From a8901d243127f77df9b90f9ae3d8619d681a50a8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Justin=20G=C3=BCse?= Date: Fri, 12 Jul 2024 11:07:53 +0000 Subject: [PATCH] Support for cpu/gpu version --- .github/workflows/main.yml | 2 +- .gitignore | 3 +- README.md | 41 +- environment.yml | 18 - environment_cpu.yml | 18 - poetry.lock | 1280 +++++++++++++++++++++--------------- pyproject.toml | 29 +- 7 files changed, 760 insertions(+), 631 deletions(-) delete mode 100644 environment.yml delete mode 100644 environment_cpu.yml diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml index 9ff93a0..41c9e4e 100644 --- a/.github/workflows/main.yml +++ b/.github/workflows/main.yml @@ -20,7 +20,7 @@ jobs: run: | python -m pip install --upgrade pip pip install poetry - # use the hardcoded version number for now + # use the hardcoded version number for now. if this is merged to the main repo, you can uncomment these lines to automatically tag the version number with the github run number # - name: Set Version number # run: | # poetry version 0.0.${{ github.run_number }} diff --git a/.gitignore b/.gitignore index 1a7eb27..cc38b4f 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,3 @@ .venv/ -dist/ \ No newline at end of file +dist/ +**__pycache__/** */ \ No newline at end of file diff --git a/README.md b/README.md index e59ad5d..3bdbd9e 100644 --- a/README.md +++ b/README.md @@ -14,6 +14,8 @@ to download model checkpoints. This is not an officially supported Google product. +We recommend at least 16GB RAM to load TimesFM dependencies. + ## Checkpoint timesfm-1.0-200m timesfm-1.0-200m is the first open model checkpoint: @@ -32,51 +34,28 @@ Please look into the README files in the respective benchmark directories within ### Installation as a package -To install the CPU version of TimesFM as a package, you can run the following command without cloning this repo: +To install the GPU/default version of TimesFM as a package, you can run the following command without cloning this repo: `pip install timesfm` The package is currently using https://pypi.org/project/timesfm/. -### Poetry (CPU) installation +To install the CPU version of TimesFM, you can run the command `pip install timesfm[cpu]` -To install the CPU environment using Poetry, you can run the following command: +### Local installation + +To from the current repository/local version (like you would have previously done with `pip -e .`), you can run the command ``` pip install poetry # optional poetry install ``` +If you prefer the CPU version, run the command `poetry install -E cpu` + This will install the environment in the local .venv folder (depends on the configuration) and matches the python command to the poetry environment. If this is not the case, you can use `poetry run python` to use the local environment. -### Conda / GPU installation - -We recommend at least 16GB RAM to load TimesFM dependencies. - -For calling TimesFM, We have two environment files. Inside `timesfm`, for -GPU installation (assuming CUDA 12 has been setup), you can create a conda -environment `tfm_env` from the base folder through: - -``` -conda env create --file=environment.yml -``` - -For a CPU setup please use, - -``` -conda env create --file=environment_cpu.yml -``` -to create the environment instead. - -Follow by - -``` -conda activate tfm_env -pip install -e . -``` -to install the package. - -**Note**: +## Notes 1. Running the provided benchmarks would require additional dependencies. Please use the environment files under `experiments` instead. diff --git a/environment.yml b/environment.yml deleted file mode 100644 index 7a1d6fe..0000000 --- a/environment.yml +++ /dev/null @@ -1,18 +0,0 @@ -name: tfm_env - -channels: - - conda-forge - - defaults - - anaconda -dependencies: - - jupyterlab - - pip - - python=3.10 - - pip: - - huggingface_hub[cli] - - utilsforecast - - praxis - - paxml - - jax[cuda12]==0.4.26 - - einshape - - scikit-learn diff --git a/environment_cpu.yml b/environment_cpu.yml deleted file mode 100644 index d808176..0000000 --- a/environment_cpu.yml +++ /dev/null @@ -1,18 +0,0 @@ -name: tfm_env - -channels: - - conda-forge - - defaults - - anaconda -dependencies: - - jupyterlab - - pip - - python=3.10 - - pip: - - huggingface_hub[cli] - - utilsforecast - - praxis - - paxml - - jax[cpu]==0.4.26 - - einshape - - scikit-learn diff --git a/poetry.lock b/poetry.lock index 85112cd..73a94e1 100644 --- a/poetry.lock +++ b/poetry.lock @@ -13,13 +13,13 @@ files 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-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] +doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] +test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"] + +[extras] +cpu = ["Jax", "jax"] [metadata] lock-version = "2.0" python-versions = ">=3.10,<3.11" -content-hash = "5b5898ee489089ecfb4258a3598877ccc2e458ee6c6029ebb0c9f58c0f2b16fa" +content-hash = "d792f3687131f21fc4929daa27c412fa6657b7c329ce3df5a6b92c3dbbc07b9f" diff --git a/pyproject.toml b/pyproject.toml index 0bac628..cbb7cd0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,25 +1,10 @@ -# This project can be installed with `python3 -m pip install -e .` from the main directory. - -[project] -name = "timesfm-jax" +[tool.poetry] +name = "timesfm" packages = [ { include = "*", from = "src" }, ] -version = "0.0.1" description = "Open weights time-series foundation model from Google Research." -version = "1.0.1" -dependencies = [ - "jax==0.4.26", - "paxml==1.4.0", - "praxis==1.4.0", - "jaxlib==0.4.26", - "numpy==1.26.4", - "pandas==2.1.4", - "einshape==1.0.0", - "utilsforecast==0.1.10", - "huggingface_hub[cli]==0.23.0", - "scikit-learn==1.5.1", -] +version = "0.0.12" authors = [ "Rajat Sen ", "Yichen Zhou ", @@ -49,9 +34,13 @@ einshape = ">=1.0.0" numpy = ">=1.26.4" pandas = ">=2.1.4" paxml = "1.4.0" -jax = "0.4.26" -jaxlib = "0.4.26" utilsforecast = "^0.1.10" +jax = {version = "0.4.26", extras = ["cuda12"]} +# unfortunately we have to solve it using https://stackoverflow.com/questions/72037181/how-to-add-optional-dependencies-of-a-library-as-extra-in-poetry-and-pyproject +Jax = {version = "0.4.26", extras = ["cpu"], optional = true} + +[tool.poetry.extras] +cpu = ['Jax'] [build-system]