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61 lines
2.2 KiB
Python
61 lines
2.2 KiB
Python
# SPDX-License-Identifier: Apache-2.0
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from typing import Optional
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from transformers.configuration_utils import PretrainedConfig
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from transformers.models.auto import CONFIG_MAPPING
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def _coerce_sub_config(
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sub_config: Optional[dict], default_model_type: str
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) -> Optional[PretrainedConfig]:
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"""Convert a config dict to a ``PretrainedConfig``.
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Unknown ``model_type`` (e.g. M3's ``minimax_m2``, absent from
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``CONFIG_MAPPING``) falls back to ``PretrainedConfig`` so dict keys
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still become real attributes.
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"""
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if not isinstance(sub_config, dict):
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return sub_config
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model_type = sub_config.get("model_type", default_model_type)
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cls = CONFIG_MAPPING.get(model_type, PretrainedConfig)
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return cls(**sub_config)
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class MiniMaxVLBaseConfig(PretrainedConfig):
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def __init__(
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self,
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vision_config: Optional[dict] = None,
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text_config: Optional[dict] = None,
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image_token_index: int = 200025,
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video_token_index: int = 200026,
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image_seq_length: int = 576,
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process_image_mode: str = "dynamic_res",
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projector_hidden_act: str = "gelu",
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multimodal_projector_bias: bool = True,
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vision_feature_layer: int = -1,
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vision_feature_select_strategy: str = "full",
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img_token_compression_config: Optional[dict] = None,
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image_grid_pinpoints: Optional[str] = None,
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**kwargs,
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):
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self.vision_config = _coerce_sub_config(vision_config, "clip_vision_model")
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self.text_config = _coerce_sub_config(text_config, "mixtral")
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self.image_token_index = image_token_index
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self.video_token_index = video_token_index
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self.image_seq_length = image_seq_length
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self.process_image_mode = process_image_mode
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self.projector_hidden_act = projector_hidden_act
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self.multimodal_projector_bias = multimodal_projector_bias
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self.vision_feature_layer = vision_feature_layer
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self.vision_feature_select_strategy = vision_feature_select_strategy
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self.img_token_compression_config = img_token_compression_config or {}
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self.image_grid_pinpoints = image_grid_pinpoints
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super().__init__(**kwargs)
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class MiniMaxM3VLConfig(MiniMaxVLBaseConfig):
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model_type = "minimax_m3_vl"
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