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Merge branch 'upstream' into concedo_experimental
# Conflicts: # .devops/llama-cpp-cuda.srpm.spec # .devops/llama-cpp.srpm.spec # .devops/nix/package.nix # .devops/rocm.Dockerfile # .github/ISSUE_TEMPLATE/020-enhancement.yml # .github/ISSUE_TEMPLATE/030-research.yml # .github/ISSUE_TEMPLATE/040-refactor.yml # .github/ISSUE_TEMPLATE/config.yml # .github/pull_request_template.md # .github/workflows/bench.yml.disabled # .github/workflows/build.yml # .github/workflows/labeler.yml # CONTRIBUTING.md # Makefile # README.md # SECURITY.md # ci/README.md # common/CMakeLists.txt # docs/android.md # docs/backend/SYCL.md # docs/build.md # docs/cuda-fedora.md # docs/development/HOWTO-add-model.md # docs/docker.md # docs/install.md # docs/llguidance.md # examples/cvector-generator/README.md # examples/imatrix/README.md # examples/imatrix/imatrix.cpp # examples/llama.android/llama/src/main/cpp/CMakeLists.txt # examples/llama.swiftui/README.md # examples/llama.vim # examples/lookahead/README.md # examples/lookup/README.md # examples/main/README.md # examples/passkey/README.md # examples/pydantic_models_to_grammar_examples.py # examples/retrieval/README.md # examples/server/CMakeLists.txt # examples/server/README.md # examples/simple-cmake-pkg/README.md # examples/speculative/README.md # flake.nix # grammars/README.md # pyproject.toml # scripts/check-requirements.sh
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@@ -69,22 +69,22 @@ Several quantization methods are supported. They differ in the resulting model d
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| 13B | ms/tok @ 8th | - | 73 | 82 | 98 | 105 | 128 |
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| 13B | bits/weight | 16.0 | 4.5 | 5.0 | 5.5 | 6.0 | 8.5 |
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- [k-quants](https://github.com/ggerganov/llama.cpp/pull/1684)
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- [k-quants](https://github.com/ggml-org/llama.cpp/pull/1684)
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- recent k-quants improvements and new i-quants
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- [#2707](https://github.com/ggerganov/llama.cpp/pull/2707)
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- [#2807](https://github.com/ggerganov/llama.cpp/pull/2807)
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- [#4773 - 2-bit i-quants (inference)](https://github.com/ggerganov/llama.cpp/pull/4773)
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- [#4856 - 2-bit i-quants (inference)](https://github.com/ggerganov/llama.cpp/pull/4856)
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- [#4861 - importance matrix](https://github.com/ggerganov/llama.cpp/pull/4861)
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- [#4872 - MoE models](https://github.com/ggerganov/llama.cpp/pull/4872)
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- [#4897 - 2-bit quantization](https://github.com/ggerganov/llama.cpp/pull/4897)
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- [#4930 - imatrix for all k-quants](https://github.com/ggerganov/llama.cpp/pull/4930)
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- [#4951 - imatrix on the GPU](https://github.com/ggerganov/llama.cpp/pull/4957)
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- [#4969 - imatrix for legacy quants](https://github.com/ggerganov/llama.cpp/pull/4969)
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- [#4996 - k-quants tuning](https://github.com/ggerganov/llama.cpp/pull/4996)
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- [#5060 - Q3_K_XS](https://github.com/ggerganov/llama.cpp/pull/5060)
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- [#5196 - 3-bit i-quants](https://github.com/ggerganov/llama.cpp/pull/5196)
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- [quantization tuning](https://github.com/ggerganov/llama.cpp/pull/5320), [another one](https://github.com/ggerganov/llama.cpp/pull/5334), and [another one](https://github.com/ggerganov/llama.cpp/pull/5361)
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- [#2707](https://github.com/ggml-org/llama.cpp/pull/2707)
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- [#2807](https://github.com/ggml-org/llama.cpp/pull/2807)
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- [#4773 - 2-bit i-quants (inference)](https://github.com/ggml-org/llama.cpp/pull/4773)
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- [#4856 - 2-bit i-quants (inference)](https://github.com/ggml-org/llama.cpp/pull/4856)
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- [#4861 - importance matrix](https://github.com/ggml-org/llama.cpp/pull/4861)
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- [#4872 - MoE models](https://github.com/ggml-org/llama.cpp/pull/4872)
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- [#4897 - 2-bit quantization](https://github.com/ggml-org/llama.cpp/pull/4897)
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- [#4930 - imatrix for all k-quants](https://github.com/ggml-org/llama.cpp/pull/4930)
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- [#4951 - imatrix on the GPU](https://github.com/ggml-org/llama.cpp/pull/4957)
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- [#4969 - imatrix for legacy quants](https://github.com/ggml-org/llama.cpp/pull/4969)
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- [#4996 - k-quants tuning](https://github.com/ggml-org/llama.cpp/pull/4996)
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- [#5060 - Q3_K_XS](https://github.com/ggml-org/llama.cpp/pull/5060)
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- [#5196 - 3-bit i-quants](https://github.com/ggml-org/llama.cpp/pull/5196)
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- [quantization tuning](https://github.com/ggml-org/llama.cpp/pull/5320), [another one](https://github.com/ggml-org/llama.cpp/pull/5334), and [another one](https://github.com/ggml-org/llama.cpp/pull/5361)
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**Llama 2 7B**
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