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Face"},"license":"MIT","homepage":"https://github.com/huggingface/huggingface.js#readme","keywords":["gguf","hub","huggingface"],"repository":{"type":"git","url":"git+https://github.com/huggingface/huggingface.js.git"},"description":"a GGUF parser that works on remotely hosted files","maintainers":[{"name":"julien-c","email":"chaumond@gmail.com"},{"name":"pierric","email":"pierric.gh@gmail.com"},{"name":"coyotte508","email":"coyotte508@protonmail.com"},{"name":"xenova","email":"admin@xenova.com"},{"name":"gary149","email":"v@huggingface.co"}],"readme":"# `@huggingface/gguf`\n\nA GGUF parser that works on remotely hosted files.\n\n## Spec\n\n<img src=\"https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/gguf-spec.png\"/>\n\nSpec: https://github.com/ggerganov/ggml/blob/master/docs/gguf.md\n\nReference implementation (Python): https://github.com/ggerganov/llama.cpp/blob/master/gguf-py/gguf/gguf_reader.py\n\n## Install\n\n```bash\nnpm install @huggingface/gguf\n```\n\n## Usage\n\n### Basic usage\n\n```ts\nimport { GGMLQuantizationType, gguf } from \"@huggingface/gguf\";\n\n// remote GGUF file from https://huggingface.co/TheBloke/Llama-2-7B-Chat-GGUF\nconst URL_LLAMA = \"https://huggingface.co/TheBloke/Llama-2-7B-Chat-GGUF/resolve/191239b/llama-2-7b-chat.Q2_K.gguf\";\n\nconst { metadata, tensorInfos } = await gguf(URL_LLAMA);\n\nconsole.log(metadata);\n// {\n//     version: 2,\n//     tensor_count: 291n,\n//     kv_count: 19n,\n//     \"general.architecture\": \"llama\",\n//     \"general.file_type\": 10,\n//     \"general.name\": \"LLaMA v2\",\n//     ...\n// }\n\nconsole.log(tensorInfos);\n// [\n//     {\n//         name: \"token_embd.weight\",\n//         shape: [4096n, 32000n],\n//         dtype: GGMLQuantizationType.Q2_K,\n//     },\n\n//     ... ,\n\n//     {\n//         name: \"output_norm.weight\",\n//         shape: [4096n],\n//         dtype: GGMLQuantizationType.F32,\n//     }\n// ]\n\n```\n\n### Reading a local file\n\n```ts\n// Reading a local file. (Not supported on browser)\nconst { metadata, tensorInfos } = await gguf(\n  './my_model.gguf',\n  { allowLocalFile: true },\n);\n```\n\n### Typed metadata\n\nYou can get metadata with type information by setting `typedMetadata: true`. This provides both the original value and its GGUF data type:\n\n```ts\nimport { GGMLQuantizationType, GGUFValueType, gguf } from \"@huggingface/gguf\";\n\nconst URL_LLAMA = \"https://huggingface.co/TheBloke/Llama-2-7B-Chat-GGUF/resolve/191239b/llama-2-7b-chat.Q2_K.gguf\";\n\nconst { metadata, typedMetadata } = await gguf(URL_LLAMA, { typedMetadata: true });\n\nconsole.log(typedMetadata);\n// {\n//     version: { value: 2, type: GGUFValueType.UINT32 },\n//     tensor_count: { value: 291n, type: GGUFValueType.UINT64 },\n//     kv_count: { value: 19n, type: GGUFValueType.UINT64 },\n//     \"general.architecture\": { value: \"llama\", type: GGUFValueType.STRING },\n//     \"general.file_type\": { value: 10, type: GGUFValueType.UINT32 },\n//     \"general.name\": { value: \"LLaMA v2\", type: GGUFValueType.STRING },\n//     \"llama.attention.head_count\": { value: 32, type: GGUFValueType.UINT32 },\n//     \"llama.attention.layer_norm_rms_epsilon\": { value: 9.999999974752427e-7, type: GGUFValueType.FLOAT32 },\n//     \"tokenizer.ggml.tokens\": { value: [\"<unk>\", \"<s>\", \"</s>\", ...], type: GGUFValueType.ARRAY, subType: GGUFValueType.STRING },\n//     \"tokenizer.ggml.scores\": { value: [0.0, -1000.0, -1000.0, ...], type: GGUFValueType.ARRAY, subType: GGUFValueType.FLOAT32 },\n//     ...\n// }\n\n// Access both value and type information\nconsole.log(typedMetadata[\"general.architecture\"].value); // \"llama\"\nconsole.log(typedMetadata[\"general.architecture\"].type);  // GGUFValueType.STRING (8)\n\n// For arrays, subType indicates the type of array elements\nconsole.log(typedMetadata[\"tokenizer.ggml.tokens\"].type);    // GGUFValueType.ARRAY (9)  \nconsole.log(typedMetadata[\"tokenizer.ggml.tokens\"].subType); // GGUFValueType.STRING (8)\n```\n\n### Strictly typed\n\nBy default, known fields in `metadata` are typed. This includes various fields found in [llama.cpp](https://github.com/ggerganov/llama.cpp), [whisper.cpp](https://github.com/ggerganov/whisper.cpp) and [ggml](https://github.com/ggerganov/ggml).\n\n```ts\nconst { metadata, tensorInfos } = await gguf(URL_MODEL);\n\n// Type check for model architecture at runtime\nif (metadata[\"general.architecture\"] === \"llama\") {\n\n  // \"llama.attention.head_count\" is a valid key for llama architecture, this is typed as a number\n  console.log(model[\"llama.attention.head_count\"]);\n\n  // \"mamba.ssm.conv_kernel\" is an invalid key, because it requires model architecture to be mamba\n  console.log(model[\"mamba.ssm.conv_kernel\"]); // error\n}\n```\n\n### Disable strictly typed\n\nBecause GGUF format can be used to store tensors, we can technically use it for other usages. For example, storing [control vectors](https://github.com/ggerganov/llama.cpp/pull/5970), [lora weights](https://github.com/ggerganov/llama.cpp/pull/2632), etc.\n\nIn case you want to use your own GGUF metadata structure, you can disable strict typing by casting the parse output to `GGUFParseOutput<{ strict: false }>`:\n\n```ts\nconst { metadata, tensorInfos }: GGUFParseOutput<{ strict: false }> = await gguf(URL_LLAMA);\n```\n\n## Command line interface\n\nThis package provides a CLI equivalent to [`gguf_dump.py`](https://github.com/ggml-org/llama.cpp/blob/7a2c913e66353362d7f28d612fd3c9d51a831eda/gguf-py/gguf/scripts/gguf_dump.py) script. You can dump GGUF metadata and list of tensors using this command:\n\n```bash\nnpx @huggingface/gguf my_model.gguf\n\n# or, with a remote GGUF file:\n# npx @huggingface/gguf https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_K_M.gguf\n```\n\nExample for the output:\n\n```\n* Dumping 36 key/value pair(s)\n  Idx | Count  | Value                                                                            \n  ----|--------|----------------------------------------------------------------------------------\n    1 |      1 | version = 3                                                                      \n    2 |      1 | tensor_count = 292                                                               \n    3 |      1 | kv_count = 33                                                                    \n    4 |      1 | general.architecture = \"llama\"                                                   \n    5 |      1 | general.type = \"model\"                                                           \n    6 |      1 | general.name = \"Meta Llama 3.1 8B Instruct\"                                      \n    7 |      1 | general.finetune = \"Instruct\"                                                    \n    8 |      1 | general.basename = \"Meta-Llama-3.1\"                                                   \n\n[truncated]\n\n* Dumping 292 tensor(s)\n  Idx | Num Elements | Shape                          | Data Type | Name                     \n  ----|--------------|--------------------------------|-----------|--------------------------\n    1 |           64 |     64,      1,      1,      1 | F32       | rope_freqs.weight        \n    2 |    525336576 |   4096, 128256,      1,      1 | Q4_K      | token_embd.weight        \n    3 |         4096 |   4096,      1,      1,      1 | F32       | blk.0.attn_norm.weight   \n    4 |     58720256 |  14336,   4096,      1,      1 | Q6_K      | blk.0.ffn_down.weight\n\n[truncated]\n```\n\nAlternatively, you can install this package as global, which will provide the `gguf-view` command:\n\n```bash\nnpm i -g @huggingface/gguf\ngguf-view my_model.gguf\n```\n\n## Hugging Face Hub\n\nThe Hub supports all file formats and has built-in features for GGUF format. \n\nFind more information at: http://hf.co/docs/hub/gguf.\n\n## Acknowledgements & Inspirations\n\n- https://github.com/hyparam/hyllama by @platypii (MIT license)\n- https://github.com/ahoylabs/gguf.js by @biw @dkogut1996 @spencekim (MIT license)\n\n🔥❤️\n\n","readmeFilename":"README.md"}