mirror of
https://github.com/comfyanonymous/ComfyUI.git
synced 2026-04-29 19:01:27 +00:00
Merge branch 'master' into automation/comfyui-frontend-bump
This commit is contained in:
@@ -179,8 +179,8 @@ class LLMAdapter(nn.Module):
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if source_attention_mask.ndim == 2:
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if source_attention_mask.ndim == 2:
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source_attention_mask = source_attention_mask.unsqueeze(1).unsqueeze(1)
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source_attention_mask = source_attention_mask.unsqueeze(1).unsqueeze(1)
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|
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x = self.in_proj(self.embed(target_input_ids))
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context = source_hidden_states
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context = source_hidden_states
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x = self.in_proj(self.embed(target_input_ids, out_dtype=context.dtype))
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position_ids = torch.arange(x.shape[1], device=x.device).unsqueeze(0)
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position_ids = torch.arange(x.shape[1], device=x.device).unsqueeze(0)
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position_ids_context = torch.arange(context.shape[1], device=x.device).unsqueeze(0)
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position_ids_context = torch.arange(context.shape[1], device=x.device).unsqueeze(0)
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position_embeddings = self.rotary_emb(x, position_ids)
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position_embeddings = self.rotary_emb(x, position_ids)
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17
comfy/ops.py
17
comfy/ops.py
@@ -79,7 +79,7 @@ def cast_to_input(weight, input, non_blocking=False, copy=True):
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return comfy.model_management.cast_to(weight, input.dtype, input.device, non_blocking=non_blocking, copy=copy)
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return comfy.model_management.cast_to(weight, input.dtype, input.device, non_blocking=non_blocking, copy=copy)
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def cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compute_dtype):
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def cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compute_dtype, want_requant):
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offload_stream = None
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offload_stream = None
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xfer_dest = None
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xfer_dest = None
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@@ -170,10 +170,10 @@ def cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compu
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#FIXME: this is not accurate, we need to be sensitive to the compute dtype
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#FIXME: this is not accurate, we need to be sensitive to the compute dtype
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x = lowvram_fn(x)
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x = lowvram_fn(x)
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if (isinstance(orig, QuantizedTensor) and
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if (isinstance(orig, QuantizedTensor) and
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(orig.dtype == dtype and len(fns) == 0 or update_weight)):
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(want_requant and len(fns) == 0 or update_weight)):
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seed = comfy.utils.string_to_seed(s.seed_key)
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seed = comfy.utils.string_to_seed(s.seed_key)
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y = QuantizedTensor.from_float(x, s.layout_type, scale="recalculate", stochastic_rounding=seed)
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y = QuantizedTensor.from_float(x, s.layout_type, scale="recalculate", stochastic_rounding=seed)
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if orig.dtype == dtype and len(fns) == 0:
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if want_requant and len(fns) == 0:
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#The layer actually wants our freshly saved QT
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#The layer actually wants our freshly saved QT
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x = y
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x = y
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elif update_weight:
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elif update_weight:
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@@ -194,7 +194,7 @@ def cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compu
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return weight, bias, (offload_stream, device if signature is not None else None, None)
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return weight, bias, (offload_stream, device if signature is not None else None, None)
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def cast_bias_weight(s, input=None, dtype=None, device=None, bias_dtype=None, offloadable=False, compute_dtype=None):
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def cast_bias_weight(s, input=None, dtype=None, device=None, bias_dtype=None, offloadable=False, compute_dtype=None, want_requant=False):
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# NOTE: offloadable=False is a a legacy and if you are a custom node author reading this please pass
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# NOTE: offloadable=False is a a legacy and if you are a custom node author reading this please pass
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# offloadable=True and call uncast_bias_weight() after your last usage of the weight/bias. This
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# offloadable=True and call uncast_bias_weight() after your last usage of the weight/bias. This
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# will add async-offload support to your cast and improve performance.
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# will add async-offload support to your cast and improve performance.
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@@ -212,7 +212,7 @@ def cast_bias_weight(s, input=None, dtype=None, device=None, bias_dtype=None, of
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non_blocking = comfy.model_management.device_supports_non_blocking(device)
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non_blocking = comfy.model_management.device_supports_non_blocking(device)
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if hasattr(s, "_v"):
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if hasattr(s, "_v"):
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return cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compute_dtype)
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return cast_bias_weight_with_vbar(s, dtype, device, bias_dtype, non_blocking, compute_dtype, want_requant)
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if offloadable and (device != s.weight.device or
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if offloadable and (device != s.weight.device or
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(s.bias is not None and device != s.bias.device)):
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(s.bias is not None and device != s.bias.device)):
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@@ -850,8 +850,8 @@ def mixed_precision_ops(quant_config={}, compute_dtype=torch.bfloat16, full_prec
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def _forward(self, input, weight, bias):
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def _forward(self, input, weight, bias):
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return torch.nn.functional.linear(input, weight, bias)
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return torch.nn.functional.linear(input, weight, bias)
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def forward_comfy_cast_weights(self, input, compute_dtype=None):
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def forward_comfy_cast_weights(self, input, compute_dtype=None, want_requant=False):
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weight, bias, offload_stream = cast_bias_weight(self, input, offloadable=True, compute_dtype=compute_dtype)
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weight, bias, offload_stream = cast_bias_weight(self, input, offloadable=True, compute_dtype=compute_dtype, want_requant=want_requant)
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x = self._forward(input, weight, bias)
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x = self._forward(input, weight, bias)
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uncast_bias_weight(self, weight, bias, offload_stream)
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uncast_bias_weight(self, weight, bias, offload_stream)
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return x
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return x
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@@ -881,8 +881,7 @@ def mixed_precision_ops(quant_config={}, compute_dtype=torch.bfloat16, full_prec
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scale = comfy.model_management.cast_to_device(scale, input.device, None)
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scale = comfy.model_management.cast_to_device(scale, input.device, None)
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input = QuantizedTensor.from_float(input_reshaped, self.layout_type, scale=scale)
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input = QuantizedTensor.from_float(input_reshaped, self.layout_type, scale=scale)
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output = self.forward_comfy_cast_weights(input, compute_dtype, want_requant=isinstance(input, QuantizedTensor))
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output = self.forward_comfy_cast_weights(input, compute_dtype)
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# Reshape output back to 3D if input was 3D
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# Reshape output back to 3D if input was 3D
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if reshaped_3d:
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if reshaped_3d:
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@@ -198,11 +198,6 @@ dict_recraft_substyles_v3 = {
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}
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}
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class RecraftModel(str, Enum):
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recraftv3 = 'recraftv3'
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recraftv2 = 'recraftv2'
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class RecraftImageSize(str, Enum):
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class RecraftImageSize(str, Enum):
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res_1024x1024 = '1024x1024'
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res_1024x1024 = '1024x1024'
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res_1365x1024 = '1365x1024'
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res_1365x1024 = '1365x1024'
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@@ -221,6 +216,41 @@ class RecraftImageSize(str, Enum):
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res_1707x1024 = '1707x1024'
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res_1707x1024 = '1707x1024'
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RECRAFT_V4_SIZES = [
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"1024x1024",
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"1536x768",
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"768x1536",
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"1280x832",
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"832x1280",
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"1216x896",
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"896x1216",
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"1152x896",
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"896x1152",
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"832x1344",
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"1280x896",
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"896x1280",
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"1344x768",
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"768x1344",
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]
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RECRAFT_V4_PRO_SIZES = [
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"2048x2048",
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"3072x1536",
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"1536x3072",
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"2560x1664",
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"1664x2560",
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"2432x1792",
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|
"1792x2432",
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|
"2304x1792",
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|
"1792x2304",
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|
"1664x2688",
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|
"1434x1024",
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|
"1024x1434",
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||||||
|
"2560x1792",
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|
"1792x2560",
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]
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class RecraftColorObject(BaseModel):
|
class RecraftColorObject(BaseModel):
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rgb: list[int] = Field(..., description='An array of 3 integer values in range of 0...255 defining RGB Color Model')
|
rgb: list[int] = Field(..., description='An array of 3 integer values in range of 0...255 defining RGB Color Model')
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@@ -234,17 +264,16 @@ class RecraftControlsObject(BaseModel):
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class RecraftImageGenerationRequest(BaseModel):
|
class RecraftImageGenerationRequest(BaseModel):
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prompt: str = Field(..., description='The text prompt describing the image to generate')
|
prompt: str = Field(..., description='The text prompt describing the image to generate')
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size: RecraftImageSize | None = Field(None, description='The size of the generated image (e.g., "1024x1024")')
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size: str | None = Field(None, description='The size of the generated image (e.g., "1024x1024")')
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n: int = Field(..., description='The number of images to generate')
|
n: int = Field(..., description='The number of images to generate')
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negative_prompt: str | None = Field(None, description='A text description of undesired elements on an image')
|
negative_prompt: str | None = Field(None, description='A text description of undesired elements on an image')
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model: RecraftModel | None = Field(RecraftModel.recraftv3, description='The model to use for generation (e.g., "recraftv3")')
|
model: str = Field(...)
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style: str | None = Field(None, description='The style to apply to the generated image (e.g., "digital_illustration")')
|
style: str | None = Field(None, description='The style to apply to the generated image (e.g., "digital_illustration")')
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substyle: str | None = Field(None, description='The substyle to apply to the generated image, depending on the style input')
|
substyle: str | None = Field(None, description='The substyle to apply to the generated image, depending on the style input')
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controls: RecraftControlsObject | None = Field(None, description='A set of custom parameters to tweak generation process')
|
controls: RecraftControlsObject | None = Field(None, description='A set of custom parameters to tweak generation process')
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style_id: str | None = Field(None, description='Use a previously uploaded style as a reference; UUID')
|
style_id: str | None = Field(None, description='Use a previously uploaded style as a reference; UUID')
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strength: float | None = Field(None, description='Defines the difference with the original image, should lie in [0, 1], where 0 means almost identical, and 1 means miserable similarity')
|
strength: float | None = Field(None, description='Defines the difference with the original image, should lie in [0, 1], where 0 means almost identical, and 1 means miserable similarity')
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random_seed: int | None = Field(None, description="Seed for video generation")
|
random_seed: int | None = Field(None, description="Seed for video generation")
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||||||
# text_layout
|
|
||||||
|
|
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|
|
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class RecraftReturnedObject(BaseModel):
|
class RecraftReturnedObject(BaseModel):
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@@ -1,5 +1,4 @@
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from io import BytesIO
|
from io import BytesIO
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from typing import Optional, Union
|
|
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|
|
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import aiohttp
|
import aiohttp
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import torch
|
import torch
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@@ -9,6 +8,8 @@ from typing_extensions import override
|
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from comfy.utils import ProgressBar
|
from comfy.utils import ProgressBar
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from comfy_api.latest import IO, ComfyExtension
|
from comfy_api.latest import IO, ComfyExtension
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from comfy_api_nodes.apis.recraft import (
|
from comfy_api_nodes.apis.recraft import (
|
||||||
|
RECRAFT_V4_PRO_SIZES,
|
||||||
|
RECRAFT_V4_SIZES,
|
||||||
RecraftColor,
|
RecraftColor,
|
||||||
RecraftColorChain,
|
RecraftColorChain,
|
||||||
RecraftControls,
|
RecraftControls,
|
||||||
@@ -18,7 +19,6 @@ from comfy_api_nodes.apis.recraft import (
|
|||||||
RecraftImageGenerationResponse,
|
RecraftImageGenerationResponse,
|
||||||
RecraftImageSize,
|
RecraftImageSize,
|
||||||
RecraftIO,
|
RecraftIO,
|
||||||
RecraftModel,
|
|
||||||
RecraftStyle,
|
RecraftStyle,
|
||||||
RecraftStyleV3,
|
RecraftStyleV3,
|
||||||
get_v3_substyles,
|
get_v3_substyles,
|
||||||
@@ -39,7 +39,7 @@ async def handle_recraft_file_request(
|
|||||||
cls: type[IO.ComfyNode],
|
cls: type[IO.ComfyNode],
|
||||||
image: torch.Tensor,
|
image: torch.Tensor,
|
||||||
path: str,
|
path: str,
|
||||||
mask: Optional[torch.Tensor] = None,
|
mask: torch.Tensor | None = None,
|
||||||
total_pixels: int = 4096 * 4096,
|
total_pixels: int = 4096 * 4096,
|
||||||
timeout: int = 1024,
|
timeout: int = 1024,
|
||||||
request=None,
|
request=None,
|
||||||
@@ -73,11 +73,11 @@ async def handle_recraft_file_request(
|
|||||||
def recraft_multipart_parser(
|
def recraft_multipart_parser(
|
||||||
data,
|
data,
|
||||||
parent_key=None,
|
parent_key=None,
|
||||||
formatter: Optional[type[callable]] = None,
|
formatter: type[callable] | None = None,
|
||||||
converted_to_check: Optional[list[list]] = None,
|
converted_to_check: list[list] | None = None,
|
||||||
is_list: bool = False,
|
is_list: bool = False,
|
||||||
return_mode: str = "formdata", # "dict" | "formdata"
|
return_mode: str = "formdata", # "dict" | "formdata"
|
||||||
) -> Union[dict, aiohttp.FormData]:
|
) -> dict | aiohttp.FormData:
|
||||||
"""
|
"""
|
||||||
Formats data such that multipart/form-data will work with aiohttp library when both files and data are present.
|
Formats data such that multipart/form-data will work with aiohttp library when both files and data are present.
|
||||||
|
|
||||||
@@ -309,7 +309,7 @@ class RecraftStyleInfiniteStyleLibrary(IO.ComfyNode):
|
|||||||
node_id="RecraftStyleV3InfiniteStyleLibrary",
|
node_id="RecraftStyleV3InfiniteStyleLibrary",
|
||||||
display_name="Recraft Style - Infinite Style Library",
|
display_name="Recraft Style - Infinite Style Library",
|
||||||
category="api node/image/Recraft",
|
category="api node/image/Recraft",
|
||||||
description="Select style based on preexisting UUID from Recraft's Infinite Style Library.",
|
description="Choose style based on preexisting UUID from Recraft's Infinite Style Library.",
|
||||||
inputs=[
|
inputs=[
|
||||||
IO.String.Input("style_id", default="", tooltip="UUID of style from Infinite Style Library."),
|
IO.String.Input("style_id", default="", tooltip="UUID of style from Infinite Style Library."),
|
||||||
],
|
],
|
||||||
@@ -485,7 +485,7 @@ class RecraftTextToImageNode(IO.ComfyNode):
|
|||||||
data=RecraftImageGenerationRequest(
|
data=RecraftImageGenerationRequest(
|
||||||
prompt=prompt,
|
prompt=prompt,
|
||||||
negative_prompt=negative_prompt,
|
negative_prompt=negative_prompt,
|
||||||
model=RecraftModel.recraftv3,
|
model="recraftv3",
|
||||||
size=size,
|
size=size,
|
||||||
n=n,
|
n=n,
|
||||||
style=recraft_style.style,
|
style=recraft_style.style,
|
||||||
@@ -598,7 +598,7 @@ class RecraftImageToImageNode(IO.ComfyNode):
|
|||||||
request = RecraftImageGenerationRequest(
|
request = RecraftImageGenerationRequest(
|
||||||
prompt=prompt,
|
prompt=prompt,
|
||||||
negative_prompt=negative_prompt,
|
negative_prompt=negative_prompt,
|
||||||
model=RecraftModel.recraftv3,
|
model="recraftv3",
|
||||||
n=n,
|
n=n,
|
||||||
strength=round(strength, 2),
|
strength=round(strength, 2),
|
||||||
style=recraft_style.style,
|
style=recraft_style.style,
|
||||||
@@ -698,7 +698,7 @@ class RecraftImageInpaintingNode(IO.ComfyNode):
|
|||||||
request = RecraftImageGenerationRequest(
|
request = RecraftImageGenerationRequest(
|
||||||
prompt=prompt,
|
prompt=prompt,
|
||||||
negative_prompt=negative_prompt,
|
negative_prompt=negative_prompt,
|
||||||
model=RecraftModel.recraftv3,
|
model="recraftv3",
|
||||||
n=n,
|
n=n,
|
||||||
style=recraft_style.style,
|
style=recraft_style.style,
|
||||||
substyle=recraft_style.substyle,
|
substyle=recraft_style.substyle,
|
||||||
@@ -810,7 +810,7 @@ class RecraftTextToVectorNode(IO.ComfyNode):
|
|||||||
data=RecraftImageGenerationRequest(
|
data=RecraftImageGenerationRequest(
|
||||||
prompt=prompt,
|
prompt=prompt,
|
||||||
negative_prompt=negative_prompt,
|
negative_prompt=negative_prompt,
|
||||||
model=RecraftModel.recraftv3,
|
model="recraftv3",
|
||||||
size=size,
|
size=size,
|
||||||
n=n,
|
n=n,
|
||||||
style=recraft_style.style,
|
style=recraft_style.style,
|
||||||
@@ -933,7 +933,7 @@ class RecraftReplaceBackgroundNode(IO.ComfyNode):
|
|||||||
request = RecraftImageGenerationRequest(
|
request = RecraftImageGenerationRequest(
|
||||||
prompt=prompt,
|
prompt=prompt,
|
||||||
negative_prompt=negative_prompt,
|
negative_prompt=negative_prompt,
|
||||||
model=RecraftModel.recraftv3,
|
model="recraftv3",
|
||||||
n=n,
|
n=n,
|
||||||
style=recraft_style.style,
|
style=recraft_style.style,
|
||||||
substyle=recraft_style.substyle,
|
substyle=recraft_style.substyle,
|
||||||
@@ -1078,6 +1078,252 @@ class RecraftCreativeUpscaleNode(RecraftCrispUpscaleNode):
|
|||||||
)
|
)
|
||||||
|
|
||||||
|
|
||||||
|
class RecraftV4TextToImageNode(IO.ComfyNode):
|
||||||
|
@classmethod
|
||||||
|
def define_schema(cls):
|
||||||
|
return IO.Schema(
|
||||||
|
node_id="RecraftV4TextToImageNode",
|
||||||
|
display_name="Recraft V4 Text to Image",
|
||||||
|
category="api node/image/Recraft",
|
||||||
|
description="Generates images using Recraft V4 or V4 Pro models.",
|
||||||
|
inputs=[
|
||||||
|
IO.String.Input(
|
||||||
|
"prompt",
|
||||||
|
multiline=True,
|
||||||
|
tooltip="Prompt for the image generation. Maximum 10,000 characters.",
|
||||||
|
),
|
||||||
|
IO.String.Input(
|
||||||
|
"negative_prompt",
|
||||||
|
multiline=True,
|
||||||
|
tooltip="An optional text description of undesired elements on an image.",
|
||||||
|
),
|
||||||
|
IO.DynamicCombo.Input(
|
||||||
|
"model",
|
||||||
|
options=[
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"recraftv4",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"size",
|
||||||
|
options=RECRAFT_V4_SIZES,
|
||||||
|
default="1024x1024",
|
||||||
|
tooltip="The size of the generated image.",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"recraftv4_pro",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"size",
|
||||||
|
options=RECRAFT_V4_PRO_SIZES,
|
||||||
|
default="2048x2048",
|
||||||
|
tooltip="The size of the generated image.",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
],
|
||||||
|
tooltip="The model to use for generation.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"n",
|
||||||
|
default=1,
|
||||||
|
min=1,
|
||||||
|
max=6,
|
||||||
|
tooltip="The number of images to generate.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"seed",
|
||||||
|
default=0,
|
||||||
|
min=0,
|
||||||
|
max=0xFFFFFFFFFFFFFFFF,
|
||||||
|
control_after_generate=True,
|
||||||
|
tooltip="Seed to determine if node should re-run; "
|
||||||
|
"actual results are nondeterministic regardless of seed.",
|
||||||
|
),
|
||||||
|
IO.Custom(RecraftIO.CONTROLS).Input(
|
||||||
|
"recraft_controls",
|
||||||
|
tooltip="Optional additional controls over the generation via the Recraft Controls node.",
|
||||||
|
optional=True,
|
||||||
|
),
|
||||||
|
],
|
||||||
|
outputs=[
|
||||||
|
IO.Image.Output(),
|
||||||
|
],
|
||||||
|
hidden=[
|
||||||
|
IO.Hidden.auth_token_comfy_org,
|
||||||
|
IO.Hidden.api_key_comfy_org,
|
||||||
|
IO.Hidden.unique_id,
|
||||||
|
],
|
||||||
|
is_api_node=True,
|
||||||
|
price_badge=IO.PriceBadge(
|
||||||
|
depends_on=IO.PriceBadgeDepends(widgets=["model", "n"]),
|
||||||
|
expr="""
|
||||||
|
(
|
||||||
|
$prices := {"recraftv4": 0.04, "recraftv4_pro": 0.25};
|
||||||
|
{"type":"usd","usd": $lookup($prices, widgets.model) * widgets.n}
|
||||||
|
)
|
||||||
|
""",
|
||||||
|
),
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
async def execute(
|
||||||
|
cls,
|
||||||
|
prompt: str,
|
||||||
|
negative_prompt: str,
|
||||||
|
model: dict,
|
||||||
|
n: int,
|
||||||
|
seed: int,
|
||||||
|
recraft_controls: RecraftControls | None = None,
|
||||||
|
) -> IO.NodeOutput:
|
||||||
|
validate_string(prompt, strip_whitespace=False, min_length=1, max_length=10000)
|
||||||
|
response = await sync_op(
|
||||||
|
cls,
|
||||||
|
ApiEndpoint(path="/proxy/recraft/image_generation", method="POST"),
|
||||||
|
response_model=RecraftImageGenerationResponse,
|
||||||
|
data=RecraftImageGenerationRequest(
|
||||||
|
prompt=prompt,
|
||||||
|
negative_prompt=negative_prompt if negative_prompt else None,
|
||||||
|
model=model["model"],
|
||||||
|
size=model["size"],
|
||||||
|
n=n,
|
||||||
|
controls=recraft_controls.create_api_model() if recraft_controls else None,
|
||||||
|
),
|
||||||
|
max_retries=1,
|
||||||
|
)
|
||||||
|
images = []
|
||||||
|
for data in response.data:
|
||||||
|
with handle_recraft_image_output():
|
||||||
|
image = bytesio_to_image_tensor(await download_url_as_bytesio(data.url, timeout=1024))
|
||||||
|
if len(image.shape) < 4:
|
||||||
|
image = image.unsqueeze(0)
|
||||||
|
images.append(image)
|
||||||
|
return IO.NodeOutput(torch.cat(images, dim=0))
|
||||||
|
|
||||||
|
|
||||||
|
class RecraftV4TextToVectorNode(IO.ComfyNode):
|
||||||
|
@classmethod
|
||||||
|
def define_schema(cls):
|
||||||
|
return IO.Schema(
|
||||||
|
node_id="RecraftV4TextToVectorNode",
|
||||||
|
display_name="Recraft V4 Text to Vector",
|
||||||
|
category="api node/image/Recraft",
|
||||||
|
description="Generates SVG using Recraft V4 or V4 Pro models.",
|
||||||
|
inputs=[
|
||||||
|
IO.String.Input(
|
||||||
|
"prompt",
|
||||||
|
multiline=True,
|
||||||
|
tooltip="Prompt for the image generation. Maximum 10,000 characters.",
|
||||||
|
),
|
||||||
|
IO.String.Input(
|
||||||
|
"negative_prompt",
|
||||||
|
multiline=True,
|
||||||
|
tooltip="An optional text description of undesired elements on an image.",
|
||||||
|
),
|
||||||
|
IO.DynamicCombo.Input(
|
||||||
|
"model",
|
||||||
|
options=[
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"recraftv4",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"size",
|
||||||
|
options=RECRAFT_V4_SIZES,
|
||||||
|
default="1024x1024",
|
||||||
|
tooltip="The size of the generated image.",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"recraftv4_pro",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"size",
|
||||||
|
options=RECRAFT_V4_PRO_SIZES,
|
||||||
|
default="2048x2048",
|
||||||
|
tooltip="The size of the generated image.",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
],
|
||||||
|
tooltip="The model to use for generation.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"n",
|
||||||
|
default=1,
|
||||||
|
min=1,
|
||||||
|
max=6,
|
||||||
|
tooltip="The number of images to generate.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"seed",
|
||||||
|
default=0,
|
||||||
|
min=0,
|
||||||
|
max=0xFFFFFFFFFFFFFFFF,
|
||||||
|
control_after_generate=True,
|
||||||
|
tooltip="Seed to determine if node should re-run; "
|
||||||
|
"actual results are nondeterministic regardless of seed.",
|
||||||
|
),
|
||||||
|
IO.Custom(RecraftIO.CONTROLS).Input(
|
||||||
|
"recraft_controls",
|
||||||
|
tooltip="Optional additional controls over the generation via the Recraft Controls node.",
|
||||||
|
optional=True,
|
||||||
|
),
|
||||||
|
],
|
||||||
|
outputs=[
|
||||||
|
IO.SVG.Output(),
|
||||||
|
],
|
||||||
|
hidden=[
|
||||||
|
IO.Hidden.auth_token_comfy_org,
|
||||||
|
IO.Hidden.api_key_comfy_org,
|
||||||
|
IO.Hidden.unique_id,
|
||||||
|
],
|
||||||
|
is_api_node=True,
|
||||||
|
price_badge=IO.PriceBadge(
|
||||||
|
depends_on=IO.PriceBadgeDepends(widgets=["model", "n"]),
|
||||||
|
expr="""
|
||||||
|
(
|
||||||
|
$prices := {"recraftv4": 0.08, "recraftv4_pro": 0.30};
|
||||||
|
{"type":"usd","usd": $lookup($prices, widgets.model) * widgets.n}
|
||||||
|
)
|
||||||
|
""",
|
||||||
|
),
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
async def execute(
|
||||||
|
cls,
|
||||||
|
prompt: str,
|
||||||
|
negative_prompt: str,
|
||||||
|
model: dict,
|
||||||
|
n: int,
|
||||||
|
seed: int,
|
||||||
|
recraft_controls: RecraftControls | None = None,
|
||||||
|
) -> IO.NodeOutput:
|
||||||
|
validate_string(prompt, strip_whitespace=False, min_length=1, max_length=10000)
|
||||||
|
response = await sync_op(
|
||||||
|
cls,
|
||||||
|
ApiEndpoint(path="/proxy/recraft/image_generation", method="POST"),
|
||||||
|
response_model=RecraftImageGenerationResponse,
|
||||||
|
data=RecraftImageGenerationRequest(
|
||||||
|
prompt=prompt,
|
||||||
|
negative_prompt=negative_prompt if negative_prompt else None,
|
||||||
|
model=model["model"],
|
||||||
|
size=model["size"],
|
||||||
|
n=n,
|
||||||
|
style="vector_illustration",
|
||||||
|
substyle=None,
|
||||||
|
controls=recraft_controls.create_api_model() if recraft_controls else None,
|
||||||
|
),
|
||||||
|
max_retries=1,
|
||||||
|
)
|
||||||
|
svg_data = []
|
||||||
|
for data in response.data:
|
||||||
|
svg_data.append(await download_url_as_bytesio(data.url, timeout=1024))
|
||||||
|
return IO.NodeOutput(SVG(svg_data))
|
||||||
|
|
||||||
|
|
||||||
class RecraftExtension(ComfyExtension):
|
class RecraftExtension(ComfyExtension):
|
||||||
@override
|
@override
|
||||||
async def get_node_list(self) -> list[type[IO.ComfyNode]]:
|
async def get_node_list(self) -> list[type[IO.ComfyNode]]:
|
||||||
@@ -1098,6 +1344,8 @@ class RecraftExtension(ComfyExtension):
|
|||||||
RecraftCreateStyleNode,
|
RecraftCreateStyleNode,
|
||||||
RecraftColorRGBNode,
|
RecraftColorRGBNode,
|
||||||
RecraftControlsNode,
|
RecraftControlsNode,
|
||||||
|
RecraftV4TextToImageNode,
|
||||||
|
RecraftV4TextToVectorNode,
|
||||||
]
|
]
|
||||||
|
|
||||||
|
|
||||||
|
|||||||
@@ -54,6 +54,7 @@ async def execute_task(
|
|||||||
response_model=TaskStatusResponse,
|
response_model=TaskStatusResponse,
|
||||||
status_extractor=lambda r: r.state,
|
status_extractor=lambda r: r.state,
|
||||||
progress_extractor=lambda r: r.progress,
|
progress_extractor=lambda r: r.progress,
|
||||||
|
price_extractor=lambda r: r.credits * 0.005 if r.credits is not None else None,
|
||||||
max_poll_attempts=max_poll_attempts,
|
max_poll_attempts=max_poll_attempts,
|
||||||
)
|
)
|
||||||
if not response.creations:
|
if not response.creations:
|
||||||
@@ -1306,6 +1307,36 @@ class Vidu3TextToVideoNode(IO.ComfyNode):
|
|||||||
),
|
),
|
||||||
],
|
],
|
||||||
),
|
),
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"viduq3-turbo",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"aspect_ratio",
|
||||||
|
options=["16:9", "9:16", "3:4", "4:3", "1:1"],
|
||||||
|
tooltip="The aspect ratio of the output video.",
|
||||||
|
),
|
||||||
|
IO.Combo.Input(
|
||||||
|
"resolution",
|
||||||
|
options=["720p", "1080p"],
|
||||||
|
tooltip="Resolution of the output video.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"duration",
|
||||||
|
default=5,
|
||||||
|
min=1,
|
||||||
|
max=16,
|
||||||
|
step=1,
|
||||||
|
display_mode=IO.NumberDisplay.slider,
|
||||||
|
tooltip="Duration of the output video in seconds.",
|
||||||
|
),
|
||||||
|
IO.Boolean.Input(
|
||||||
|
"audio",
|
||||||
|
default=False,
|
||||||
|
tooltip="When enabled, outputs video with sound "
|
||||||
|
"(including dialogue and sound effects).",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
],
|
],
|
||||||
tooltip="Model to use for video generation.",
|
tooltip="Model to use for video generation.",
|
||||||
),
|
),
|
||||||
@@ -1334,13 +1365,20 @@ class Vidu3TextToVideoNode(IO.ComfyNode):
|
|||||||
],
|
],
|
||||||
is_api_node=True,
|
is_api_node=True,
|
||||||
price_badge=IO.PriceBadge(
|
price_badge=IO.PriceBadge(
|
||||||
depends_on=IO.PriceBadgeDepends(widgets=["model.duration", "model.resolution"]),
|
depends_on=IO.PriceBadgeDepends(widgets=["model", "model.duration", "model.resolution"]),
|
||||||
expr="""
|
expr="""
|
||||||
(
|
(
|
||||||
$res := $lookup(widgets, "model.resolution");
|
$res := $lookup(widgets, "model.resolution");
|
||||||
$base := $lookup({"720p": 0.075, "1080p": 0.1}, $res);
|
$d := $lookup(widgets, "model.duration");
|
||||||
$perSec := $lookup({"720p": 0.025, "1080p": 0.05}, $res);
|
$contains(widgets.model, "turbo")
|
||||||
{"type":"usd","usd": $base + $perSec * ($lookup(widgets, "model.duration") - 1)}
|
? (
|
||||||
|
$rate := $lookup({"720p": 0.06, "1080p": 0.08}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
|
: (
|
||||||
|
$rate := $lookup({"720p": 0.15, "1080p": 0.16}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
)
|
)
|
||||||
""",
|
""",
|
||||||
),
|
),
|
||||||
@@ -1409,6 +1447,31 @@ class Vidu3ImageToVideoNode(IO.ComfyNode):
|
|||||||
),
|
),
|
||||||
],
|
],
|
||||||
),
|
),
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"viduq3-turbo",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"resolution",
|
||||||
|
options=["720p", "1080p"],
|
||||||
|
tooltip="Resolution of the output video.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"duration",
|
||||||
|
default=5,
|
||||||
|
min=1,
|
||||||
|
max=16,
|
||||||
|
step=1,
|
||||||
|
display_mode=IO.NumberDisplay.slider,
|
||||||
|
tooltip="Duration of the output video in seconds.",
|
||||||
|
),
|
||||||
|
IO.Boolean.Input(
|
||||||
|
"audio",
|
||||||
|
default=False,
|
||||||
|
tooltip="When enabled, outputs video with sound "
|
||||||
|
"(including dialogue and sound effects).",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
],
|
],
|
||||||
tooltip="Model to use for video generation.",
|
tooltip="Model to use for video generation.",
|
||||||
),
|
),
|
||||||
@@ -1442,13 +1505,20 @@ class Vidu3ImageToVideoNode(IO.ComfyNode):
|
|||||||
],
|
],
|
||||||
is_api_node=True,
|
is_api_node=True,
|
||||||
price_badge=IO.PriceBadge(
|
price_badge=IO.PriceBadge(
|
||||||
depends_on=IO.PriceBadgeDepends(widgets=["model.duration", "model.resolution"]),
|
depends_on=IO.PriceBadgeDepends(widgets=["model", "model.duration", "model.resolution"]),
|
||||||
expr="""
|
expr="""
|
||||||
(
|
(
|
||||||
$res := $lookup(widgets, "model.resolution");
|
$res := $lookup(widgets, "model.resolution");
|
||||||
$base := $lookup({"720p": 0.075, "1080p": 0.275, "2k": 0.35}, $res);
|
$d := $lookup(widgets, "model.duration");
|
||||||
$perSec := $lookup({"720p": 0.05, "1080p": 0.075, "2k": 0.075}, $res);
|
$contains(widgets.model, "turbo")
|
||||||
{"type":"usd","usd": $base + $perSec * ($lookup(widgets, "model.duration") - 1)}
|
? (
|
||||||
|
$rate := $lookup({"720p": 0.06, "1080p": 0.08}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
|
: (
|
||||||
|
$rate := $lookup({"720p": 0.15, "1080p": 0.16, "2k": 0.2}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
)
|
)
|
||||||
""",
|
""",
|
||||||
),
|
),
|
||||||
@@ -1481,6 +1551,145 @@ class Vidu3ImageToVideoNode(IO.ComfyNode):
|
|||||||
return IO.NodeOutput(await download_url_to_video_output(results[0].url))
|
return IO.NodeOutput(await download_url_to_video_output(results[0].url))
|
||||||
|
|
||||||
|
|
||||||
|
class Vidu3StartEndToVideoNode(IO.ComfyNode):
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
def define_schema(cls):
|
||||||
|
return IO.Schema(
|
||||||
|
node_id="Vidu3StartEndToVideoNode",
|
||||||
|
display_name="Vidu Q3 Start/End Frame-to-Video Generation",
|
||||||
|
category="api node/video/Vidu",
|
||||||
|
description="Generate a video from a start frame, an end frame, and a prompt.",
|
||||||
|
inputs=[
|
||||||
|
IO.DynamicCombo.Input(
|
||||||
|
"model",
|
||||||
|
options=[
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"viduq3-pro",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"resolution",
|
||||||
|
options=["720p", "1080p"],
|
||||||
|
tooltip="Resolution of the output video.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"duration",
|
||||||
|
default=5,
|
||||||
|
min=1,
|
||||||
|
max=16,
|
||||||
|
step=1,
|
||||||
|
display_mode=IO.NumberDisplay.slider,
|
||||||
|
tooltip="Duration of the output video in seconds.",
|
||||||
|
),
|
||||||
|
IO.Boolean.Input(
|
||||||
|
"audio",
|
||||||
|
default=False,
|
||||||
|
tooltip="When enabled, outputs video with sound "
|
||||||
|
"(including dialogue and sound effects).",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
IO.DynamicCombo.Option(
|
||||||
|
"viduq3-turbo",
|
||||||
|
[
|
||||||
|
IO.Combo.Input(
|
||||||
|
"resolution",
|
||||||
|
options=["720p", "1080p"],
|
||||||
|
tooltip="Resolution of the output video.",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"duration",
|
||||||
|
default=5,
|
||||||
|
min=1,
|
||||||
|
max=16,
|
||||||
|
step=1,
|
||||||
|
display_mode=IO.NumberDisplay.slider,
|
||||||
|
tooltip="Duration of the output video in seconds.",
|
||||||
|
),
|
||||||
|
IO.Boolean.Input(
|
||||||
|
"audio",
|
||||||
|
default=False,
|
||||||
|
tooltip="When enabled, outputs video with sound "
|
||||||
|
"(including dialogue and sound effects).",
|
||||||
|
),
|
||||||
|
],
|
||||||
|
),
|
||||||
|
],
|
||||||
|
tooltip="Model to use for video generation.",
|
||||||
|
),
|
||||||
|
IO.Image.Input("first_frame"),
|
||||||
|
IO.Image.Input("end_frame"),
|
||||||
|
IO.String.Input(
|
||||||
|
"prompt",
|
||||||
|
multiline=True,
|
||||||
|
tooltip="Prompt description (max 2000 characters).",
|
||||||
|
),
|
||||||
|
IO.Int.Input(
|
||||||
|
"seed",
|
||||||
|
default=1,
|
||||||
|
min=0,
|
||||||
|
max=2147483647,
|
||||||
|
step=1,
|
||||||
|
display_mode=IO.NumberDisplay.number,
|
||||||
|
control_after_generate=True,
|
||||||
|
),
|
||||||
|
],
|
||||||
|
outputs=[
|
||||||
|
IO.Video.Output(),
|
||||||
|
],
|
||||||
|
hidden=[
|
||||||
|
IO.Hidden.auth_token_comfy_org,
|
||||||
|
IO.Hidden.api_key_comfy_org,
|
||||||
|
IO.Hidden.unique_id,
|
||||||
|
],
|
||||||
|
is_api_node=True,
|
||||||
|
price_badge=IO.PriceBadge(
|
||||||
|
depends_on=IO.PriceBadgeDepends(widgets=["model", "model.duration", "model.resolution"]),
|
||||||
|
expr="""
|
||||||
|
(
|
||||||
|
$res := $lookup(widgets, "model.resolution");
|
||||||
|
$d := $lookup(widgets, "model.duration");
|
||||||
|
$contains(widgets.model, "turbo")
|
||||||
|
? (
|
||||||
|
$rate := $lookup({"720p": 0.06, "1080p": 0.08}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
|
: (
|
||||||
|
$rate := $lookup({"720p": 0.15, "1080p": 0.16}, $res);
|
||||||
|
{"type":"usd","usd": $rate * $d}
|
||||||
|
)
|
||||||
|
)
|
||||||
|
""",
|
||||||
|
),
|
||||||
|
)
|
||||||
|
|
||||||
|
@classmethod
|
||||||
|
async def execute(
|
||||||
|
cls,
|
||||||
|
model: dict,
|
||||||
|
first_frame: Input.Image,
|
||||||
|
end_frame: Input.Image,
|
||||||
|
prompt: str,
|
||||||
|
seed: int,
|
||||||
|
) -> IO.NodeOutput:
|
||||||
|
validate_string(prompt, max_length=2000)
|
||||||
|
validate_images_aspect_ratio_closeness(first_frame, end_frame, min_rel=0.8, max_rel=1.25, strict=False)
|
||||||
|
payload = TaskCreationRequest(
|
||||||
|
model=model["model"],
|
||||||
|
prompt=prompt,
|
||||||
|
duration=model["duration"],
|
||||||
|
seed=seed,
|
||||||
|
resolution=model["resolution"],
|
||||||
|
audio=model["audio"],
|
||||||
|
images=[
|
||||||
|
(await upload_images_to_comfyapi(cls, frame, max_images=1, mime_type="image/png"))[0]
|
||||||
|
for frame in (first_frame, end_frame)
|
||||||
|
],
|
||||||
|
)
|
||||||
|
results = await execute_task(cls, VIDU_START_END_VIDEO, payload)
|
||||||
|
return IO.NodeOutput(await download_url_to_video_output(results[0].url))
|
||||||
|
|
||||||
|
|
||||||
class ViduExtension(ComfyExtension):
|
class ViduExtension(ComfyExtension):
|
||||||
@override
|
@override
|
||||||
async def get_node_list(self) -> list[type[IO.ComfyNode]]:
|
async def get_node_list(self) -> list[type[IO.ComfyNode]]:
|
||||||
@@ -1497,6 +1706,7 @@ class ViduExtension(ComfyExtension):
|
|||||||
ViduMultiFrameVideoNode,
|
ViduMultiFrameVideoNode,
|
||||||
Vidu3TextToVideoNode,
|
Vidu3TextToVideoNode,
|
||||||
Vidu3ImageToVideoNode,
|
Vidu3ImageToVideoNode,
|
||||||
|
Vidu3StartEndToVideoNode,
|
||||||
]
|
]
|
||||||
|
|
||||||
|
|
||||||
|
|||||||
@@ -1,3 +1,3 @@
|
|||||||
# This file is automatically generated by the build process when version is
|
# This file is automatically generated by the build process when version is
|
||||||
# updated in pyproject.toml.
|
# updated in pyproject.toml.
|
||||||
__version__ = "0.14.0"
|
__version__ = "0.14.1"
|
||||||
|
|||||||
@@ -1,6 +1,6 @@
|
|||||||
[project]
|
[project]
|
||||||
name = "ComfyUI"
|
name = "ComfyUI"
|
||||||
version = "0.14.0"
|
version = "0.14.1"
|
||||||
readme = "README.md"
|
readme = "README.md"
|
||||||
license = { file = "LICENSE" }
|
license = { file = "LICENSE" }
|
||||||
requires-python = ">=3.10"
|
requires-python = ">=3.10"
|
||||||
|
|||||||
@@ -1,5 +1,5 @@
|
|||||||
comfyui-frontend-package==1.39.14
|
comfyui-frontend-package==1.39.14
|
||||||
comfyui-workflow-templates==0.8.42
|
comfyui-workflow-templates==0.8.43
|
||||||
comfyui-embedded-docs==0.4.1
|
comfyui-embedded-docs==0.4.1
|
||||||
torch
|
torch
|
||||||
torchsde
|
torchsde
|
||||||
|
|||||||
Reference in New Issue
Block a user