Gguf
mistral-cookbookmethodsquantizationconcept-deep-dive
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GGUF
Previously nammed GGML, GGUF is favored by a lot of the community for its ability to run efficiently on CPU and Apple devices, offloading to a GPU if available! Making it a good choice for local testing and deployment as it can make good use of both RAM (and VRAM if available).
Quantizing with llama.cpp
Here is a list of possible quantizations with llama.cpp:
q2_kq3_k_lq3_k_mq3_k_sq4_0: <- 4-bitq4_1q4_k_sq4_k_m<- Recommendedq5_0: <- 5-bitq5_1q5_k_sq5_k_m: <- Recommendedq6_k: <- Recommendedq8_0: <- 8-bit, very close to lossless compared to the original weights
Lets do a short demo and quantize Mistral 7B!
First lets install all the dependencies required and llama.cpp, as well as downloading the model.
[1]
Cloning into 'llama.cpp'...
remote: Enumerating objects: 32489, done.
remote: Counting objects: 100% (11391/11391), done.
remote: Compressing objects: 100% (708/708), done.
remote: Total 32489 (delta 11079), reused 10702 (delta 10682), pack-reused 21098 (from 1)
Receiving objects: 100% (32489/32489), 56.06 MiB | 14.27 MiB/s, done.
Resolving deltas: 100% (23481/23481), done.
Already up to date.
I ccache not found. Consider installing it for faster compilation.
I llama.cpp build info:
I UNAME_S: Linux
I UNAME_P: x86_64
I UNAME_M: x86_64
I CFLAGS: -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion
I CXXFLAGS: -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE
I NVCCFLAGS: -std=c++11 -O3 -g
I LDFLAGS:
I CC: cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
I CXX: c++ (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
rm -vrf *.dot libllava.a llama-baby-llama llama-batched llama-batched-bench llama-bench llama-benchmark-matmult llama-cli llama-convert-llama2c-to-ggml llama-embedding llama-eval-callback llama-export-lora llama-gbnf-validator llama-gguf llama-gguf-hash llama-gguf-split llama-gritlm llama-imatrix llama-infill llama-llava-cli llama-minicpmv-cli llama-lookahead llama-lookup llama-lookup-create llama-lookup-merge llama-lookup-stats llama-parallel llama-passkey llama-perplexity llama-q8dot llama-quantize llama-quantize-stats llama-retrieval llama-save-load-state llama-server llama-simple llama-speculative llama-tokenize llama-vdot llama-cvector-generator tests/test-c.o tests/test-autorelease tests/test-backend-ops tests/test-chat-template tests/test-double-float tests/test-grad0 tests/test-grammar-integration tests/test-grammar-parser tests/test-json-schema-to-grammar tests/test-llama-grammar tests/test-model-load-cancel tests/test-opt tests/test-quantize-fns tests/test-quantize-perf tests/test-rope tests/test-sampling tests/test-tokenizer-0 tests/test-tokenizer-1-bpe tests/test-tokenizer-1-spm
rm -rvf src/*.o
rm -rvf tests/*.o
rm -rvf examples/*.o
rm -rvf common/*.o
rm -rvf *.a
rm -rvf *.dll
rm -rvf *.so
rm -rvf *.dot
rm -rvf ggml/*.a
rm -rvf ggml/*.dll
rm -rvf ggml/*.so
rm -vrf ggml/src/*.o
rm -rvf ggml/src/llamafile/*.o
rm -rvf common/build-info.cpp
rm -vrf ggml/src/ggml-metal-embed.metal
rm -vrf ggml/src/ggml-cuda/*.o
rm -vrf ggml/src/ggml-cuda/template-instances/*.o
rm -rvf libllava.a llama-baby-llama llama-batched llama-batched-bench llama-bench llama-benchmark-matmult llama-cli llama-convert-llama2c-to-ggml llama-embedding llama-eval-callback llama-export-lora llama-gbnf-validator llama-gguf llama-gguf-hash llama-gguf-split llama-gritlm llama-imatrix llama-infill llama-llava-cli llama-minicpmv-cli llama-lookahead llama-lookup llama-lookup-create llama-lookup-merge llama-lookup-stats llama-parallel llama-passkey llama-perplexity llama-q8dot llama-quantize llama-quantize-stats llama-retrieval llama-save-load-state llama-server llama-simple llama-speculative llama-tokenize llama-vdot llama-cvector-generator tests/test-c.o
rm -rvf tests/test-autorelease tests/test-backend-ops tests/test-chat-template tests/test-double-float tests/test-grad0 tests/test-grammar-integration tests/test-grammar-parser tests/test-json-schema-to-grammar tests/test-llama-grammar tests/test-model-load-cancel tests/test-opt tests/test-quantize-fns tests/test-quantize-perf tests/test-rope tests/test-sampling tests/test-tokenizer-0 tests/test-tokenizer-1-bpe tests/test-tokenizer-1-spm
rm -f vulkan-shaders-gen ggml/src/ggml-vulkan-shaders.hpp ggml/src/ggml-vulkan-shaders.cpp
rm -rvf main quantize quantize-stats perplexity imatrix embedding vdot q8dot convert-llama2c-to-ggml simple batched batched-bench save-load-state server gguf gguf-split eval-callback llama-bench libllava.a llava-cli baby-llama retrieval speculative infill tokenize benchmark-matmult parallel export-lora lookahead lookup passkey gritlm
find examples pocs -type f -name "*.o" -delete
Makefile:76: *** LLAMA_CUBLAS is removed. Use GGML_CUDA instead.. Stop.
Looking in indexes: https://pypi.org/simple, https://download.pytorch.org/whl/cpu, https://download.pytorch.org/whl/cpu, https://download.pytorch.org/whl/cpu, https://download.pytorch.org/whl/cpu
Requirement already satisfied: numpy~=1.26.4 in /usr/local/lib/python3.10/dist-packages (from -r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 1)) (1.26.4)
Collecting sentencepiece~=0.2.0 (from -r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 2))
Downloading sentencepiece-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (7.7 kB)
Requirement already satisfied: transformers<5.0.0,>=4.40.1 in /usr/local/lib/python3.10/dist-packages (from -r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 3)) (4.42.4)
Collecting gguf>=0.1.0 (from -r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 4))
Downloading gguf-0.9.1-py3-none-any.whl.metadata (3.3 kB)
Collecting protobuf<5.0.0,>=4.21.0 (from -r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 5))
Downloading protobuf-4.25.4-cp37-abi3-manylinux2014_x86_64.whl.metadata (541 bytes)
Collecting torch~=2.2.1 (from -r llama.cpp/./requirements/requirements-convert_hf_to_gguf.txt (line 3))
Downloading https://download.pytorch.org/whl/cpu/torch-2.2.2%2Bcpu-cp310-cp310-linux_x86_64.whl (186.8 MB)
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Requirement already satisfied: huggingface-hub<1.0,>=0.23.2 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.40.1->-r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 3)) (0.23.5)
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Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.40.1->-r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 3)) (0.4.4)
Requirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.40.1->-r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 3)) (0.19.1)
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Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch~=2.2.1->-r llama.cpp/./requirements/requirements-convert_hf_to_gguf.txt (line 3)) (2024.6.1)
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Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers<5.0.0,>=4.40.1->-r llama.cpp/./requirements/requirements-convert_legacy_llama.txt (line 3)) (2024.7.4)
Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch~=2.2.1->-r llama.cpp/./requirements/requirements-convert_hf_to_gguf.txt (line 3)) (1.3.0)
Downloading sentencepiece-0.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)
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Downloading gguf-0.9.1-py3-none-any.whl (49 kB)
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Downloading protobuf-4.25.4-cp37-abi3-manylinux2014_x86_64.whl (294 kB)
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Installing collected packages: sentencepiece, protobuf, gguf, torch
Attempting uninstall: sentencepiece
Found existing installation: sentencepiece 0.1.99
Uninstalling sentencepiece-0.1.99:
Successfully uninstalled sentencepiece-0.1.99
Attempting uninstall: protobuf
Found existing installation: protobuf 3.20.3
Uninstalling protobuf-3.20.3:
Successfully uninstalled protobuf-3.20.3
Attempting uninstall: torch
Found existing installation: torch 2.3.1+cu121
Uninstalling torch-2.3.1+cu121:
Successfully uninstalled torch-2.3.1+cu121
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
tensorflow-metadata 1.15.0 requires protobuf<4.21,>=3.20.3; python_version < "3.11", but you have protobuf 4.25.4 which is incompatible.
torchaudio 2.3.1+cu121 requires torch==2.3.1, but you have torch 2.2.2+cpu which is incompatible.
torchtext 0.18.0 requires torch>=2.3.0, but you have torch 2.2.2+cpu which is incompatible.
torchvision 0.18.1+cu121 requires torch==2.3.1, but you have torch 2.2.2+cpu which is incompatible.
Successfully installed gguf-0.9.1 protobuf-4.25.4 sentencepiece-0.2.0 torch-2.2.2+cpu
I ccache not found. Consider installing it for faster compilation.
I llama.cpp build info:
I UNAME_S: Linux
I UNAME_P: x86_64
I UNAME_M: x86_64
I CFLAGS: -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion
I CXXFLAGS: -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE
I NVCCFLAGS: -std=c++11 -O3 -g
I LDFLAGS:
I CC: cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
I CXX: c++ (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c ggml/src/llamafile/sgemm.cpp -o ggml/src/llamafile/sgemm.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c ggml/src/ggml.c -o ggml/src/ggml.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c ggml/src/ggml-alloc.c -o ggml/src/ggml-alloc.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c ggml/src/ggml-backend.c -o ggml/src/ggml-backend.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c ggml/src/ggml-quants.c -o ggml/src/ggml-quants.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c ggml/src/ggml-aarch64.c -o ggml/src/ggml-aarch64.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/llama.cpp -o src/llama.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/llama-vocab.cpp -o src/llama-vocab.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/llama-grammar.cpp -o src/llama-grammar.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/llama-sampling.cpp -o src/llama-sampling.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/unicode.cpp -o src/unicode.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c src/unicode-data.cpp -o src/unicode-data.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/common.cpp -o common/common.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/console.cpp -o common/console.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/ngram-cache.cpp -o common/ngram-cache.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/sampling.cpp -o common/sampling.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/train.cpp -o common/train.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/grammar-parser.cpp -o common/grammar-parser.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/build-info.cpp -o common/build-info.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c common/json-schema-to-grammar.cpp -o common/json-schema-to-grammar.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -static -fPIC -c examples/llava/llava.cpp -o libllava.a -Wno-cast-qual
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/baby-llama/baby-llama.cpp -o examples/baby-llama/baby-llama.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/baby-llama/baby-llama.o -o llama-baby-llama
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/batched/batched.cpp -o examples/batched/batched.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/batched/batched.o -o llama-batched
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/batched-bench/batched-bench.cpp -o examples/batched-bench/batched-bench.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/batched-bench/batched-bench.o -o llama-batched-bench
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/llama-bench/llama-bench.cpp -o examples/llama-bench/llama-bench.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/llama-bench/llama-bench.o -o llama-bench
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/benchmark/benchmark-matmult.cpp -o examples/benchmark/benchmark-matmult.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o common/build-info.o examples/benchmark/benchmark-matmult.o -o llama-benchmark-matmult
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/main/main.cpp -o examples/main/main.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/main/main.o -o llama-cli
==== Run ./llama-cli -h for help. ====
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.cpp -o examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o examples/convert-llama2c-to-ggml/convert-llama2c-to-ggml.o -o llama-convert-llama2c-to-ggml
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/embedding/embedding.cpp -o examples/embedding/embedding.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/embedding/embedding.o -o llama-embedding
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/eval-callback/eval-callback.cpp -o examples/eval-callback/eval-callback.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/eval-callback/eval-callback.o -o llama-eval-callback
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/export-lora/export-lora.cpp -o examples/export-lora/export-lora.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/export-lora/export-lora.o -o llama-export-lora
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/gbnf-validator/gbnf-validator.cpp -o examples/gbnf-validator/gbnf-validator.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/gbnf-validator/gbnf-validator.o -o llama-gbnf-validator
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/gguf/gguf.cpp -o examples/gguf/gguf.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o examples/gguf/gguf.o -o llama-gguf
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -Iexamples/gguf-hash/deps -c examples/gguf-hash/deps/sha1/sha1.c -o examples/gguf-hash/deps/sha1/sha1.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -Iexamples/gguf-hash/deps -c examples/gguf-hash/deps/xxhash/xxhash.c -o examples/gguf-hash/deps/xxhash/xxhash.o
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -Iexamples/gguf-hash/deps -c examples/gguf-hash/deps/sha256/sha256.c -o examples/gguf-hash/deps/sha256/sha256.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -Iexamples/gguf-hash/deps -c examples/gguf-hash/gguf-hash.cpp -o examples/gguf-hash/gguf-hash.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE examples/gguf-hash/deps/sha1/sha1.o examples/gguf-hash/deps/xxhash/xxhash.o examples/gguf-hash/deps/sha256/sha256.o ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/gguf-hash/gguf-hash.o -o llama-gguf-hash
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/gguf-split/gguf-split.cpp -o examples/gguf-split/gguf-split.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/gguf-split/gguf-split.o -o llama-gguf-split
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/gritlm/gritlm.cpp -o examples/gritlm/gritlm.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/gritlm/gritlm.o -o llama-gritlm
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/imatrix/imatrix.cpp -o examples/imatrix/imatrix.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/imatrix/imatrix.o -o llama-imatrix
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/infill/infill.cpp -o examples/infill/infill.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/infill/infill.o -o llama-infill
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE examples/llava/llava-cli.cpp examples/llava/llava.cpp examples/llava/clip.cpp ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o -o llama-llava-cli -Wno-cast-qual
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE examples/llava/minicpmv-cli.cpp examples/llava/llava.cpp examples/llava/clip.cpp ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o -o llama-minicpmv-cli -Wno-cast-qual
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/lookahead/lookahead.cpp -o examples/lookahead/lookahead.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/lookahead/lookahead.o -o llama-lookahead
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/lookup/lookup.cpp -o examples/lookup/lookup.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/lookup/lookup.o -o llama-lookup
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/lookup/lookup-create.cpp -o examples/lookup/lookup-create.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/lookup/lookup-create.o -o llama-lookup-create
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/lookup/lookup-merge.cpp -o examples/lookup/lookup-merge.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/lookup/lookup-merge.o -o llama-lookup-merge
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/lookup/lookup-stats.cpp -o examples/lookup/lookup-stats.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/lookup/lookup-stats.o -o llama-lookup-stats
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/parallel/parallel.cpp -o examples/parallel/parallel.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/parallel/parallel.o -o llama-parallel
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/passkey/passkey.cpp -o examples/passkey/passkey.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/passkey/passkey.o -o llama-passkey
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/perplexity/perplexity.cpp -o examples/perplexity/perplexity.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/perplexity/perplexity.o -o llama-perplexity
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c pocs/vdot/q8dot.cpp -o pocs/vdot/q8dot.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/ggml.o ggml/src/llamafile/sgemm.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o pocs/vdot/q8dot.o -o llama-q8dot
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/quantize/quantize.cpp -o examples/quantize/quantize.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/quantize/quantize.o -o llama-quantize
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/quantize-stats/quantize-stats.cpp -o examples/quantize-stats/quantize-stats.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/quantize-stats/quantize-stats.o -o llama-quantize-stats
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/retrieval/retrieval.cpp -o examples/retrieval/retrieval.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/retrieval/retrieval.o -o llama-retrieval
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/save-load-state/save-load-state.cpp -o examples/save-load-state/save-load-state.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/save-load-state/save-load-state.o -o llama-save-load-state
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/server/server.cpp -o examples/server/server.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o -Iexamples/server examples/server/server.o -o llama-server
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/simple/simple.cpp -o examples/simple/simple.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/simple/simple.o -o llama-simple
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/speculative/speculative.cpp -o examples/speculative/speculative.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/speculative/speculative.o -o llama-speculative
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/tokenize/tokenize.cpp -o examples/tokenize/tokenize.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/tokenize/tokenize.o -o llama-tokenize
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c pocs/vdot/vdot.cpp -o pocs/vdot/vdot.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/ggml.o ggml/src/llamafile/sgemm.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o pocs/vdot/vdot.o -o llama-vdot
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/cvector-generator/cvector-generator.cpp -o examples/cvector-generator/cvector-generator.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE ggml/src/llamafile/sgemm.o ggml/src/ggml.o ggml/src/ggml-alloc.o ggml/src/ggml-backend.o ggml/src/ggml-quants.o ggml/src/ggml-aarch64.o src/llama.o src/llama-vocab.o src/llama-grammar.o src/llama-sampling.o src/unicode.o src/unicode-data.o common/common.o common/console.o common/ngram-cache.o common/sampling.o common/train.o common/grammar-parser.o common/build-info.o common/json-schema-to-grammar.o examples/cvector-generator/cvector-generator.o -o llama-cvector-generator
cc -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -std=c11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wshadow -Wstrict-prototypes -Wpointer-arith -Wmissing-prototypes -Werror=implicit-int -Werror=implicit-function-declaration -pthread -march=native -mtune=native -fopenmp -Wdouble-promotion -c tests/test-c.c -o tests/test-c.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE -c examples/deprecation-warning/deprecation-warning.cpp -o examples/deprecation-warning/deprecation-warning.o
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE examples/deprecation-warning/deprecation-warning.o -o main
NOTICE: The 'main' binary is deprecated. Please use 'llama-cli' instead.
c++ -std=c++11 -fPIC -O3 -g -Wall -Wextra -Wpedantic -Wcast-qual -Wno-unused-function -Wmissing-declarations -Wmissing-noreturn -pthread -fopenmp -march=native -mtune=native -Wno-array-bounds -Wno-format-truncation -Wextra-semi -Iggml/include -Iggml/src -Iinclude -Isrc -Icommon -D_XOPEN_SOURCE=600 -D_GNU_SOURCE -DNDEBUG -DGGML_USE_OPENMP -DGGML_USE_LLAMAFILE examples/deprecation-warning/deprecation-warning.o -o server
NOTICE: The 'server' binary is deprecated. Please use 'llama-server' instead.
Git LFS initialized.
Cloning into 'Mistral-7B-Instruct-v0.3'...
remote: Enumerating objects: 98, done.
remote: Counting objects: 100% (94/94), done.
remote: Compressing objects: 100% (94/94), done.
remote: Total 98 (delta 49), reused 0 (delta 0), pack-reused 4 (from 1)
Unpacking objects: 100% (98/98), 737.47 KiB | 1.78 MiB/s, done.
Filtering content: 100% (5/5), 3.00 GiB | 8.66 MiB/s, done.
Encountered 4 file(s) that may not have been copied correctly on Windows:
model-00003-of-00003.safetensors
model-00002-of-00003.safetensors
consolidated.safetensors
model-00001-of-00003.safetensors
See: `git lfs help smudge` for more details.
Once everything installed and downloaded, we can convert our model to fp16, required before quantizing to GGUF.
[2]
INFO:hf-to-gguf:Loading model: Mistral-7B-Instruct-v0.3
INFO:gguf.gguf_writer:gguf: This GGUF file is for Little Endian only
INFO:hf-to-gguf:Exporting model...
INFO:hf-to-gguf:gguf: loading model weight map from 'model.safetensors.index.json'
INFO:hf-to-gguf:gguf: loading model part 'model-00001-of-00003.safetensors'
INFO:hf-to-gguf:token_embd.weight, torch.bfloat16 --> F16, shape = {4096, 32768}
INFO:hf-to-gguf:blk.0.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.0.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.0.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.0.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.0.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.0.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.0.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.0.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.0.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.1.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.1.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.1.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.1.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.1.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.1.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.1.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.1.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.1.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.10.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.10.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.10.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.10.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.10.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.10.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.2.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.2.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.2.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.2.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.2.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.2.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.2.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.2.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.2.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.3.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.3.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.3.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.3.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.3.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.3.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.3.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.3.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.3.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.4.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.4.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.4.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.4.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.4.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.4.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.4.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.4.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.4.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.5.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.5.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.5.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.5.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.5.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.5.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.5.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.5.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.5.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.6.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.6.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.6.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.6.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.6.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.6.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.6.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.6.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.6.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.7.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.7.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.7.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.7.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.7.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.7.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.7.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.7.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.7.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.8.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.8.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.8.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.8.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.8.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.8.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.8.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.8.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.8.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.9.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.9.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.9.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.9.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.9.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.9.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.9.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.9.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.9.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:gguf: loading model part 'model-00002-of-00003.safetensors'
INFO:hf-to-gguf:blk.10.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.10.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.10.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.11.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.11.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.11.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.11.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.11.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.11.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.11.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.11.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.11.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.12.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.12.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.12.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.12.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.12.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.12.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.12.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.12.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.12.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.13.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.13.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.13.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.13.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.13.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.13.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.13.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.13.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.13.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.14.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.14.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.14.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.14.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.14.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.14.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.14.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.14.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.14.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.15.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.15.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.15.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.15.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.15.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.15.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.15.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.15.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.15.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.16.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.16.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.16.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.16.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.16.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.16.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.16.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.16.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.16.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.17.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.17.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.17.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.17.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.17.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.17.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.17.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.17.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.17.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.18.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.18.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.18.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.18.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.18.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.18.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.18.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.18.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.18.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.19.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.19.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.19.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.19.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.19.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.19.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.19.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.19.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.19.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.20.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.20.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.20.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.20.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.20.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.20.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.20.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.20.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.20.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.21.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.21.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.21.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.21.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.21.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.21.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.21.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.21.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.21.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.22.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.22.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.22.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.22.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:gguf: loading model part 'model-00003-of-00003.safetensors'
INFO:hf-to-gguf:output.weight, torch.bfloat16 --> F16, shape = {4096, 32768}
INFO:hf-to-gguf:blk.22.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.22.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.22.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.22.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.22.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.23.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.23.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.23.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.23.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.23.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.23.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.23.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.23.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.23.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.24.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.24.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.24.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.24.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.24.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.24.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.24.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.24.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.24.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.25.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.25.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.25.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.25.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.25.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.25.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.25.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.25.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.25.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.26.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.26.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.26.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.26.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.26.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.26.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.26.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.26.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.26.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.27.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.27.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.27.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.27.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.27.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.27.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.27.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.27.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.27.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.28.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.28.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.28.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.28.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.28.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.28.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.28.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.28.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.28.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.29.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.29.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.29.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.29.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.29.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.29.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.29.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.29.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.29.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.30.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.30.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.30.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.30.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.30.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.30.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.30.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.30.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.30.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.31.attn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.31.ffn_down.weight, torch.bfloat16 --> F16, shape = {14336, 4096}
INFO:hf-to-gguf:blk.31.ffn_gate.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.31.ffn_up.weight, torch.bfloat16 --> F16, shape = {4096, 14336}
INFO:hf-to-gguf:blk.31.ffn_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:blk.31.attn_k.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:blk.31.attn_output.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.31.attn_q.weight, torch.bfloat16 --> F16, shape = {4096, 4096}
INFO:hf-to-gguf:blk.31.attn_v.weight, torch.bfloat16 --> F16, shape = {4096, 1024}
INFO:hf-to-gguf:output_norm.weight, torch.bfloat16 --> F32, shape = {4096}
INFO:hf-to-gguf:Set meta model
INFO:hf-to-gguf:Set model parameters
INFO:hf-to-gguf:gguf: context length = 32768
INFO:hf-to-gguf:gguf: embedding length = 4096
INFO:hf-to-gguf:gguf: feed forward length = 14336
INFO:hf-to-gguf:gguf: head count = 32
INFO:hf-to-gguf:gguf: key-value head count = 8
INFO:hf-to-gguf:gguf: rope theta = 1000000.0
INFO:hf-to-gguf:gguf: rms norm epsilon = 1e-05
INFO:hf-to-gguf:gguf: file type = 1
INFO:hf-to-gguf:Set model tokenizer
INFO:gguf.vocab:Setting special token type bos to 1
INFO:gguf.vocab:Setting special token type eos to 2
INFO:gguf.vocab:Setting special token type unk to 0
INFO:gguf.vocab:Setting add_bos_token to True
INFO:gguf.vocab:Setting add_eos_token to False
INFO:gguf.vocab:Setting chat_template to {%- if messages[0]["role"] == "system" %}
{%- set system_message = messages[0]["content"] %}
{%- set loop_messages = messages[1:] %}
{%- else %}
{%- set loop_messages = messages %}
{%- endif %}
{%- if not tools is defined %}
{%- set tools = none %}
{%- endif %}
{%- set user_messages = loop_messages | selectattr("role", "equalto", "user") | list %}
{#- This block checks for alternating user/assistant messages, skipping tool calling messages #}
{%- set ns = namespace() %}
{%- set ns.index = 0 %}
{%- for message in loop_messages %}
{%- if not (message.role == "tool" or message.role == "tool_results" or (message.tool_calls is defined and message.tool_calls is not none)) %}
{%- if (message["role"] == "user") != (ns.index % 2 == 0) %}
{{- raise_exception("After the optional system message, conversation roles must alternate user/assistant/user/assistant/...") }}
{%- endif %}
{%- set ns.index = ns.index + 1 %}
{%- endif %}
{%- endfor %}
{{- bos_token }}
{%- for message in loop_messages %}
{%- if message["role"] == "user" %}
{%- if tools is not none and (message == user_messages[-1]) %}
{{- "[AVAILABLE_TOOLS] [" }}
{%- for tool in tools %}
{%- set tool = tool.function %}
{{- '{"type": "function", "function": {' }}
{%- for key, val in tool.items() if key != "return" %}
{%- if val is string %}
{{- '"' + key + '": "' + val + '"' }}
{%- else %}
{{- '"' + key + '": ' + val|tojson }}
{%- endif %}
{%- if not loop.last %}
{{- ", " }}
{%- endif %}
{%- endfor %}
{{- "}}" }}
{%- if not loop.last %}
{{- ", " }}
{%- else %}
{{- "]" }}
{%- endif %}
{%- endfor %}
{{- "[/AVAILABLE_TOOLS]" }}
{%- endif %}
{%- if loop.last and system_message is defined %}
{{- "[INST] " + system_message + "\n\n" + message["content"] + "[/INST]" }}
{%- else %}
{{- "[INST] " + message["content"] + "[/INST]" }}
{%- endif %}
{%- elif message.tool_calls is defined and message.tool_calls is not none %}
{{- "[TOOL_CALLS] [" }}
{%- for tool_call in message.tool_calls %}
{%- set out = tool_call.function|tojson %}
{{- out[:-1] }}
{%- if not tool_call.id is defined or tool_call.id|length != 9 %}
{{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
{%- endif %}
{{- ', "id": "' + tool_call.id + '"}' }}
{%- if not loop.last %}
{{- ", " }}
{%- else %}
{{- "]" + eos_token }}
{%- endif %}
{%- endfor %}
{%- elif message["role"] == "assistant" %}
{{- " " + message["content"]|trim + eos_token}}
{%- elif message["role"] == "tool_results" or message["role"] == "tool" %}
{%- if message.content is defined and message.content.content is defined %}
{%- set content = message.content.content %}
{%- else %}
{%- set content = message.content %}
{%- endif %}
{{- '[TOOL_RESULTS] {"content": ' + content|string + ", " }}
{%- if not message.tool_call_id is defined or message.tool_call_id|length != 9 %}
{{- raise_exception("Tool call IDs should be alphanumeric strings with length 9!") }}
{%- endif %}
{{- '"call_id": "' + message.tool_call_id + '"}[/TOOL_RESULTS]' }}
{%- else %}
{{- raise_exception("Only user and assistant roles are supported, with the exception of an initial optional system message!") }}
{%- endif %}
{%- endfor %}
INFO:hf-to-gguf:Set model quantization version
INFO:gguf.gguf_writer:Writing the following files:
INFO:gguf.gguf_writer:Mistral-7B-Instruct-v0.3/mistral-7b-instruct-v0.3.fp16.bin: n_tensors = 291, total_size = 14.5G
Writing: 100% 14.5G/14.5G [01:41<00:00, 143Mbyte/s]
INFO:hf-to-gguf:Model successfully exported to Mistral-7B-Instruct-v0.3/mistral-7b-instruct-v0.3.fp16.bin
Now our model is ready, we can quantize, feel free to change the method, in this example we will quantize to q4_k_m.
[ ]
Perfect, we may now test it with llama.cpp using the folllowing:
[10]
warning: not compiled with GPU offload support, --gpu-layers option will be ignored
warning: see main README.md for information on enabling GPU BLAS support
Log start
main: build = 3613 (fc54ef0d)
main: built with cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 for x86_64-linux-gnu
main: seed = 1724246949
llama_model_loader: loaded meta data with 37 key-value pairs and 291 tensors from Mistral-7B-Instruct-v0.3/mistral-7b-instruct-v0.3.Q4_K_M.gguf (version GGUF V3 (latest))
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv 0: general.architecture str = llama
llama_model_loader: - kv 1: general.type str = model
llama_model_loader: - kv 2: general.name str = Mistral 7B Instruct v0.3
llama_model_loader: - kv 3: general.version str = v0.3
llama_model_loader: - kv 4: general.finetune str = Instruct
llama_model_loader: - kv 5: general.basename str = Mistral
llama_model_loader: - kv 6: general.size_label str = 7B
llama_model_loader: - kv 7: general.license str = apache-2.0
llama_model_loader: - kv 8: general.base_model.count u32 = 1
llama_model_loader: - kv 9: general.base_model.0.name str = Mistral 7B v0.3
llama_model_loader: - kv 10: general.base_model.0.version str = v0.3
llama_model_loader: - kv 11: general.base_model.0.organization str = Mistralai
llama_model_loader: - kv 12: general.base_model.0.repo_url str = https://huggingface.co/mistralai/Mist...
llama_model_loader: - kv 13: llama.block_count u32 = 32
llama_model_loader: - kv 14: llama.context_length u32 = 32768
llama_model_loader: - kv 15: llama.embedding_length u32 = 4096
llama_model_loader: - kv 16: llama.feed_forward_length u32 = 14336
llama_model_loader: - kv 17: llama.attention.head_count u32 = 32
llama_model_loader: - kv 18: llama.attention.head_count_kv u32 = 8
llama_model_loader: - kv 19: llama.rope.freq_base f32 = 1000000.000000
llama_model_loader: - kv 20: llama.attention.layer_norm_rms_epsilon f32 = 0.000010
llama_model_loader: - kv 21: general.file_type u32 = 15
llama_model_loader: - kv 22: llama.vocab_size u32 = 32768
llama_model_loader: - kv 23: llama.rope.dimension_count u32 = 128
llama_model_loader: - kv 24: tokenizer.ggml.add_space_prefix bool = true
llama_model_loader: - kv 25: tokenizer.ggml.model str = llama
llama_model_loader: - kv 26: tokenizer.ggml.pre str = default
llama_model_loader: - kv 27: tokenizer.ggml.tokens arr[str,32768] = ["<unk>", "<s>", "</s>", "[INST]", "[...
llama_model_loader: - kv 28: tokenizer.ggml.scores arr[f32,32768] = [-1000.000000, -1000.000000, -1000.00...
llama_model_loader: - kv 29: tokenizer.ggml.token_type arr[i32,32768] = [3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, ...
llama_model_loader: - kv 30: tokenizer.ggml.bos_token_id u32 = 1
llama_model_loader: - kv 31: tokenizer.ggml.eos_token_id u32 = 2
llama_model_loader: - kv 32: tokenizer.ggml.unknown_token_id u32 = 0
llama_model_loader: - kv 33: tokenizer.ggml.add_bos_token bool = true
llama_model_loader: - kv 34: tokenizer.ggml.add_eos_token bool = false
llama_model_loader: - kv 35: tokenizer.chat_template str = {%- if messages[0]["role"] == "system...
llama_model_loader: - kv 36: general.quantization_version u32 = 2
llama_model_loader: - type f32: 65 tensors
llama_model_loader: - type q4_K: 193 tensors
llama_model_loader: - type q6_K: 33 tensors
llm_load_vocab: special tokens cache size = 771
llm_load_vocab: token to piece cache size = 0.1731 MB
llm_load_print_meta: format = GGUF V3 (latest)
llm_load_print_meta: arch = llama
llm_load_print_meta: vocab type = SPM
llm_load_print_meta: n_vocab = 32768
llm_load_print_meta: n_merges = 0
llm_load_print_meta: vocab_only = 0
llm_load_print_meta: n_ctx_train = 32768
llm_load_print_meta: n_embd = 4096
llm_load_print_meta: n_layer = 32
llm_load_print_meta: n_head = 32
llm_load_print_meta: n_head_kv = 8
llm_load_print_meta: n_rot = 128
llm_load_print_meta: n_swa = 0
llm_load_print_meta: n_embd_head_k = 128
llm_load_print_meta: n_embd_head_v = 128
llm_load_print_meta: n_gqa = 4
llm_load_print_meta: n_embd_k_gqa = 1024
llm_load_print_meta: n_embd_v_gqa = 1024
llm_load_print_meta: f_norm_eps = 0.0e+00
llm_load_print_meta: f_norm_rms_eps = 1.0e-05
llm_load_print_meta: f_clamp_kqv = 0.0e+00
llm_load_print_meta: f_max_alibi_bias = 0.0e+00
llm_load_print_meta: f_logit_scale = 0.0e+00
llm_load_print_meta: n_ff = 14336
llm_load_print_meta: n_expert = 0
llm_load_print_meta: n_expert_used = 0
llm_load_print_meta: causal attn = 1
llm_load_print_meta: pooling type = 0
llm_load_print_meta: rope type = 0
llm_load_print_meta: rope scaling = linear
llm_load_print_meta: freq_base_train = 1000000.0
llm_load_print_meta: freq_scale_train = 1
llm_load_print_meta: n_ctx_orig_yarn = 32768
llm_load_print_meta: rope_finetuned = unknown
llm_load_print_meta: ssm_d_conv = 0
llm_load_print_meta: ssm_d_inner = 0
llm_load_print_meta: ssm_d_state = 0
llm_load_print_meta: ssm_dt_rank = 0
llm_load_print_meta: ssm_dt_b_c_rms = 0
llm_load_print_meta: model type = 7B
llm_load_print_meta: model ftype = Q4_K - Medium
llm_load_print_meta: model params = 7.25 B
llm_load_print_meta: model size = 4.07 GiB (4.83 BPW)
llm_load_print_meta: general.name = Mistral 7B Instruct v0.3
llm_load_print_meta: BOS token = 1 '<s>'
llm_load_print_meta: EOS token = 2 '</s>'
llm_load_print_meta: UNK token = 0 '<unk>'
llm_load_print_meta: LF token = 781 '<0x0A>'
llm_load_print_meta: max token length = 48
llm_load_tensors: ggml ctx size = 0.14 MiB
llm_load_tensors: CPU buffer size = 4169.52 MiB
................................................................................................
llama_new_context_with_model: n_ctx = 32768
llama_new_context_with_model: n_batch = 2048
llama_new_context_with_model: n_ubatch = 512
llama_new_context_with_model: flash_attn = 0
llama_new_context_with_model: freq_base = 1000000.0
llama_new_context_with_model: freq_scale = 1
llama_kv_cache_init: CPU KV buffer size = 4096.00 MiB
llama_new_context_with_model: KV self size = 4096.00 MiB, K (f16): 2048.00 MiB, V (f16): 2048.00 MiB
llama_new_context_with_model: CPU output buffer size = 0.13 MiB
llama_new_context_with_model: CPU compute buffer size = 2144.01 MiB
llama_new_context_with_model: graph nodes = 1030
llama_new_context_with_model: graph splits = 1
main: chat template example: [INST] <<SYS>>
You are a helpful assistant
<</SYS>>
Hello [/INST]Hi there</s>[INST] How are you? [/INST]
system_info: n_threads = 6 / 12 | AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 1 | AVX512_VBMI = 0 | AVX512_VNNI = 1 | AVX512_BF16 = 0 | FMA = 1 | NEON = 0 | SVE = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 | LLAMAFILE = 1 |
main: interactive mode on.
sampling:
repeat_last_n = 64, repeat_penalty = 1.000, frequency_penalty = 0.000, presence_penalty = 0.000
top_k = 40, tfs_z = 1.000, top_p = 0.950, min_p = 0.050, typical_p = 1.000, temp = 0.800
mirostat = 0, mirostat_lr = 0.100, mirostat_ent = 5.000
sampling order:
CFG -> Penalties -> top_k -> tfs_z -> typical_p -> top_p -> min_p -> temperature
generate: n_ctx = 32768, n_batch = 2048, n_predict = 128, n_keep = 1
== Running in interactive mode. ==
- Press Ctrl+C to interject at any time.
- Press Return to return control to the AI.
- To return control without starting a new line, end your input with '/'.
- If you want to submit another line, end your input with '\'.
> hello
Hello there! How can I help you today? If you have any questions or need assistance with something, feel free to ask. I'm here to help!
>
llama_print_timings: load time = 3365.98 ms
llama_print_timings: sample time = 1.53 ms / 34 runs ( 0.05 ms per token, 22207.71 tokens per second)
llama_print_timings: prompt eval time = 4464.57 ms / 8 tokens ( 558.07 ms per token, 1.79 tokens per second)
llama_print_timings: eval time = 3834.42 ms / 33 runs ( 116.19 ms per token, 8.61 tokens per second)
llama_print_timings: load time = 3365.98 ms
llama_print_timings: total time = 11538.73 ms / 41 tokens