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* split: support in llama_model_loader * avoid copying the entire vector Co-authored-by: slaren <slarengh@gmail.com> * split: move llama_tensor_offset to llama_model_loader * llama_model_loader: PR feedbacks: - use only one gguf_context for metadata only - store all ggml_context in a vector as the files and mappings - store all weights in a vector along with the source tensor - rename ctx_gguf to meta - rename ctx_meta to contexts * avoid copying the entire vector * Simplify this by making these optional, switch some layer creation tensor optional Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * Handle optional tensors Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> * llama_model_loader: fail if backend cannot allocate buffer * fix mmap buffer management * llama_model_loader: map file to backend buffer if the allocation succeeds only * llama_model_loader: only map tensors included in the context * llama_model_loader: minor, use same variable name for consistency, fix spacing in types cast * llama_model_loader: fail if any of backend buffer cannot be allocated * spacing Co-authored-by: slaren <slarengh@gmail.com> * fix loop over pointer Co-authored-by: slaren <slarengh@gmail.com> * llama_model_loader: if n_tensors declared not equals to loaded tensors in split, throw an exception instead of asserting * llama_model_loader: ensure mappings vector has the expected size * llama_model_loader: use at instead of operator[] if this should never add to the map. * llama_model_loader: immediately add the backend buffer to the model buffers in order to free them if an error occurs in the next allocation. Reserve the expected size. * llama_model_loader: be sure the model mappings has enough capacity before allocating backend buffer * llama_model_loader: fix map -> unordered map * llama_split_prefix: use a clearer version, not pass split path len but dest max len. Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> * llama : minor ggml-ci * llama : introduce some typedef helpers * docs: add model shard in hot topic * llama_model_loader: put mapping in a unique_ptr from the moment it is allocated Co-authored-by: slaren <slarengh@gmail.com> * fix llama_split_prefix --------- Co-authored-by: slaren <slarengh@gmail.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com> |
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.. | ||
CMakeLists.txt | ||
gguf-split.cpp | ||
README.md |
GGUF split Example
CLI to split / merge GGUF files.
Command line options:
--split
: split GGUF to multiple GGUF, default operation.--split-max-tensors
: maximum tensors in each split: default(128)--merge
: merge multiple GGUF to a single GGUF.