Commit ·
bd4dc4b
1
Parent(s): fb58b27
Create configuration_genbio_pathfm.py (#1)
Browse files- Create configuration_genbio_pathfm.py (4af56e2c0926f5b249dc52271df48f96c79f16eb)
Co-authored-by: Saarthak Kapse <Saarthak-GenBio-AI@users.noreply.huggingface.co>
configuration_genbio_pathfm.py
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"""GenBio-PathFM configuration for HuggingFace AutoModel."""
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from transformers import PretrainedConfig
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class GenBioPathFMConfig(PretrainedConfig):
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model_type = "genbio_pathfm"
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def __init__(
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self,
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img_size=224,
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patch_size=16,
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in_chans=1,
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embed_dim=1536,
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depth=40,
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num_heads=24,
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ffn_ratio=4,
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n_storage_tokens=4,
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ffn_layer="swiglu64",
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layerscale_init=1e-5,
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qkv_bias=False,
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proj_bias=True,
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ffn_bias=True,
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norm_layer="layernorm",
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drop_path_rate=0.0,
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pos_embed_rope_base=100.0,
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pos_embed_rope_min_period=None,
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pos_embed_rope_max_period=None,
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pos_embed_rope_normalize_coords="separate",
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pos_embed_rope_shift_coords=None,
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pos_embed_rope_jitter_coords=True,
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pos_embed_rope_rescale_coords=2,
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pos_embed_rope_dtype="bf16",
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image_mean=(0.697, 0.575, 0.728),
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image_std=(0.188, 0.240, 0.187),
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**kwargs,
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):
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super().__init__(**kwargs)
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self.img_size = img_size
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self.patch_size = patch_size
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self.in_chans = in_chans
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self.embed_dim = embed_dim
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self.depth = depth
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self.num_heads = num_heads
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self.ffn_ratio = ffn_ratio
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self.n_storage_tokens = n_storage_tokens
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self.ffn_layer = ffn_layer
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self.layerscale_init = layerscale_init
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self.qkv_bias = qkv_bias
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self.proj_bias = proj_bias
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self.ffn_bias = ffn_bias
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self.norm_layer = norm_layer
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self.drop_path_rate = drop_path_rate
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self.pos_embed_rope_base = pos_embed_rope_base
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self.pos_embed_rope_min_period = pos_embed_rope_min_period
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self.pos_embed_rope_max_period = pos_embed_rope_max_period
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self.pos_embed_rope_normalize_coords = pos_embed_rope_normalize_coords
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self.pos_embed_rope_shift_coords = pos_embed_rope_shift_coords
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self.pos_embed_rope_jitter_coords = pos_embed_rope_jitter_coords
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self.pos_embed_rope_rescale_coords = pos_embed_rope_rescale_coords
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self.pos_embed_rope_dtype = pos_embed_rope_dtype
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self.image_mean = image_mean
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self.image_std = image_std
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