diff --git a/.github/actions/setup-env/action.yml b/.github/actions/setup-env/action.yml deleted file mode 100644 index 1d369a43..00000000 --- a/.github/actions/setup-env/action.yml +++ /dev/null @@ -1,16 +0,0 @@ -name: 'Setup Pixi environment' -description: '' -inputs: - environment: - description: 'Name of Pixi environment to setup and activate' - default: 'default' -runs: - using: 'composite' - steps: - - uses: prefix-dev/setup-pixi@v0.8.1 - with: - pixi-version: v0.27.1 - cache: true - frozen: true - environments: ${{ inputs.environment }} - activate-environment: ${{ inputs.environment }} diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index edcb0e51..9255c0ec 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -9,22 +9,17 @@ on: jobs: - setup-dev-env: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v4 - - uses: ./.github/actions/setup-env - with: - environment: dev - check: runs-on: ubuntu-latest - needs: setup-dev-env steps: - uses: actions/checkout@v4 - - uses: ./.github/actions/setup-env + - uses: prefix-dev/setup-pixi@v0.8.1 with: - environment: dev + pixi-version: v0.27.1 + frozen: true + cache: true + environments: dev + activate-environment: dev - run: ruff check if: success() || failure() - run: ruff format --check @@ -32,31 +27,64 @@ jobs: ## - setup-default-env: - runs-on: ubuntu-latest - steps: - - uses: actions/checkout@v4 - - uses: ./.github/actions/setup-env - with: - environment: default - typecheck: runs-on: ubuntu-latest - needs: setup-default-env steps: - uses: actions/checkout@v4 - - uses: ./.github/actions/setup-env + - uses: prefix-dev/setup-pixi@v0.8.1 with: - environment: default + pixi-version: v0.27.1 + frozen: true + cache: true + environments: default + activate-environment: default - run: pyright if: success() || failure() + ## + + get-pytorch-versions: + runs-on: ubuntu-latest + outputs: + versions: ${{ steps.get-pytorch-versions.outputs.versions }} + steps: + - name: Get PyTorch versions + id: get-pytorch-versions + run: | + VERSIONS=$( + curl -s https://pypi.org/pypi/torch/json | jq -r '.releases | keys[]' | + # remove versions <2.0; strip "patch" from versions + grep -v '^1\.' | grep -E '\.[0]+$' | sort -V | sed 's/\.0$//' | + # to JSON array + jq -R . | jq -sc . + ) + echo "versions=$VERSIONS" >> $GITHUB_OUTPUT + # e.g. ["2.0","2.1","2.2","2.3","2.4"] + test: runs-on: ubuntu-latest - needs: setup-default-env + needs: get-pytorch-versions + strategy: + fail-fast: false + matrix: + python: ["3.8", "3.9", "3.10", "3.11", "3.12"] + pytorch: ${{fromJson(needs.get-pytorch-versions.outputs.versions)}} + steps: - uses: actions/checkout@v4 - - uses: ./.github/actions/setup-env + + - name: Inject (python / pytorch) test deps into pixi.toml / pyproject.toml + run: | + sed -i 's/python = "3.8.1"/python = "${{ matrix.python }}.*"/' pixi.toml + sed -i 's/torch>=2.0.0/torch~=${{ matrix.pytorch }}/' pyproject.toml + + - uses: prefix-dev/setup-pixi@v0.8.1 with: - environment: default + pixi-version: v0.27.1 + locked: false + frozen: false + cache: false + environments: default + activate-environment: default + - run: pytest tests diff --git a/docs/source/advanced.rst b/docs/source/advanced.rst index 45f08a74..542d5698 100644 --- a/docs/source/advanced.rst +++ b/docs/source/advanced.rst @@ -35,4 +35,8 @@ The :mod:`torchrunx.launch` ``env_vars`` argument allows the user to specify whi :mod:`torchrunx.launch` also accepts the ``env_file`` argument, which is designed to expose more advanced environmental configuration to the user. When a file is provided as this argument, the launcher will source the file on each node before executing the agent. This allows for custom bash scripts to be provided in the environmental variables, and allows for node-specific environmental variables to be set. .. - TODO: example env_file \ No newline at end of file + TODO: example env_file + +Numpy >= 2.0 +------------ +only supported if `torch>=2.3` diff --git a/examples/slurm_poc.py b/examples/slurm_poc.py index c91bc060..14493e22 100644 --- a/examples/slurm_poc.py +++ b/examples/slurm_poc.py @@ -21,7 +21,7 @@ def test_launch(): print("PASS") -def simple_matmul(test): +def simple_matmul(): rank = int(os.environ["RANK"]) local_rank = int(os.environ["LOCAL_RANK"]) device = torch.device(local_rank) if torch.cuda.is_available() else torch.device("cpu") @@ -35,7 +35,6 @@ def simple_matmul(test): i = torch.rand((500, 100), device=device) # batch, dim o = torch.matmul(i, w) - print(test) dist.all_reduce(o, op=dist.ReduceOp.SUM) print(i) return o.detach().cpu() diff --git a/pixi.lock b/pixi.lock index b325090f..5ce8376f 100644 --- a/pixi.lock +++ b/pixi.lock @@ -77,13 +77,13 @@ environments: - 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+ # DefaultLogsSpecs(log_dir=None, tee=Std.ALL, local_ranks_filter={0}), all_payloads = launcher_agent_group.sync_payloads(payload=payload) launcher_payload: LauncherPayload = all_payloads[0] # pyright: ignore[reportAssignmentType] main_agent_payload: AgentPayload = all_payloads[1] # pyright: ignore[reportAssignmentType] @@ -119,12 +119,20 @@ def main(launcher_agent_group: LauncherAgentGroup): worker_log_files = launcher_payload.worker_log_files[agent_rank] num_workers = len(worker_global_ranks) + if torch.__version__ >= "2.3": + # DefaultLogsSpecs only exists in torch >= 2.3 + from torch.distributed.elastic.multiprocessing import DefaultLogsSpecs + + log_arg = DefaultLogsSpecs(log_dir=tempfile.mkdtemp()) + else: + log_arg = tempfile.mkdtemp() + # spawn workers - ctx = MultiprocessContext( - name=f"{hostname}_", - entrypoint=entrypoint, - args={ + ctx = start_processes( + f"{hostname}_", + entrypoint, + { i: ( WorkerArgs( function=launcher_payload.fn, @@ -141,14 +149,11 @@ def main(launcher_agent_group: LauncherAgentGroup): ) for i in range(num_workers) }, - envs={i: {} for i in range(num_workers)}, - logs_specs=DefaultLogsSpecs(log_dir=None, tee=Std.ALL, local_ranks_filter={0}), - start_method="spawn", + {i: {} for i in range(num_workers)}, + log_arg, # type: ignore ) try: - ctx.start() - status = AgentStatus() while True: if status.is_running(): @@ -163,7 +168,6 @@ def main(launcher_agent_group: LauncherAgentGroup): if any(s.is_failed() for s in agent_statuses): raise RuntimeError() - except: raise finally: diff --git a/tests/test_CI.py b/tests/test_CI.py index 6751eed7..85e72fe7 100644 --- a/tests/test_CI.py +++ b/tests/test_CI.py @@ -48,7 +48,7 @@ def dist_func(): print(f"worker rank: {rank}") try: - shutil.rmtree("./test_logs") + shutil.rmtree("./test_logs", ignore_errors=True) except FileNotFoundError: pass @@ -69,9 +69,9 @@ def dist_func(): else: contents = f.read() assert "worker rank: 0" in contents - assert "worker rank: 1" not in contents + assert "worker rank: 1" in contents # clean up - shutil.rmtree("./test_logs") + shutil.rmtree("./test_logs", ignore_errors=True) dist.destroy_process_group()