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import os |
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import glob |
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import json |
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import shutil |
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import safetensors |
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from safetensors.torch import save_file |
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def fix_gemma_merge(): |
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print("Decapitating extra head...") |
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unsorted_files = glob.glob("model-*-of-*.safetensors") |
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files = sorted(unsorted_files) |
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print(files) |
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f_map = {} |
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k_map = {} |
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t_map = {} |
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for f in files: |
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st = safetensors.safe_open(f, framework="pt") |
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f_map[f] = st |
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k_map[f] = st.keys() |
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for key in k_map[f]: |
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t_map[key] = st.get_tensor(key) |
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for f in f_map: |
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print(f"file: {f}") |
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print(f"keys: {k_map[f]}") |
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print(f"associated tensors:") |
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for k in k_map[f]: |
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print(f"t_map[{k}].shape: {t_map[k].shape}") |
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map_1 = {} |
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map_2 = {} |
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map_3 = {} |
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map_4 = {} |
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for w in w_map: |
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print(f"{w} -> {w_map[w]}") |
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if w_map[w] == "model-00001-of-00004.safetensors": |
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map_1[w] = t_map[w] |
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elif w_map[w] == "model-00002-of-00004.safetensors": |
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map_2[w] = t_map[w] |
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elif w_map[w] == "model-00003-of-00004.safetensors": |
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map_3[w] = t_map[w] |
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elif w_map[w] == "model-00004-of-00004.safetensors": |
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map_4[w] = t_map[w] |
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print("") |
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print("") |
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print("Resharding...") |
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save_file(map_1, "1model-00001-of-00004.safetensors") |
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save_file(map_2, "1model-00002-of-00004.safetensors") |
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save_file(map_3, "1model-00003-of-00004.safetensors") |
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save_file(map_4, "1model-00004-of-00004.safetensors") |
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print("Moving old safetensors to old/") |
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os.makedirs("old", exist_ok=True) |
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shutil.move("model-00001-of-00005.safetensors", "old") |
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shutil.move("model-00002-of-00005.safetensors", "old") |
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shutil.move("model-00003-of-00005.safetensors", "old") |
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shutil.move("model-00004-of-00005.safetensors", "old") |
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shutil.move("model-00005-of-00005.safetensors", "old") |
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shutil.move("model.safetensors.index.json", "old") |
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with open("model.safetensors.index.json", "w") as of: |
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json.dump(gemma_9b_safetensor_index, of) |
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shutil.move("1model-00001-of-00004.safetensors", "model-00001-of-00004.safetensors") |
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shutil.move("1model-00002-of-00004.safetensors", "model-00002-of-00004.safetensors") |
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shutil.move("1model-00003-of-00004.safetensors", "model-00003-of-00004.safetensors") |
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shutil.move("1model-00004-of-00004.safetensors", "model-00004-of-00004.safetensors") |
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w_map = { |
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"model.embed_tokens.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.input_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.mlp.down_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.mlp.gate_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.mlp.up_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.post_attention_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.post_feedforward_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.pre_feedforward_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.self_attn.k_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.self_attn.o_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.self_attn.q_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.0.self_attn.v_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.input_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.mlp.down_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.mlp.gate_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.mlp.up_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.post_attention_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.post_feedforward_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.pre_feedforward_layernorm.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.self_attn.k_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.self_attn.o_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.self_attn.q_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.1.self_attn.v_proj.weight": "model-00001-of-00004.safetensors", |
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"model.layers.10.input_layernorm.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.mlp.down_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.mlp.gate_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.mlp.up_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.post_attention_layernorm.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.self_attn.o_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.10.self_attn.v_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.11.input_layernorm.weight": "model-00002-of-00004.safetensors", |
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"model.layers.11.post_attention_layernorm.weight": "model-00002-of-00004.safetensors", |
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"model.layers.12.input_layernorm.weight": "model-00002-of-00004.safetensors", |
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"model.layers.12.mlp.down_proj.weight": "model-00002-of-00004.safetensors", |
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"model.layers.21.self_attn.o_proj.weight": "model-00003-of-00004.safetensors", |
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"model.layers.22.input_layernorm.weight": "model-00003-of-00004.safetensors", |
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} |
|
} |
|
|
|
print(__name__) |
|
if __name__ == "__main__": |
|
fix_gemma_merge() |
|
|