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from enum import Enum |
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from pydantic.fields import FieldInfo |
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from pydantic import BaseModel |
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from pydantic_core import PydanticUndefined |
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from comfy.comfy_types.node_typing import IO, InputTypeOptions |
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NodeInput = tuple[IO, InputTypeOptions] |
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def _create_base_config(field_info: FieldInfo) -> InputTypeOptions: |
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config = {} |
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if hasattr(field_info, "default") and field_info.default is not PydanticUndefined: |
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config["default"] = field_info.default |
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if hasattr(field_info, "description") and field_info.description is not None: |
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config["tooltip"] = field_info.description |
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return config |
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def _get_number_constraints_config(field_info: FieldInfo) -> dict: |
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config = {} |
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if hasattr(field_info, "metadata"): |
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metadata = field_info.metadata |
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for constraint in metadata: |
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if hasattr(constraint, "ge"): |
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config["min"] = constraint.ge |
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if hasattr(constraint, "le"): |
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config["max"] = constraint.le |
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if hasattr(constraint, "multiple_of"): |
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config["step"] = constraint.multiple_of |
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return config |
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def _model_field_to_image_input(field_info: FieldInfo, **kwargs) -> NodeInput: |
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return IO.IMAGE, { |
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**_create_base_config(field_info), |
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**kwargs, |
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} |
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def _model_field_to_string_input(field_info: FieldInfo, **kwargs) -> NodeInput: |
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return IO.STRING, { |
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**_create_base_config(field_info), |
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**kwargs, |
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} |
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def _model_field_to_float_input(field_info: FieldInfo, **kwargs) -> NodeInput: |
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return IO.FLOAT, { |
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**_create_base_config(field_info), |
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**_get_number_constraints_config(field_info), |
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**kwargs, |
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} |
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def _model_field_to_int_input(field_info: FieldInfo, **kwargs) -> NodeInput: |
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return IO.INT, { |
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**_create_base_config(field_info), |
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**_get_number_constraints_config(field_info), |
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**kwargs, |
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} |
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def _model_field_to_combo_input( |
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field_info: FieldInfo, enum_type: type[Enum] = None, **kwargs |
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) -> NodeInput: |
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combo_config = {} |
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if enum_type is not None: |
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combo_config["options"] = [option.value for option in enum_type] |
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combo_config = { |
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**combo_config, |
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**_create_base_config(field_info), |
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**kwargs, |
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} |
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return IO.COMBO, combo_config |
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def model_field_to_node_input( |
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input_type: IO, base_model: type[BaseModel], field_name: str, **kwargs |
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) -> NodeInput: |
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""" |
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Maps a field from a Pydantic model to a Comfy node input. |
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Args: |
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input_type: The type of the input. |
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base_model: The Pydantic model to map the field from. |
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field_name: The name of the field to map. |
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**kwargs: Additional key/values to include in the input options. |
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Note: |
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For combo inputs, pass an `Enum` to the `enum_type` keyword argument to populate the options automatically. |
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Example: |
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>>> model_field_to_node_input(IO.STRING, MyModel, "my_field", multiline=True) |
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>>> model_field_to_node_input(IO.COMBO, MyModel, "my_field", enum_type=MyEnum) |
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>>> model_field_to_node_input(IO.FLOAT, MyModel, "my_field", slider=True) |
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""" |
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field_info: FieldInfo = base_model.model_fields[field_name] |
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result: NodeInput |
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if input_type == IO.IMAGE: |
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result = _model_field_to_image_input(field_info, **kwargs) |
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elif input_type == IO.STRING: |
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result = _model_field_to_string_input(field_info, **kwargs) |
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elif input_type == IO.FLOAT: |
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result = _model_field_to_float_input(field_info, **kwargs) |
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elif input_type == IO.INT: |
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result = _model_field_to_int_input(field_info, **kwargs) |
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elif input_type == IO.COMBO: |
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result = _model_field_to_combo_input(field_info, **kwargs) |
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else: |
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message = f"Invalid input type: {input_type}" |
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raise ValueError(message) |
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return result |
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