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layer_match.py
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layer_match.py
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import re
def match_layers_to_optimize(regex: str) -> list[str]:
try:
r = re.compile(regex)
except Exception as e:
raise ValueError(f"Failed to compile regex '{regex}': {e}")
matches = []
for layer in available_layers_to_optimize:
if r.search(layer):
matches.append(layer)
return matches
available_layers_to_optimize = [
"transformer.transformer_blocks.0.norm1.linear",
"transformer.transformer_blocks.0.norm1_context.linear",
"transformer.transformer_blocks.0.attn.to_q",
"transformer.transformer_blocks.0.attn.to_k",
"transformer.transformer_blocks.0.attn.to_v",
"transformer.transformer_blocks.0.attn.add_k_proj",
"transformer.transformer_blocks.0.attn.add_v_proj",
"transformer.transformer_blocks.0.attn.add_q_proj",
"transformer.transformer_blocks.0.attn.to_out.0",
"transformer.transformer_blocks.0.attn.to_add_out",
"transformer.transformer_blocks.0.ff.net.0.proj",
"transformer.transformer_blocks.0.ff.net.2",
"transformer.transformer_blocks.0.ff_context.net.0.proj",
"transformer.transformer_blocks.0.ff_context.net.2",
"transformer.transformer_blocks.1.norm1.linear",
"transformer.transformer_blocks.1.norm1_context.linear",
"transformer.transformer_blocks.1.attn.to_q",
"transformer.transformer_blocks.1.attn.to_k",
"transformer.transformer_blocks.1.attn.to_v",
"transformer.transformer_blocks.1.attn.add_k_proj",
"transformer.transformer_blocks.1.attn.add_v_proj",
"transformer.transformer_blocks.1.attn.add_q_proj",
"transformer.transformer_blocks.1.attn.to_out.0",
"transformer.transformer_blocks.1.attn.to_add_out",
"transformer.transformer_blocks.1.ff.net.0.proj",
"transformer.transformer_blocks.1.ff.net.2",
"transformer.transformer_blocks.1.ff_context.net.0.proj",
"transformer.transformer_blocks.1.ff_context.net.2",
"transformer.transformer_blocks.2.norm1.linear",
"transformer.transformer_blocks.2.norm1_context.linear",
"transformer.transformer_blocks.2.attn.to_q",
"transformer.transformer_blocks.2.attn.to_k",
"transformer.transformer_blocks.2.attn.to_v",
"transformer.transformer_blocks.2.attn.add_k_proj",
"transformer.transformer_blocks.2.attn.add_v_proj",
"transformer.transformer_blocks.2.attn.add_q_proj",
"transformer.transformer_blocks.2.attn.to_out.0",
"transformer.transformer_blocks.2.attn.to_add_out",
"transformer.transformer_blocks.2.ff.net.0.proj",
"transformer.transformer_blocks.2.ff.net.2",
"transformer.transformer_blocks.2.ff_context.net.0.proj",
"transformer.transformer_blocks.2.ff_context.net.2",
"transformer.transformer_blocks.3.norm1.linear",
"transformer.transformer_blocks.3.norm1_context.linear",
"transformer.transformer_blocks.3.attn.to_q",
"transformer.transformer_blocks.3.attn.to_k",
"transformer.transformer_blocks.3.attn.to_v",
"transformer.transformer_blocks.3.attn.add_k_proj",
"transformer.transformer_blocks.3.attn.add_v_proj",
"transformer.transformer_blocks.3.attn.add_q_proj",
"transformer.transformer_blocks.3.attn.to_out.0",
"transformer.transformer_blocks.3.attn.to_add_out",
"transformer.transformer_blocks.3.ff.net.0.proj",
"transformer.transformer_blocks.3.ff.net.2",
"transformer.transformer_blocks.3.ff_context.net.0.proj",
"transformer.transformer_blocks.3.ff_context.net.2",
"transformer.transformer_blocks.4.norm1.linear",
"transformer.transformer_blocks.4.norm1_context.linear",
"transformer.transformer_blocks.4.attn.to_q",
"transformer.transformer_blocks.4.attn.to_k",
"transformer.transformer_blocks.4.attn.to_v",
"transformer.transformer_blocks.4.attn.add_k_proj",
"transformer.transformer_blocks.4.attn.add_v_proj",
"transformer.transformer_blocks.4.attn.add_q_proj",
"transformer.transformer_blocks.4.attn.to_out.0",
"transformer.transformer_blocks.4.attn.to_add_out",
"transformer.transformer_blocks.4.ff.net.0.proj",
"transformer.transformer_blocks.4.ff.net.2",
"transformer.transformer_blocks.4.ff_context.net.0.proj",
"transformer.transformer_blocks.4.ff_context.net.2",
"transformer.transformer_blocks.5.norm1.linear",
"transformer.transformer_blocks.5.norm1_context.linear",
"transformer.transformer_blocks.5.attn.to_q",
"transformer.transformer_blocks.5.attn.to_k",
"transformer.transformer_blocks.5.attn.to_v",
"transformer.transformer_blocks.5.attn.add_k_proj",
"transformer.transformer_blocks.5.attn.add_v_proj",
"transformer.transformer_blocks.5.attn.add_q_proj",
"transformer.transformer_blocks.5.attn.to_out.0",
"transformer.transformer_blocks.5.attn.to_add_out",
"transformer.transformer_blocks.5.ff.net.0.proj",
"transformer.transformer_blocks.5.ff.net.2",
"transformer.transformer_blocks.5.ff_context.net.0.proj",
"transformer.transformer_blocks.5.ff_context.net.2",
"transformer.transformer_blocks.6.norm1.linear",
"transformer.transformer_blocks.6.norm1_context.linear",
"transformer.transformer_blocks.6.attn.to_q",
"transformer.transformer_blocks.6.attn.to_k",
"transformer.transformer_blocks.6.attn.to_v",
"transformer.transformer_blocks.6.attn.add_k_proj",
"transformer.transformer_blocks.6.attn.add_v_proj",
"transformer.transformer_blocks.6.attn.add_q_proj",
"transformer.transformer_blocks.6.attn.to_out.0",
"transformer.transformer_blocks.6.attn.to_add_out",
"transformer.transformer_blocks.6.ff.net.0.proj",
"transformer.transformer_blocks.6.ff.net.2",
"transformer.transformer_blocks.6.ff_context.net.0.proj",
"transformer.transformer_blocks.6.ff_context.net.2",
"transformer.transformer_blocks.7.norm1.linear",
"transformer.transformer_blocks.7.norm1_context.linear",
"transformer.transformer_blocks.7.attn.to_q",
"transformer.transformer_blocks.7.attn.to_k",
"transformer.transformer_blocks.7.attn.to_v",
"transformer.transformer_blocks.7.attn.add_k_proj",
"transformer.transformer_blocks.7.attn.add_v_proj",
"transformer.transformer_blocks.7.attn.add_q_proj",
"transformer.transformer_blocks.7.attn.to_out.0",
"transformer.transformer_blocks.7.attn.to_add_out",
"transformer.transformer_blocks.7.ff.net.0.proj",
"transformer.transformer_blocks.7.ff.net.2",
"transformer.transformer_blocks.7.ff_context.net.0.proj",
"transformer.transformer_blocks.7.ff_context.net.2",
"transformer.transformer_blocks.8.norm1.linear",
"transformer.transformer_blocks.8.norm1_context.linear",
"transformer.transformer_blocks.8.attn.to_q",
"transformer.transformer_blocks.8.attn.to_k",
"transformer.transformer_blocks.8.attn.to_v",
"transformer.transformer_blocks.8.attn.add_k_proj",
"transformer.transformer_blocks.8.attn.add_v_proj",
"transformer.transformer_blocks.8.attn.add_q_proj",
"transformer.transformer_blocks.8.attn.to_out.0",
"transformer.transformer_blocks.8.attn.to_add_out",
"transformer.transformer_blocks.8.ff.net.0.proj",
"transformer.transformer_blocks.8.ff.net.2",
"transformer.transformer_blocks.8.ff_context.net.0.proj",
"transformer.transformer_blocks.8.ff_context.net.2",
"transformer.transformer_blocks.9.norm1.linear",
"transformer.transformer_blocks.9.norm1_context.linear",
"transformer.transformer_blocks.9.attn.to_q",
"transformer.transformer_blocks.9.attn.to_k",
"transformer.transformer_blocks.9.attn.to_v",
"transformer.transformer_blocks.9.attn.add_k_proj",
"transformer.transformer_blocks.9.attn.add_v_proj",
"transformer.transformer_blocks.9.attn.add_q_proj",
"transformer.transformer_blocks.9.attn.to_out.0",
"transformer.transformer_blocks.9.attn.to_add_out",
"transformer.transformer_blocks.9.ff.net.0.proj",
"transformer.transformer_blocks.9.ff.net.2",
"transformer.transformer_blocks.9.ff_context.net.0.proj",
"transformer.transformer_blocks.9.ff_context.net.2",
"transformer.transformer_blocks.10.norm1.linear",
"transformer.transformer_blocks.10.norm1_context.linear",
"transformer.transformer_blocks.10.attn.to_q",
"transformer.transformer_blocks.10.attn.to_k",
"transformer.transformer_blocks.10.attn.to_v",
"transformer.transformer_blocks.10.attn.add_k_proj",
"transformer.transformer_blocks.10.attn.add_v_proj",
"transformer.transformer_blocks.10.attn.add_q_proj",
"transformer.transformer_blocks.10.attn.to_out.0",
"transformer.transformer_blocks.10.attn.to_add_out",
"transformer.transformer_blocks.10.ff.net.0.proj",
"transformer.transformer_blocks.10.ff.net.2",
"transformer.transformer_blocks.10.ff_context.net.0.proj",
"transformer.transformer_blocks.10.ff_context.net.2",
"transformer.transformer_blocks.11.norm1.linear",
"transformer.transformer_blocks.11.norm1_context.linear",
"transformer.transformer_blocks.11.attn.to_q",
"transformer.transformer_blocks.11.attn.to_k",
"transformer.transformer_blocks.11.attn.to_v",
"transformer.transformer_blocks.11.attn.add_k_proj",
"transformer.transformer_blocks.11.attn.add_v_proj",
"transformer.transformer_blocks.11.attn.add_q_proj",
"transformer.transformer_blocks.11.attn.to_out.0",
"transformer.transformer_blocks.11.attn.to_add_out",
"transformer.transformer_blocks.11.ff.net.0.proj",
"transformer.transformer_blocks.11.ff.net.2",
"transformer.transformer_blocks.11.ff_context.net.0.proj",
"transformer.transformer_blocks.11.ff_context.net.2",
"transformer.transformer_blocks.12.norm1.linear",
"transformer.transformer_blocks.12.norm1_context.linear",
"transformer.transformer_blocks.12.attn.to_q",
"transformer.transformer_blocks.12.attn.to_k",
"transformer.transformer_blocks.12.attn.to_v",
"transformer.transformer_blocks.12.attn.add_k_proj",
"transformer.transformer_blocks.12.attn.add_v_proj",
"transformer.transformer_blocks.12.attn.add_q_proj",
"transformer.transformer_blocks.12.attn.to_out.0",
"transformer.transformer_blocks.12.attn.to_add_out",
"transformer.transformer_blocks.12.ff.net.0.proj",
"transformer.transformer_blocks.12.ff.net.2",
"transformer.transformer_blocks.12.ff_context.net.0.proj",
"transformer.transformer_blocks.12.ff_context.net.2",
"transformer.transformer_blocks.13.norm1.linear",
"transformer.transformer_blocks.13.norm1_context.linear",
"transformer.transformer_blocks.13.attn.to_q",
"transformer.transformer_blocks.13.attn.to_k",
"transformer.transformer_blocks.13.attn.to_v",
"transformer.transformer_blocks.13.attn.add_k_proj",
"transformer.transformer_blocks.13.attn.add_v_proj",
"transformer.transformer_blocks.13.attn.add_q_proj",
"transformer.transformer_blocks.13.attn.to_out.0",
"transformer.transformer_blocks.13.attn.to_add_out",
"transformer.transformer_blocks.13.ff.net.0.proj",
"transformer.transformer_blocks.13.ff.net.2",
"transformer.transformer_blocks.13.ff_context.net.0.proj",
"transformer.transformer_blocks.13.ff_context.net.2",
"transformer.transformer_blocks.14.norm1.linear",
"transformer.transformer_blocks.14.norm1_context.linear",
"transformer.transformer_blocks.14.attn.to_q",
"transformer.transformer_blocks.14.attn.to_k",
"transformer.transformer_blocks.14.attn.to_v",
"transformer.transformer_blocks.14.attn.add_k_proj",
"transformer.transformer_blocks.14.attn.add_v_proj",
"transformer.transformer_blocks.14.attn.add_q_proj",
"transformer.transformer_blocks.14.attn.to_out.0",
"transformer.transformer_blocks.14.attn.to_add_out",
"transformer.transformer_blocks.14.ff.net.0.proj",
"transformer.transformer_blocks.14.ff.net.2",
"transformer.transformer_blocks.14.ff_context.net.0.proj",
"transformer.transformer_blocks.14.ff_context.net.2",
"transformer.transformer_blocks.15.norm1.linear",
"transformer.transformer_blocks.15.norm1_context.linear",
"transformer.transformer_blocks.15.attn.to_q",
"transformer.transformer_blocks.15.attn.to_k",
"transformer.transformer_blocks.15.attn.to_v",
"transformer.transformer_blocks.15.attn.add_k_proj",
"transformer.transformer_blocks.15.attn.add_v_proj",
"transformer.transformer_blocks.15.attn.add_q_proj",
"transformer.transformer_blocks.15.attn.to_out.0",
"transformer.transformer_blocks.15.attn.to_add_out",
"transformer.transformer_blocks.15.ff.net.0.proj",
"transformer.transformer_blocks.15.ff.net.2",
"transformer.transformer_blocks.15.ff_context.net.0.proj",
"transformer.transformer_blocks.15.ff_context.net.2",
"transformer.transformer_blocks.16.norm1.linear",
"transformer.transformer_blocks.16.norm1_context.linear",
"transformer.transformer_blocks.16.attn.to_q",
"transformer.transformer_blocks.16.attn.to_k",
"transformer.transformer_blocks.16.attn.to_v",
"transformer.transformer_blocks.16.attn.add_k_proj",
"transformer.transformer_blocks.16.attn.add_v_proj",
"transformer.transformer_blocks.16.attn.add_q_proj",
"transformer.transformer_blocks.16.attn.to_out.0",
"transformer.transformer_blocks.16.attn.to_add_out",
"transformer.transformer_blocks.16.ff.net.0.proj",
"transformer.transformer_blocks.16.ff.net.2",
"transformer.transformer_blocks.16.ff_context.net.0.proj",
"transformer.transformer_blocks.16.ff_context.net.2",
"transformer.transformer_blocks.17.norm1.linear",
"transformer.transformer_blocks.17.norm1_context.linear",
"transformer.transformer_blocks.17.attn.to_q",
"transformer.transformer_blocks.17.attn.to_k",
"transformer.transformer_blocks.17.attn.to_v",
"transformer.transformer_blocks.17.attn.add_k_proj",
"transformer.transformer_blocks.17.attn.add_v_proj",
"transformer.transformer_blocks.17.attn.add_q_proj",
"transformer.transformer_blocks.17.attn.to_out.0",
"transformer.transformer_blocks.17.attn.to_add_out",
"transformer.transformer_blocks.17.ff.net.0.proj",
"transformer.transformer_blocks.17.ff.net.2",
"transformer.transformer_blocks.17.ff_context.net.0.proj",
"transformer.transformer_blocks.17.ff_context.net.2",
"transformer.transformer_blocks.18.norm1.linear",
"transformer.transformer_blocks.18.norm1_context.linear",
"transformer.transformer_blocks.18.attn.to_q",
"transformer.transformer_blocks.18.attn.to_k",
"transformer.transformer_blocks.18.attn.to_v",
"transformer.transformer_blocks.18.attn.add_k_proj",
"transformer.transformer_blocks.18.attn.add_v_proj",
"transformer.transformer_blocks.18.attn.add_q_proj",
"transformer.transformer_blocks.18.attn.to_out.0",
"transformer.transformer_blocks.18.attn.to_add_out",
"transformer.transformer_blocks.18.ff.net.0.proj",
"transformer.transformer_blocks.18.ff.net.2",
"transformer.transformer_blocks.18.ff_context.net.0.proj",
"transformer.transformer_blocks.18.ff_context.net.2",
"transformer.single_transformer_blocks.0.norm.linear",
"transformer.single_transformer_blocks.0.proj_mlp",
"transformer.single_transformer_blocks.0.proj_out",
"transformer.single_transformer_blocks.0.attn.to_q",
"transformer.single_transformer_blocks.0.attn.to_k",
"transformer.single_transformer_blocks.0.attn.to_v",
"transformer.single_transformer_blocks.1.norm.linear",
"transformer.single_transformer_blocks.1.proj_mlp",
"transformer.single_transformer_blocks.1.proj_out",
"transformer.single_transformer_blocks.1.attn.to_q",
"transformer.single_transformer_blocks.1.attn.to_k",
"transformer.single_transformer_blocks.1.attn.to_v",
"transformer.single_transformer_blocks.2.norm.linear",
"transformer.single_transformer_blocks.2.proj_mlp",
"transformer.single_transformer_blocks.2.proj_out",
"transformer.single_transformer_blocks.2.attn.to_q",
"transformer.single_transformer_blocks.2.attn.to_k",
"transformer.single_transformer_blocks.2.attn.to_v",
"transformer.single_transformer_blocks.3.norm.linear",
"transformer.single_transformer_blocks.3.proj_mlp",
"transformer.single_transformer_blocks.3.proj_out",
"transformer.single_transformer_blocks.3.attn.to_q",
"transformer.single_transformer_blocks.3.attn.to_k",
"transformer.single_transformer_blocks.3.attn.to_v",
"transformer.single_transformer_blocks.4.norm.linear",
"transformer.single_transformer_blocks.4.proj_mlp",
"transformer.single_transformer_blocks.4.proj_out",
"transformer.single_transformer_blocks.4.attn.to_q",
"transformer.single_transformer_blocks.4.attn.to_k",
"transformer.single_transformer_blocks.4.attn.to_v",
"transformer.single_transformer_blocks.5.norm.linear",
"transformer.single_transformer_blocks.5.proj_mlp",
"transformer.single_transformer_blocks.5.proj_out",
"transformer.single_transformer_blocks.5.attn.to_q",
"transformer.single_transformer_blocks.5.attn.to_k",
"transformer.single_transformer_blocks.5.attn.to_v",
"transformer.single_transformer_blocks.6.norm.linear",
"transformer.single_transformer_blocks.6.proj_mlp",
"transformer.single_transformer_blocks.6.proj_out",
"transformer.single_transformer_blocks.6.attn.to_q",
"transformer.single_transformer_blocks.6.attn.to_k",
"transformer.single_transformer_blocks.6.attn.to_v",
"transformer.single_transformer_blocks.7.norm.linear",
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