# Server tests Python based server tests scenario using [pytest](https://docs.pytest.org/en/stable/). Tests target GitHub workflows job runners with 4 vCPU. Note: If the host architecture inference speed is faster than GitHub runners one, parallel scenario may randomly fail. To mitigate it, you can increase values in `n_predict`, `kv_size`. ### Install dependencies `pip install -r requirements.txt` ### Run tests 1. Build the server ```shell cd ../../.. cmake -B build cmake --build build --target llama-server ``` 2. Start the test: `./tests.sh` It's possible to override some scenario steps values with environment variables: | variable | description | |--------------------------|------------------------------------------------------------------------------------------------| | `PORT` | `context.server_port` to set the listening port of the server during scenario, default: `8080` | | `LLAMA_SERVER_BIN_PATH` | to change the server binary path, default: `../../../build/bin/llama-server` | | `DEBUG` | to enable steps and server verbose mode `--verbose` | | `N_GPU_LAYERS` | number of model layers to offload to VRAM `-ngl --n-gpu-layers` | | `LLAMA_CACHE` | by default server tests re-download models to the `tmp` subfolder. Set this to your cache (e.g. `$HOME/Library/Caches/llama.cpp` on Mac or `$HOME/.cache/llama.cpp` on Unix) to avoid this | To run slow tests (will download many models, make sure to set `LLAMA_CACHE` if needed): ```shell SLOW_TESTS=1 ./tests.sh ``` To run with stdout/stderr display in real time (verbose output, but useful for debugging): ```shell DEBUG=1 ./tests.sh -s -v -x ``` To run all the tests in a file: ```shell ./tests.sh unit/test_chat_completion.py -v -x ``` To run a single test: ```shell ./tests.sh unit/test_chat_completion.py::test_invalid_chat_completion_req ``` Hint: You can compile and run test in single command, useful for local developement: ```shell cmake --build build -j --target llama-server && ./tools/server/tests/tests.sh ``` To see all available arguments, please refer to [pytest documentation](https://docs.pytest.org/en/stable/how-to/usage.html) ### Debugging external llama-server It can sometimes be useful to run the server in a debugger when invesigating test failures. To do this, the environment variable `DEBUG_EXTERNAL=1` can be set which will cause the test to skip starting a llama-server itself. Instead, the server can be started in a debugger. Example using `gdb`: ```console $ gdb --args ../../../build/bin/llama-server \ --host 127.0.0.1 --port 8080 \ --temp 0.8 --seed 42 \ --hf-repo ggml-org/models --hf-file tinyllamas/stories260K.gguf \ --batch-size 32 --no-slots --alias tinyllama-2 --ctx-size 512 \ --parallel 2 --n-predict 64 ``` And a break point can be set in before running: ```console (gdb) br server.cpp:4604 (gdb) r main: server is listening on http://127.0.0.1:8080 - starting the main loop srv update_slots: all slots are idle ``` And then the test in question can be run in another terminal: ```console (venv) $ env DEBUG_EXTERNAL=1 ./tests.sh unit/test_chat_completion.py -v -x ``` And this should trigger the breakpoint and allow inspection of the server state in the debugger terminal.