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98 lines
3.1 KiB
Python
98 lines
3.1 KiB
Python
from typing import Optional, Union
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from transformers.configuration_utils import PretrainedConfig
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class Step3p7VisionEncoderConfig(PretrainedConfig):
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model_type = "perception_encoder"
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def __init__(
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self,
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width=1536,
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layers=47,
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heads=16,
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num_channels=3,
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image_size=728,
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patch_size=14,
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mlp_ratio=8960 / 1536,
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hidden_act="quick_gelu",
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layer_norm_eps=1e-5,
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use_cls_token=False,
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use_ln_pre=True,
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use_ln_post=False,
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use_abs_posemb=True,
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use_rope2d=True,
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ls_init_value=0.1,
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output_dim=None,
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pool_type="none",
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**kwargs,
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):
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self.width = width
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self.layers = layers
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self.heads = heads
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self.num_channels = num_channels
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self.patch_size = patch_size
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self.image_size = image_size
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self.mlp_ratio = mlp_ratio
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self.layer_norm_eps = layer_norm_eps
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self.hidden_act = hidden_act
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self.use_cls_token = use_cls_token
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self.use_ln_pre = use_ln_pre
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self.use_ln_post = use_ln_post
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self.use_abs_posemb = use_abs_posemb
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self.use_rope2d = use_rope2d
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self.ls_init_value = ls_init_value
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self.output_dim = output_dim
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self.pool_type = pool_type
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super().__init__(**kwargs)
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class Step3p7Config(PretrainedConfig):
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model_type = "step3p7"
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def __init__(
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self,
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vision_config: Optional[Union[dict, Step3p7VisionEncoderConfig]] = None,
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text_config: Optional[Union[dict, PretrainedConfig]] = None,
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understand_projector_stride: int = 2,
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projector_bias: bool = False,
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image_token_id: int = 128001,
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image_token_len: int = 169,
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patch_token_len: int = 81,
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im_start_token: str = "<im_start>",
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im_end_token: str = "<im_end>",
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im_patch_token: str = "<im_patch>",
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use_im_start_end: bool = True,
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vision_select_layer: int = -1,
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**kwargs,
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) -> None:
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if vision_config is None:
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vision_config = Step3p7VisionEncoderConfig()
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elif isinstance(vision_config, dict):
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vision_config = Step3p7VisionEncoderConfig(**vision_config)
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self.vision_config = vision_config
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if text_config is None:
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from sglang.srt.configs.step3p5 import Step3p5Config
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text_config = Step3p5Config()
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elif isinstance(text_config, dict):
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from sglang.srt.configs.step3p5 import Step3p5Config
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text_config = Step3p5Config(**text_config)
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self.text_config = text_config
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self.understand_projector_stride = understand_projector_stride
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self.projector_bias = projector_bias
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self.hidden_size = text_config.hidden_size
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self.image_token_id = image_token_id
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self.image_token_len = image_token_len
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self.patch_token_len = patch_token_len
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self.im_start_token = im_start_token
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self.im_end_token = im_end_token
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self.im_patch_token = im_patch_token
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self.use_im_start_end = use_im_start_end
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self.vision_select_layer = vision_select_layer
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super().__init__(**kwargs)
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