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feat: add (experimental) fine-tuning support with TRL (mudler#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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‎.agents/debugging-backends.md‎

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# Debugging and Rebuilding Backends
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When a backend fails at runtime (e.g. a gRPC method error, a Python import error, or a dependency conflict), use this guide to diagnose, fix, and rebuild.
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## Architecture Overview
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- **Source directory**: `backend/python/<name>/` (or `backend/go/<name>/`, `backend/cpp/<name>/`)
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- **Installed directory**: `backends/<name>/` — this is what LocalAI actually runs. It is populated by `make backends/<name>` which builds a Docker image, exports it, and installs it via `local-ai backends install`.
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- **Virtual environment**: `backends/<name>/venv/` — the installed Python venv (for Python backends). The Python binary is at `backends/<name>/venv/bin/python`.
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Editing files in `backend/python/<name>/` does **not** affect the running backend until you rebuild with `make backends/<name>`.
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## Diagnosing Failures
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### 1. Check the logs
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Backend gRPC processes log to LocalAI's stdout/stderr. Look for lines tagged with the backend's model ID:
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```
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GRPC stderr id="trl-finetune-127.0.0.1:37335" line="..."
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```
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Common error patterns:
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- **"Method not implemented"** — the backend is missing a gRPC method that the Go side calls. The model loader (`pkg/model/initializers.go`) always calls `LoadModel` after `Health`; fine-tuning backends must implement it even as a no-op stub.
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- **Python import errors / `AttributeError`** — usually a dependency version mismatch (e.g. `pyarrow` removing `PyExtensionType`).
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- **"failed to load backend"** — the gRPC process crashed or never started. Check stderr lines for the traceback.
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### 2. Test the Python environment directly
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You can run the installed venv's Python to check imports without starting the full server:
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```bash
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backends/<name>/venv/bin/python -c "import datasets; print(datasets.__version__)"
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```
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If `pip` is missing from the venv, bootstrap it:
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```bash
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backends/<name>/venv/bin/python -m ensurepip
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```
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Then use `backends/<name>/venv/bin/python -m pip install ...` to test fixes in the installed venv before committing them to the source requirements.
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### 3. Check upstream dependency constraints
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When you hit a dependency conflict, check what the main library expects. For example, TRL's upstream `requirements.txt`:
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```
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https://github.com/huggingface/trl/blob/main/requirements.txt
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```
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Pin minimum versions in the backend's requirements files to match upstream.
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## Common Fixes
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### Missing gRPC methods
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If the Go side calls a method the backend doesn't implement (e.g. `LoadModel`), add a no-op stub in `backend.py`:
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```python
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def LoadModel(self, request, context):
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"""No-op — actual loading happens elsewhere."""
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return backend_pb2.Result(success=True, message="OK")
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```
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The gRPC contract requires `LoadModel` to succeed for the model loader to return a usable client, even if the backend doesn't need upfront model loading.
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### Dependency version conflicts
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Python backends often break when a transitive dependency releases a breaking change (e.g. `pyarrow` removing `PyExtensionType`). Steps:
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1. Identify the broken import in the logs
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2. Test in the installed venv: `backends/<name>/venv/bin/python -c "import <module>"`
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3. Check upstream requirements for version constraints
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4. Update **all** requirements files in `backend/python/<name>/`:
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- `requirements.txt` — base deps (grpcio, protobuf)
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- `requirements-cpu.txt` — CPU-specific (includes PyTorch CPU index)
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- `requirements-cublas12.txt` — CUDA 12
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- `requirements-cublas13.txt` — CUDA 13
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5. Rebuild: `make backends/<name>`
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### PyTorch index conflicts (uv resolver)
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The Docker build uses `uv` for pip installs. When `--extra-index-url` points to the PyTorch wheel index, `uv` may refuse to fetch packages like `requests` from PyPI if it finds a different version on the PyTorch index first. Fix this by adding `--index-strategy=unsafe-first-match` to `install.sh`:
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```bash
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EXTRA_PIP_INSTALL_FLAGS+=" --upgrade --index-strategy=unsafe-first-match"
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installRequirements
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```
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Most Python backends already do this — check `backend/python/transformers/install.sh` or similar for reference.
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## Rebuilding
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### Rebuild a single backend
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```bash
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make backends/<name>
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```
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This runs the Docker build (`Dockerfile.python`), exports the image to `backend-images/<name>.tar`, and installs it into `backends/<name>/`. It also rebuilds the `local-ai` Go binary (without extra tags).
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**Important**: If you were previously running with `GO_TAGS=auth`, the `make backends/<name>` step will overwrite your binary without that tag. Rebuild the Go binary afterward:
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```bash
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GO_TAGS=auth make build
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```
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### Rebuild and restart
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After rebuilding a backend, you must restart LocalAI for it to pick up the new backend files. The backend gRPC process is spawned on demand when the model is first loaded.
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```bash
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# Kill existing process
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kill <pid>
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# Restart
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./local-ai run --debug [your flags]
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```
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### Quick iteration (skip Docker rebuild)
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For fast iteration on a Python backend's `backend.py` without a full Docker rebuild, you can edit the installed copy directly:
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```bash
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# Edit the installed copy
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vim backends/<name>/backend.py
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# Restart LocalAI to respawn the gRPC process
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```
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This is useful for testing but **does not persist** — the next `make backends/<name>` will overwrite it. Always commit fixes to the source in `backend/python/<name>/`.
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## Verification
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After fixing and rebuilding:
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1. Start LocalAI and confirm the backend registers: look for `Registering backend name="<name>"` in the logs
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2. Trigger the operation that failed (e.g. start a fine-tuning job)
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3. Watch the GRPC stderr/stdout lines for the backend's model ID
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4. Confirm no errors in the traceback

‎.github/workflows/backend.yml‎

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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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cuda-major-version: ""
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cuda-minor-version: ""
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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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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-minor-version: "0"

‎AGENTS.md‎

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| [.agents/llama-cpp-backend.md](.agents/llama-cpp-backend.md) | Working on the llama.cpp backend — architecture, updating, tool call parsing |
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| [.agents/testing-mcp-apps.md](.agents/testing-mcp-apps.md) | Testing MCP Apps (interactive tool UIs) in the React UI |
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| [.agents/api-endpoints-and-auth.md](.agents/api-endpoints-and-auth.md) | Adding API endpoints, auth middleware, feature permissions, user access control |
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| [.agents/debugging-backends.md](.agents/debugging-backends.md) | Debugging runtime backend failures, dependency conflicts, rebuilding backends |
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## Quick Reference
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‎Makefile‎

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# Disable parallel execution for backend builds
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.NOTPARALLEL: backends/diffusers backends/llama-cpp backends/outetts backends/piper backends/stablediffusion-ggml backends/whisper backends/faster-whisper backends/silero-vad backends/local-store backends/huggingface backends/rfdetr backends/kitten-tts backends/kokoro backends/chatterbox backends/llama-cpp-darwin backends/neutts build-darwin-python-backend build-darwin-go-backend backends/mlx backends/diffuser-darwin backends/mlx-vlm backends/mlx-audio backends/mlx-distributed backends/stablediffusion-ggml-darwin backends/vllm backends/vllm-omni backends/moonshine backends/pocket-tts backends/qwen-tts backends/faster-qwen3-tts backends/qwen-asr backends/nemo backends/voxcpm backends/whisperx backends/ace-step backends/acestep-cpp backends/fish-speech backends/voxtral backends/opus
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.NOTPARALLEL: backends/diffusers backends/llama-cpp backends/outetts backends/piper backends/stablediffusion-ggml backends/whisper backends/faster-whisper backends/silero-vad backends/local-store backends/huggingface backends/rfdetr backends/kitten-tts backends/kokoro backends/chatterbox backends/llama-cpp-darwin backends/neutts build-darwin-python-backend build-darwin-go-backend backends/mlx backends/diffuser-darwin backends/mlx-vlm backends/mlx-audio backends/mlx-distributed backends/stablediffusion-ggml-darwin backends/vllm backends/vllm-omni backends/moonshine backends/pocket-tts backends/qwen-tts backends/faster-qwen3-tts backends/qwen-asr backends/nemo backends/voxcpm backends/whisperx backends/ace-step backends/acestep-cpp backends/fish-speech backends/voxtral backends/opus backends/trl
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GOCMD=go
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GOTEST=$(GOCMD) test
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$(MAKE) -C backend/python/voxcpm
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$(MAKE) -C backend/python/whisperx
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$(MAKE) -C backend/python/ace-step
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$(MAKE) -C backend/python/trl
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test-extra: prepare-test-extra
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$(MAKE) -C backend/python/transformers test
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$(MAKE) -C backend/python/voxcpm test
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$(MAKE) -C backend/python/whisperx test
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$(MAKE) -C backend/python/ace-step test
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$(MAKE) -C backend/python/trl test
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DOCKER_IMAGE?=local-ai
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IMAGE_TYPE?=core
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BACKEND_WHISPERX = whisperx|python|.|false|true
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BACKEND_ACE_STEP = ace-step|python|.|false|true
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BACKEND_MLX_DISTRIBUTED = mlx-distributed|python|./|false|true
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BACKEND_TRL = trl|python|.|false|true
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# Helper function to build docker image for a backend
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# Usage: $(call docker-build-backend,BACKEND_NAME,DOCKERFILE_TYPE,BUILD_CONTEXT,PROGRESS_FLAG,NEEDS_BACKEND_ARG)
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$(eval $(call generate-docker-build-target,$(BACKEND_ACE_STEP)))
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$(eval $(call generate-docker-build-target,$(BACKEND_TRL)))
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docker-save-%: backend-images
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docker save local-ai-backend:$* -o backend-images/$*.tar
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docker-build-backends: docker-build-llama-cpp docker-build-rerankers docker-build-vllm docker-build-vllm-omni docker-build-transformers docker-build-outetts docker-build-diffusers docker-build-kokoro docker-build-faster-whisper docker-build-coqui docker-build-chatterbox docker-build-vibevoice docker-build-moonshine docker-build-pocket-tts docker-build-qwen-tts docker-build-fish-speech docker-build-faster-qwen3-tts docker-build-qwen-asr docker-build-nemo docker-build-voxcpm docker-build-whisperx docker-build-ace-step docker-build-acestep-cpp docker-build-voxtral docker-build-mlx-distributed
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docker-build-backends: docker-build-llama-cpp docker-build-rerankers docker-build-vllm docker-build-vllm-omni docker-build-transformers docker-build-outetts docker-build-diffusers docker-build-kokoro docker-build-faster-whisper docker-build-coqui docker-build-chatterbox docker-build-vibevoice docker-build-moonshine docker-build-pocket-tts docker-build-qwen-tts docker-build-fish-speech docker-build-faster-qwen3-tts docker-build-qwen-asr docker-build-nemo docker-build-voxcpm docker-build-whisperx docker-build-ace-step docker-build-acestep-cpp docker-build-voxtral docker-build-mlx-distributed docker-build-trl
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########################################################
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### Mock Backend for E2E Tests

‎backend/backend.proto‎

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rpc AudioDecode(AudioDecodeRequest) returns (AudioDecodeResult) {}
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rpc ModelMetadata(ModelOptions) returns (ModelMetadataResponse) {}
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// Fine-tuning RPCs
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rpc StartFineTune(FineTuneRequest) returns (FineTuneJobResult) {}
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rpc FineTuneProgress(FineTuneProgressRequest) returns (stream FineTuneProgressUpdate) {}
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rpc StopFineTune(FineTuneStopRequest) returns (Result) {}
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rpc ListCheckpoints(ListCheckpointsRequest) returns (ListCheckpointsResponse) {}
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rpc ExportModel(ExportModelRequest) returns (Result) {}
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// Define the empty request
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string rendered_template = 2; // The rendered chat template with enable_thinking=true (empty if not applicable)
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ToolFormatMarkers tool_format = 3; // Auto-detected tool format markers from differential template analysis
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}
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// Fine-tuning messages
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message FineTuneRequest {
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// Model identification
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string model = 1; // HF model name or local path
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string training_type = 2; // "lora", "loha", "lokr", "full" — what parameters to train
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string training_method = 3; // "sft", "dpo", "grpo", "rloo", "reward", "kto", "orpo", "network_training"
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// Adapter config (universal across LoRA/LoHa/LoKr for LLM + diffusion)
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int32 adapter_rank = 10; // LoRA rank (r), default 16
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int32 adapter_alpha = 11; // scaling factor, default 16
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float adapter_dropout = 12; // default 0.0
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repeated string target_modules = 13; // layer names to adapt
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// Universal training hyperparameters
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float learning_rate = 20; // default 2e-4
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int32 num_epochs = 21; // default 3
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int32 batch_size = 22; // default 2
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int32 gradient_accumulation_steps = 23; // default 4
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int32 warmup_steps = 24; // default 5
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int32 max_steps = 25; // 0 = use epochs
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int32 save_steps = 26; // 0 = only save final
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float weight_decay = 27; // default 0.01
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bool gradient_checkpointing = 28;
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string optimizer = 29; // adamw_8bit, adamw, sgd, adafactor, prodigy
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int32 seed = 30; // default 3407
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string mixed_precision = 31; // fp16, bf16, fp8, no
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// Dataset
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string dataset_source = 40; // HF dataset ID, local file/dir path
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string dataset_split = 41; // train, test, etc.
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// Output
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string output_dir = 50;
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string job_id = 51; // client-assigned or auto-generated
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// Resume training from a checkpoint
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string resume_from_checkpoint = 55; // path to checkpoint dir to resume from
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// Backend-specific AND method-specific extensibility
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map<string, string> extra_options = 60;
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}
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message FineTuneJobResult {
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string job_id = 1;
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bool success = 2;
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string message = 3;
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}
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message FineTuneProgressRequest {
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string job_id = 1;
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}
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message FineTuneProgressUpdate {
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string job_id = 1;
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int32 current_step = 2;
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int32 total_steps = 3;
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float current_epoch = 4;
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float total_epochs = 5;
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float loss = 6;
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float learning_rate = 7;
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float grad_norm = 8;
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float eval_loss = 9;
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float eta_seconds = 10;
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float progress_percent = 11;
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string status = 12; // queued, caching, loading_model, loading_dataset, training, saving, completed, failed, stopped
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string message = 13;
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string checkpoint_path = 14; // set when a checkpoint is saved
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string sample_path = 15; // set when a sample is generated (video/image backends)
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map<string, float> extra_metrics = 16; // method-specific metrics
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}
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message FineTuneStopRequest {
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string job_id = 1;
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bool save_checkpoint = 2;
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}
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message ListCheckpointsRequest {
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string output_dir = 1;
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}
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message ListCheckpointsResponse {
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repeated CheckpointInfo checkpoints = 1;
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}
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message CheckpointInfo {
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string path = 1;
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int32 step = 2;
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float epoch = 3;
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float loss = 4;
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string created_at = 5;
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}
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message ExportModelRequest {
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string checkpoint_path = 1;
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string output_path = 2;
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string export_format = 3; // lora, loha, lokr, merged_16bit, merged_4bit, gguf, diffusers
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string quantization_method = 4; // for GGUF: q4_k_m, q5_k_m, q8_0, f16, etc.
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string model = 5; // base model name (for merge operations)
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map<string, string> extra_options = 6;
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}

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