"]["BlankImageInvocation"] | components["schemas"]["BlendLatentsInvocation"] | components["schemas"]["BooleanCollectionInvocation"] | components["schemas"]["BooleanInvocation"] | components["schemas"]["BooleanLogicInvocation"] | components["schemas"]["BoundingBoxInvocation"] | components["schemas"]["CLIPSkipInvocation"] | components["schemas"]["CV2InfillInvocation"] | components["schemas"]["CalculateImageTilesEvenSplitInvocation"] | components["schemas"]["CalculateImageTilesInvocation"] | components["schemas"]["CalculateImageTilesMinimumOverlapInvocation"] | components["schemas"]["CallSavedWorkflowInvocation"] | components["schemas"]["CannyEdgeDetectionInvocation"] | components["schemas"]["CanvasOutputInvocation"] | components["schemas"]["CanvasPasteBackInvocation"] | components["schemas"]["CanvasV2MaskAndCropInvocation"] | components["schemas"]["CenterPadCropInvocation"] | components["schemas"]["ClarityInvocation"] | components["schemas"]["CogView4DenoiseInvocation"] | components["schemas"]["CogView4ImageToLatentsInvocation"] | components["schemas"]["CogView4LatentsToImageInvocation"] | components["schemas"]["CogView4ModelLoaderInvocation"] | components["schemas"]["CogView4TextEncoderInvocation"] | components["schemas"]["CollectInvocation"] | components["schemas"]["CollectionCartesianInvocation"] | components["schemas"]["CollectionConcatInvocation"] | components["schemas"]["CollectionZipInvocation"] | components["schemas"]["ColorCorrectInvocation"] | components["schemas"]["ColorInvocation"] | components["schemas"]["ColorMapInvocation"] | components["schemas"]["CompelInvocation"] | components["schemas"]["ConditioningCollectionInvocation"] | components["schemas"]["ConditioningInvocation"] | components["schemas"]["ContentShuffleInvocation"] | components["schemas"]["ContrastDehazeInvocation"] | components["schemas"]["ControlNetInvocation"] | components["schemas"]["CoreMetadataInvocation"] | components["schemas"]["CreateDenoiseMaskInvocation"] | components["schemas"]["CreateGradientMaskInvocation"] | components["schemas"]["CropImageToBoundingBoxInvocation"] | components["schemas"]["CropLatentsCoreInvocation"] | components["schemas"]["CvInpaintInvocation"] | components["schemas"]["DWOpenposeDetectionInvocation"] | components["schemas"]["DecodeInvisibleWatermarkInvocation"] | components["schemas"]["DenoiseLatentsInvocation"] | components["schemas"]["DenoiseLatentsMetaInvocation"] | components["schemas"]["DepthAnythingDepthEstimationInvocation"] | components["schemas"]["DivideInvocation"] | components["schemas"]["DynamicPromptInvocation"] | components["schemas"]["ESRGANInvocation"] | components["schemas"]["ErnieImageDenoiseInvocation"] | components["schemas"]["ErnieImageModelLoaderInvocation"] | components["schemas"]["ErnieImagePromptEnhancerInvocation"] | components["schemas"]["ErnieImageTextEncoderInvocation"] | components["schemas"]["ErnieImageVaeDecodeInvocation"] | components["schemas"]["ExpandMaskWithFadeInvocation"] | components["schemas"]["ExtractVideoRangeInvocation"] | components["schemas"]["FLUXLoRACollectionLoader"] | components["schemas"]["FaceIdentifierInvocation"] | components["schemas"]["FaceMaskInvocation"] | components["schemas"]["FaceOffInvocation"] | components["schemas"]["FloatBatchInvocation"] | components["schemas"]["FloatCollectionInvocation"] | components["schemas"]["FloatGenerator"] | components["schemas"]["FloatInvocation"] | components["schemas"]["FloatLinearRangeInvocation"] | components["schemas"]["FloatMathInvocation"] | components["schemas"]["FloatToIntegerInvocation"] | components["schemas"]["Flux2ControlInvocation"] | components["schemas"]["Flux2DenoiseInvocation"] | components["schemas"]["Flux2DevLoRACollectionLoader"] | components["schemas"]["Flux2DevLoRALoaderInvocation"] | components["schemas"]["Flux2DevModelLoaderInvocation"] | components["schemas"]["Flux2DevTextEncoderInvocation"] | components["schemas"]["Flux2KleinLoRACollectionLoader"] | components["schemas"]["Flux2KleinLoRALoaderInvocation"] | components["schemas"]["Flux2KleinModelLoaderInvocation"] | components["schemas"]["Flux2KleinTextEncoderInvocation"] | components["schemas"]["Flux2PiDDecodeInvocation"] | components["schemas"]["Flux2VaeDecodeInvocation"] | components["schemas"]["Flux2VaeEncodeInvocation"] | components["schemas"]["FluxControlLoRALoaderInvocation"] | components["schemas"]["FluxControlNetInvocation"] | components["schemas"]["FluxDenoiseInvocation"] | components["schemas"]["FluxDenoiseLatentsMetaInvocation"] | components["schemas"]["FluxFillInvocation"] | components["schemas"]["FluxIPAdapterInvocation"] | components["schemas"]["FluxKontextConcatenateImagesInvocation"] | components["schemas"]["FluxKontextInvocation"] | components["schemas"]["FluxLoRALoaderInvocation"] | components["schemas"]["FluxModelLoaderInvocation"] | components["schemas"]["FluxPiDDecodeInvocation"] | components["schemas"]["FluxReduxInvocation"] | components["schemas"]["FluxTextEncoderInvocation"] | components["schemas"]["FluxVaeDecodeInvocation"] | components["schemas"]["FluxVaeEncodeInvocation"] | components["schemas"]["ForInvocation"] | components["schemas"]["ForReturnInvocation"] | components["schemas"]["FreeUInvocation"] | components["schemas"]["GeminiImageGenerationInvocation"] | components["schemas"]["Gemma2EncoderLoaderInvocation"] | components["schemas"]["GetMaskBoundingBoxInvocation"] | components["schemas"]["GroundingDinoInvocation"] | components["schemas"]["HEDEdgeDetectionInvocation"] | components["schemas"]["HeuristicResizeInvocation"] | components["schemas"]["IPAdapterInvocation"] | components["schemas"]["IdealSizeInvocation"] | components["schemas"]["Ideogram4CaptionBuilderInvocation"] | components["schemas"]["Ideogram4DenoiseInvocation"] | components["schemas"]["Ideogram4LatentsToImageInvocation"] | components["schemas"]["Ideogram4ModelLoaderInvocation"] | components["schemas"]["Ideogram4TextEncoderInvocation"] | components["schemas"]["IfInvocation"] | components["schemas"]["ImageBatchInvocation"] | components["schemas"]["ImageBlurInvocation"] | components["schemas"]["ImageChannelInvocation"] | components["schemas"]["ImageChannelMultiplyInvocation"] | components["schemas"]["ImageChannelOffsetInvocation"] | components["schemas"]["ImageCollectionInvocation"] | components["schemas"]["ImageConvertInvocation"] | components["schemas"]["ImageCropInvocation"] | components["schemas"]["ImageGenerator"] | components["schemas"]["ImageHueAdjustmentInvocation"] | components["schemas"]["ImageInverseLerpInvocation"] | components["schemas"]["ImageInvocation"] | components["schemas"]["ImageLerpInvocation"] | components["schemas"]["ImageMaskToTensorInvocation"] | components["schemas"]["ImageMultiplyInvocation"] | components["schemas"]["ImageNSFWBlurInvocation"] | components["schemas"]["ImageNoiseInvocation"] | components["schemas"]["ImagePanelLayoutInvocation"] | components["schemas"]["ImagePasteInvocation"] | components["schemas"]["ImageResizeInvocation"] | components["schemas"]["ImageScaleInvocation"] | components["schemas"]["ImageToLatentsInvocation"] | components["schemas"]["ImageWatermarkInvocation"] | components["schemas"]["InfillColorInvocation"] | components["schemas"]["InfillPatchMatchInvocation"] | components["schemas"]["InfillTileInvocation"] | components["schemas"]["IntegerBatchInvocation"] | components["schemas"]["IntegerCollectionInvocation"] | components["schemas"]["IntegerGenerator"] | components["schemas"]["IntegerInvocation"] | components["schemas"]["IntegerMathInvocation"] | components["schemas"]["InvertTensorMaskInvocation"] | components["schemas"]["InvokeAdjustImageHuePlusInvocation"] | components["schemas"]["InvokeEquivalentAchromaticLightnessInvocation"] | components["schemas"]["InvokeImageBlendInvocation"] | components["schemas"]["InvokeImageCompositorInvocation"] | components["schemas"]["InvokeImageDilateOrErodeInvocation"] | components["schemas"]["InvokeImageEnhanceInvocation"] | components["schemas"]["InvokeImageValueThresholdsInvocation"] | components["schemas"]["IterateInvocation"] | components["schemas"]["Krea2ConditioningRebalanceInvocation"] | components["schemas"]["Krea2DenoiseInvocation"] | components["schemas"]["Krea2LoRACollectionLoader"] | components["schemas"]["Krea2LoRALoaderInvocation"] | components["schemas"]["Krea2ModelLoaderInvocation"] | components["schemas"]["Krea2SeedVarianceInvocation"] | components["schemas"]["Krea2StyleReferenceInvocation"] | components["schemas"]["Krea2TextEncoderInvocation"] | components["schemas"]["LTX2AudioConditioningInvocation"] | components["schemas"]["LTX2DenoiseInvocation"] | components["schemas"]["LTX2DurationInvocation"] | components["schemas"]["LTX2ExtendConditioningInvocation"] | components["schemas"]["LTX2IdealDimensionsInvocation"] | components["schemas"]["LTX2ImageConditioningInvocation"] | components["schemas"]["LTX2LatentUpsampleInvocation"] | components["schemas"]["LTX2LatentsToVideoInvocation"] | components["schemas"]["LTX2LoRACollectionLoader"] | components["schemas"]["LTX2LoRALoaderInvocation"] | components["schemas"]["LTX2ModelLoaderInvocation"] | components["schemas"]["LTX2TextEncoderInvocation"] | components["schemas"]["LTX2VideoConditioningInvocation"] | components["schemas"]["LaMaInfillInvocation"] | components["schemas"]["LatentsCollectionInvocation"] | components["schemas"]["LatentsInvocation"] | components["schemas"]["LatentsToImageInvocation"] | components["schemas"]["LineartAnimeEdgeDetectionInvocation"] | components["schemas"]["LineartEdgeDetectionInvocation"] | components["schemas"]["LlavaOnevisionVllmInvocation"] | components["schemas"]["LoRACollectionLoader"] | components["schemas"]["LoRALoaderInvocation"] | components["schemas"]["LoRASelectorInvocation"] | components["schemas"]["MLSDDetectionInvocation"] | components["schemas"]["MainModelLoaderInvocation"] | components["schemas"]["MaskCombineInvocation"] | components["schemas"]["MaskEdgeInvocation"] | components["schemas"]["MaskFromAlphaInvocation"] | components["schemas"]["MaskFromIDInvocation"] | components["schemas"]["MaskTensorToImageInvocation"] | components["schemas"]["MediaPipeFaceDetectionInvocation"] | components["schemas"]["MergeMetadataInvocation"] | components["schemas"]["MergeTilesToImageInvocation"] | components["schemas"]["MetadataFieldExtractorInvocation"] | components["schemas"]["MetadataFromImageInvocation"] | components["schemas"]["MetadataInvocation"] | components["schemas"]["MetadataItemInvocation"] | components["schemas"]["MetadataItemLinkedInvocation"] | components["schemas"]["MetadataToBoolCollectionInvocation"] | components["schemas"]["MetadataToBoolInvocation"] | components["schemas"]["MetadataToControlnetsInvocation"] | components["schemas"]["MetadataToFloatCollectionInvocation"] | components["schemas"]["MetadataToFloatInvocation"] | components["schemas"]["MetadataToIPAdaptersInvocation"] | components["schemas"]["MetadataToIntegerCollectionInvocation"] | components["schemas"]["MetadataToIntegerInvocation"] | components["schemas"]["MetadataToLorasCollectionInvocation"] | components["schemas"]["MetadataToLorasInvocation"] | components["schemas"]["MetadataToModelInvocation"] | components["schemas"]["MetadataToSDXLLorasInvocation"] | components["schemas"]["MetadataToSDXLModelInvocation"] | components["schemas"]["MetadataToSchedulerInvocation"] | components["schemas"]["MetadataToStringCollectionInvocation"] | components["schemas"]["MetadataToStringInvocation"] | components["schemas"]["MetadataToT2IAdaptersInvocation"] | components["schemas"]["MetadataToVAEInvocation"] | components["schemas"]["MiniMaxH3DenoiseInvocation"] | components["schemas"]["MiniMaxH3FrameConditioningInvocation"] | components["schemas"]["MiniMaxH3HybridOverlayInvocation"] | components["schemas"]["MiniMaxH3IdealDimensionsInvocation"] | components["schemas"]["MiniMaxH3ImageReferenceInvocation"] | components["schemas"]["MiniMaxH3LatentsToImageInvocation"] | components["schemas"]["MiniMaxH3LatentsToVideoInvocation"] | components["schemas"]["MiniMaxH3LoRACollectionLoader"] | components["schemas"]["MiniMaxH3LoRALoaderInvocation"] | components["schemas"]["MiniMaxH3ModelLoaderInvocation"] | components["schemas"]["MiniMaxH3ReferenceConditioningInvocation"] | components["schemas"]["MiniMaxH3TextEncoderInvocation"] | components["schemas"]["MiniMaxH3VideoReferenceInvocation"] | components["schemas"]["ModelIdentifierInvocation"] | components["schemas"]["MossImageDenoiseInvocation"] | components["schemas"]["MossImageLayoutPromptInvocation"] | components["schemas"]["MossImageModelLoaderInvocation"] | components["schemas"]["MossImageTextEncoderInvocation"] | components["schemas"]["MultiplyInvocation"] | components["schemas"]["NoiseInvocation"] | components["schemas"]["NormalMapInvocation"] | components["schemas"]["OklabUnsharpMaskInvocation"] | components["schemas"]["OklchImageHueAdjustmentInvocation"] | components["schemas"]["OpenAIImageGenerationInvocation"] | components["schemas"]["PBRMapsInvocation"] | components["schemas"]["PairTileImageInvocation"] | components["schemas"]["PasteImageIntoBoundingBoxInvocation"] | components["schemas"]["PiDDecoderLoaderInvocation"] | components["schemas"]["PiDUpscaleInvocation"] | components["schemas"]["PiDiNetEdgeDetectionInvocation"] | components["schemas"]["PromptTemplateInvocation"] | components["schemas"]["PromptsFromFileInvocation"] | components["schemas"]["QwenImage21DenoiseInvocation"] | components["schemas"]["QwenImage21ImageToLatentsInvocation"] | components["schemas"]["QwenImage21LatentsToImageInvocation"] | components["schemas"]["QwenImage21LoRACollectionLoader"] | components["schemas"]["QwenImage21LoRALoaderInvocation"] | components["schemas"]["QwenImage21ModelLoaderInvocation"] | components["schemas"]["QwenImage21TextEncoderInvocation"] | components["schemas"]["QwenImageControlInvocation"] | components["schemas"]["QwenImageDenoiseInvocation"] | components["schemas"]["QwenImageImageToLatentsInvocation"] | components["schemas"]["QwenImageLatentsToImageInvocation"] | components["schemas"]["QwenImageLoRACollectionLoader"] | components["schemas"]["QwenImageLoRALoaderInvocation"] | components["schemas"]["QwenImageModelLoaderInvocation"] | components["schemas"]["QwenImagePiDDecodeInvocation"] | components["schemas"]["QwenImageTextEncoderInvocation"] | components["schemas"]["RandomFloatInvocation"] | components["schemas"]["RandomIntInvocation"] | components["schemas"]["RandomRangeInvocation"] | components["schemas"]["RangeInvocation"] | components["schemas"]["RangeOfSizeInvocation"] | components["schemas"]["RectangleMaskInvocation"] | components["schemas"]["ResizeLatentsInvocation"] | components["schemas"]["RoundInvocation"] | components["schemas"]["SD3DenoiseInvocation"] | components["schemas"]["SD3ImageToLatentsInvocation"] | components["schemas"]["SD3LatentsToImageInvocation"] | components["schemas"]["SD3PiDDecodeInvocation"] | components["schemas"]["SDXLCompelPromptInvocation"] | components["schemas"]["SDXLLoRACollectionLoader"] | components["schemas"]["SDXLLoRALoaderInvocation"] | components["schemas"]["SDXLModelLoaderInvocation"] | components["schemas"]["SDXLPiDDecodeInvocation"] | components["schemas"]["SDXLRefinerCompelPromptInvocation"] | components["schemas"]["SDXLRefinerModelLoaderInvocation"] | components["schemas"]["SaveImageInvocation"] | components["schemas"]["SaveImageToFileInvocation"] | components["schemas"]["ScaleLatentsInvocation"] | components["schemas"]["SchedulerInvocation"] | components["schemas"]["Sd3ModelLoaderInvocation"] | components["schemas"]["Sd3TextEncoderInvocation"] | components["schemas"]["SeamlessModeInvocation"] | components["schemas"]["SeedreamImageGenerationInvocation"] | components["schemas"]["SegmentAnythingInvocation"] | components["schemas"]["ShowImageInvocation"] | components["schemas"]["SpandrelImageToImageAutoscaleInvocation"] | components["schemas"]["SpandrelImageToImageInvocation"] | components["schemas"]["StateEmptyInvocation"] | components["schemas"]["StateGetInvocation"] | components["schemas"]["StateMergeInvocation"] | components["schemas"]["StateSetInvocation"] | components["schemas"]["StringBatchInvocation"] | components["schemas"]["StringCollectionInvocation"] | components["schemas"]["StringGenerator"] | components["schemas"]["StringInvocation"] | components["schemas"]["StringJoinInvocation"] | components["schemas"]["StringJoinThreeInvocation"] | components["schemas"]["StringReplaceInvocation"] | components["schemas"]["StringSplitInvocation"] | components["schemas"]["StringSplitNegInvocation"] | components["schemas"]["SubtractInvocation"] | components["schemas"]["T2IAdapterInvocation"] | components["schemas"]["TextLLMInvocation"] | components["schemas"]["TextLLMWithPresetInvocation"] | components["schemas"]["TextureInvocation"] | components["schemas"]["TileToPropertiesInvocation"] | components["schemas"]["TiledMultiDiffusionDenoiseLatents"] | components["schemas"]["UnsharpMaskInvocation"] | components["schemas"]["VAELoaderInvocation"] | components["schemas"]["VideoConcatInvocation"] | components["schemas"]["VideoFrameExtractInvocation"] | components["schemas"]["VideoInvocation"] | components["schemas"]["WanDenoiseInvocation"] | components["schemas"]["WanI2VIdealDimensionsInvocation"] | components["schemas"]["WanImageToLatentsInvocation"] | components["schemas"]["WanLatentsToImageInvocation"] | components["schemas"]["WanLatentsToVideoInvocation"] | components["schemas"]["WanLoRACollectionLoader"] | components["schemas"]["WanLoRALoaderInvocation"] | components["schemas"]["WanModelLoaderInvocation"] | components["schemas"]["WanRefImageEncoderInvocation"] | components["schemas"]["WanTI2VIdealDimensionsInvocation"] | components["schemas"]["WanTextEncoderInvocation"] | components["schemas"]["WanVideoDenoiseInvocation"] | components["schemas"]["WorkflowReturnGetInvocation"] | components["schemas"]["WorkflowReturnInvocation"] | components["schemas"]["WorkflowReturnValueInvocation"] | components["schemas"]["ZImageControlInvocation"] | components["schemas"]["ZImageDenoiseInvocation"] | components["schemas"]["ZImageDenoiseMetaInvocation"] | components["schemas"]["ZImageImageToLatentsInvocation"] | components["schemas"]["ZImageLatentsToImageInvocation"] | components["schemas"]["ZImageLoRACollectionLoader"] | components["schemas"]["ZImageLoRALoaderInvocation"] | components["schemas"]["ZImageModelLoaderInvocation"] | components["schemas"]["ZImagePiDDecodeInvocation"] | components["schemas"]["ZImageSeedVarianceEnhancerInvocation"] | components["schemas"]["ZImageTextEncoderInvocation"]; /** * Invocation Source Id * @description The ID of the prepared invocation's source node @@ -29334,6 +29336,90 @@ export type components = { */ base: "minimax-h3"; }; + /** + * LoRA_LyCORIS_QwenImage21_Config + * @description Model config for Qwen-Image-2.1 LoRAs: ComfyUI (`diffusion_model.`, fused `gate_up`), diffusers/PEFT and + * Kohya layouts, of low-rank, DoRA, LoKR, LoHA or full layers that apply to it in full. + */ + LoRA_LyCORIS_QwenImage21_Config: { + /** + * Key + * @description A unique key for this model. + */ + key: string; + /** + * Hash + * @description The hash of the model file(s). + */ + hash: string; + /** + * Path + * @description Path to the model on the filesystem. Relative paths are relative to the Invoke root directory. + */ + path: string; + /** + * File Size + * @description The size of the model in bytes. + */ + file_size: number; + /** + * Name + * @description Name of the model. + */ + name: string; + /** + * Description + * @description Model description + */ + description: string | null; + /** + * Source + * @description The original source of the model (path, URL or repo_id). + */ + source: string; + /** @description The type of source */ + source_type: components["schemas"]["ModelSourceType"]; + /** + * Source Api Response + * @description The original API response from the source, as stringified JSON. + */ + source_api_response: string | null; + /** + * Source Url + * @description Optional URL for the model (e.g. download page or model page). + */ + source_url: string | null; + /** + * Cover Image + * @description Url for image to preview model + */ + cover_image: string | null; + /** + * Type + * @default lora + * @constant + */ + type: "lora"; + /** + * Trigger Phrases + * @description Set of trigger phrases for this model + */ + trigger_phrases: string[] | null; + /** @description Default settings for this model */ + default_settings: components["schemas"]["LoraModelDefaultSettings"] | null; + /** + * Format + * @default lycoris + * @constant + */ + format: "lycoris"; + /** + * Base + * @default qwen-image-2-1 + * @constant + */ + base: "qwen-image-2-1"; + }; /** * LoRA_LyCORIS_QwenImage_Config * @description Model config for Qwen Image Edit LoRA models in LyCORIS format. @@ -38395,7 +38481,7 @@ export type components = { * Config * @description The installed model's config */ - config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; /** * ModelInstallDownloadProgressEvent @@ -38561,7 +38647,7 @@ export type components = { * Config Out * @description After successful installation, this will hold the configuration object. */ - config_out?: (components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]) | null; + config_out?: (components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]) | null; /** * Inplace * @description Leave model in its current location; otherwise install under models directory @@ -38668,7 +38754,7 @@ export type components = { * Config * @description The model's config */ - config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; /** * @description The submodel type, if any * @default null @@ -38695,7 +38781,7 @@ export type components = { * Config * @description The model's config */ - config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + config: components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; /** * @description The submodel type, if any * @default null @@ -38922,7 +39008,7 @@ export type components = { */ ModelsList: { /** Models */ - models: (components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"])[]; + models: (components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"])[]; }; /** * MossImageConditioningField @@ -42826,6 +42912,112 @@ export type components = { */ type: "qwen_image_2_1_l2i"; }; + /** + * Apply LoRA Collection - Qwen-Image-2.1 + * @description Applies a collection of LoRAs to a Qwen-Image-2.1 transformer. + */ + QwenImage21LoRACollectionLoader: { + /** + * Id + * @description The id of this instance of an invocation. Must be unique among all instances of invocations. + */ + id: string; + /** + * Is Intermediate + * @description Whether or not this is an intermediate invocation. + * @default false + */ + is_intermediate?: boolean; + /** + * Use Cache + * @description Whether or not to use the cache + * @default true + */ + use_cache?: boolean; + /** + * LoRAs + * @description LoRA models and weights. May be a single LoRA or collection. + * @default null + */ + loras?: components["schemas"]["LoRAField"] | components["schemas"]["LoRAField"][] | null; + /** + * Transformer + * @description Transformer + * @default null + */ + transformer?: components["schemas"]["TransformerField"] | null; + /** + * type + * @default qwen_image_2_1_lora_collection_loader + * @constant + */ + type: "qwen_image_2_1_lora_collection_loader"; + }; + /** + * Apply LoRA - Qwen-Image-2.1 + * @description Apply a LoRA model to a Qwen-Image-2.1 transformer. + */ + QwenImage21LoRALoaderInvocation: { + /** + * Id + * @description The id of this instance of an invocation. Must be unique among all instances of invocations. + */ + id: string; + /** + * Is Intermediate + * @description Whether or not this is an intermediate invocation. + * @default false + */ + is_intermediate?: boolean; + /** + * Use Cache + * @description Whether or not to use the cache + * @default true + */ + use_cache?: boolean; + /** + * LoRA + * @description LoRA model to load + * @default null + */ + lora?: components["schemas"]["ModelIdentifierField"] | null; + /** + * Weight + * @description The weight at which the LoRA is applied to each model + * @default 1 + */ + weight?: number; + /** + * Transformer + * @description Transformer + * @default null + */ + transformer?: components["schemas"]["TransformerField"] | null; + /** + * type + * @default qwen_image_2_1_lora_loader + * @constant + */ + type: "qwen_image_2_1_lora_loader"; + }; + /** + * QwenImage21LoRALoaderOutput + * @description Qwen-Image-2.1 LoRA Loader Output + */ + QwenImage21LoRALoaderOutput: { + /** + * Transformer + * @description Transformer + * @default null + */ + transformer: components["schemas"]["TransformerField"] | null; + /** + * type + * @default qwen_image_2_1_lora_loader_output + * @constant + */ + type: "qwen_image_2_1_lora_loader_output"; + }; /** * Main Model - Qwen-Image-2.1 * @description Loads a Qwen-Image-2.1 model, outputting its submodels. @@ -56344,7 +56536,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Validation Error */ @@ -56376,7 +56568,7 @@ export interface operations { [name: string]: unknown; }; content: { - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Validation Error */ @@ -56428,7 +56620,7 @@ export interface operations { * "upcast_attention": false * } */ - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Bad request */ @@ -56542,7 +56734,7 @@ export interface operations { * "upcast_attention": false * } */ - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Bad request */ @@ -56615,7 +56807,7 @@ export interface operations { * "upcast_attention": false * } */ - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Bad request */ @@ -57409,7 +57601,7 @@ export interface operations { * "upcast_attention": false * } */ - "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; + "application/json": components["schemas"]["Main_Diffusers_SD1_Config"] | components["schemas"]["Main_Diffusers_SD2_Config"] | components["schemas"]["Main_Diffusers_SDXL_Config"] | components["schemas"]["Main_Diffusers_SDXLRefiner_Config"] | components["schemas"]["Main_Diffusers_SD3_Config"] | components["schemas"]["Main_Diffusers_FLUX_Config"] | components["schemas"]["Main_Diffusers_Flux2_Config"] | components["schemas"]["Main_Diffusers_CogView4_Config"] | components["schemas"]["Main_Diffusers_QwenImage_Config"] | components["schemas"]["Main_Diffusers_QwenImage21_Config"] | components["schemas"]["Main_Diffusers_Wan_Config"] | components["schemas"]["Main_Diffusers_ZImage_Config"] | components["schemas"]["Main_Diffusers_ErnieImage_Config"] | components["schemas"]["Main_Diffusers_Ideogram4_Config"] | components["schemas"]["Main_Diffusers_Krea2_Config"] | components["schemas"]["Main_Diffusers_MiniMaxH3_Config"] | components["schemas"]["Main_Diffusers_LTX2_Config"] | components["schemas"]["Main_Diffusers_MossImage_Config"] | components["schemas"]["Main_Checkpoint_SD1_Config"] | components["schemas"]["Main_Checkpoint_SD2_Config"] | components["schemas"]["Main_Checkpoint_SDXL_Config"] | components["schemas"]["Main_Checkpoint_SDXLRefiner_Config"] | components["schemas"]["Main_Checkpoint_Flux2_Config"] | components["schemas"]["Main_Checkpoint_FLUX_Config"] | components["schemas"]["Main_Checkpoint_QwenImage_Config"] | components["schemas"]["Main_Checkpoint_QwenImage21_Config"] | components["schemas"]["Main_Checkpoint_Wan_Config"] | components["schemas"]["Main_Checkpoint_ZImage_Config"] | components["schemas"]["Main_Checkpoint_ErnieImage_Config"] | components["schemas"]["Main_Checkpoint_Ideogram4_Config"] | components["schemas"]["Main_Checkpoint_Krea2_Config"] | components["schemas"]["Main_Checkpoint_Anima_Config"] | components["schemas"]["Main_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Main_Checkpoint_LTX2_Config"] | components["schemas"]["Main_Checkpoint_MossImage_Config"] | components["schemas"]["Main_BnBNF4_FLUX_Config"] | components["schemas"]["Main_GGUF_Flux2_Config"] | components["schemas"]["Main_GGUF_FLUX_Config"] | components["schemas"]["Main_GGUF_QwenImage_Config"] | components["schemas"]["Main_GGUF_QwenImage21_Config"] | components["schemas"]["Main_GGUF_Wan_Config"] | components["schemas"]["Main_GGUF_ZImage_Config"] | components["schemas"]["Main_GGUF_Krea2_Config"] | components["schemas"]["Main_GGUF_Ideogram4_Config"] | components["schemas"]["Main_GGUF_ErnieImage_Config"] | components["schemas"]["Main_SDNQ_Diffusers_Flux2_Config"] | components["schemas"]["Main_SDNQ_Diffusers_FLUX_Config"] | components["schemas"]["Main_SDNQ_Diffusers_ZImage_Config"] | components["schemas"]["VAE_Checkpoint_SD1_Config"] | components["schemas"]["VAE_Checkpoint_SD2_Config"] | components["schemas"]["VAE_Checkpoint_SDXL_Config"] | components["schemas"]["VAE_Checkpoint_FLUX_Config"] | components["schemas"]["VAE_Checkpoint_SD3_Config"] | components["schemas"]["VAE_Checkpoint_Flux2_Config"] | components["schemas"]["VAE_Checkpoint_Wan_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage_Config"] | components["schemas"]["VAE_Checkpoint_Anima_Config"] | components["schemas"]["VAE_Checkpoint_QwenImage21_Config"] | components["schemas"]["VAE_Diffusers_SD1_Config"] | components["schemas"]["VAE_Diffusers_SDXL_Config"] | components["schemas"]["VAE_Diffusers_FLUX_Config"] | components["schemas"]["VAE_Diffusers_SD3_Config"] | components["schemas"]["VAE_Diffusers_Flux2_Config"] | components["schemas"]["VAE_Diffusers_Wan_Config"] | components["schemas"]["VAE_Diffusers_QwenImage21_Config"] | components["schemas"]["PiDDecoder_Checkpoint_FLUX_Config"] | components["schemas"]["PiDDecoder_Checkpoint_Flux2_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SD3_Config"] | components["schemas"]["PiDDecoder_Checkpoint_SDXL_Config"] | components["schemas"]["PiDDecoder_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_SD1_Config"] | components["schemas"]["ControlNet_Checkpoint_SD2_Config"] | components["schemas"]["ControlNet_Checkpoint_SDXL_Config"] | components["schemas"]["ControlNet_Checkpoint_FLUX_Config"] | components["schemas"]["ControlNet_Checkpoint_ZImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Anima_Config"] | components["schemas"]["ControlNet_Checkpoint_QwenImage_Config"] | components["schemas"]["ControlNet_Checkpoint_Flux2_Config"] | components["schemas"]["ControlNet_Diffusers_SD1_Config"] | components["schemas"]["ControlNet_Diffusers_SD2_Config"] | components["schemas"]["ControlNet_Diffusers_SDXL_Config"] | components["schemas"]["ControlNet_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_SD1_Config"] | components["schemas"]["LoRA_LyCORIS_SD2_Config"] | components["schemas"]["LoRA_LyCORIS_SDXL_Config"] | components["schemas"]["LoRA_LyCORIS_Flux2_Config"] | components["schemas"]["LoRA_LyCORIS_FLUX_Config"] | components["schemas"]["LoRA_LyCORIS_ZImage_Config"] | components["schemas"]["LoRA_LyCORIS_Krea2_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage_Config"] | components["schemas"]["LoRA_LyCORIS_QwenImage21_Config"] | components["schemas"]["LoRA_LyCORIS_LTX2_Config"] | components["schemas"]["LoRA_LyCORIS_MiniMaxH3_Config"] | components["schemas"]["LoRA_LyCORIS_Wan_Config"] | components["schemas"]["LoRA_LyCORIS_Anima_Config"] | components["schemas"]["LoRA_OMI_SDXL_Config"] | components["schemas"]["LoRA_OMI_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_SD1_Config"] | components["schemas"]["LoRA_Diffusers_SD2_Config"] | components["schemas"]["LoRA_Diffusers_SDXL_Config"] | components["schemas"]["LoRA_Diffusers_Flux2_Config"] | components["schemas"]["LoRA_Diffusers_FLUX_Config"] | components["schemas"]["LoRA_Diffusers_ZImage_Config"] | components["schemas"]["ControlLoRA_LyCORIS_FLUX_Config"] | components["schemas"]["T5Encoder_T5Encoder_Config"] | components["schemas"]["T5Encoder_BnBLLMint8_Config"] | components["schemas"]["T5Encoder_SDNQ_Config"] | components["schemas"]["T5Encoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_MiniMaxH3_Config"] | components["schemas"]["Qwen3VLEncoder_Checkpoint_Config"] | components["schemas"]["Qwen3VLEncoder_GGUF_Config"] | components["schemas"]["Qwen3VLEncoder_Qwen3VLEncoder_Config"] | components["schemas"]["Qwen35Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_Qwen3Encoder_Config"] | components["schemas"]["Qwen3Encoder_Checkpoint_Config"] | components["schemas"]["Qwen3Encoder_GGUF_Config"] | components["schemas"]["Qwen3Encoder_SDNQ_Folder_Config"] | components["schemas"]["MistralEncoder_Diffusers_Config"] | components["schemas"]["MistralEncoder_Checkpoint_Config"] | components["schemas"]["MistralEncoder_GGUF_Config"] | components["schemas"]["Gemma2Encoder_Gemma2Encoder_Config"] | components["schemas"]["Gemma4Encoder_Gemma4Encoder_LTX2_Config"] | components["schemas"]["Gemma2Encoder_GGUF_Config"] | components["schemas"]["QwenVLEncoder_Diffusers_Config"] | components["schemas"]["QwenVLEncoder_Checkpoint_Config"] | components["schemas"]["WanT5Encoder_WanT5Encoder_Config"] | components["schemas"]["TI_File_SD1_Config"] | components["schemas"]["TI_File_SD2_Config"] | components["schemas"]["TI_File_SDXL_Config"] | components["schemas"]["TI_Folder_SD1_Config"] | components["schemas"]["TI_Folder_SD2_Config"] | components["schemas"]["TI_Folder_SDXL_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD1_Config"] | components["schemas"]["IPAdapter_InvokeAI_SD2_Config"] | components["schemas"]["IPAdapter_InvokeAI_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD1_Config"] | components["schemas"]["IPAdapter_Checkpoint_SD2_Config"] | components["schemas"]["IPAdapter_Checkpoint_SDXL_Config"] | components["schemas"]["IPAdapter_Checkpoint_FLUX_Config"] | components["schemas"]["IPAdapter_Checkpoint_Anima_Config"] | components["schemas"]["T2IAdapter_Diffusers_SD1_Config"] | components["schemas"]["T2IAdapter_Diffusers_SDXL_Config"] | components["schemas"]["Spandrel_Checkpoint_Config"] | components["schemas"]["CLIPEmbed_Diffusers_G_Config"] | components["schemas"]["CLIPEmbed_Diffusers_L_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_G_Config"] | components["schemas"]["CLIPEmbed_Checkpoint_L_Config"] | components["schemas"]["CLIPVision_Diffusers_Config"] | components["schemas"]["SigLIP_Diffusers_Config"] | components["schemas"]["FLUXRedux_Checkpoint_Config"] | components["schemas"]["LTX2DurationHead_Checkpoint_Config"] | components["schemas"]["LlavaOnevision_Diffusers_Config"] | components["schemas"]["TextLLM_Diffusers_Config"] | components["schemas"]["ExternalApiModelConfig"] | components["schemas"]["Unknown_Config"]; }; }; /** @description Bad request */ diff --git a/invokeai/frontend/webv2/src/features/generation/core/baseGenerationPolicies.ts b/invokeai/frontend/webv2/src/features/generation/core/baseGenerationPolicies.ts index 147154f5163..163247d4aa6 100644 --- a/invokeai/frontend/webv2/src/features/generation/core/baseGenerationPolicies.ts +++ b/invokeai/frontend/webv2/src/features/generation/core/baseGenerationPolicies.ts @@ -1351,6 +1351,7 @@ const LORA_SUPPORTED_BASES: ReadonlySet = new Set 'flux2', 'krea-2', 'qwen-image', + 'qwen-image-2-1', 'sd-1', 'sd-2', 'sdxl', diff --git a/invokeai/frontend/webv2/src/features/generation/core/graph.test.ts b/invokeai/frontend/webv2/src/features/generation/core/graph.test.ts index 992d22839c8..7315b9a5f20 100644 --- a/invokeai/frontend/webv2/src/features/generation/core/graph.test.ts +++ b/invokeai/frontend/webv2/src/features/generation/core/graph.test.ts @@ -1069,6 +1069,16 @@ describe('compileGenerateGraph', () => { expect(latentImages).toEqual(['a.png', 'b.png']); }); + it('applies LoRAs to the transformer through its own collection loader', () => { + const lora: LoraModelConfig = { base: 'qwen-image-2-1', key: 'qwen21-lora', name: 'A LoRA', type: 'lora' }; + const graph = compile(qwenImage21Model, { loras: [{ isEnabled: true, model: lora, weight: 0.7 }] }); + + const loader = getNodeByType(graph, 'qwen_image_2_1_lora_collection_loader'); + expect(loader).toBeDefined(); + expect(getEdge(graph, 'denoise_latents', 'transformer')?.source.node_id).toBe(loader?.id); + expect(getEdge(graph, loader?.id ?? '', 'transformer')?.source.node_id).toBe('model_loader'); + }); + // The denoise records whether it reused the prompt's attention cache, which changes the image in bf16. it('passes the image metadata through the denoise to the decoder that saves the image', () => { const graph = compile(qwenImage21Model); diff --git a/invokeai/frontend/webv2/src/features/generation/core/graph.ts b/invokeai/frontend/webv2/src/features/generation/core/graph.ts index 7367ee248bc..5b74f2b3724 100644 --- a/invokeai/frontend/webv2/src/features/generation/core/graph.ts +++ b/invokeai/frontend/webv2/src/features/generation/core/graph.ts @@ -1507,6 +1507,12 @@ const buildQwenImage21Graph = ( type: 'qwen_image_2_1_model_loader', vae_model: vaeModel ?? undefined, }); + const activeLoras = getActiveCompatibleLoras(settings, model); + const loraSource = activeLoras.length + ? addTransformerLoraCollectionLoader(graph, activeLoras, 'qwen_image_2_1_lora_collection_loader', modelLoader, [ + 'transformer', + ]) + : modelLoader; const posCond = addNode(graph, { id: 'pos_cond', type: 'qwen_image_2_1_text_encoder' }); const negCond = useCfg ? addNode(graph, { id: 'neg_cond', type: 'qwen_image_2_1_text_encoder' }) : null; const denoise = addNode(graph, { @@ -1519,7 +1525,7 @@ const buildQwenImage21Graph = ( }); const output = addImageOutputNode(graph, 'qwen_image_2_1_l2i', outputIsIntermediate); - addEdge(graph, modelLoader, 'transformer', denoise, 'transformer'); + addEdge(graph, loraSource, 'transformer', denoise, 'transformer'); addEdge(graph, modelLoader, 'qwen3_vl_encoder', posCond, 'qwen3_vl_encoder'); addEdge(graph, modelLoader, 'vae', output, 'vae'); addEdge(graph, positivePrompt, 'value', posCond, 'prompt'); diff --git a/tests/app/invocations/test_qwen_image_2_1_nodes.py b/tests/app/invocations/test_qwen_image_2_1_nodes.py index a5d2e53f7d3..1cee82ac6bb 100644 --- a/tests/app/invocations/test_qwen_image_2_1_nodes.py +++ b/tests/app/invocations/test_qwen_image_2_1_nodes.py @@ -4,16 +4,28 @@ an image-to-image run starts on each variant's schedule, and which components the loader refuses. """ +import itertools +import weakref from contextlib import contextmanager, nullcontext from types import SimpleNamespace import numpy as np import pytest import torch +from diffusers.models.normalization import RMSNorm as DiffusersRMSNorm +from diffusers.models.transformers.transformer_qwenimage21 import QwenImage21ZeroCenterRMSNorm from PIL import Image +from torch.utils._python_dispatch import TorchDispatchMode +from torch.utils._pytree import tree_leaves from invokeai.app.invocations.fields import ImageField, LatentsField, MetadataField, QwenImage21ConditioningField -from invokeai.app.invocations.model import ModelIdentifierField, Qwen3VLEncoderField, TransformerField, VAEField +from invokeai.app.invocations.model import ( + LoRAField, + ModelIdentifierField, + Qwen3VLEncoderField, + TransformerField, + VAEField, +) from invokeai.app.invocations.qwen_image_2_1.qwen_image_2_1_denoise import ( LATENT_CHANNELS, PREFIX_CACHE_METADATA_KEY, @@ -25,6 +37,10 @@ prefix_length, unpack_latents, ) +from invokeai.app.invocations.qwen_image_2_1.qwen_image_2_1_lora_loader import ( + QwenImage21LoRACollectionLoader, + QwenImage21LoRALoaderInvocation, +) from invokeai.app.invocations.qwen_image_2_1.qwen_image_2_1_model_loader import QwenImage21ModelLoaderInvocation from invokeai.app.invocations.text_encoder.qwen_image_2_1_text_encoder import QwenImage21TextEncoderInvocation from invokeai.app.invocations.vae.qwen_image_2_1_image_to_latents import QwenImage21ImageToLatentsInvocation @@ -114,7 +130,7 @@ def _context( return SimpleNamespace( models=SimpleNamespace( load=lambda _identifier: _TransformerInfo(transformer), - get_config=lambda _identifier: SimpleNamespace(variant=variant), + get_config=lambda _identifier: SimpleNamespace(variant=variant, format=ModelFormat.Diffusers), ), conditioning=SimpleNamespace(load=lambda name: conditionings[name]), tensors=SimpleNamespace(load=lambda name: tensors.get(name, init_latents)), @@ -871,3 +887,468 @@ def on_device(**_kwargs): expected = ((vae.z - mean) / std).float()[:, :, 0] assert torch.equal(saved["latents"], expected) assert not torch.equal(expected, ((vae.z.float() - 0.3) / 1.7)[:, :, 0]) + + +_LORA_NAME = "Manga to Photo" + + +def _lora_context(base: BaseModelType, model_type: ModelType = ModelType.LoRA): + configs = {"lora": SimpleNamespace(name=_LORA_NAME, base=base, type=model_type)} + return SimpleNamespace( + models=SimpleNamespace(exists=lambda key: key in configs, get_config=lambda key: configs[key]) + ) + + +def _lora_field(weight: float = 0.8, key: str = "lora") -> LoRAField: + return LoRAField( + lora=ModelIdentifierField( + key=key, hash="h", name=_LORA_NAME, base=BaseModelType.QwenImage21, type=ModelType.LoRA + ), + weight=weight, + ) + + +def _transformer_field() -> TransformerField: + model = ModelIdentifierField(key="m", hash="h", name="m", base=BaseModelType.QwenImage21, type=ModelType.Main) + return TransformerField(transformer=model, loras=[]) + + +def _lora_loader(node_class: str, lora: LoRAField): + if node_class == "single": + return QwenImage21LoRALoaderInvocation.model_construct( + lora=lora.lora, weight=lora.weight, transformer=_transformer_field() + ) + return QwenImage21LoRACollectionLoader.model_construct(loras=[lora], transformer=_transformer_field()) + + +def test_a_lora_collection_is_added_to_the_transformer_once() -> None: + node = QwenImage21LoRACollectionLoader.model_construct( + loras=[_lora_field(0.8), _lora_field(0.5)], transformer=_transformer_field() + ) + output = node.invoke(_lora_context(BaseModelType.QwenImage21)) + assert output.transformer is not None + assert [(lora.lora.key, lora.weight) for lora in output.transformer.loras] == [("lora", 0.8)] + + +@pytest.mark.parametrize("node_class", ["single", "collection"]) +def test_a_qwen_image_lora_is_refused(node_class: str) -> None: + # Its keys would match no layer, or the wrong ones, in Qwen-Image-2.1's transformer. + with pytest.raises(ValueError, match="not Qwen-Image-2.1"): + _lora_loader(node_class, _lora_field()).invoke(_lora_context(BaseModelType.QwenImage)) + + +@pytest.mark.parametrize("node_class", ["single", "collection"]) +def test_a_lora_that_is_not_installed_is_refused(node_class: str) -> None: + with pytest.raises(ValueError) as refused: + _lora_loader(node_class, _lora_field(key="gone")).invoke(_lora_context(BaseModelType.QwenImage21)) + assert "gone" in str(refused.value) and "Unknown" in str(refused.value) + + +@pytest.mark.parametrize("node_class", ["single", "collection"]) +def test_a_model_that_is_not_a_lora_is_refused(node_class: str) -> None: + # A Qwen-Image-2.1 model of another type, so the base alone would let it through. + with pytest.raises(ValueError) as refused: + _lora_loader(node_class, _lora_field()).invoke(_lora_context(BaseModelType.QwenImage21, ModelType.Main)) + message = str(refused.value) + assert _LORA_NAME in message and ModelType.Main.value in message and "not a LoRA" in message + + +class _LinearTransformer(torch.nn.Module): + """A transformer with real Linears and norms a LoRA can target; each forward reads to_q and the norms.""" + + config = SimpleNamespace(causal_condition=True, num_attention_heads=2, attention_head_dim=4) + + def __init__(self) -> None: + super().__init__() + block = torch.nn.Module() + block.attn = torch.nn.Module() + block.attn.to_q = torch.nn.Linear(8, 8, bias=False) + torch.nn.init.zeros_(block.attn.to_q.weight) + block.attn.to_k = torch.nn.Linear(8, 8, bias=False) + block.attn.norm_q = DiffusersRMSNorm(8, eps=1e-6) + self.transformer_blocks = torch.nn.ModuleList([block]) + # Reads the timestep embedding, as 2.1's shared modulation does. + self.modulation = torch.nn.Sequential(torch.nn.SiLU(), torch.nn.Linear(8, 32, bias=False)) + # The text norm has no custom wrapper, so only a forced direct patch can reach it. + self.txt_in = torch.nn.Module() + self.txt_in.text_norm = QwenImage21ZeroCenterRMSNorm(8) + self.seen: list[tuple[str | None, torch.Tensor]] = [] + self.norm_seen: list[torch.Tensor] = [] + self.text_norm_seen: list[torch.Tensor] = [] + + def forward(self, *, hidden_states, encoder_hidden_states, kv_cache_mode, **_kwargs): + to_q = self.transformer_blocks[0].attn.to_q + self.seen.append((kv_cache_mode, to_q(torch.ones(1, 8)).detach().clone())) + self.weight_was_patched = bool(to_q.weight.any()) + self.norm_seen.append(self.transformer_blocks[0].attn.norm_q.weight.detach().clone()) + self.text_norm_seen.append(self.txt_in.text_norm.weight.detach().clone()) + return (torch.zeros(1, encoder_hidden_states.shape[1] + hidden_states.shape[1], hidden_states.shape[2]),) + + +class _ReservingTransformerInfo(_TransformerInfo): + """Records the working memory the transformer is loaded with.""" + + def __init__(self, transformer) -> None: + super().__init__(transformer) + self.reserved: list[int] = [] + + @contextmanager + def model_on_device(self, *, working_mem_bytes: int, **_kwargs): + self.reserved.append(working_mem_bytes) + yield ({}, self.model) + + +_UP, _DOWN = torch.full((8, 2), 0.5), torch.full((2, 8), 0.25) + + +def _run_with_a_lora( + model_format: ModelFormat, weight: float | None, monkeypatch: pytest.MonkeyPatch +) -> tuple[_LinearTransformer, int]: + """Two steps on a `_LinearTransformer` as the model cache holds it, with a LoRA on its to_q and both norms at + `weight` (None: no LoRA). Returns the transformer and the working memory it was loaded with.""" + from invokeai.backend.model_manager.load.model_cache.torch_module_autocast.torch_module_autocast import ( + apply_custom_layers_to_model, + ) + from invokeai.backend.patches.layer_patcher import LayerPatcher + from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + lora_model_from_qwen_image_21_state_dict, + ) + + # As if the layer were on the GPU: on the CPU every LoRA runs as a sidecar, whatever the format. + monkeypatch.setattr(LayerPatcher, "_is_any_part_of_layer_on_cpu", staticmethod(lambda _module: False)) + transformer = _LinearTransformer() + # As the model cache holds it: GGUF's sidecar path wraps these layers. + apply_custom_layers_to_model(transformer) + patch = lora_model_from_qwen_image_21_state_dict( + { + "diffusion_model.transformer_blocks.0.attn.to_q.lora_A.weight": _DOWN, + "diffusion_model.transformer_blocks.0.attn.to_q.lora_B.weight": _UP, + "diffusion_model.transformer_blocks.0.attn.norm_q.diff": torch.full((8,), 0.25), + "diffusion_model.txt_in.text_norm.diff": torch.full((8,), -0.5), + } + ) + lora_info = SimpleNamespace(model=patch, model_in_ram=nullcontext) + transformer_info = _ReservingTransformerInfo(transformer) + context = _context(_Transformer(), QwenImage21VariantType.Base) + context.models = SimpleNamespace( + load=lambda identifier: lora_info if identifier.key == "lora" else transformer_info, + get_config=lambda _identifier: SimpleNamespace(variant=QwenImage21VariantType.Base, format=model_format), + ) + node = _denoise(steps=2) + if weight is not None: + node.transformer.loras.append(_lora_field(weight)) + + node._run_diffusion(context) + return transformer, transformer_info.reserved[0] + + +@pytest.mark.parametrize("model_format", [ModelFormat.Diffusers, ModelFormat.GGUFQuantized], ids=["merged", "sidecar"]) +def test_loras_reach_the_transformer_from_the_first_step_and_leave_it_unchanged( + model_format: ModelFormat, monkeypatch: pytest.MonkeyPatch +) -> None: + transformer, _ = _run_with_a_lora(model_format, 0.5, monkeypatch) + + # The zero base weight plus the LoRA at weight 0.5 (scale 1, as no alpha is given), on both steps -- the prefill + # that fills the prefix cache included. + expected = (_UP @ _DOWN * 0.5) @ torch.ones(8) + assert [mode for mode, _ in transformer.seen] == ["extract", "cached"] + for _, out in transformer.seen: + torch.testing.assert_close(out[0], expected) + # Merged into the weight for a plain model; beside it, the weight untouched, for a GGUF one. + assert transformer.weight_was_patched is (model_format is ModelFormat.Diffusers) + assert not transformer.transformer_blocks[0].attn.to_q.weight.any() + # A norm diff is merged in both, as no sidecar patches a norm, and taken back out afterwards. + for weight in transformer.norm_seen: + torch.testing.assert_close(weight, torch.full((8,), 1.125)) + for weight in transformer.text_norm_seen: + torch.testing.assert_close(weight, torch.full((8,), -0.25)) + assert torch.equal(transformer.transformer_blocks[0].attn.norm_q.weight, torch.ones(8)) + assert not transformer.txt_in.text_norm.weight.any() + + +def test_a_sidecar_lora_widens_the_room_the_transformer_is_loaded_with(monkeypatch: pytest.MonkeyPatch) -> None: + _, without = _run_with_a_lora(ModelFormat.GGUFQuantized, None, monkeypatch) + _, at_zero = _run_with_a_lora(ModelFormat.GGUFQuantized, 0.0, monkeypatch) + _, applied = _run_with_a_lora(ModelFormat.GGUFQuantized, 0.5, monkeypatch) + # A LoRA at weight 0 is never applied, so it holds nothing. + assert at_zero == without + assert applied > without + + +def _patch(module: str = "transformer_blocks.0.attn.to_q", **values: torch.Tensor): + """A converted LoRA with the given values on one module; to_q and to_k are 8 x 8 in `_LinearTransformer`.""" + from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + lora_model_from_qwen_image_21_state_dict, + ) + + return lora_model_from_qwen_image_21_state_dict( + {f"diffusion_model.{module}.{name}": value for name, value in values.items()} + ) + + +def _low_rank(rank: int, module: str = "transformer_blocks.0.attn.to_q", out_features: int = 8): + return _patch(module, **{"lora_A.weight": torch.zeros(rank, 8), "lora_B.weight": torch.zeros(out_features, rank)}) + + +def _reserve( + patch, + transformer: torch.nn.Module, + model_format: ModelFormat = ModelFormat.GGUFQuantized, + seq_len: int = 100, + dtype: torch.dtype = torch.float32, + weight: float = 1.0, +) -> int: + """What the denoise reserves for one LoRA, or for each of a list of them, on `transformer`.""" + patches = patch if isinstance(patch, list) else [patch] + node = _denoise() + node.transformer.loras.extend(_lora_field(weight, key=f"lora{i}") for i in range(len(patches))) + context = SimpleNamespace( + models=SimpleNamespace(load=lambda identifier: SimpleNamespace(model=patches[int(identifier.key[4:])])) + ) + return node._lora_working_memory(context, transformer, model_format, seq_len, dtype) + + +def test_a_sidecar_lora_reserves_its_tensors_and_an_update_per_token() -> None: + transformer = _LinearTransformer() + for dtype in (torch.float32, torch.bfloat16): + # Beside the weights, the LoRA's 64 elements (8 x 4 twice), at the compute dtype's width: they are stored in + # float32, and the patcher casts a sidecar to the compute dtype. + assert _reserve(_low_rank(4), transformer, seq_len=0, dtype=dtype) == 64 * dtype.itemsize + # And each forward adds, per token, a row of to_q's 8 outputs and one of the LoRA's 4 ranks. + longer = _reserve(_low_rank(4), transformer, seq_len=300, dtype=dtype) + assert longer - _reserve(_low_rank(4), transformer, seq_len=100, dtype=dtype) == 200 * (8 + 4) * dtype.itemsize + # Not applied at weight 0; and a norm diff is merged on every format. + assert _reserve(_low_rank(4), transformer, weight=0.0) == 0 + assert _reserve(_patch("transformer_blocks.0.attn.norm_q", diff=torch.zeros(8)), transformer) == 0 + + +def test_a_linear_that_reads_the_timestep_embedding_adds_two_rows_however_long_the_sequence() -> None: + transformer = _LinearTransformer() + modulation = _low_rank(4, "modulation.1", out_features=32) + assert _reserve(modulation, transformer, seq_len=300) == _reserve(modulation, transformer, seq_len=100) + # Its 160 elements (4 x 8 and 32 x 4), and two rows of its 32 outputs and 4 ranks: the embedding of the sampled + # timestep and, under `causal_condition`, of t = 0. + assert _reserve(modulation, transformer) == (160 + 2 * (32 + 4)) * 4 + + +def test_sidecars_hold_every_modules_tensors_but_one_modules_update_at_a_time() -> None: + transformer = _LinearTransformer() + to_q, to_k = _low_rank(4), _low_rank(4, "transformer_blocks.0.attn.to_k") + # to_k's 64 elements join to_q's; its update, as large as to_q's, comes only after to_q's is gone. + assert _reserve([to_q, to_k], transformer) - _reserve(to_q, transformer) == 64 * 4 + + +def test_a_merged_format_reserves_one_modules_sidecar_for_partial_loading() -> None: + # The patcher wraps a layer partial loading leaves on the CPU whatever the format; that sidecar copies its tensors + # to the device for each forward, one module after another. + transformer = _LinearTransformer() + to_q, to_k = _low_rank(4), _low_rank(4, "transformer_blocks.0.attn.to_k") + merged = _reserve([to_q, to_k], transformer, ModelFormat.Diffusers) + assert 0 < merged < _reserve([to_q, to_k], transformer, ModelFormat.GGUFQuantized) + assert merged == _reserve(to_q, transformer, ModelFormat.Diffusers) + + +def test_an_fp8_transformer_reserves_every_sidecars_tensors() -> None: + # fp8 weights cannot take an update in place, so the patcher wraps every layer on them, as on a GGUF. + transformer = _LinearTransformer() + loras = [_low_rank(4), _low_rank(4, "transformer_blocks.0.attn.to_k")] + plain = _reserve(loras, transformer, ModelFormat.Checkpoint) + for to in (transformer.transformer_blocks[0].attn.to_q, transformer.transformer_blocks[0].attn.to_k): + to.weight = torch.nn.Parameter(to.weight.to(torch.float8_e4m3fn), requires_grad=False) + fp8 = _reserve(loras, transformer, ModelFormat.Checkpoint) + assert fp8 > plain + assert fp8 == _reserve(loras, transformer, ModelFormat.GGUFQuantized) + + +class _PeakAllocation(TorchDispatchMode): + """The most bytes that tensors made while `counting` is on -- and views of them -- hold at once.""" + + def __init__(self) -> None: + super().__init__() + self.counting = True + self.peak = 0 + self._made: set[int] = set() + self._tensors: weakref.WeakValueDictionary[int, torch.Tensor] = weakref.WeakValueDictionary() + self._ids = itertools.count() + + def __torch_dispatch__(self, func, types, args=(), kwargs=None): + inputs = {t.untyped_storage().data_ptr() for t in tree_leaves((args, kwargs)) if isinstance(t, torch.Tensor)} + out = func(*args, **(kwargs or {})) + if self.counting: + for tensor in (t for t in tree_leaves(out) if isinstance(t, torch.Tensor)): + storage = tensor.untyped_storage().data_ptr() + if storage not in inputs: + self._made.add(storage) + # A view keeps its storage alive after the tensor it was taken from is gone. + if storage in self._made: + self._tensors[next(self._ids)] = tensor + live = {t.untyped_storage().data_ptr(): t.untyped_storage().nbytes() for t in self._tensors.values()} + self.peak = max(self.peak, sum(live.values())) + return out + + +_W = 64 # A Linear wide enough that only weight-sized tensors count against half a copy of its weight. +# Weight copies priced above what a CPU forward allocates: the CUDA column norm of LyCORIS's DoRA, priced for both +# orientations (see `_SIDECAR_WEIGHT_COPIES`). +_CUDA_ONLY_COPIES = {"peft-dora": 1, "lycoris-dora": 1} + + +def _sidecar_kind(kind: str): + r = 2 + values = { + "low-rank": {"lora_A.weight": torch.randn(r, _W), "lora_B.weight": torch.randn(_W, r)}, + "full": {"diff": torch.randn(_W, _W)}, + "lokr": { + "lokr_w1": torch.randn(4, 4), + "lokr_w2_a": torch.randn(_W // 4, r), + "lokr_w2_b": torch.randn(r, _W // 4), + }, + "loha": { + f"hada_w{i}_{s}": torch.randn(_W, r) if s == "a" else torch.randn(r, _W) for i in (1, 2) for s in "ab" + }, + "peft-dora": { + "lora_A.weight": torch.randn(r, _W), + "lora_B.weight": torch.randn(_W, r), + "lora_magnitude_vector.weight": torch.rand(_W) + 1, + }, + "lycoris-dora": { + "lora_A.weight": torch.randn(r, _W), + "lora_B.weight": torch.randn(_W, r), + "dora_scale": torch.rand(1, _W) + 1, + }, + }[kind] + return _patch(**values) + + +@pytest.mark.parametrize( + "kinds", + [ + ["low-rank"], + ["full"], + ["lokr"], + ["loha"], + ["peft-dora"], + ["lycoris-dora"], + ["lokr", "lokr"], + ["low-rank", "lokr"], + ["full", "full", "full"], + ["lokr", "lokr", "lokr"], + ["full", "lokr", "loha"], + ], + ids=lambda kinds: "+".join(kinds), +) +def test_a_sidecar_reserves_what_its_forward_allocates(kinds: list[str], monkeypatch: pytest.MonkeyPatch) -> None: + """Measured: what a sidecar forward on an fp8 weight allocates for its LoRAs -- the layer's own forward aside, + which the activation estimate covers -- is what the denoise reserves for them, within half a weight copy.""" + from invokeai.backend.model_manager.load.model_cache.torch_module_autocast.torch_module_autocast import ( + apply_custom_layers_to_model, + ) + from invokeai.backend.patches.layer_patcher import LayerPatcher + from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX, + ) + + torch.manual_seed(0) + transformer = torch.nn.Module() + block = torch.nn.Module() + block.attn = torch.nn.Module() + block.attn.to_q = torch.nn.Linear(_W, _W, bias=False) + block.attn.to_q.weight = torch.nn.Parameter(torch.randn(_W, _W).to(torch.float8_e4m3fn), requires_grad=False) + transformer.transformer_blocks = torch.nn.ModuleList([block]) + apply_custom_layers_to_model(transformer) + to_q = transformer.transformer_blocks[0].attn.to_q + patches = [_sidecar_kind(kind) for kind in kinds] + seq_len = 2 + + mode = _PeakAllocation() + own_forward = to_q._autocast_forward + + def uncounted_forward(x: torch.Tensor) -> torch.Tensor: + mode.counting = False + try: + return own_forward(x) + finally: + mode.counting = True + + monkeypatch.setattr(to_q, "_autocast_forward", uncounted_forward) + x = torch.randn(1, seq_len, _W) + with ( + torch.no_grad(), + LayerPatcher.apply_smart_model_patches( + model=transformer, + patches=[(patch, 1.0) for patch in patches], + prefix=QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX, + dtype=torch.float32, + ), + ): + with mode: + to_q(x) + + reserved = _reserve(patches, transformer, ModelFormat.Checkpoint, seq_len=seq_len) - sum( + patch.calc_size() for patch in patches + ) + weight_copy = _W * _W * torch.float32.itemsize + beyond_cpu = max(_CUDA_ONLY_COPIES.get(kind, 0) for kind in kinds) * weight_copy + assert abs(reserved - beyond_cpu - mode.peak) < weight_copy / 2, (reserved / weight_copy, mode.peak / weight_copy) + + +def test_a_dora_lora_on_an_int8_transformer_is_refused_before_the_transformer_is_loaded() -> None: + from invokeai.backend.model_manager.load.model_cache.torch_module_autocast.torch_module_autocast import ( + apply_custom_layers_to_model, + ) + from invokeai.backend.quantization.int8_convrot import Int8ConvrotLinear + + transformer = _LinearTransformer() + weight = torch.zeros(8, 8, dtype=torch.int8) + transformer.transformer_blocks[0].attn.to_q = Int8ConvrotLinear(weight, torch.ones(8, 1), convrot=False) + apply_custom_layers_to_model(transformer) + low_rank = {"lora_A.weight": torch.zeros(2, 8), "lora_B.weight": torch.zeros(8, 2)} + dora = _patch(**low_rank, **{"lora_magnitude_vector.weight": torch.ones(8)}) + transformer_info = _ReservingTransformerInfo(transformer) + context = _context(_Transformer(), QwenImage21VariantType.Base) + loaded = {"lora": SimpleNamespace(model=dora)} + context.models = SimpleNamespace( + load=lambda identifier: loaded.get(identifier.key, transformer_info), + get_config=lambda _identifier: SimpleNamespace( + variant=QwenImage21VariantType.Base, format=ModelFormat.Checkpoint + ), + ) + node = _denoise(steps=1) + node.transformer.loras.append(_lora_field(1.0)) + + with pytest.raises(ValueError) as refused: + node._run_diffusion(context) + assert _LORA_NAME in str(refused.value) and "int8" in str(refused.value) + assert transformer_info.reserved == [] + # A low-rank LoRA runs there as a sidecar. + loaded["lora"] = SimpleNamespace(model=_patch(**low_rank)) + node._refuse_dora_on_int8(context, transformer) + + +def test_a_lora_already_on_the_transformer_is_not_applied_again() -> None: + applied = _transformer_field() + applied.loras.append(_lora_field(0.3)) + output = QwenImage21LoRACollectionLoader.model_construct(loras=[_lora_field(0.8)], transformer=applied).invoke( + _lora_context(BaseModelType.QwenImage21) + ) + assert output.transformer is not None + assert [(lora.lora.key, lora.weight) for lora in output.transformer.loras] == [("lora", 0.3)] + + single = QwenImage21LoRALoaderInvocation.model_construct(lora=_lora_field().lora, weight=1.0, transformer=applied) + with pytest.raises(ValueError, match="already applied"): + single.invoke(_lora_context(BaseModelType.QwenImage21)) + + +@pytest.mark.parametrize( + ("base", "hinted"), + [(BaseModelType.StableDiffusionXL, False), (BaseModelType.QwenImage, True)], + ids=["sdxl", "qwen"], +) +def test_another_familys_lora_is_named_with_the_qwen_image_hint_only_for_qwen_image( + base: BaseModelType, hinted: bool +) -> None: + with pytest.raises(ValueError) as refused: + _lora_loader("single", _lora_field()).invoke(_lora_context(base)) + message = str(refused.value) + assert f"for {base.value} models" in message + assert ("Qwen Image LoRAs" in message) is hinted diff --git a/tests/backend/model_manager/configs/test_ltx2_lora_probe_independence.py b/tests/backend/model_manager/configs/test_ltx2_lora_probe_independence.py index 30503eef019..6b186463bea 100644 --- a/tests/backend/model_manager/configs/test_ltx2_lora_probe_independence.py +++ b/tests/backend/model_manager/configs/test_ltx2_lora_probe_independence.py @@ -19,18 +19,9 @@ import pytest import torch +from invokeai.backend.model_manager.configs.base import Config_Base from invokeai.backend.model_manager.configs.identification_utils import NotAMatchError -from invokeai.backend.model_manager.configs.lora import ( - LoRA_LyCORIS_Anima_Config, - LoRA_LyCORIS_Flux2_Config, - LoRA_LyCORIS_FLUX_Config, - LoRA_LyCORIS_Krea2_Config, - LoRA_LyCORIS_LTX2_Config, - LoRA_LyCORIS_MiniMaxH3_Config, - LoRA_LyCORIS_QwenImage_Config, - LoRA_LyCORIS_Wan_Config, - LoRA_LyCORIS_ZImage_Config, -) +from invokeai.backend.model_manager.configs.lora import LoRA_LyCORIS_LTX2_Config from invokeai.backend.model_manager.taxonomy import BaseModelType @@ -158,27 +149,15 @@ def test_an_ltx2_lora_identifies_as_ltx2(prefix: str) -> None: assert result.base is BaseModelType.LTX2 -@pytest.mark.parametrize( - "other", - [ - LoRA_LyCORIS_Wan_Config, - LoRA_LyCORIS_MiniMaxH3_Config, - LoRA_LyCORIS_Anima_Config, - LoRA_LyCORIS_Krea2_Config, - # These four also precede the LTX-2 entry in the union, so they are the ones whose order - # actually decides which config claims a file. Omitting them left the exclusivity this - # file's docstring promises resting on the four that happen to come after. - LoRA_LyCORIS_FLUX_Config, - LoRA_LyCORIS_Flux2_Config, - LoRA_LyCORIS_QwenImage_Config, - LoRA_LyCORIS_ZImage_Config, - ], - ids=lambda cls: cls.__name__, -) -def test_an_ltx2_lora_is_rejected_by_every_other_probe(other) -> None: - matched, _ = _probe(other, _ltx2_distilled_keys()) - - assert not matched +@pytest.mark.parametrize("prefix", ["", "diffusion_model.", "transformer.", "base_model.model.transformer."]) +def test_an_ltx2_lora_is_claimed_by_the_ltx2_probe_alone(prefix: str) -> None: + """Every LoRA probe, whatever the prefix. Unprefixed or under ``transformer.`` its keys start + with ``transformer_blocks.`` as Qwen Image's do; as wide as Qwen-Image-2.1 (4096), it names + ``transformer_blocks.N.attn1``. Only the audio and cross-modal towers set it apart.""" + sd = _ltx2_distilled_keys(prefix) + probes = [cls for cls in Config_Base.CONFIG_CLASSES if cls.__name__.startswith("LoRA_")] + + assert [cls.__name__ for cls in probes if _probe(cls, sd)[0]] == [LoRA_LyCORIS_LTX2_Config.__name__] @pytest.mark.parametrize( diff --git a/tests/backend/model_manager/configs/test_qwen_image_2_1_config.py b/tests/backend/model_manager/configs/test_qwen_image_2_1_config.py index b3a3ee5176a..1ed1c9743df 100644 --- a/tests/backend/model_manager/configs/test_qwen_image_2_1_config.py +++ b/tests/backend/model_manager/configs/test_qwen_image_2_1_config.py @@ -1,4 +1,4 @@ -"""Identification of Qwen-Image-2.1 single-file transformers, and of LoRAs against Qwen-Image's. +"""Identification of Qwen-Image-2.1 single-file transformers, and of its LoRAs against every other family's. Qwen-Image-2.1 reuses Qwen-Image's module names almost everywhere, so both directions matter: a 2.1 file must not be claimed as Qwen-Image, and the quantizations the loader cannot build must be refused at install @@ -14,8 +14,9 @@ import torch from safetensors.torch import save_file +from invokeai.backend.model_manager.configs.base import Config_Base from invokeai.backend.model_manager.configs.identification_utils import InvalidMatchError, NotAMatchError -from invokeai.backend.model_manager.configs.lora import LoRA_LyCORIS_QwenImage_Config +from invokeai.backend.model_manager.configs.lora import LoRA_LyCORIS_QwenImage21_Config, LoRA_LyCORIS_QwenImage_Config from invokeai.backend.model_manager.configs.main import Main_Checkpoint_QwenImage21_Config from invokeai.backend.model_manager.taxonomy import BaseModelType, QwenImage21VariantType @@ -84,6 +85,16 @@ def test_an_nvfp4_file_is_refused_at_install() -> None: _identify(sd, Path("qwen_image_2.1_nvfp4.safetensors")) +def test_a_lora_with_norm_diffs_is_qwen_image_2_1(tmp_path: Path) -> None: + # ComfyUI's Turbo LoRA: besides the Linears, full diffs on the q/k norms and the text norm. + sd = _comfy_gate_up_lora() | { + "diffusion_model.transformer_blocks.1.attn.norm_q.diff": torch.zeros(128), + "diffusion_model.transformer_blocks.1.attn.norm_k.diff": torch.zeros(128), + "diffusion_model.txt_in.text_norm.diff": torch.zeros(4096), + } + assert _probe(LoRA_LyCORIS_QwenImage21_Config, sd, tmp_path) + + def test_a_torchao_file_is_refused_at_install() -> None: # unsloth's FP8 build: torchao Float8Tensors, saved as the payload and a per-row scale, no `.weight`. layer = "transformer_blocks.0.attn.to_q" @@ -135,7 +146,7 @@ def _attention_lora(width: int) -> dict[str, torch.Tensor]: return sd -def _probe_qwen_image_lora(sd: dict[str, torch.Tensor], tmp_path: Path) -> bool: +def _probe(config_class, sd: dict[str, torch.Tensor], tmp_path: Path) -> bool: path = tmp_path / "lora.safetensors" path.touch() mod = MagicMock() @@ -143,20 +154,258 @@ def _probe_qwen_image_lora(sd: dict[str, torch.Tensor], tmp_path: Path) -> bool: mod.load_state_dict.return_value = sd fields = {**_FIELDS, "path": str(path), "source": str(path)} try: - LoRA_LyCORIS_QwenImage_Config.from_model_on_disk(mod, fields) + config_class.from_model_on_disk(mod, fields) except NotAMatchError: return False return True +def _comfy_gate_up_lora() -> dict[str, torch.Tensor]: + """As the published Qwen-Image-2.1 LoRAs are written: ComfyUI's prefix and its fused gated MLP.""" + prefix = "diffusion_model.transformer_blocks.0.img_mlp.gate_up" + return {f"{prefix}.lora_A.weight": torch.zeros(4, 4096), f"{prefix}.lora_B.weight": torch.zeros(24576, 4)} + + def test_an_attention_only_lora_is_told_apart_by_its_width(tmp_path: Path) -> None: - assert _probe_qwen_image_lora(_attention_lora(3072), tmp_path) - assert not _probe_qwen_image_lora(_attention_lora(4096), tmp_path) + assert _probe(LoRA_LyCORIS_QwenImage_Config, _attention_lora(3072), tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage_Config, _attention_lora(4096), tmp_path) + assert _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lora(4096), tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lora(3072), tmp_path) -def test_a_lora_on_the_gated_mlp_is_not_qwen_image(tmp_path: Path) -> None: - sd = { +def test_a_lora_on_the_gated_mlp_is_qwen_image_2_1(tmp_path: Path) -> None: + kohya = { "lora_unet_transformer_blocks_0_img_mlp_gate_up.lora_down.weight": torch.zeros(4, 3072), "lora_unet_transformer_blocks_0_img_mlp_gate_up.lora_up.weight": torch.zeros(3072, 4), } - assert not _probe_qwen_image_lora(sd, tmp_path) + for sd in (kohya, _comfy_gate_up_lora()): + assert not _probe(LoRA_LyCORIS_QwenImage_Config, sd, tmp_path) + assert _probe(LoRA_LyCORIS_QwenImage21_Config, sd, tmp_path) + + +_SHAPES = {"attn.to_out.0": (4096, 4096), "img_mlp.proj": (12288, 4096), "img_mlp.out": (4096, 12288)} + + +def _lora_on(*modules: str, kohya: bool = False) -> dict[str, torch.Tensor]: + """A low-rank LoRA on the given block modules only, in diffusers/PEFT or Kohya naming.""" + sd: dict[str, torch.Tensor] = {} + for module in modules: + out_features, in_features = _SHAPES[module] + name = f"transformer_blocks.0.{module}" + if kohya: + prefix, down, up = "lora_unet_" + name.replace(".", "_"), "lora_down", "lora_up" + else: + prefix, down, up = f"transformer.{name}", "lora_A", "lora_B" + sd[f"{prefix}.{down}.weight"] = torch.zeros(4, in_features) + sd[f"{prefix}.{up}.weight"] = torch.zeros(out_features, 4) + return sd + + +_OUTPUT_OR_MLP = { + # No to_q/to_k/to_v and no gate_up: the attention output is told apart by its width, the MLP halves by name. + "attention-output": _lora_on("attn.to_out.0"), + "mlp-halves": _lora_on("img_mlp.proj", "img_mlp.out"), + "mlp-halves-kohya": _lora_on("img_mlp.proj", "img_mlp.out", kohya=True), + # Each half on its own: `proj` is a name Qwen-Image's MLP has only inside `img_mlp.net.0.proj`. + "mlp-proj": _lora_on("img_mlp.proj"), + "mlp-proj-kohya": _lora_on("img_mlp.proj", kohya=True), + "mlp-out": _lora_on("img_mlp.out"), +} + + +def _attention_lokr(width: int, split_w2: bool = False) -> dict[str, torch.Tensor]: + """An attention-only LoKR: the weight is kron(w1, w2), so its input width is 4 x w2's. LyCORIS usually keeps + w1 whole and stores w2 as a low-rank pair, w2_a @ w2_b.""" + prefix = "transformer.transformer_blocks.0.attn.to_q" + sd = {f"{prefix}.lokr_w1": torch.zeros(4, 4)} + if split_w2: + sd[f"{prefix}.lokr_w2_a"] = torch.zeros(width // 4, 8) + sd[f"{prefix}.lokr_w2_b"] = torch.zeros(8, width // 4) + else: + sd[f"{prefix}.lokr_w2"] = torch.zeros(width // 4, width // 4) + return sd + + +@pytest.mark.parametrize("sd", _OUTPUT_OR_MLP.values(), ids=_OUTPUT_OR_MLP.keys()) +def test_a_lora_on_the_attention_output_or_the_mlp_halves_is_qwen_image_2_1( + sd: dict[str, torch.Tensor], tmp_path: Path +) -> None: + assert not _probe(LoRA_LyCORIS_QwenImage_Config, sd, tmp_path) + assert _probe(LoRA_LyCORIS_QwenImage21_Config, sd, tmp_path) + + +@pytest.mark.parametrize("split_w2", [False, True], ids=["whole", "split-w2"]) +def test_an_attention_only_lokr_is_told_apart_by_its_width(split_w2: bool, tmp_path: Path) -> None: + assert _probe(LoRA_LyCORIS_QwenImage_Config, _attention_lokr(3072, split_w2), tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lokr(3072, split_w2), tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage_Config, _attention_lokr(4096, split_w2), tmp_path) + assert _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lokr(4096, split_w2), tmp_path) + # A factored width is weaker evidence: beside a module only Qwen-Image has, it stays Qwen-Image's. + with_qwen_image_mlp = _attention_lokr(4096) | { + "transformer.transformer_blocks.0.img_mlp.net.0.proj.lokr_w1": torch.zeros(4, 4), + "transformer.transformer_blocks.0.img_mlp.net.0.proj.lokr_w2": torch.zeros(3072, 768), + } + assert _probe(LoRA_LyCORIS_QwenImage_Config, with_qwen_image_mlp, tmp_path) + + +def _z(*shape: int) -> torch.Tensor: + """Zeros of the shape, in one element of storage: identification reads shapes, never values.""" + return torch.zeros(()).expand(shape) + + +def _attention_layers(kind: str, width: int) -> dict[str, torch.Tensor]: + """A LoRA of one layer kind on the image attention of a model `width` features wide.""" + sd: dict[str, torch.Tensor] = {} + for projection in ("to_q", "to_k", "to_v"): + prefix = f"transformer.transformer_blocks.0.attn.{projection}" + if kind == "loha": + for factor in ("w1", "w2"): + sd[f"{prefix}.hada_{factor}_a"] = _z(width, 4) + sd[f"{prefix}.hada_{factor}_b"] = _z(4, width) + elif kind == "full": + sd[f"{prefix}.diff"] = _z(width, width) + elif kind == "lycoris-dora": + sd |= {f"{prefix}.lora_A.weight": _z(4, width), f"{prefix}.lora_B.weight": _z(width, 4)} + sd[f"{prefix}.dora_scale"] = _z(1, width) + return sd + + +@pytest.mark.parametrize("kind", ["loha", "full", "lycoris-dora"]) +def test_an_attention_only_lora_of_another_kind_is_told_apart_by_its_width(kind: str, tmp_path: Path) -> None: + # A LoHA states its input width on either `_b` matrix, a full layer as its second dimension. + assert _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_layers(kind, 4096), tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_layers(kind, 3072), tmp_path) + + +_OTHER_KINDS = { + "lokr": _attention_lokr(4096), + "lokr-factored-w1": { + "transformer.transformer_blocks.0.attn.to_q.lokr_w1_a": _z(4, 2), + "transformer.transformer_blocks.0.attn.to_q.lokr_w1_b": _z(2, 4), + "transformer.transformer_blocks.0.attn.to_q.lokr_w2": _z(1024, 1024), + }, + "loha": _attention_layers("loha", 4096), + "full": _attention_layers("full", 4096), + "lycoris-dora": _attention_layers("lycoris-dora", 4096), + "peft-dora-gate-up": _comfy_gate_up_lora() + | {"diffusion_model.transformer_blocks.0.img_mlp.gate_up.lora_magnitude_vector.weight": _z(24576)}, +} + + +@pytest.mark.parametrize( + "sd", + [_comfy_gate_up_lora(), _attention_lora(4096), *_OUTPUT_OR_MLP.values(), *_OTHER_KINDS.values()], + ids=["gate_up", "attention", *_OUTPUT_OR_MLP.keys(), *_OTHER_KINDS.keys()], +) +def test_a_qwen_image_2_1_lora_is_claimed_by_its_config_alone(sd: dict[str, torch.Tensor], tmp_path: Path) -> None: + assert _probe(LoRA_LyCORIS_QwenImage21_Config, sd, tmp_path) + # Identification tries every config; two that accept one file leave the outcome to iteration order. + others = [ + c + for c in Config_Base.CONFIG_CLASSES + if c.__name__.startswith("LoRA_") and c is not LoRA_LyCORIS_QwenImage21_Config + ] + assert others + assert [c.__name__ for c in others if _probe(c, sd, tmp_path)] == [] + + +def _pair(name: str, out_features: int, in_features: int = 4096) -> dict[str, torch.Tensor]: + return {f"{name}.lora_A.weight": _z(4, in_features), f"{name}.lora_B.weight": _z(out_features, 4)} + + +@pytest.mark.parametrize( + "extra", + [ + # Its text embedder's width. + _pair("transformer.context_embedder", 4096, 12288), + # Its double blocks' text stream, which a single-stream Qwen-Image-2.1 block does not have. + _pair("transformer.transformer_blocks.0.attn.add_q_proj", 4096) + | _pair("transformer.transformer_blocks.0.attn.to_add_out", 4096), + ], + ids=["text-embedder", "text-stream"], +) +def test_a_flux2_klein_9b_lora_is_not_qwen_image_2_1(extra: dict[str, torch.Tensor], tmp_path: Path) -> None: + # Klein 9B is as wide (4096) and names its double blocks' image attention the same. + assert not _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lora(4096) | extra, tmp_path) + + +def test_a_klein_lora_on_its_double_blocks_image_attention_reads_as_qwen_image_2_1(tmp_path: Path) -> None: + """A known ambiguity, pinned: a FLUX.2 Klein 9B LoRA on its double blocks' image attention has a 2.1 LoRA's + names and width. Its `proj_out` and `norm_out.linear` share the names but not the output widths (128 and 8192 + against 64 and 4096): beside that attention they are taken along, on their own they are no 2.1 evidence.""" + output_layers = _pair("transformer.proj_out", 128) | _pair("transformer.norm_out.linear", 8192) + assert _probe(LoRA_LyCORIS_QwenImage21_Config, _attention_lora(4096) | output_layers, tmp_path) + assert not _probe(LoRA_LyCORIS_QwenImage21_Config, output_layers, tmp_path) + + +# Qwen-Image-2.1 LoRAs that apply in full, with the prefix their layout uses. +_WHOLE_LORAS = { + "comfy-gate-up": (_comfy_gate_up_lora, "diffusion_model."), + "peft-attention": (lambda: _attention_lora(4096), "transformer."), + # Its width is a product of factor sizes, the weakest evidence: its module names alone make it 2.1's. + "lokr-attention": (lambda: _attention_lokr(4096, split_w2=True), "transformer."), +} + + +def _part_that_does_not_apply(defect: str, whole: dict[str, torch.Tensor], prefix: str) -> dict[str, torch.Tensor]: + # Block 2: a module of no whole LoRA, so the part is not merged into one of its layers. + block_0, block_2 = f"{prefix}transformer_blocks.0", f"{prefix}transformer_blocks.2" + other_prefix = "transformer." if prefix == "diffusion_model." else "diffusion_model." + return { + # A text encoder's layer: no Qwen-Image-2.1 transformer module. + "foreign-layer": lambda: _pair("text_encoder.layers.0.mlp.fc1", 4096), + "block-out-of-range": lambda: _pair(f"{prefix}transformer_blocks.40.attn.to_q", 4096), + # LoKR on the fused gate_up, which cannot be split into gate_layer and proj. + "lokr-gate-up": lambda: { + f"{block_2}.img_mlp.gate_up.lokr_w1": _z(4, 4), + f"{block_2}.img_mlp.gate_up.lokr_w2": _z(6144, 1024), + }, + "half-pair": lambda: {f"{block_2}.attn.to_q.lora_A.weight": _z(4, 4096)}, + "incomplete-lokr": lambda: {f"{block_2}.attn.to_q.lokr_w1": _z(4, 4)}, + "alpha-only": lambda: {f"{block_2}.attn.to_q.alpha": torch.tensor(4.0)}, + # The whole LoRA's first block once more, under the other prefix. + "two-prefixes": lambda: { + other_prefix + key.removeprefix(prefix): value for key, value in whole.items() if key.startswith(block_0) + }, + # LyCORIS's DoRA on a LoKR layer, which no layer class builds. + "lokr-dora-scale": lambda: { + f"{block_2}.attn.to_q.lokr_w1": _z(4, 4), + f"{block_2}.attn.to_q.lokr_w2": _z(1024, 1024), + f"{block_2}.attn.to_q.dora_scale": _z(1, 4096), + }, + # A gate_up beside the gate_layer it is split into. + "gate-up-and-gate-layer": lambda: _pair(f"{block_0}.img_mlp.gate_up", 24576) + | _pair(f"{block_0}.img_mlp.gate_layer", 12288), + "diff-and-pair": lambda: _pair(f"{block_2}.attn.to_q", 4096) | {f"{block_2}.attn.to_q.diff": _z(4096, 4096)}, + "odd-row-gate-up": lambda: _pair(f"{block_2}.img_mlp.gate_up", 24575), + }[defect]() + + +_DEFECTS = [ + "foreign-layer", + "block-out-of-range", + "lokr-gate-up", + "half-pair", + "incomplete-lokr", + "alpha-only", + "two-prefixes", + "lokr-dora-scale", + "gate-up-and-gate-layer", + "diff-and-pair", + "odd-row-gate-up", +] + + +@pytest.mark.parametrize("defect", _DEFECTS) +@pytest.mark.parametrize("layout", _WHOLE_LORAS) +def test_a_qwen_image_2_1_lora_that_applies_only_in_part_is_claimed_by_no_config( + layout: str, defect: str, tmp_path: Path +) -> None: + """Claimed by no LoRA config, so it installs as an unknown model: not as a 2.1 LoRA that fails at the first + generation, nor as another family's.""" + whole, prefix = _WHOLE_LORAS[layout] + sd = whole() + sd |= _part_that_does_not_apply(defect, sd, prefix) + probes = [c for c in Config_Base.CONFIG_CLASSES if c.__name__.startswith("LoRA_")] + assert LoRA_LyCORIS_QwenImage21_Config in probes + assert [c.__name__ for c in probes if _probe(c, sd, tmp_path)] == [] diff --git a/tests/backend/patches/lora_conversions/test_qwen_image_2_1_lora_conversion_utils.py b/tests/backend/patches/lora_conversions/test_qwen_image_2_1_lora_conversion_utils.py new file mode 100644 index 00000000000..0cf7ffd173a --- /dev/null +++ b/tests/backend/patches/lora_conversions/test_qwen_image_2_1_lora_conversion_utils.py @@ -0,0 +1,312 @@ +"""Qwen-Image-2.1 LoRAs onto the diffusers transformer: every layout, and ComfyUI's fused gate_up split in two.""" + +import accelerate +import pytest +import torch + +from invokeai.backend.patches.layers.dora_layer import DoRALayer +from invokeai.backend.patches.layers.full_layer import FullLayer +from invokeai.backend.patches.layers.lora_layer import LoRALayer +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + QWEN_IMAGE_21_LORA_NORM_PREFIX as NORM_PREFIX, +) +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + QWEN_IMAGE_21_LORA_TRANSFORMER_PREFIX as PREFIX, +) +from invokeai.backend.patches.lora_conversions.qwen_image_2_1_lora_conversion_utils import ( + lora_model_from_qwen_image_21_state_dict as convert, +) + +RANK = 4 +BLOCK_MODULES = ("attn.to_q", "attn.to_k", "attn.to_v", "attn.to_out.0", "img_mlp.gate_up", "img_mlp.out") +TOP_MODULES = ( + "img_in", + "proj_out", + "norm_out.linear", + "modulation.1", + "txt_in.in_layer", + "txt_in.out_layer", + "time_text_embed.timestep_embedder.linear_1", + "time_text_embed.timestep_embedder.linear_2", +) + + +@pytest.fixture(scope="module") +def transformer(): + from diffusers import QwenImage21Transformer2DModel + + with accelerate.init_empty_weights(): + # The class defaults are the released configuration; two blocks are enough to address. + return QwenImage21Transformer2DModel(num_layers=2) + + +def _pair(module_key: str, out_features: int, in_features: int, *, a="lora_A", b="lora_B") -> dict: + generator = torch.Generator().manual_seed(len(module_key)) + return { + f"{module_key}.{a}.weight": torch.randn(RANK, in_features, generator=generator), + f"{module_key}.{b}.weight": torch.randn(out_features, RANK, generator=generator), + } + + +def _shape(transformer, module: str) -> tuple[int, int]: + """The weight shape a LoRA on `module` updates; the fused gate_up is gate_layer and proj stacked.""" + if module.endswith("gate_up"): + out, inp = transformer.get_submodule(module.replace("gate_up", "gate_layer")).weight.shape + return 2 * out, inp + return tuple(transformer.get_submodule(module).weight.shape) + + +def _kohya(module: str) -> str: + return "lora_unet_" + module.replace(".", "_") + + +@pytest.mark.parametrize("layout", ["comfy", "kohya"]) +def test_every_module_lands_on_a_linear_of_its_shape(transformer, layout: str) -> None: + modules = [f"transformer_blocks.{b}.{m}" for b in range(2) for m in BLOCK_MODULES] + list(TOP_MODULES) + sd: dict = {} + for module in modules: + name = f"diffusion_model.{module}" if layout == "comfy" else _kohya(module) + lora = ("lora_A", "lora_B") if layout == "comfy" else ("lora_down", "lora_up") + sd |= _pair(name, *_shape(transformer, module), a=lora[0], b=lora[1]) + + layers = convert(sd).layers + # Every module, gate_up as two. + assert len(layers) == len(modules) + 2 + for key, layer in layers.items(): + target = transformer.get_submodule(key.removeprefix(PREFIX)) + assert isinstance(target, torch.nn.Linear), key + assert (layer.up.shape[0], layer.down.shape[1]) == tuple(target.weight.shape), key + + +def _delta(layer: LoRALayer) -> torch.Tensor: + return layer.up @ layer.down * layer.scale() + + +def test_gate_up_splits_into_gate_layer_then_proj_exactly() -> None: + # The split does not depend on the size: 8 output rows, two halves of 4. + sd = _pair("diffusion_model.transformer_blocks.0.img_mlp.gate_up", 8, 6) + sd["diffusion_model.transformer_blocks.0.img_mlp.gate_up.alpha"] = torch.tensor(2.0) + up = sd["diffusion_model.transformer_blocks.0.img_mlp.gate_up.lora_B.weight"] + down = sd["diffusion_model.transformer_blocks.0.img_mlp.gate_up.lora_A.weight"] + + layers = convert(sd).layers + gate = _delta(layers[f"{PREFIX}transformer_blocks.0.img_mlp.gate_layer"]) + proj = _delta(layers[f"{PREFIX}transformer_blocks.0.img_mlp.proj"]) + torch.testing.assert_close(torch.cat([gate, proj]), up @ down * (2.0 / RANK)) + + +@pytest.mark.parametrize("magnitude_key", ["lora_magnitude_vector.weight", "lora_magnitude_vector", "magnitude"]) +def test_an_output_dim_dora_on_gate_up_splits_its_magnitude_with_the_rows(magnitude_key: str) -> None: + # PEFT writes the magnitude with or without `.weight`, ai-toolkit as `.magnitude`: all one per output row. + module = "transformer.transformer_blocks.0.img_mlp.gate_up" + magnitude = torch.arange(8.0) + sd = _pair(module, 8, 6) | {f"{module}.{magnitude_key}": magnitude} + + layers = convert(sd).layers + gate, proj = (layers[f"{PREFIX}transformer_blocks.0.img_mlp.{half}"] for half in ("gate_layer", "proj")) + assert isinstance(gate, DoRALayer) and isinstance(proj, DoRALayer) + assert gate.magnitude_is_out_dim and proj.magnitude_is_out_dim + assert torch.equal(gate.dora_scale, magnitude[:4]) and torch.equal(proj.dora_scale, magnitude[4:]) + + +@pytest.mark.parametrize("layout", ["comfy", "kohya"]) +def test_norm_diffs_land_on_their_norm_weights_apart_from_the_linears(transformer, layout: str) -> None: + # As the official Turbo LoRA carries them: a full diff on every block's q/k norm and on the text norm. + norms = ["transformer_blocks.1.attn.norm_q", "transformer_blocks.1.attn.norm_k", "txt_in.text_norm"] + name = (lambda m: f"diffusion_model.{m}") if layout == "comfy" else _kohya + sd = {f"{name(m)}.diff": torch.randn(transformer.get_submodule(m).weight.shape) for m in norms} + sd |= _pair(name("transformer_blocks.1.attn.to_q"), 4096, 4096, a="lora_down", b="lora_up") + + layers = convert(sd).layers + assert set(layers) == {f"{NORM_PREFIX}{m}" for m in norms} | {f"{PREFIX}transformer_blocks.1.attn.to_q"} + for module in norms: + layer = layers[f"{NORM_PREFIX}{module}"] + assert isinstance(layer, FullLayer) + assert layer.weight.shape == transformer.get_submodule(module).weight.shape + + +def test_a_full_layer_on_gate_up_splits_by_rows() -> None: + diff = torch.randn(8, 6) + layers = convert({"diffusion_model.transformer_blocks.0.img_mlp.gate_up.diff": diff}).layers + gate, proj = (layers[f"{PREFIX}transformer_blocks.0.img_mlp.{half}"] for half in ("gate_layer", "proj")) + assert isinstance(gate, FullLayer) and isinstance(proj, FullLayer) + assert torch.equal(torch.cat([gate.weight, proj.weight]), diff) + + +@pytest.mark.parametrize( + "prefix", ["diffusion_model.", "transformer.", "base_model.model.transformer.", "base_model.model."] +) +def test_every_dotted_prefix_names_the_same_layer(prefix: str) -> None: + sd = _pair(f"{prefix}transformer_blocks.3.attn.to_out.0", 6, 6) + assert list(convert(sd).layers) == [f"{PREFIX}transformer_blocks.3.attn.to_out.0"] + + +def test_a_layers_own_alpha_scales_it_and_a_missing_one_means_its_rank() -> None: + sd = _pair("diffusion_model.transformer_blocks.0.attn.to_q", 6, 6) + sd |= _pair("diffusion_model.transformer_blocks.0.attn.to_k", 6, 6) + sd["diffusion_model.transformer_blocks.0.attn.to_q.alpha"] = torch.tensor(2.0) + layers = convert(sd).layers + assert layers[f"{PREFIX}transformer_blocks.0.attn.to_q"].scale() == 2.0 / RANK + assert layers[f"{PREFIX}transformer_blocks.0.attn.to_k"].scale() == 1.0 + + +@pytest.mark.parametrize( + "gate_up_layer", + [ + {"lokr_w1": torch.zeros(4, 4), "lokr_w2": torch.zeros(2, 6)}, + # LyCORIS's input-dim magnitude normalizes across both halves at once. + {"lora_A.weight": torch.zeros(RANK, 6), "lora_B.weight": torch.zeros(8, RANK), "dora_scale": torch.ones(1, 6)}, + ], + ids=["lokr", "lycoris-dora"], +) +def test_a_gate_up_layer_that_cannot_be_split_is_refused(gate_up_layer: dict) -> None: + sd = {f"diffusion_model.transformer_blocks.0.img_mlp.gate_up.{k}": v for k, v in gate_up_layer.items()} + with pytest.raises(ValueError, match="gate_up"): + convert(sd) + + +def test_a_low_rank_layer_on_a_norm_is_refused() -> None: + # A norm has no matrix to factor; only a full diff of its weight applies. + with pytest.raises(ValueError, match="norm_q"): + convert(_pair("diffusion_model.transformer_blocks.0.attn.norm_q", 128, 128)) + + +def test_a_lora_with_layers_this_model_lacks_is_refused_whole() -> None: + # A FLUX.2 double block's text stream, beside image attention Qwen-Image-2.1 has: applying only the part that + # fits would pass a partial LoRA off as a whole one. + sd = _pair("transformer.transformer_blocks.0.attn.to_q", 6, 6) | _pair( + "transformer.transformer_blocks.0.attn.add_q_proj", 6, 6 + ) + with pytest.raises(ValueError, match="add_q_proj"): + convert(sd) + + +_TO_Q = "diffusion_model.transformer_blocks.0.attn.to_q" + + +def _update(layer, weight: torch.Tensor) -> torch.Tensor: + """The weight update a layer adds to `weight` at strength 1, as the patcher asks it for one.""" + return layer.get_parameters({"weight": weight}, weight=1.0)["weight"] + + +@pytest.mark.parametrize("kind", ["lokr", "lokr-factored", "lokr-factored-w1", "loha", "full"]) +def test_a_layer_of_any_kind_converts_to_the_update_it_defines(kind: str) -> None: + # On a 6x6 projection. LoKR is kron(w1, w2); LoHA the elementwise product of two low-rank products; a full layer + # the update itself. An alpha scales by alpha / rank, the rank being the inner size of a factored operand. + generator = torch.Generator().manual_seed(0) + + def randn(*shape: int) -> torch.Tensor: + return torch.randn(*shape, generator=generator) + + w1, w2, w2_a, w2_b = randn(2, 2), randn(3, 3), randn(3, 1), randn(1, 3) + w1_a, w1_b = randn(2, 1), randn(1, 2) + h1_a, h1_b, h2_a, h2_b = randn(6, 2), randn(2, 6), randn(6, 2), randn(2, 6) + diff = randn(6, 6) + values, expected = { + "lokr": ({"lokr_w1": w1, "lokr_w2": w2}, torch.kron(w1, w2)), + "lokr-factored": ( + {"lokr_w1": w1, "lokr_w2_a": w2_a, "lokr_w2_b": w2_b, "alpha": torch.tensor(0.5)}, + torch.kron(w1, w2_a @ w2_b) * 0.5, + ), + "lokr-factored-w1": ( + {"lokr_w1_a": w1_a, "lokr_w1_b": w1_b, "lokr_w2": w2, "alpha": torch.tensor(0.5)}, + torch.kron(w1_a @ w1_b, w2) * 0.5, + ), + "loha": ( + {"hada_w1_a": h1_a, "hada_w1_b": h1_b, "hada_w2_a": h2_a, "hada_w2_b": h2_b, "alpha": torch.tensor(1.0)}, + (h1_a @ h1_b) * (h2_a @ h2_b) * 0.5, + ), + "full": ({"diff": diff}, diff), + }[kind] + + layers = convert({f"{_TO_Q}.{name}": value for name, value in values.items()}).layers + assert list(layers) == [f"{PREFIX}transformer_blocks.0.attn.to_q"] + torch.testing.assert_close(_update(layers[f"{PREFIX}transformer_blocks.0.attn.to_q"], torch.zeros(6, 6)), expected) + + +_INCOMPLETE_OR_MIXED = { + "alpha-only": ["alpha"], + "magnitude-only": ["lora_magnitude_vector.weight"], + "half-pair": ["lora_A.weight"], + "both-magnitudes": ["lora_A.weight", "lora_B.weight", "dora_scale", "lora_magnitude_vector.weight"], + "lokr-half-operand": ["lokr_w1", "lokr_w2_a"], + "lokr-operand-twice": ["lokr_w1", "lokr_w1_a", "lokr_w1_b", "lokr_w2"], + # Tucker cores, which LyCORIS writes for convolution kernels only. + "lokr-tucker-core": ["lokr_w1", "lokr_w2_a", "lokr_w2_b", "lokr_t2"], + "loha-tucker-cores": ["hada_w1_a", "hada_w1_b", "hada_w2_a", "hada_w2_b", "hada_t1", "hada_t2"], + "loha-three-of-four": ["hada_w1_a", "hada_w1_b", "hada_w2_a"], + "diff-plus-pair": ["diff", "lora_A.weight", "lora_B.weight"], + # A full layer has no rank to scale by: the alpha would be ignored. + "diff-with-alpha": ["diff", "alpha"], +} + + +@pytest.mark.parametrize("params", _INCOMPLETE_OR_MIXED.values(), ids=_INCOMPLETE_OR_MIXED.keys()) +def test_a_module_that_is_not_exactly_one_layer_is_refused(params: list[str]) -> None: + # Beside a complete layer on to_k, so it is the to_q module that is refused, not the file for being empty. + sd = _pair("diffusion_model.transformer_blocks.0.attn.to_k", 6, 6) + sd |= {f"{_TO_Q}.{param}": torch.ones(()) for param in params} + with pytest.raises(ValueError, match=r"attn\.to_q"): + convert(sd) + + +@pytest.mark.parametrize( + "spellings", + [ + _pair(_TO_Q, 6, 6) | _pair("transformer.transformer_blocks.0.attn.to_q", 6, 6), + _pair(_TO_Q, 6, 6) | _pair("lora_unet_transformer_blocks_0_attn_to_q", 6, 6, a="lora_down", b="lora_up"), + _pair(_TO_Q, 6, 6) | {f"{_TO_Q}.lora_down.weight": torch.zeros(RANK, 6)}, + _pair(_TO_Q, 6, 6) + | {f"{_TO_Q}.lora_magnitude_vector.weight": torch.ones(6), f"{_TO_Q}.magnitude": torch.ones(6)}, + ], + ids=["two-prefixes", "kohya-and-dotted", "lora_A-and-lora_down", "two-magnitude-spellings"], +) +def test_a_value_given_twice_is_refused(spellings: dict) -> None: + # Which of the two would be applied would come down to the order of the file's keys. + with pytest.raises(ValueError, match="to_q"): + convert(spellings) + + +@pytest.mark.parametrize("half", ["gate_layer", "proj"]) +def test_a_gate_up_beside_the_half_it_is_split_into_is_refused(half: str) -> None: + # The split would overwrite the layer the file names directly. + gate_up = _pair("diffusion_model.transformer_blocks.0.img_mlp.gate_up", 8, 6) + with pytest.raises(ValueError, match="gate_up"): + convert(gate_up | _pair(f"diffusion_model.transformer_blocks.0.img_mlp.{half}", 4, 6)) + # Another block's halves are not in the way. + layers = convert(gate_up | _pair(f"diffusion_model.transformer_blocks.1.img_mlp.{half}", 4, 6)).layers + assert set(layers) == { + f"{PREFIX}transformer_blocks.0.img_mlp.gate_layer", + f"{PREFIX}transformer_blocks.0.img_mlp.proj", + f"{PREFIX}transformer_blocks.1.img_mlp.{half}", + } + + +@pytest.mark.parametrize( + "gate_up_layer", + [_pair("m", 7, 6), {"m.diff": torch.zeros(7, 6)}, _pair("m", 8, 6) | {"m.magnitude": torch.ones(7)}], + ids=["low-rank", "full", "magnitude"], +) +def test_a_gate_up_layer_with_an_odd_number_of_rows_is_refused(gate_up_layer: dict) -> None: + # gate_layer and proj are the two halves of its rows; 7 has none. + module = "diffusion_model.transformer_blocks.0.img_mlp.gate_up" + with pytest.raises(ValueError, match="gate_up"): + convert({f"{module}.{key.removeprefix('m.')}": value for key, value in gate_up_layer.items()}) + + +@pytest.mark.parametrize("block", ["32", "40", "99", "01", "00"]) +@pytest.mark.parametrize("layout", ["dotted", "kohya"]) +def test_a_block_the_transformer_does_not_have_is_refused(block: str, layout: str) -> None: + # Its 32 blocks, numbered without leading zeros: `01` would be block 1 under a second name, and a gate_up in + # block `0` would not collide with the gate_layer of a block `00`. + if layout == "dotted": + sd = _pair(f"diffusion_model.transformer_blocks.{block}.attn.to_q", 6, 6) + else: + sd = _pair(f"lora_unet_transformer_blocks_{block}_attn_to_q", 6, 6, a="lora_down", b="lora_up") + with pytest.raises(ValueError, match=f"transformer_blocks[._]{block}[._]"): + convert(sd) + + +def test_the_last_block_is_the_thirty_second() -> None: + sd = _pair("diffusion_model.transformer_blocks.31.attn.to_q", 6, 6) + assert list(convert(sd).layers) == [f"{PREFIX}transformer_blocks.31.attn.to_q"] diff --git a/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/Qwen-Image-2.1 Manga to Photo V1.safetensors b/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/Qwen-Image-2.1 Manga to Photo V1.safetensors new file mode 100644 index 00000000000..be61be80a3e --- /dev/null +++ b/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/Qwen-Image-2.1 Manga to Photo V1.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d01a4928c12daa995629790d847bb27b1169a74d5ca2f6299945318d38b4a05d +size 69494 diff --git a/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/__test_metadata__.json b/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/__test_metadata__.json new file mode 100644 index 00000000000..e523835ead5 --- /dev/null +++ b/tests/model_identification/stripped_models/ab927eeb-2d10-4683-ad30-7a6b90283691/__test_metadata__.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c7ed62a251014a4112677f91f0441164b29068655f88d4fa0e4afbe23536e5a0 +size 328