diff --git a/.github/workflows/deploy-images.yml b/.github/workflows/deploy-images.yml index 1b95df4..50b75cf 100644 --- a/.github/workflows/deploy-images.yml +++ b/.github/workflows/deploy-images.yml @@ -3,18 +3,21 @@ name: Deploy All Images env: REGISTRY: ghcr.io IMAGE_NAME: numerai_predict + MODEL_UPLOADS_ECR_ACCOUNT_ID: ${{ github.ref == 'refs/heads/staging' && secrets.MODEL_UPLOADS_STAGING_ACCOUNT_ID || secrets.MODEL_UPLOADS_ACCOUNT_ID }} on: workflow_dispatch: push: branches: - master + - staging jobs: public-images: + if: github.ref == 'refs/heads/master' strategy: matrix: - python-version: ['3{0}10', '3{0}11', '3{0}12', '3{0}13'] + python-version: ['3{0}10', '3{0}11', '3{0}12', '3{0}13', '3{0}14'] runs-on: ubuntu-latest-4core permissions: packages: write @@ -63,9 +66,10 @@ jobs: labels: ${{ steps.meta.outputs.labels }} internal-images: + if: github.ref == 'refs/heads/master' || github.ref == 'refs/heads/staging' strategy: matrix: - python-version: ['3{0}10', '3{0}11', '3{0}12', '3{0}13'] + python-version: ['3{0}10', '3{0}11', '3{0}12', '3{0}13', '3{0}14'] runs-on: ubuntu-latest-4core permissions: id-token: write @@ -76,7 +80,7 @@ jobs: - name: Configure AWS Credentials uses: aws-actions/configure-aws-credentials@v4 with: - role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions + role-to-assume: arn:aws:iam::${{ env.MODEL_UPLOADS_ECR_ACCOUNT_ID }}:role/github-actions aws-region: us-west-2 - name: Set up QEMU @@ -86,4 +90,4 @@ jobs: uses: docker/setup-buildx-action@v3 - name: Build and Push Docker Image - run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_${{ format(matrix.python-version, '_') }} + run: ACCOUNT_ID=${{ env.MODEL_UPLOADS_ECR_ACCOUNT_ID }} make push_latest_${{ format(matrix.python-version, '_') }} diff --git a/.github/workflows/deploy-shell.yaml b/.github/workflows/deploy-shell.yaml index c41eaef..d9319e7 100644 --- a/.github/workflows/deploy-shell.yaml +++ b/.github/workflows/deploy-shell.yaml @@ -3,15 +3,18 @@ name: Deploy Shell Image (3.11 only) env: REGISTRY: ghcr.io IMAGE_NAME: numerai_predict + MODEL_UPLOADS_ECR_ACCOUNT_ID: ${{ github.ref == 'refs/heads/staging' && secrets.MODEL_UPLOADS_STAGING_ACCOUNT_ID || secrets.MODEL_UPLOADS_ACCOUNT_ID }} on: workflow_dispatch: push: branches: - master + - staging jobs: public-py311-image: + if: github.ref == 'refs/heads/master' runs-on: ubuntu-latest-4core permissions: packages: write @@ -34,7 +37,7 @@ jobs: uses: docker/metadata-action@v5 with: images: ${{ env.REGISTRY }}/${{ github.repository_owner }}/${{ env.IMAGE_NAME }}_shell - + - name: Set up QEMU uses: docker/setup-qemu-action@v3 @@ -70,8 +73,8 @@ jobs: - name: Configure AWS Credentials uses: aws-actions/configure-aws-credentials@v4 with: - role-to-assume: arn:aws:iam::${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }}:role/github-actions + role-to-assume: arn:aws:iam::${{ env.MODEL_UPLOADS_ECR_ACCOUNT_ID }}:role/github-actions aws-region: us-west-2 - name: Build and Push Docker Image - run: ACCOUNT_ID=${{ secrets.MODEL_UPLOADS_ACCOUNT_ID }} make push_latest_shell + run: ACCOUNT_ID=${{ env.MODEL_UPLOADS_ECR_ACCOUNT_ID }} make push_latest_shell diff --git a/.github/workflows/test-all.yaml b/.github/workflows/test-all.yaml index ed587bc..b203bb3 100644 --- a/.github/workflows/test-all.yaml +++ b/.github/workflows/test-all.yaml @@ -22,7 +22,7 @@ jobs: test-docker: strategy: matrix: - python-version: ['3_10', '3_11', '3_12', '3_13'] + python-version: ['3_10', '3_11', '3_12', '3_13', '3_14'] runs-on: ubuntu-latest-4core steps: - uses: actions/checkout@v2 diff --git a/Makefile b/Makefile index b8e6fa4..bb8348f 100644 --- a/Makefile +++ b/Makefile @@ -12,7 +12,7 @@ lint: ## Run linter ruff check . --fix .PHONY: build -build: build_3_10 build_3_11 build_3_12 build_3_13 ## Build all Python containers +build: build_3_10 build_3_11 build_3_12 build_3_13 build_3_14 ## Build all Python containers .PHONY: build_3_10 build_3_10: ## Build Python 3.10 container @@ -30,39 +30,54 @@ build_3_12: ## Build Python 3.12 container build_3_13: ## Build Python 3.13 container docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_13:${GIT_REF} -t ${NAME}_py_3_13:latest -f py3.13/Dockerfile . +.PHONY: build_3_14 +build_3_14: ## Build Python 3.14 container + docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_py_3_14:${GIT_REF} -t ${NAME}_py_3_14:latest -f py3.14/Dockerfile . + .PHONY: build_shell build_shell: ## Build Python 3.11 container docker build --platform=linux/amd64 --build-arg GIT_REF=${GIT_REF} -t ${NAME}_shell:${GIT_REF} -t ${NAME}_shell:latest -f shell/Dockerfile . .PHONY: test -test: test_predict test_3_10 test_3_11 test_3_12 test_3_13 ## Test all container versions +test: test_predict test_3_10 test_3_11 test_3_12 test_3_13 test_3_14 ## Test all container versions .PHONY: test_predict -test_predict: build_shell ## Test predict script +test_predict: ## Test predict script + @if ! docker image inspect ${NAME}_shell:latest >/dev/null 2>&1; then $(MAKE) build_shell; fi docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_shell:latest python -m unittest tests.test_predict .PHONY: test_3_10 -test_3_10: build_3_10 ## Test Python 3.10 pickle +test_3_10: ## Test Python 3.10 pickle + @if ! docker image inspect ${NAME}_py_3_10:latest >/dev/null 2>&1; then $(MAKE) build_3_10; fi docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_10:latest --model /tests/models/model_3_10_legacy.pkl docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_10:latest --model /tests/models/model_3_10.pkl .PHONY: test_3_11 -test_3_11: build_3_11 ## Test Python 3.11 pickle +test_3_11: ## Test Python 3.11 pickle + @if ! docker image inspect ${NAME}_py_3_11:latest >/dev/null 2>&1; then $(MAKE) build_3_11; fi docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_11:latest --model /tests/models/model_3_11_legacy.pkl docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_11:latest --model /tests/models/model_3_11.pkl .PHONY: test_3_12 -test_3_12: build_3_12 ## Test Python 3.12 pickle +test_3_12: ## Test Python 3.12 pickle + @if ! docker image inspect ${NAME}_py_3_12:latest >/dev/null 2>&1; then $(MAKE) build_3_12; fi docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_12:latest --model /tests/models/model_3_12_legacy.pkl docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_12:latest --model /tests/models/model_3_12.pkl .PHONY: test_3_13 -test_3_13: build_3_13 ## Test Python 3.13 pickle +test_3_13: ## Test Python 3.13 pickle + @if ! docker image inspect ${NAME}_py_3_13:latest >/dev/null 2>&1; then $(MAKE) build_3_13; fi docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_13:latest --model /tests/models/model_3_13_legacy.pkl docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_13:latest --model /tests/models/model_3_13.pkl +.PHONY: test_3_14 +test_3_14: ## Test Python 3.14 pickle + @if ! docker image inspect ${NAME}_py_3_14:latest >/dev/null 2>&1; then $(MAKE) build_3_14; fi + docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_14:latest --model /tests/models/model_3_14_legacy.pkl + docker run -i --rm -v ./tests/:/tests/ -v /tmp:/tmp ${NAME}_py_3_14:latest --model /tests/models/model_3_14.pkl + .PHONY: push_latest -push_latest: push_latest_3_10 push_latest_3_11 push_latest_3_12 push_latest_3_13 ## Push latest docker containers +push_latest: push_latest_3_10 push_latest_3_11 push_latest_3_12 push_latest_3_13 push_latest_3_14 ## Push latest docker containers .PHONY: push_latest_3_10 push_latest_3_10: build_3_10 ## Release Python 3.10 container tagged latest @@ -96,6 +111,14 @@ push_latest_3_13: build_3_13 ## Release Python 3.13 container tagged latest docker push ${ECR_REPO}/${NAME}_py_3_13:${GIT_REF} docker push ${ECR_REPO}/${NAME}_py_3_13:latest +.PHONY: push_latest_3_14 +push_latest_3_14: build_3_14 ## Release Python 3.14 container tagged latest + aws ecr get-login-password --region us-west-2 | docker login --username AWS --password-stdin ${ECR_REPO} + docker tag ${NAME}_py_3_14:${GIT_REF} ${ECR_REPO}/${NAME}_py_3_14:${GIT_REF} + docker tag ${NAME}_py_3_14:latest ${ECR_REPO}/${NAME}_py_3_14:latest + docker push ${ECR_REPO}/${NAME}_py_3_14:${GIT_REF} + docker push ${ECR_REPO}/${NAME}_py_3_14:latest + .PHONY: push_latest_shell push_latest_shell: build_shell ## Release Python 3.11 container tagged latest aws ecr get-login-password --region us-west-2 | docker login --username AWS --password-stdin ${ECR_REPO} @@ -105,7 +128,7 @@ push_latest_shell: build_shell ## Release Python 3.11 container tagged latest docker push ${ECR_REPO}/${NAME}_shell:latest .PHONY: push_stable -push_stable: push_stable_3_10 push_stable_3_11 push_stable_3_12 push_stable_3_13 ## Push all container tagged stable +push_stable: push_stable_3_10 push_stable_3_11 push_stable_3_12 push_stable_3_13 push_stable_3_14 ## Push all container tagged stable .PHONY: push_stable_3_10 push_stable_3_10: build_3_10 ## Release Python 3.10 container tagged stable @@ -138,3 +161,11 @@ push_stable_3_13: build_3_13 ## Release Python 3.13 container tagged stable docker tag ${NAME}_py_3_13:latest ${ECR_REPO}/${NAME}_py_3_13:stable docker push ${ECR_REPO}/${NAME}_py_3_13:${GIT_REF} docker push ${ECR_REPO}/${NAME}_py_3_13:stable + +.PHONY: push_stable_3_14 +push_stable_3_14: build_3_14 ## Release Python 3.14 container tagged stable + aws ecr get-login-password --region us-west-2 | docker login --username AWS --password-stdin ${ECR_REPO} + docker tag ${NAME}_py_3_14:${GIT_REF} ${ECR_REPO}/${NAME}_py_3_14:${GIT_REF} + docker tag ${NAME}_py_3_14:latest ${ECR_REPO}/${NAME}_py_3_14:stable + docker push ${ECR_REPO}/${NAME}_py_3_14:${GIT_REF} + docker push ${ECR_REPO}/${NAME}_py_3_14:stable diff --git a/SKILLS.md b/SKILLS.md index b116280..1122a3b 100644 --- a/SKILLS.md +++ b/SKILLS.md @@ -1,304 +1,4 @@ # Skills for numerai-predict -This document contains reusable skills for common tasks in the numerai-predict repository. - ---- - -## Skill: add-python-version - -### Purpose -Add support for a new Python version to the numerai-predict infrastructure. This involves creating container configurations, updating build systems, and ensuring CI/CD pipelines include the new version. - -### Prerequisites -- Docker installed locally -- Poetry 2.x installed (`pip install poetry`) -- The target Python version must have a `python:X.XX-slim` Docker image available -- Key ML dependencies (tensorflow, torch, etc.) should support the target Python version - -### Steps - -#### Step 1: Create the Version Directory - -Create a new directory `py3.XX/` (replace XX with the version number): - -```bash -mkdir py3.XX -``` - -#### Step 2: Create the Dockerfile - -Create `py3.XX/Dockerfile` with the following content: - -```dockerfile -FROM python:3.XX-slim - -ARG GIT_REF -ENV GIT_REF=$GIT_REF - -RUN apt-get update -yqq && apt-get install -yqq --no-install-recommends \ - build-essential \ - cmake \ - git \ - curl \ - python3-dev \ - python3-pip \ - python3-venv \ - libffi-dev - -RUN pip install --upgrade pip setuptools wheel -RUN pip install --no-cache-dir poetry==2.1.3 - -ENV POETRY_HOME="/opt/poetry" -ENV PATH="${POETRY_HOME}/bin:$PATH" - -COPY ./py3.XX/pyproject.toml ./pyproject.toml -COPY ./py3.XX/poetry.lock ./poetry.lock - -RUN poetry config virtualenvs.create false \ - && poetry install --no-interaction --no-ansi - -COPY ./predict.py . - -ENTRYPOINT ["python", "predict.py"] -``` - -#### Step 3: Create pyproject.toml - -Create `py3.XX/pyproject.toml`. Start by copying from the most recent version (e.g., py3.12) and modify: - -1. Change `name` to `"py3-XX"` -2. Change `requires-python` to `">=3.XX,<3.YY"` (where YY = XX + 1) -3. Review and update dependency versions for Python compatibility - -Key sections: -```toml -[project] -name = "py3-XX" -version = "0.1.0" -readme = "../README.md" -requires-python = ">=3.XX,<3.YY" - -dependencies = [ - # Copy dependencies from latest version, adjust versions as needed -] - -[tool.poetry] -package-mode = false - -[build-system] -requires = ["poetry-core>=2.0.0,<3.0.0"] -build-backend = "poetry.core.masonry.api" -``` - -#### Step 4: Generate poetry.lock - -```bash -cd py3.XX -poetry lock -``` - -If dependency resolution fails: -- Check which packages don't support the new Python version -- Look for updated versions of problematic packages -- Consider loosening version constraints (e.g., `>=X.Y, pd.DataFrame: - """Legacy format (1-arg): returns predictions with 'prediction' column.""" - predictions = pd.DataFrame(index=live_features.index) - predictions["prediction"] = 0.5 - return predictions - -def predict(live_features: pd.DataFrame, benchmark_models: pd.DataFrame) -> pd.DataFrame: - """New format (2-arg): returns predictions with 'prediction' column.""" - predictions = pd.DataFrame(index=live_features.index) - predictions["prediction"] = live_features.iloc[:, 0].rank(pct=True) - return predictions - -# Save legacy format (1-arg) -with open("tests/models/model_3_XX_legacy.pkl", "wb") as f: - pickle.dump(predict_legacy, f) - -# Save new format (2-arg) -with open("tests/models/model_3_XX.pkl", "wb") as f: - pickle.dump(predict, f) -``` - -#### Step 9: Update README.md - -Update the `README.md` to use the new Python version in examples. The README should always showcase the latest supported Python version: - -1. Update the build example to use the new version: -```bash -# to build on python 3.XX -make build_3_XX -``` - -2. Update the docker run example to use the new version: -```bash -docker run -i --rm -v "$PWD:$PWD" ghcr.io/numerai/numerai_predict_py_3_XX:stable --debug --model $PWD/model.pkl -``` - -#### Step 10: Test Locally - -```bash -# Build the container -make build_3_XX - -# Run tests (requires test pickle files) -make test_3_XX - -# Debug manually -docker run -i --rm -v "$PWD:$PWD" numerai_predict_py_3_XX:latest --debug --model $PWD/tests/models/model_3_XX.pkl -``` - -### Verification Checklist - -- [ ] `py3.XX/Dockerfile` exists and uses correct base image -- [ ] `py3.XX/pyproject.toml` has correct Python version constraint -- [ ] `py3.XX/poetry.lock` generated successfully -- [ ] `py3.XX/requirements.txt` generated from poetry export -- [ ] Makefile has `build_3_XX`, `test_3_XX`, `push_latest_3_XX`, `push_stable_3_XX` targets -- [ ] `.github/workflows/test-all.yaml` includes new version in matrix -- [ ] `.github/workflows/deploy-images.yml` includes new version in both matrices -- [ ] `.github/workflows/deploy-stable.yaml` includes new version in both matrices -- [ ] `tests/models/model_3_XX.pkl` exists -- [ ] `tests/models/model_3_XX_legacy.pkl` exists -- [ ] `make build_3_XX` succeeds -- [ ] `make test_3_XX` succeeds -- [ ] `README.md` examples updated to use new Python version - -### Troubleshooting - -**Poetry can't resolve dependencies** -- Some packages may not support the new Python version yet -- Check PyPI for each failing package to see supported versions -- Try using newer versions of packages that failed -- As a last resort, remove packages that don't support the new version - -**Docker build fails at poetry install** -- Check the poetry.lock was generated with the correct Python version -- Verify all packages have wheels for the target platform (linux/amd64) -- Check for C extension packages that may need compilation - -**Tests fail with pickle errors** -- Ensure test pickle files were created with the matching Python version -- Recreate the pickle files using the instructions above - ---- - -## Skill: update-dependencies - -### Purpose -Update ML dependencies across all Python versions to newer versions. - -### Steps - -1. Identify the package and target version -2. Update `pyproject.toml` in each `py3.XX/` directory -3. Regenerate `poetry.lock` in each directory -4. Regenerate `requirements.txt` from poetry export -5. Build and test all versions: `make build && make test` - -### Notes -- Different Python versions may need different package versions -- Keep version constraints consistent where possible -- Test thoroughly as ML packages can have breaking changes +- [add-python-version](skills/add-python-version/SKILL.md): Add support for a new Python runtime container. +- [update-dependencies](skills/update-dependencies/SKILL.md): Update ML dependencies across versioned Python environments. diff --git a/predict.py b/predict.py index 389e3d9..3a1a2a0 100644 --- a/predict.py +++ b/predict.py @@ -66,6 +66,18 @@ def py_version(separator="."): return separator.join(sys.version.split(".")[:2]) +def is_python_version_pickle_error(error): + error_message = str(error).lower() + return any( + message in error_message + for message in ( + "unsupported pickle protocol", + "code expected at most", + "bad marshal data", + ) + ) + + def exit_with_help(error): git_ref = os.getenv("GIT_REF", "latest") docker_image_path = ( @@ -200,7 +212,26 @@ def main(args): logging.exception(e) exit_with_help(1) except TypeError as e: - logging.error("Pickle incompatible with %s", py_version()) + if is_python_version_pickle_error(e): + logging.error( + "Pickle could not be loaded in Python %s. It was likely created with a different Python version. Recreate the pickle with Python %s or submit it to the matching numerai-predict image.", + py_version(), + py_version(), + ) + else: + logging.error("Pickle incompatible with %s", py_version()) + if args.debug: + logging.exception(e) + exit_with_help(1) + except ValueError as e: + if is_python_version_pickle_error(e): + logging.error( + "Pickle could not be loaded in Python %s. It was likely created with a different Python version. Recreate the pickle with Python %s or submit it to the matching numerai-predict image.", + py_version(), + py_version(), + ) + else: + logging.error("Invalid pickle - %s", e) if args.debug: logging.exception(e) exit_with_help(1) diff --git a/py3.14/Dockerfile b/py3.14/Dockerfile new file mode 100644 index 0000000..67aad6f --- /dev/null +++ b/py3.14/Dockerfile @@ -0,0 +1,31 @@ +FROM python:3.14-slim + +ARG GIT_REF +ENV GIT_REF=$GIT_REF + +RUN apt-get update -yqq && apt-get install -yqq --no-install-recommends \ + build-essential \ + cmake \ + git \ + curl \ + python3-dev \ + python3-pip \ + python3-venv \ + libffi-dev + +RUN pip install --upgrade pip setuptools wheel +RUN pip install --no-cache-dir poetry==2.1.3 + +ENV POETRY_HOME="/opt/poetry" +ENV PATH="${POETRY_HOME}/bin:$PATH" + +COPY ./py3.14/pyproject.toml ./pyproject.toml +COPY ./py3.14/poetry.lock ./poetry.lock + +RUN poetry config virtualenvs.create false \ + && poetry config requests.max-retries 5 \ + && poetry install 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Finance API" +optional = false +python-versions = "*" +groups = ["main"] +files = [ + {file = "yfinance-1.2.0-py2.py3-none-any.whl", hash = "sha256:1c27d1ebfc6275f476721cc6dba035a49d0cf9a806d6aa1785c9e10cf8a610d8"}, + {file = "yfinance-1.2.0.tar.gz", hash = "sha256:80cec643eb983330ca63debab1b5492334fa1e6338d82cb17dd4e7b95079cfab"}, +] + +[package.dependencies] +beautifulsoup4 = ">=4.11.1" +curl_cffi = ">=0.7,<0.14" +frozendict = ">=2.3.4" +multitasking = ">=0.0.7" +numpy = ">=1.16.5" +pandas = ">=1.3.0" +peewee = ">=3.16.2" +platformdirs = ">=2.0.0" +protobuf = ">=3.19.0" +pytz = ">=2022.5" +requests = ">=2.31" +websockets = ">=13.0" + +[package.extras] +nospam = ["requests_cache (>=1.0)", "requests_ratelimiter (>=0.3.1)"] +repair = ["scipy (>=1.6.3)"] + +[metadata] +lock-version = "2.1" +python-versions = ">=3.14,<3.15" +content-hash = "71ffe1254568cd7ca1059b129154924344e679613cced0bd375091e864db002a" diff --git a/py3.14/pyproject.toml b/py3.14/pyproject.toml new file mode 100644 index 0000000..ff8a702 --- /dev/null +++ b/py3.14/pyproject.toml @@ -0,0 +1,112 @@ +[project] +name = "py3-14" +version = "0.1.0" +readme = "../README.md" +requires-python = ">=3.14,<3.15" + +dependencies = [ + "absl-py (>=2.3.1,<3.0.0)", + "aiohttp (>=3.12.14,<4.0.0)", + "aiosignal (>=1.4.0,<2.0.0)", + "astunparse (>=1.6.3,<2.0.0)", + "async-timeout (>=5.0.1,<6.0.0)", + "attrs (>=25.3.0,<26.0.0)", + "cachetools (>=5.3.1,<6.0.0)", + "catboost (>=1.2.8,<2.0.0)", + "certifi (>=2025.7.14,<2026.0.0)", + "charset-normalizer (>=3.4.2,<4.0.0)", + "click (>=8.2.1,<9.0.0)", + "cloudpickle (>=3.1.1,<4.0.0)", + "contourpy (>=1.3.2,<2.0.0)", + "cycler (>=0.12.1,<0.13.0)", + "fickling (>=0.1.4,<0.2.0)", + "filelock (>=3.18.0,<4.0.0)", + "flatbuffers (>=25.2.10,<26.0.0)", + "fonttools (>=4.59.0,<5.0.0)", + "frozenlist (>=1.7.0,<2.0.0)", + "fsspec (>=2025.7.0,<2026.0.0)", + "gast (>=0.6.0,<0.7.0)", + "google-pasta (>=0.2.0,<0.3.0)", + "graphviz (>=0.21,<0.22)", + "grpcio (>=1.73.1,<2.0.0)", + "h5py (>=3.15.1,<3.16.0)", + "idna (>=3.10,<4.0)", + "jax (>=0.11.0,<0.12.0)", + "jinja2 (>=3.1.6,<4.0.0)", + "joblib (>=1.5.1,<2.0.0)", + "kiwisolver (>=1.4.8,<2.0.0)", + "libclang (>=18.1.1,<19.0.0)", + "lightgbm (==4.5.0)", + "lightning-utilities (>=0.14.3,<0.15.0)", + "markdown (>=3.8.2,<4.0.0)", + "markupsafe (>=3.0.2,<4.0.0)", + "matplotlib (>=3.10.0,<4.0.0)", + "ml-dtypes (>=0.5.1,<0.6.0)", + "mlxtend (>=0.23.4,<0.24.0)", + "mpmath (>=1.3.0,<2.0.0)", + "multidict (>=6.6.3,<7.0.0)", + "networkx (>=3.5,<4.0)", + "numerapi (>=2.20.7,<3.0.0)", + "numerblox>=1.6.1,<2.0.0", + "numerai-tools (>=0.4.0,<0.5.0)", + "numpy (>=2.0.0,<3.0.0)", + "oauthlib (>=3.3.1,<4.0.0)", + "opt-einsum (>=3.4.0,<4.0.0)", + "packaging (>=25.0,<26.0)", + "pandas (>=2.3.1,<3.0.0)", + "pillow (>=11.2.1,<12.0.0)", + "plotly (>=6.2.0,<7.0.0)", + "polars (>=1.31.0,<2.0.0)", + "protobuf (>=6.31.1,<8.0.0)", + "pyarrow (>=25.0.0,<26.0.0)", + "pyasn1 (>=0.6.1,<0.7.0)", + "pyasn1-modules (>=0.4.2,<0.5.0)", + "pyparsing (>=3.2.3,<4.0.0)", + "python-dateutil (>=2.9.0.post0,<3.0.0)", + "pytorch-lightning (>=2.5.2,<3.0.0)", + "pytz (>=2025.2,<2026.0)", + "pyyaml (>=6.0.2,<7.0.0)", + "requests (>=2.32.4,<3.0.0)", + "requests-oauthlib (>=2.0.0,<3.0.0)", + "rsa (>=4.9.1,<5.0.0)", + "scikit-learn (>=1.6.1,<1.7.0)", + "scipy (>=1.16.0,<2.0.0)", + "six (>=1.17.0,<2.0.0)", + "statsmodels (>=0.14.5,<0.15.0)", + "sympy (>=1.14.0,<2.0.0)", + "tenacity (>=9.1.2,<10.0.0)", + "tensorboard (>=2.19.0,<3.0.0)", + "tensorboard-data-server (>=0.7.2,<0.8.0)", + "termcolor (>=3.1.0,<4.0.0)", + "threadpoolctl (>=3.6.0,<4.0.0)", + "torch (>=2.7.1,<3.0.0)", + "torchmetrics (>=1.7.4,<2.0.0)", + "tqdm (>=4.67.1,<5.0.0)", + "treelite (>=4.4.1,<5.0.0)", + "treelite-runtime (>=3.9.1,<4.0.0)", + "typing-extensions (>=4.14.1,<5.0.0)", + "tzdata (>=2025.2,<2026.0)", + "urllib3 (>=2.5.0,<3.0.0)", + "werkzeug (>=3.1.3,<4.0.0)", + "wrapt (>=1.17.2,<2.0.0)", + "xgboost (>=2.1.4,<3.1.0)", + "yarl (>=1.20.1,<2.0.0)", + "google-auth (>=2.40.3,<3.0.0)", + "google-auth-oauthlib (>=1.2.2,<2.0.0)", + "onnx (>=1.18.0,<2.0.0)", + "skorch (>=1.1.0,<2.0.0)", + "numba (>=0.66.0,<0.67.0)", + "tabpfn (>=2.1.0,<3.0.0)", + "tf-nightly @ https://files.pythonhosted.org/packages/cf/17/c787514507ac1a620a6525f97fb115dfc8fed6419307398c1c9921eec177/tf_nightly-2.22.0.dev20260722-cp314-cp314-manylinux_2_27_x86_64.whl", +] + +# Note: Python 3.14 uses the exact tf-nightly cp314 linux/amd64 wheel because stable tensorflow has no cp314 Linux wheel yet. +# PyPI release metadata for this nightly has stale h5py constraints; the wheel metadata selects the compatible h5py cp314 wheel. +# YDF packages are omitted until ydf and ydf-tf publish cp314 wheels. + +[tool.poetry] +package-mode = false + +[build-system] +requires = ["poetry-core>=2.0.0,<3.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/py3.14/requirements.txt b/py3.14/requirements.txt new file mode 100644 index 0000000..5f6444b --- /dev/null +++ b/py3.14/requirements.txt @@ -0,0 +1,166 @@ +absl-py==2.4.0 +aiohappyeyeballs==2.6.1 +aiohttp==3.13.3 +aiosignal==1.4.0 +annotated-types==0.7.0 +astunparse==1.6.3 +async-timeout==5.0.1 +attrs==25.4.0 +backoff==2.2.1 +beautifulsoup4==4.14.3 +cachetools==5.5.2 +catboost==1.2.10 +certifi==2025.11.12 +cffi==2.0.0 +charset-normalizer==3.4.4 +click==8.3.1 +cloudpickle==3.1.2 +colorama==0.4.6 +contourpy==1.3.3 +cryptography==46.0.5 +cuda-bindings==12.9.4 +cuda-pathfinder==1.4.0 +curl-cffi==0.13.0 +cycler==0.12.1 +distro==1.9.0 +einops==0.8.2 +eval-type-backport==0.3.1 +fickling==0.1.9 +filelock==3.25.0 +flatbuffers==25.12.19 +fonttools==4.61.1 +frozendict==2.4.7 +frozenlist==1.8.0 +fsspec==2025.12.0 +gast==0.6.0 +google-api-core==2.30.0 +google-auth-oauthlib==1.3.0 +google-auth==2.48.0 +google-cloud-core==2.5.0 +google-cloud-storage==3.9.0 +google-crc32c==1.8.0 +google-pasta==0.2.0 +google-resumable-media==2.8.0 +googleapis-common-protos==1.72.0 +graphviz==0.21 +grpcio==1.78.0 +h5py==3.15.1 +hf-xet==1.3.2 +huggingface-hub==0.36.2 +idna==3.11 +jax==0.11.0 +jaxlib==0.11.0 +jinja2==3.1.6 +joblib==1.5.3 +keras-nightly==3.16.0.dev2026072404 +kiwisolver==1.4.9 +libclang==18.1.1 +lightgbm==4.5.0 +lightning-utilities==0.14.3 +llvmlite==0.48.0 +markdown-it-py==4.0.0 +markdown==3.10.2 +markupsafe==3.0.3 +matplotlib==3.10.8 +mdurl==0.1.2 +ml-dtypes==0.5.4 +mlxtend==0.23.4 +mpmath==1.3.0 +multidict==6.7.1 +multitasking==0.0.12 +namex==0.1.0 +narwhals==2.17.0 +networkx==3.6 +numba==0.66.0 +numerai-era-data==1.0.0 +numerai-tools==0.4.3 +numerapi==2.22.0 +numerblox==1.6.1 +numpy==2.2.6 +nvidia-cublas-cu12==12.8.4.1 +nvidia-cuda-cupti-cu12==12.8.90 +nvidia-cuda-nvrtc-cu12==12.8.93 +nvidia-cuda-runtime-cu12==12.8.90 +nvidia-cudnn-cu12==9.10.2.21 +nvidia-cufft-cu12==11.3.3.83 +nvidia-cufile-cu12==1.13.1.3 +nvidia-curand-cu12==10.3.9.90 +nvidia-cusolver-cu12==11.7.3.90 +nvidia-cusparse-cu12==12.5.8.93 +nvidia-cusparselt-cu12==0.7.1 +nvidia-ml-py==13.590.48 +nvidia-nccl-cu12==2.27.5 +nvidia-nvjitlink-cu12==12.8.93 +nvidia-nvshmem-cu12==3.4.5 +nvidia-nvtx-cu12==12.8.90 +oauthlib==3.3.1 +onnx==1.20.1 +opt-einsum==3.4.0 +optree==0.19.0 +packaging==25.0 +pandas-ta-classic==0.3.78 +pandas==2.3.3 +patsy==1.0.2 +peewee==4.0.1 +pillow==11.3.0 +platformdirs==4.9.2 +plotly==6.6.0 +polars-runtime-32==1.38.1 +polars==1.38.1 +posthog==6.9.3 +propcache==0.4.1 +proto-plus==1.27.1 +protobuf==6.33.6 +pyarrow==25.0.0 +pyasn1-modules==0.4.2 +pyasn1==0.6.2 +pycparser==3.0 +pydantic-core==2.41.5 +pydantic-settings==2.13.1 +pydantic==2.12.5 +pygments==2.19.2 +pyparsing==3.3.2 +python-dateutil==2.9.0.post0 +python-dotenv==1.2.2 +pytorch-lightning==2.6.1 +pytz==2025.2 +pyyaml==6.0.3 +requests-oauthlib==2.0.0 +requests==2.32.5 +rich==14.3.3 +rsa==4.9.1 +ruff==0.15.4 +scikit-learn==1.6.1 +scipy==1.17.1 +setuptools==82.0.0 +six==1.17.0 +skorch==1.3.1 +soupsieve==2.8.3 +statsmodels==0.14.6 +sympy==1.14.0 +tabpfn-common-utils==0.2.16 +tabpfn==2.2.1 +tabulate==0.9.0 +tenacity==9.1.4 +tensorboard-data-server==0.7.2 +tensorboard==2.20.0 +termcolor==3.3.0 +tf-nightly @ https://files.pythonhosted.org/packages/cf/17/c787514507ac1a620a6525f97fb115dfc8fed6419307398c1c9921eec177/tf_nightly-2.22.0.dev20260722-cp314-cp314-manylinux_2_27_x86_64.whl +threadpoolctl==3.6.0 +torch==2.10.0 +torchmetrics==1.8.2 +tqdm==4.67.3 +treelite-runtime==3.9.1 +treelite==4.6.1 +triton==3.6.0 +typing-extensions==4.15.0 +typing-inspection==0.4.2 +tzdata==2025.3 +urllib3==2.6.3 +websockets==16.0 +werkzeug==3.1.6 +wheel==0.46.3 +wrapt==1.17.3 +xgboost==3.0.5 +yarl==1.23.0 +yfinance==1.2.0 diff --git a/skills/add-python-version/SKILL.md b/skills/add-python-version/SKILL.md new file mode 100644 index 0000000..974c0b3 --- /dev/null +++ b/skills/add-python-version/SKILL.md @@ -0,0 +1,134 @@ +--- +name: add-python-version +description: Add support for a new Python version in numerai-predict by creating py3.x container files, updating Makefile and GitHub workflow matrices, generating lock and requirements files, creating versioned test pickle models, updating README examples, and running version-specific Docker tests. Use when asked to add, upgrade, or onboard a supported Python runtime for Numerai prediction images. +--- + +# Add Python Version + +## Overview + +Add one supported Python minor version to the numerai-predict Docker, test, and deployment matrix. Keep the implementation aligned with the latest existing `py3.*` directory and make every changed line trace to the new version. + +## Inputs + +Use these tokens consistently: + +- `3.XX`: dotted Python version, such as `3.14`. +- `3_XX`: underscore Python version, such as `3_14`. +- `py3.XX`: version directory name. +- `3.YY`: next Python minor version for the upper `requires-python` bound. + +Discover the current supported versions by listing `py3.*` directories and checking `.github/workflows/test-all.yaml`. + +## Workflow + +1. Verify the target Python version is viable before editing. + + Confirm that `python:3.XX-slim` exists and that core ML dependencies are available for the target version. Pay particular attention to TensorFlow, PyTorch, JAX, XGBoost, LightGBM, CatBoost, pandas, NumPy, SciPy, scikit-learn, `numerapi`, `numerai-tools`, and `numerblox`. + +2. Create `py3.XX/`. + + Copy the newest existing `py3.*` directory, then update: + + - `Dockerfile`: replace the base image with `FROM python:3.XX-slim` and update any copied paths to `py3.XX`. + - `pyproject.toml`: set `name = "py3-XX"` and `requires-python = ">=3.XX,<3.YY"`. + - Dependencies: adjust only versions needed for Python compatibility. + +3. Regenerate dependency artifacts. + + Run from the new version directory: + + ```bash + poetry lock + poetry export -f requirements.txt --without-hashes --output requirements.txt + sed -i '' 's/; .*$//g' requirements.txt + ``` + + On Linux, use: + + ```bash + sed -i 's/; .*$//g' requirements.txt + ``` + +4. Update `Makefile`. + + Copy the latest existing version-specific targets and replace the version tokens. Add the new target names to the aggregate `build`, `test`, `push_latest`, and `push_stable` targets. + + Required targets: + + ```makefile + build_3_XX + test_3_XX + push_latest_3_XX + push_stable_3_XX + ``` + +5. Update GitHub workflow matrices. + + Add `3_XX` to `.github/workflows/test-all.yaml`. + + Add `3{0}XX` to every Python-version matrix in: + + - `.github/workflows/deploy-images.yml` + - `.github/workflows/deploy-stable.yaml` + +6. Create test pickle models. + + Generate both files with the target Python version: + + - `tests/models/model_3_XX.pkl`: two-argument predict function, `predict(live_features, benchmark_models)`. + - `tests/models/model_3_XX_legacy.pkl`: one-argument predict function, `predict(live_features)`. + + Prefer the repository helper when notebooks are available: + + ```bash + python3.XX tests/generate_pkl.py --version py3.XX --notebook-path /path/to/example_model.ipynb + python3.XX tests/generate_pkl.py --version py3.XX --notebook-path /path/to/legacy_model.ipynb --legacy + ``` + + If creating simple fixtures manually, ensure the pickle can be loaded by the target container and returns a pandas DataFrame with a `prediction` column. + +7. Update `README.md`. + + Keep examples on the latest supported version: + + ```bash + make build_3_XX + docker run -i --rm -v "$PWD:$PWD" ghcr.io/numerai/numerai_predict_py_3_XX:stable --debug --model $PWD/model.pkl + ``` + +8. Test locally. + + Run: + + ```bash + make build_3_XX + make test_3_XX + ``` + + If the change touches shared logic, also run: + + ```bash + make test + ``` + +## Verification Checklist + +- `py3.XX/Dockerfile` exists and uses `python:3.XX-slim`. +- `py3.XX/pyproject.toml` has the correct project name and Python constraint. +- `py3.XX/poetry.lock` was generated successfully. +- `py3.XX/requirements.txt` was generated from Poetry export. +- `Makefile` includes the four version-specific targets and all aggregate target references. +- `.github/workflows/test-all.yaml` includes `3_XX`. +- `.github/workflows/deploy-images.yml` includes `3{0}XX` in all Python-version matrices. +- `.github/workflows/deploy-stable.yaml` includes `3{0}XX` in all Python-version matrices. +- Both new test pickle files exist. +- `README.md` examples use the latest supported version. +- `make build_3_XX` succeeds. +- `make test_3_XX` succeeds. + +## Troubleshooting + +- If Poetry cannot resolve dependencies, identify the package that lacks target-version support, then prefer compatible newer versions before loosening constraints. +- If Docker fails during `poetry install`, confirm the lock file was generated for the target Python version and that Linux wheels exist for compiled packages. +- If tests fail with pickle errors, recreate the test pickle files with the exact target Python version. diff --git a/skills/update-dependencies/SKILL.md b/skills/update-dependencies/SKILL.md new file mode 100644 index 0000000..d946108 --- /dev/null +++ b/skills/update-dependencies/SKILL.md @@ -0,0 +1,66 @@ +--- +name: update-dependencies +description: Update ML dependencies in numerai-predict across one or more py3.x environment directories by editing pyproject.toml, regenerating poetry.lock and requirements.txt, and running the matching build and test targets. Use when asked to bump, pin, loosen, refresh, or troubleshoot dependency versions for Numerai prediction containers. +--- + +# Update Dependencies + +## Overview + +Update dependency constraints for the numerai-predict Python container environments. Make the smallest version changes that satisfy the request and keep generated lock and requirements files in sync with each edited `py3.*` directory. + +## Workflow + +1. Identify scope. + + Determine the package, target version or constraint, and affected Python versions. If the user does not name specific versions, inspect all `py3.*` directories and update every supported environment where the package exists. + +2. Edit `pyproject.toml`. + + Update the dependency entry in each affected version directory. Use different constraints per Python version only when package compatibility requires it. + +3. Regenerate generated files. + + Run from each edited `py3.*` directory: + + ```bash + poetry lock + poetry export -f requirements.txt --without-hashes --output requirements.txt + sed -i '' 's/; .*$//g' requirements.txt + ``` + + On Linux, use: + + ```bash + sed -i 's/; .*$//g' requirements.txt + ``` + +4. Validate. + + For a single-version dependency change, run: + + ```bash + make build_3_XX + make test_3_XX + ``` + + For cross-version changes, run: + + ```bash + make build + make test + ``` + +## Guidelines + +- Keep dependency constraints consistent across Python versions where compatibility allows. +- Do not update unrelated packages unless Poetry resolution requires it. +- Treat ML framework updates as high risk; check release compatibility for Python, NumPy, CUDA-related packages, and transitive compiled dependencies. +- If resolution fails, report the specific conflicting package and the compatible alternatives instead of making broad speculative changes. + +## Verification Checklist + +- Every edited `py3.*` directory has updated `pyproject.toml`, `poetry.lock`, and `requirements.txt`. +- No unrelated version directories were changed. +- Version constraints are as consistent as package compatibility allows. +- The matching build and test targets pass. diff --git a/tests/generate_pkl.py b/tests/generate_pkl.py index c6fc227..31b32e9 100755 --- a/tests/generate_pkl.py +++ b/tests/generate_pkl.py @@ -12,7 +12,7 @@ 3. Copies it to tests/models/ with the appropriate naming convention Arguments: - --version: Python version directory (e.g., py3.10, py3.11, py3.12, py3.13) + --version: Python version directory (e.g., py3.10, py3.11, py3.12, py3.13, py3.14) --notebook-path: Path to the Jupyter notebook (relative or absolute) --legacy: If set, names the output as model_X_XX_legacy.pkl (for 1-arg predict functions) --output-name: Override the output pkl filename in the notebook directory (default: auto-detect) @@ -140,7 +140,7 @@ def main(): parser.add_argument( "--version", required=True, - help="Python version directory (e.g., py3.10, py3.11, py3.12, py3.13)" + help="Python version directory (e.g., py3.10, py3.11, py3.12, py3.13, py3.14)" ) parser.add_argument( "--notebook-path", diff --git a/tests/models/model_3_14.pkl b/tests/models/model_3_14.pkl new file mode 100644 index 0000000..f7443be Binary files /dev/null and b/tests/models/model_3_14.pkl differ diff --git a/tests/models/model_3_14_legacy.pkl b/tests/models/model_3_14_legacy.pkl new file mode 100644 index 0000000..c81f809 Binary files /dev/null and b/tests/models/model_3_14_legacy.pkl differ diff --git a/tests/test_predict.py b/tests/test_predict.py index ddfcd83..bc474a5 100644 --- a/tests/test_predict.py +++ b/tests/test_predict.py @@ -2,6 +2,7 @@ Set up python unittests for the predict module """ +import argparse import unittest from unittest import mock @@ -14,6 +15,28 @@ class TestPredict(unittest.TestCase): def setUp(self): pass + def test__is_python_version_pickle_error(self): + self.assertTrue( + predict.is_python_version_pickle_error( + ValueError("unsupported pickle protocol: 5") + ) + ) + self.assertTrue( + predict.is_python_version_pickle_error( + TypeError("code expected at most 18 arguments, got 21") + ) + ) + self.assertTrue( + predict.is_python_version_pickle_error( + ValueError("bad marshal data (unknown type code)") + ) + ) + self.assertFalse( + predict.is_python_version_pickle_error( + ModuleNotFoundError("No module named 'xgboost'") + ) + ) + def test__retry_request_with_backoff_bad_callable_return(self): self.assertRaises( AttributeError, @@ -54,3 +77,31 @@ def check_inputs(post_url, data, files): assert len(post_calls) == len(response_statuses) assert all(buffer.seekable() for buffer in post_calls) assert post_calls[0] is not post_calls[1] + + def test__main_exits_with_help_on_python_version_pickle_mismatch(self): + args = argparse.Namespace( + dataset="v5.2/live.parquet", + benchmarks="v5.2/live_benchmark_models.parquet", + model="model.pkl", + output_dir="/tmp", + post_url=None, + post_data=None, + debug=False, + ) + + with ( + mock.patch( + "predict.pd.read_pickle", + side_effect=ValueError("unsupported pickle protocol: 5"), + ), + mock.patch("predict.exit_with_help", side_effect=SystemExit(1)), + mock.patch("predict.logging.error") as logging_error, + ): + with self.assertRaises(SystemExit): + predict.main(args) + + logging_error.assert_called_once_with( + "Pickle could not be loaded in Python %s. It was likely created with a different Python version. Recreate the pickle with Python %s or submit it to the matching numerai-predict image.", + predict.py_version(), + predict.py_version(), + )