Microlib for memory-mapping LLM (large language models) weights
Project description
llm_weights_mmap
Installation
pip install llm_weights_mmap
What is it
The script is designed to read .pth (PyTorch model state dictionary) files from a given directory and dump each key in the .pth file to a separate .npy (NumPy array) file in an output directory.
Why use it:
-
Selective Loading: The script allows you to extract specific keys (i.e., layers or parameters) from a
.pthfile, so you can load only the portions of the model that you're interested in. -
Memory Efficiency: The script enables you to load individual keys one at a time, offering a more memory-efficient way to inspect or manipulate model weights, especially when working with large models that might otherwise consume a significant amount of memory.
Dependencies
numpytorch
Usage
Run the script from the command line and specify the .pth files directory and the output directory:
python -m llm_weights_mmap.weights_separation --input /path/to/pth_files_dir --output /path/to/output_dir
Example
Suppose you have a bunch of .pth files in a directory:
➜ ls llama-2-13b
checklist.chk consolidated.00.pth consolidated.01.pth params.json
Run the script this way:
python -m llm_weights_mmap.weights_separation --input llama-2-13b --output llama-2-13b-separated
Output:
└── llama-2-13b
├── consolidated.00
│ ├── layers.0.attention_norm.weight.npy
│ ├── layers.0.attention.wk.weight.npy
│ ├── layers.0.attention.wo.weight.npy
│ ├── layers.0.attention.wq.weight.npy
│ ├── layers.0.attention.wv.weight.npy
│ ├── layers.0.feed_forward.w1.weight.npy
│ ├── layers.0.feed_forward.w2.weight.npy
│ ├── layers.0.feed_forward.w3.weight.npy
│ ├── layers.0.ffn_norm.weight.npy
│ ├── layers.10.attention_norm.weight.npy
│ ├── layers.10.attention.wk.weight.npy
│ ├── layers.10.attention.wo.weight.npy
│ ├── layers.10.attention.wq.weight.npy
│ ├── layers.10.attention.wv.weight.npy
│ ├── layers.10.feed_forward.w1.weight.npy
│ ├── layers.10.feed_forward.w2.weight.npy
│ ├── layers.10.feed_forward.w3.weight.npy
│ ├── layers.10.ffn_norm.weight.npy
│ ├── layers.11.attention_norm.weight.npy
│ ├── layers.11.attention.wk.weight.npy
│ ├── layers.11.attention.wo.weight.npy
│ ├── layers.11.attention.wq.weight.npy
│ ├── layers.11.attention.wv.weight.npy
│ ├── layers.11.feed_forward.w1.weight.npy
│ ├── layers.11.feed_forward.w2.weight.npy
│ ├── layers.11.feed_forward.w3.weight.npy
│ ├── layers.11.ffn_norm.weight.npy
│ ├── layers.12.attention_norm.weight.npy
│ ├── layers.12.attention.wk.weight.npy
│ ├── layers.12.attention.wo.weight.npy
│ ├── layers.12.attention.wq.weight.npy
│ ├── layers.12.attention.wv.weight.npy
│ ├── layers.12.feed_forward.w1.weight.npy
│ ├── layers.12.feed_forward.w2.weight.npy
│ ├── layers.12.feed_forward.w3.weight.npy
│ ├── layers.12.ffn_norm.weight.npy
│ ├── layers.13.attention_norm.weight.npy
│ ├── layers.13.attention.wk.weight.npy
│ ├── layers.13.attention.wo.weight.npy
│ ├── layers.13.attention.wq.weight.npy
│ ├── layers.13.attention.wv.weight.npy
│ ├── layers.13.feed_forward.w1.weight.npy
│ ├── layers.13.feed_forward.w2.weight.npy
│ ├── layers.13.feed_forward.w3.weight.npy
│ ├── layers.13.ffn_norm.weight.npy
│ ├── layers.14.attention_norm.weight.npy
│ ├── layers.14.attention.wk.weight.npy
│ ├── layers.14.attention.wo.weight.npy
│ ├── layers.14.attention.wq.weight.npy
│ ├── layers.14.attention.wv.weight.npy
│ ├── layers.14.feed_forward.w1.weight.npy
│ ├── layers.14.feed_forward.w2.weight.npy
│ ├── layers.14.feed_forward.w3.weight.npy
│ ├── layers.14.ffn_norm.weight.npy
│ ├── layers.15.attention_norm.weight.npy
│ ├── layers.15.attention.wk.weight.npy
│ ├── layers.15.attention.wo.weight.npy
│ ├── layers.15.attention.wq.weight.npy
│ ├── layers.15.attention.wv.weight.npy
│ ├── layers.15.feed_forward.w1.weight.npy
│ ├── layers.15.feed_forward.w2.weight.npy
│ ├── layers.15.feed_forward.w3.weight.npy
│ ├── layers.15.ffn_norm.weight.npy
│ ├── layers.16.attention_norm.weight.npy
│ ├── layers.16.attention.wk.weight.npy
│ ├── layers.16.attention.wo.weight.npy
│ ├── layers.16.attention.wq.weight.npy
│ ├── layers.16.attention.wv.weight.npy
│ ├── layers.16.feed_forward.w1.weight.npy
│ ├── layers.16.feed_forward.w2.weight.npy
│ ├── layers.16.feed_forward.w3.weight.npy
│ ├── layers.16.ffn_norm.weight.npy
│ ├── layers.17.attention_norm.weight.npy
│ ├── layers.17.attention.wk.weight.npy
│ ├── layers.17.attention.wo.weight.npy
│ ├── layers.17.attention.wq.weight.npy
│ ├── layers.17.attention.wv.weight.npy
│ ├── layers.17.feed_forward.w1.weight.npy
│ ├── layers.17.feed_forward.w2.weight.npy
│ ├── layers.17.feed_forward.w3.weight.npy
│ ├── layers.17.ffn_norm.weight.npy
│ ├── layers.18.attention_norm.weight.npy
│ ├── layers.18.attention.wk.weight.npy
│ ├── layers.18.attention.wo.weight.npy
│ ├── layers.18.attention.wq.weight.npy
│ ├── layers.18.attention.wv.weight.npy
│ ├── layers.18.feed_forward.w1.weight.npy
│ ├── layers.18.feed_forward.w2.weight.npy
│ ├── layers.18.feed_forward.w3.weight.npy
│ ├── layers.18.ffn_norm.weight.npy
│ ├── layers.19.attention_norm.weight.npy
│ ├── layers.19.attention.wk.weight.npy
│ ├── layers.19.attention.wo.weight.npy
│ ├── layers.19.attention.wq.weight.npy
│ ├── layers.19.attention.wv.weight.npy
│ ├── layers.19.feed_forward.w1.weight.npy
│ ├── layers.19.feed_forward.w2.weight.npy
│ ├── layers.19.feed_forward.w3.weight.npy
│ ├── layers.19.ffn_norm.weight.npy
│ ├── layers.1.attention_norm.weight.npy
│ ├── layers.1.attention.wk.weight.npy
│ ├── layers.1.attention.wo.weight.npy
│ ├── layers.1.attention.wq.weight.npy
│ ├── layers.1.attention.wv.weight.npy
│ ├── layers.1.feed_forward.w1.weight.npy
│ ├── layers.1.feed_forward.w2.weight.npy
│ ├── layers.1.feed_forward.w3.weight.npy
│ ├── layers.1.ffn_norm.weight.npy
│ ├── layers.20.attention_norm.weight.npy
│ ├── layers.20.attention.wk.weight.npy
│ ├── layers.20.attention.wo.weight.npy
│ ├── layers.20.attention.wq.weight.npy
│ ├── layers.20.attention.wv.weight.npy
│ ├── layers.20.feed_forward.w1.weight.npy
│ ├── layers.20.feed_forward.w2.weight.npy
│ ├── layers.20.feed_forward.w3.weight.npy
│ ├── layers.20.ffn_norm.weight.npy
│ ├── layers.21.attention_norm.weight.npy
│ ├── layers.21.attention.wk.weight.npy
│ ├── layers.21.attention.wo.weight.npy
│ ├── layers.21.attention.wq.weight.npy
│ ├── layers.21.attention.wv.weight.npy
│ ├── layers.21.feed_forward.w1.weight.npy
│ ├── layers.21.feed_forward.w2.weight.npy
│ ├── layers.21.feed_forward.w3.weight.npy
│ ├── layers.21.ffn_norm.weight.npy
│ ├── layers.22.attention_norm.weight.npy
│ ├── layers.22.attention.wk.weight.npy
│ ├── layers.22.attention.wo.weight.npy
│ ├── layers.22.attention.wq.weight.npy
│ ├── layers.22.attention.wv.weight.npy
│ ├── layers.22.feed_forward.w1.weight.npy
│ ├── layers.22.feed_forward.w2.weight.npy
│ ├── layers.22.feed_forward.w3.weight.npy
│ ├── layers.22.ffn_norm.weight.npy
│ ├── layers.23.attention_norm.weight.npy
│ ├── layers.23.attention.wk.weight.npy
│ ├── layers.23.attention.wo.weight.npy
│ ├── layers.23.attention.wq.weight.npy
│ ├── layers.23.attention.wv.weight.npy
│ ├── layers.23.feed_forward.w1.weight.npy
│ ├── layers.23.feed_forward.w2.weight.npy
│ ├── layers.23.feed_forward.w3.weight.npy
│ ├── layers.23.ffn_norm.weight.npy
│ ├── layers.24.attention_norm.weight.npy
│ ├── layers.24.attention.wk.weight.npy
│ ├── layers.24.attention.wo.weight.npy
│ ├── layers.24.attention.wq.weight.npy
│ ├── layers.24.attention.wv.weight.npy
│ ├── layers.24.feed_forward.w1.weight.npy
│ ├── layers.24.feed_forward.w2.weight.npy
│ ├── layers.24.feed_forward.w3.weight.npy
│ ├── layers.24.ffn_norm.weight.npy
│ ├── layers.25.attention_norm.weight.npy
│ ├── layers.25.attention.wk.weight.npy
│ ├── layers.25.attention.wo.weight.npy
│ ├── layers.25.attention.wq.weight.npy
│ ├── layers.25.attention.wv.weight.npy
│ ├── layers.25.feed_forward.w1.weight.npy
│ ├── layers.25.feed_forward.w2.weight.npy
│ ├── layers.25.feed_forward.w3.weight.npy
│ ├── layers.25.ffn_norm.weight.npy
│ ├── layers.26.attention_norm.weight.npy
│ ├── layers.26.attention.wk.weight.npy
│ ├── layers.26.attention.wo.weight.npy
│ ├── layers.26.attention.wq.weight.npy
│ ├── layers.26.attention.wv.weight.npy
│ ├── layers.26.feed_forward.w1.weight.npy
│ ├── layers.26.feed_forward.w2.weight.npy
│ ├── layers.26.feed_forward.w3.weight.npy
│ ├── layers.26.ffn_norm.weight.npy
│ ├── layers.27.attention_norm.weight.npy
│ ├── layers.27.attention.wk.weight.npy
│ ├── layers.27.attention.wo.weight.npy
│ ├── layers.27.attention.wq.weight.npy
│ ├── layers.27.attention.wv.weight.npy
│ ├── layers.27.feed_forward.w1.weight.npy
│ ├── layers.27.feed_forward.w2.weight.npy
│ ├── layers.27.feed_forward.w3.weight.npy
│ ├── layers.27.ffn_norm.weight.npy
│ ├── layers.28.attention_norm.weight.npy
│ ├── layers.28.attention.wk.weight.npy
│ ├── layers.28.attention.wo.weight.npy
│ ├── layers.28.attention.wq.weight.npy
│ ├── layers.28.attention.wv.weight.npy
│ ├── layers.28.feed_forward.w1.weight.npy
│ ├── layers.28.feed_forward.w2.weight.npy
│ ├── layers.28.feed_forward.w3.weight.npy
│ ├── layers.28.ffn_norm.weight.npy
│ ├── layers.29.attention_norm.weight.npy
│ ├── layers.29.attention.wk.weight.npy
│ ├── layers.29.attention.wo.weight.npy
│ ├── layers.29.attention.wq.weight.npy
│ ├── layers.29.attention.wv.weight.npy
│ ├── layers.29.feed_forward.w1.weight.npy
│ ├── layers.29.feed_forward.w2.weight.npy
│ ├── layers.29.feed_forward.w3.weight.npy
│ ├── layers.29.ffn_norm.weight.npy
│ ├── layers.2.attention_norm.weight.npy
│ ├── layers.2.attention.wk.weight.npy
│ ├── layers.2.attention.wo.weight.npy
│ ├── layers.2.attention.wq.weight.npy
│ ├── layers.2.attention.wv.weight.npy
│ ├── layers.2.feed_forward.w1.weight.npy
│ ├── layers.2.feed_forward.w2.weight.npy
│ ├── layers.2.feed_forward.w3.weight.npy
│ ├── layers.2.ffn_norm.weight.npy
│ ├── layers.30.attention_norm.weight.npy
│ ├── layers.30.attention.wk.weight.npy
│ ├── layers.30.attention.wo.weight.npy
│ ├── layers.30.attention.wq.weight.npy
│ ├── layers.30.attention.wv.weight.npy
│ ├── layers.30.feed_forward.w1.weight.npy
│ ├── layers.30.feed_forward.w2.weight.npy
│ ├── layers.30.feed_forward.w3.weight.npy
│ ├── layers.30.ffn_norm.weight.npy
│ ├── layers.31.attention_norm.weight.npy
│ ├── layers.31.attention.wk.weight.npy
│ ├── layers.31.attention.wo.weight.npy
│ ├── layers.31.attention.wq.weight.npy
│ ├── layers.31.attention.wv.weight.npy
│ ├── layers.31.feed_forward.w1.weight.npy
│ ├── layers.31.feed_forward.w2.weight.npy
│ ├── layers.31.feed_forward.w3.weight.npy
│ ├── layers.31.ffn_norm.weight.npy
│ ├── layers.32.attention_norm.weight.npy
│ ├── layers.32.attention.wk.weight.npy
│ ├── layers.32.attention.wo.weight.npy
│ ├── layers.32.attention.wq.weight.npy
│ ├── layers.32.attention.wv.weight.npy
│ ├── layers.32.feed_forward.w1.weight.npy
│ ├── layers.32.feed_forward.w2.weight.npy
│ ├── layers.32.feed_forward.w3.weight.npy
│ ├── layers.32.ffn_norm.weight.npy
│ ├── layers.33.attention_norm.weight.npy
│ ├── layers.33.attention.wk.weight.npy
│ ├── layers.33.attention.wo.weight.npy
│ ├── layers.33.attention.wq.weight.npy
│ ├── layers.33.attention.wv.weight.npy
│ ├── layers.33.feed_forward.w1.weight.npy
│ ├── layers.33.feed_forward.w2.weight.npy
│ ├── layers.33.feed_forward.w3.weight.npy
│ ├── layers.33.ffn_norm.weight.npy
│ ├── layers.34.attention_norm.weight.npy
│ ├── layers.34.attention.wk.weight.npy
│ ├── layers.34.attention.wo.weight.npy
│ ├── layers.34.attention.wq.weight.npy
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│ ├── layers.34.feed_forward.w1.weight.npy
│ ├── layers.34.feed_forward.w2.weight.npy
│ ├── layers.34.feed_forward.w3.weight.npy
│ ├── layers.34.ffn_norm.weight.npy
│ ├── layers.35.attention_norm.weight.npy
│ ├── layers.35.attention.wk.weight.npy
│ ├── layers.35.attention.wo.weight.npy
│ ├── layers.35.attention.wq.weight.npy
│ ├── layers.35.attention.wv.weight.npy
│ ├── layers.35.feed_forward.w1.weight.npy
│ ├── layers.35.feed_forward.w2.weight.npy
│ ├── layers.35.feed_forward.w3.weight.npy
│ ├── layers.35.ffn_norm.weight.npy
│ ├── layers.36.attention_norm.weight.npy
│ ├── layers.36.attention.wk.weight.npy
│ ├── layers.36.attention.wo.weight.npy
│ ├── layers.36.attention.wq.weight.npy
│ ├── layers.36.attention.wv.weight.npy
│ ├── layers.36.feed_forward.w1.weight.npy
│ ├── layers.36.feed_forward.w2.weight.npy
│ ├── layers.36.feed_forward.w3.weight.npy
│ ├── layers.36.ffn_norm.weight.npy
│ ├── layers.37.attention_norm.weight.npy
│ ├── layers.37.attention.wk.weight.npy
│ ├── layers.37.attention.wo.weight.npy
│ ├── layers.37.attention.wq.weight.npy
│ ├── layers.37.attention.wv.weight.npy
│ ├── layers.37.feed_forward.w1.weight.npy
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│ ├── layers.37.feed_forward.w3.weight.npy
│ ├── layers.37.ffn_norm.weight.npy
│ ├── layers.38.attention_norm.weight.npy
│ ├── layers.38.attention.wk.weight.npy
│ ├── layers.38.attention.wo.weight.npy
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│ ├── layers.38.ffn_norm.weight.npy
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│ ├── layers.39.attention.wk.weight.npy
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│ ├── layers.39.attention.wq.weight.npy
│ ├── layers.39.attention.wv.weight.npy
│ ├── layers.39.feed_forward.w1.weight.npy
│ ├── layers.39.feed_forward.w2.weight.npy
│ ├── layers.39.feed_forward.w3.weight.npy
│ ├── layers.39.ffn_norm.weight.npy
│ ├── layers.3.attention_norm.weight.npy
│ ├── layers.3.attention.wk.weight.npy
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│ ├── layers.3.ffn_norm.weight.npy
│ ├── layers.4.attention_norm.weight.npy
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│ ├── layers.5.attention_norm.weight.npy
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│ ├── layers.9.ffn_norm.weight.npy
│ ├── norm.weight.npy
│ ├── output.weight.npy
│ ├── rope.freqs.npy
│ └── tok_embeddings.weight.npy
└── consolidated.01
├── layers.0.attention_norm.weight.npy
├── layers.0.attention.wk.weight.npy
├── layers.0.attention.wo.weight.npy
├── layers.0.attention.wq.weight.npy
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├── layers.0.feed_forward.w1.weight.npy
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├── layers.0.ffn_norm.weight.npy
├── layers.10.attention_norm.weight.npy
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├── layers.10.attention.wo.weight.npy
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├── layers.11.attention_norm.weight.npy
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