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feat: add (experimental) fine-tuning support with TRL (#9088)
* feat: add fine-tuning endpoint Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * feat(experimental): add fine-tuning endpoint and TRL support This changeset defines new GRPC signatues for Fine tuning backends, and add TRL backend as initial fine-tuning engine. This implementation also supports exporting to GGUF and automatically importing it to LocalAI after fine-tuning. Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * commit TRL backend, stop by killing process Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * move fine-tune to generic features Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * add evals, reorder menu Signed-off-by: Ettore Di Giacinto <mudler@localai.io> * Fix tests Signed-off-by: Ettore Di Giacinto <mudler@localai.io> --------- Signed-off-by: Ettore Di Giacinto <mudler@localai.io>
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.github/workflows/backend.yml
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.github/workflows/backend.yml
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@@ -118,6 +118,19 @@ jobs:
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: ''
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cuda-major-version: ""
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cuda-minor-version: ""
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platforms: 'linux/amd64'
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tag-latest: 'auto'
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tag-suffix: '-cpu-trl'
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runs-on: 'ubuntu-latest'
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base-image: "ubuntu:24.04"
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skip-drivers: 'true'
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backend: "trl"
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: ''
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cuda-major-version: ""
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cuda-minor-version: ""
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@@ -366,6 +379,19 @@ jobs:
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: 'cublas'
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cuda-major-version: "12"
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cuda-minor-version: "8"
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platforms: 'linux/amd64'
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tag-latest: 'auto'
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tag-suffix: '-gpu-nvidia-cuda-12-trl'
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runs-on: 'ubuntu-latest'
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base-image: "ubuntu:24.04"
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skip-drivers: 'false'
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backend: "trl"
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: 'cublas'
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cuda-major-version: "12"
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cuda-minor-version: "8"
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@@ -757,6 +783,19 @@ jobs:
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: 'cublas'
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cuda-major-version: "13"
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cuda-minor-version: "0"
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platforms: 'linux/amd64'
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tag-latest: 'auto'
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tag-suffix: '-gpu-nvidia-cuda-13-trl'
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runs-on: 'ubuntu-latest'
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base-image: "ubuntu:24.04"
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skip-drivers: 'false'
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backend: "trl"
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dockerfile: "./backend/Dockerfile.python"
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context: "./"
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ubuntu-version: '2404'
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- build-type: 'l4t'
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cuda-major-version: "13"
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cuda-minor-version: "0"
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