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gguf : add python reader example (#5216)
* Update CMakeLists.txt * Create reader.py * Update reader.py * Update reader.py another whitespace :| * Update reader.py * lintlintlint
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@ -38,6 +38,7 @@ else()
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add_subdirectory(speculative)
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add_subdirectory(lookahead)
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add_subdirectory(lookup)
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add_subdirectory(gguf)
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add_subdirectory(train-text-from-scratch)
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add_subdirectory(imatrix)
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if (LLAMA_BUILD_SERVER)
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45
gguf-py/examples/reader.py
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45
gguf-py/examples/reader.py
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@ -0,0 +1,45 @@
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#!/usr/bin/env python3
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import sys
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from pathlib import Path
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from gguf.gguf_reader import GGUFReader
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sys.path.insert(0, str(Path(__file__).parent.parent))
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def read_gguf_file(gguf_file_path):
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"""
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Reads and prints key-value pairs and tensor information from a GGUF file in an improved format.
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Parameters:
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- gguf_file_path: Path to the GGUF file.
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"""
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reader = GGUFReader(gguf_file_path)
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# List all key-value pairs in a columnized format
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print("Key-Value Pairs:")
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max_key_length = max(len(key) for key in reader.fields.keys())
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for key, field in reader.fields.items():
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value = field.parts[field.data[0]]
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print(f"{key:{max_key_length}} : {value}")
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print("----")
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# List all tensors
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print("Tensors:")
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tensor_info_format = "{:<30} | Shape: {:<15} | Size: {:<12} | Quantization: {}"
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print(tensor_info_format.format("Tensor Name", "Shape", "Size", "Quantization"))
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print("-" * 80)
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for tensor in reader.tensors:
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shape_str = "x".join(map(str, tensor.shape))
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size_str = str(tensor.n_elements)
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quantization_str = tensor.tensor_type.name
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print(tensor_info_format.format(tensor.name, shape_str, size_str, quantization_str))
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if __name__ == '__main__':
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if len(sys.argv) < 2:
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print("Usage: reader.py <path_to_gguf_file>")
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sys.exit(1)
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gguf_file_path = sys.argv[1]
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read_gguf_file(gguf_file_path)
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