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+build-backend = "poetry.core.masonry.api" -[project] +[tool.poetry] name = "fms-hf-tuning" -dynamic = ["version"] +version = "0.3.0rc0" description = "FMS HF Tuning" -authors = [ - {name = "Sukriti Sharma", email = "sukriti.sharma4@ibm.com"}, - {name = "Anh Uong", email = "anh.uong@ibm.com"}, -] -license = {text = "Apache-2.0"} +authors = ["Sukriti Sharma ", "Anh Uong "] readme = "README.md" -requires-python = "~=3.9" +exclude = ["tests"] +license = "Apache-2.0" keywords = ['fms-hf-tuning', 'python', 'tuning'] + classifiers=[ "License :: OSI Approved :: Apache Software License", "Development Status :: 4 - Beta", @@ -25,32 +20,38 @@ classifiers=[ "Programming Language :: Python :: 3.10", "Programming Language :: Python :: 3.11", ] -dependencies = [ -"numpy>=1.26.4,<2.0", -"accelerate>=0.20.3,<0.40", -"transformers>=4.34.1,<=4.40.2,!=4.38.2", -"torch>=2.2.0,<3.0", -"sentencepiece>=0.1.99,<0.3", -"tokenizers>=0.13.3,<1.0", -"tqdm>=4.66.2,<5.0", -"trl>=0.9.3,<1.0", -"peft>=0.8.0,<0.13", 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[tool.poetry.group.dev.dependencies] wheel=">=0.42.0,<1.0" packaging =">=23.2,<24" From 97349ca90958aba993c3253ab1766772deeb740b Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 11 Jun 2024 15:41:47 +0100 Subject: [PATCH 03/45] fix: make group dependencies optional Signed-off-by: Vassilis Vassiliadis --- pyproject.toml | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index d85d8dbb4..a33d2862c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -8,7 +8,8 @@ version = "0.3.0rc0" description = "FMS HF Tuning" authors = ["Sukriti Sharma ", "Anh Uong "] readme = "README.md" -exclude = ["tests"] + +exclude = ["tests", "venv"] license = "Apache-2.0" keywords = ['fms-hf-tuning', 'python', 'tuning'] @@ -34,12 +35,21 @@ ninja=">=1.11.1.1,<2.0" scikit-learn=">=1.0,<2.0" boto3 = ">=1.34,<2.0" +[tool.poetry.group.flash-attn] +optional=true + [tool.poetry.group.flash-attn.dependencies] flash-attn=">=2.5.3,<3.0" 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build: update the Dockerfile to use the poetry lock file Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 32 ++++++++++++++++---------------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/build/Dockerfile b/build/Dockerfile index 6ccd21e96..f1a6ee84b 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -112,27 +112,27 @@ RUN dnf install -y git && \ USER ${USER} WORKDIR /tmp RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ - python -m pip install --user build + python -m pip install --user wheel packaging build poetry poetry-plugin-export + COPY --chown=${USER}:root tuning tuning COPY .git .git COPY pyproject.toml pyproject.toml +COPY poetry.lock poetry.lock +COPY README.md README.md -# Build a wheel if PyPi wheel_version is empty else download the wheel from PyPi -RUN if [[ -z "${WHEEL_VERSION}" ]]; \ - then python -m build --wheel --outdir /tmp; \ - else pip download fms-hf-tuning==${WHEEL_VERSION} --dest /tmp --only-binary=:all: --no-deps; \ - fi && \ - ls /tmp/*.whl >/tmp/bdist_name - -# Install from the wheel +# Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ - python -m pip install --user wheel && \ - python -m pip install --user "$(head bdist_name)" && \ - python -m pip install --user "$(head bdist_name)[flash-attn]" && \ - # Clean up the wheel module. 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"sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"}, ] [package.extras] @@ -4005,4 +4023,4 @@ multidict = ">=4.0" [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "ea97b5336906b2e56729e2bbfb8df5075cd5f53234c5197405d63ce6b85cc81b" +content-hash = "5ecf8eed1448561e2b83b3faee84c0846ed62652e19b77e9ad4989cfe136686d" diff --git a/pyproject.toml b/pyproject.toml index 34f9757e4..7bb052080 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,7 +16,7 @@ initial-content = """ """ [tool.poetry] -# poertry-dynamic-version will auto-generate this when running commands like `poetry build` +# poetry-dynamic-versioning will auto-generate this when running commands like `poetry build` version = "0.0.0" name = "fms-hf-tuning" From 3655a49980573aa68c3b17c91cf4ef2295f97f51 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 13:05:57 +0100 Subject: [PATCH 08/45] build: use poetry when running tests and building the wheel Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 28 +++++++++++++++------------- tox.ini | 7 ++++--- 2 files changed, 19 insertions(+), 16 deletions(-) diff --git a/build/Dockerfile b/build/Dockerfile index f1a6ee84b..0957e778a 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -110,29 +110,31 @@ RUN dnf install -y git && \ rm -f /usr/share/doc/perl-Net-SSLeay/examples/server_key.pem && \ dnf clean all USER ${USER} -WORKDIR /tmp +# Ensure that git directory is owned by current user, otherwise git raises +# "fatal: detected dubious ownership" for `/tmp` +WORKDIR /tmp/fms-hf-tuning + RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ - python -m pip install --user wheel packaging build poetry poetry-plugin-export + python -m pip install --user wheel packaging poetry poetry-plugin-export COPY --chown=${USER}:root tuning tuning -COPY .git .git +COPY --chown=${USER}:root .git .git COPY pyproject.toml pyproject.toml COPY poetry.lock poetry.lock COPY README.md README.md # Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ - if [[ -z "${WHEEL_VERSION}" ]]; \ - then python -m poetry config virtualenvs.create false && \ - # Extract requirements from poetry and install them \ - echo installing dependencies && \ - python -m pip install --user --requirement <(python -m poetry export --format requirements.txt) && \ - # Install the package \ - echo installing the package &&\ - python -m pip install --user ".[flash-attn]"; \ - else python -m pip install --user "fms-hf-tuning[flash-attn]==${WHEEL_VERSION}" ; \ + if [[ -z "${WHEEL_VERSION}" ]]; then \ + # Extract requirements from poetry and install them in ~/.local + python -m pip install --user --requirement <(python -m poetry export --format requirements.txt) && \ + # Next install the package with flash-attn \ + python -m pip install --user ".[flash-attn]"; \ + else \ + # This will use whatever dependency versions satisfy the pyproject.toml constraints + python -m pip install --user "fms-hf-tuning[flash-attn]==${WHEEL_VERSION}" ; \ fi && \ - python -m pip uninstall wheel build -y + python -m pip uninstall wheel -y ## Final image ################################################ FROM release-base as release diff --git a/tox.ini b/tox.ini index 41a107639..a6ee1dc2d 100644 --- a/tox.ini +++ b/tox.ini @@ -5,8 +5,9 @@ envlist = py, lint, fmt description = run unit tests deps = pytest>=7 + poetry commands = - pytest {posargs:tests} + python -m poetry run pytest {posargs:tests} [testenv:fmt] description = format with pre-commit @@ -27,8 +28,8 @@ allowlist_externals = pylint [testenv:build] description = build wheel deps = - build -commands = python -m build -w + poetry +commands = python -m poetry build --format wheel skip_install = True [testenv:twinecheck] From fbacdd4c683efbab9de0bb10f19c41557dd7357a Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 13:50:05 +0100 Subject: [PATCH 09/45] docs: document how to install the repository using poetry Signed-off-by: Vassilis Vassiliadis --- README.md | 36 ++++++++++++++++++++++++++++++++++++ poetry.lock | 2 +- 2 files changed, 37 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 7a6bbd7d2..251737f7d 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,11 @@ This repo provides basic tuning scripts with support for specific models. The re ## Installation + +### Most recent versions of python dependencies + +If you want to use the most recent versions of python dependencies then use `pip`. + ``` pip install fms-hf-tuning ``` @@ -29,6 +34,37 @@ pip install git+https://github.com/foundation-model-stack/fms-acceleration.git#s ``` `fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). + +### Using versions of python dependencies that are known to be compatible with fms-hf-tuning + +This repository uses [`poetry`](https://python-poetry.org/) for reproducible builds. You can use poetry to create the same virtual environment that we use for our CI/CD tests like so: + +``` +python -m venv venv +. ./venv/bin/activate +pip install poetry + +poetry install +``` + +> Note: After installing, if you wish to use [FlashAttention](https://github.com/Dao-AILab/flash-attention), then you need to install these requirements: + +``` +poetry install --with dev,flash-attn +``` + +If you wish to use [aim](https://github.com/aimhubio/aim), then you need to install it: +``` +poetry install --with aim +``` + +If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration), you need to install it. +``` +poetry install --with fms-accel +``` +`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). + + ## Data format We support two data formats: diff --git a/poetry.lock b/poetry.lock index d23f174ce..2973975c3 100644 --- a/poetry.lock +++ b/poetry.lock @@ -4023,4 +4023,4 @@ multidict = ">=4.0" [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "5ecf8eed1448561e2b83b3faee84c0846ed62652e19b77e9ad4989cfe136686d" +content-hash = "ea97b5336906b2e56729e2bbfb8df5075cd5f53234c5197405d63ce6b85cc81b" From 51fea97cb694d3213f29afb3d7201276f882aa5f Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 13:50:46 +0100 Subject: [PATCH 10/45] build: deal with git error regarding dubious ownership Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/build/Dockerfile b/build/Dockerfile index 0957e778a..e793dc037 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -119,8 +119,8 @@ RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ COPY --chown=${USER}:root tuning tuning COPY --chown=${USER}:root .git .git -COPY pyproject.toml pyproject.toml -COPY poetry.lock poetry.lock +COPY --chown=${USER}:root pyproject.toml pyproject.toml +COPY --chown=${USER}:root poetry.lock poetry.lock COPY README.md README.md # Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi From 4903eeef047577c07ac9d0b4594a0f247cbbdf74 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 13:58:39 +0100 Subject: [PATCH 11/45] build: update flash-attn constraint to ^2.5.6 Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/poetry.lock b/poetry.lock index 2973975c3..1c928dc90 100644 --- a/poetry.lock +++ b/poetry.lock @@ -920,18 +920,16 @@ termcolor = "*" [[package]] name = "flash-attn" -version = "2.5.6" +version = "2.5.9.post1" description = "Flash Attention: Fast and Memory-Efficient Exact Attention" optional = false python-versions = ">=3.7" files = [ - {file = "flash_attn-2.5.6.tar.gz", hash = "sha256:d25801aa060877cad997939bd7130faf620fdbeda947c3ffde5865906d430c36"}, + {file = "flash_attn-2.5.9.post1.tar.gz", hash = "sha256:a92db1683a5b141a0f4371d251ae9f73e9aef629b3a58a50d0ef430266c68782"}, ] [package.dependencies] einops = "*" -ninja = "*" -packaging = "*" torch = "*" [[package]] @@ -4023,4 +4021,4 @@ multidict = ">=4.0" [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "ea97b5336906b2e56729e2bbfb8df5075cd5f53234c5197405d63ce6b85cc81b" +content-hash = "488210ee2b58fcff978801774f9bc66eb3c168b00346b3f657676ea3f4c893e7" From dfc818c4ac29f8f2085b2c2ca71dec8002432b95 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 14:28:53 +0100 Subject: [PATCH 12/45] fix: add simpleeval to python dependencies Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/poetry.lock b/poetry.lock index 1c928dc90..1b7b05c2c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -2878,6 +2878,17 @@ files = [ [package.extras] dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout"] +[[package]] +name = "simpleeval" +version = "0.9.13" +description = "A simple, safe single expression evaluator library." +optional = false +python-versions = "*" +files = [ + {file = "simpleeval-0.9.13-py2.py3-none-any.whl", hash = "sha256:22a2701a5006e4188d125d34accf2405c2c37c93f6b346f2484b6422415ae54a"}, + {file = "simpleeval-0.9.13.tar.gz", hash = "sha256:4a30f9cc01825fe4c719c785e3762623e350c4840d5e6855c2a8496baaa65fac"}, +] + [[package]] name = "six" version = "1.16.0" @@ -4021,4 +4032,4 @@ multidict = ">=4.0" [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "488210ee2b58fcff978801774f9bc66eb3c168b00346b3f657676ea3f4c893e7" +content-hash = "942885f3278b78f63a2a671062b2d0a774f472ec126f98793391b22c47ac01fa" From 19c7acc2bd51eab40259b13a6c78b24fd41f0efc Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 14:39:10 +0100 Subject: [PATCH 13/45] fix: support 3.9 to 3.11 Signed-off-by: Vassilis Vassiliadis --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 7bb052080..a5b8f1d46 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -69,7 +69,7 @@ optional=true fms_acceleration = {"git" = "git+https://github.com/foundation-model-stack/fms-acceleration.git#subdirectory=plugins/framework"} [tool.poetry.dependencies] -python = ">=3.9,<=3.11" +python = ">=3.9,<3.12" numpy = ">=1.26.4,<2.0" accelerate = ">=0.20.3,<0.40" transformers = ">=4.34.1,<=4.40.2,!=4.38.2" From 8baa00a3c55d81bef4a1fe227c0a6b8d0ccf8211 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 20:49:31 +0100 Subject: [PATCH 14/45] fix: fms_acceleration 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"librosa", "phonemizer", "pyctcdecode (>=0.4.0)"] ftfy = ["ftfy"] integrations = ["optuna", "ray[tune] (>=2.7.0)", "sigopt"] @@ -3303,7 +3295,7 @@ natten = ["natten (>=0.14.6,<0.15.0)"] onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"] onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"] optuna = ["optuna"] -quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "isort (>=5.5.4)", "ruff (==0.1.5)", "urllib3 (<2.0.0)"] +quality = ["GitPython (<3.1.19)", "datasets (!=2.5.0)", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "ruff (==0.1.5)", "urllib3 (<2.0.0)"] ray = ["ray[tune] (>=2.7.0)"] retrieval = ["datasets (!=2.5.0)", "faiss-cpu"] sagemaker = ["sagemaker (>=2.31.0)"] @@ -3312,32 +3304,32 @@ serving = ["fastapi", "pydantic", "starlette", "uvicorn"] sigopt = ["sigopt"] sklearn = ["scikit-learn"] speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"] -testing = ["GitPython (<3.1.19)", 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index a5b8f1d46..a60acf23a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,8 +65,9 @@ aim=">=3.19.0,<4.0" [tool.poetry.group.fms-accel] optional=true + [tool.poetry.group.fms-accel.dependencies] -fms_acceleration = {"git" = "git+https://github.com/foundation-model-stack/fms-acceleration.git#subdirectory=plugins/framework"} +fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework"} [tool.poetry.dependencies] python = ">=3.9,<3.12" From 13b1893d20284d2dd34e4f58428a0c4d812c63a6 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Fri, 21 Jun 2024 20:50:00 +0100 Subject: [PATCH 15/45] fix: install fms-hf-tuning with poetry before running pytest Signed-off-by: Vassilis Vassiliadis --- tox.ini | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/tox.ini b/tox.ini index a6ee1dc2d..c83fcc695 100644 --- a/tox.ini +++ b/tox.ini @@ -4,8 +4,10 @@ envlist = py, lint, fmt [testenv] description = run unit tests deps = - pytest>=7 poetry + pytest>=7.0.0 +commands_pre = + python -m poetry install --with dev commands = python -m poetry run pytest {posargs:tests} @@ -13,6 +15,7 @@ commands = description = format with pre-commit deps = pre-commit + poetry commands = ./scripts/fmt.sh allowlist_externals = ./scripts/fmt.sh @@ -21,6 +24,7 @@ description = lint with pylint deps = pylint>=2.16.2,<=3.1.0 pytest + poetry .[dev] commands = pylint tuning scripts/*.py build/*.py tests allowlist_externals = pylint From 1a31ba2fe5d79d10672957f5a01ab7ca415200d8 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:35:01 +0100 Subject: [PATCH 16/45] refactor: rename build python file and tests as launcher Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 4 +- build/README.md | 2 +- {build => launcher}/accelerate_launch.py | 55 +++++++++------ {build => launcher}/utils.py | 6 +- tests/{build => launcher}/__init__.py | 0 .../{build => launcher}/dummy_job_config.json | 0 .../{build => launcher}/test_launch_script.py | 70 ++++++++++++++----- tests/{build => launcher}/test_utils.py | 6 +- 8 files changed, 94 insertions(+), 49 deletions(-) rename {build => launcher}/accelerate_launch.py (81%) rename {build => launcher}/utils.py (100%) rename tests/{build => launcher}/__init__.py (100%) rename tests/{build => launcher}/dummy_job_config.json (100%) rename tests/{build => launcher}/test_launch_script.py (79%) rename tests/{build => launcher}/test_utils.py (98%) diff --git a/build/Dockerfile b/build/Dockerfile index e793dc037..03406828e 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -149,8 +149,8 @@ RUN mkdir /app && \ chmod -R g+rwX /app /tmp # Copy scripts and default configs -COPY build/accelerate_launch.py fixtures/accelerate_fsdp_defaults.yaml /app/ -COPY build/utils.py /app/build/ +COPY launcher/accelerate_launch.py fixtures/accelerate_fsdp_defaults.yaml /app/ +COPY launcher/utils.py /app/build/ RUN chmod +x /app/accelerate_launch.py ENV FSDP_DEFAULTS_FILE_PATH="/app/accelerate_fsdp_defaults.yaml" diff --git a/build/README.md b/build/README.md index db7fcc64d..3d7f0aecd 100644 --- a/build/README.md +++ b/build/README.md @@ -1,6 +1,6 @@ # Building fms-hf-tuning as an Image -The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The `accelerate_launch.py` script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. +The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The [`accelerate_launch.py`](../launcher/accelerate_launch.py) script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. ## Configuration diff --git a/build/accelerate_launch.py b/launcher/accelerate_launch.py similarity index 81% rename from build/accelerate_launch.py rename to launcher/accelerate_launch.py index 9816dde02..2bbaa394b 100644 --- a/build/accelerate_launch.py +++ b/launcher/accelerate_launch.py @@ -18,30 +18,33 @@ """ # Standard -import os +from pathlib import Path import logging +import os +import shutil import subprocess import sys -import traceback import tempfile -import shutil -from pathlib import Path +import traceback # Third Party from accelerate.commands.launch import launch_command +import torch.distributed.elastic.multiprocessing.errors -# Local -from build.utils import ( +# First Party +from launcher.utils import ( + get_highest_checkpoint, process_accelerate_launch_args, serialize_args, - get_highest_checkpoint, ) -from tuning.utils.config_utils import get_json_config + +# Local from tuning.config.tracker_configs import FileLoggingTrackerConfig +from tuning.utils.config_utils import get_json_config from tuning.utils.error_logging import ( - write_termination_log, - USER_ERROR_EXIT_CODE, INTERNAL_ERROR_EXIT_CODE, + USER_ERROR_EXIT_CODE, + write_termination_log, ) ERROR_LOG = "/dev/termination-log" @@ -89,6 +92,20 @@ def main(): # Launch training # ########## + + def handle_sft_trainer_exit_error(return_code): + # If the subprocess throws an exception, the base exception is hidden in the + # subprocess call and is difficult to access at this level. However, that is not + # an issue because sft_trainer.py would have already written the exception + # message to termination log. + logging.error(traceback.format_exc()) + # The exit code that sft_trainer.py threw is captured in e.returncode + + if return_code not in [INTERNAL_ERROR_EXIT_CODE, USER_ERROR_EXIT_CODE]: + return_code = INTERNAL_ERROR_EXIT_CODE + write_termination_log(f"Unhandled exception during training. {e}") + sys.exit(return_code) + original_output_dir = job_config.get("output_dir") with tempfile.TemporaryDirectory() as tempdir: try: @@ -98,19 +115,13 @@ def main(): os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = updated_args launch_command(args) + except torch.distributed.elastic.multiprocessing.errors.ChildFailedError as e: + # This is what accelerate.commands.launch.multi_gpu_launcher() raises + # (when using >1 GPUs) + handle_sft_trainer_exit_error(e.get_first_failure()[1].exitcode) except subprocess.CalledProcessError as e: - # If the subprocess throws an exception, the base exception is hidden in the - # subprocess call and is difficult to access at this level. However, that is not - # an issue because sft_trainer.py would have already written the exception - # message to termination log. - logging.error(traceback.format_exc()) - # The exit code that sft_trainer.py threw is captured in e.returncode - - return_code = e.returncode - if return_code not in [INTERNAL_ERROR_EXIT_CODE, USER_ERROR_EXIT_CODE]: - return_code = INTERNAL_ERROR_EXIT_CODE - write_termination_log(f"Unhandled exception during training. {e}") - sys.exit(return_code) + # This is what accelerate.commands.launch.simple_launcher() raises + handle_sft_trainer_exit_error(e.returncode) except Exception as e: # pylint: disable=broad-except logging.error(traceback.format_exc()) write_termination_log(f"Unhandled exception during training. {e}") diff --git a/build/utils.py b/launcher/utils.py similarity index 100% rename from build/utils.py rename to launcher/utils.py index 96c432d90..e9ed22a2f 100644 --- a/build/utils.py +++ b/launcher/utils.py @@ -13,14 +13,14 @@ # limitations under the License. # Standard -import os +import base64 import logging +import os import pickle -import base64 # Third Party -import torch from accelerate.commands.launch import launch_command_parser +import torch def get_highest_checkpoint(dir_path): diff --git a/tests/build/__init__.py b/tests/launcher/__init__.py similarity index 100% rename from tests/build/__init__.py rename to tests/launcher/__init__.py diff --git a/tests/build/dummy_job_config.json b/tests/launcher/dummy_job_config.json similarity index 100% rename from tests/build/dummy_job_config.json rename to tests/launcher/dummy_job_config.json diff --git a/tests/build/test_launch_script.py b/tests/launcher/test_launch_script.py similarity index 79% rename from tests/build/test_launch_script.py rename to tests/launcher/test_launch_script.py index 824b7125c..6d9099068 100644 --- a/tests/build/test_launch_script.py +++ b/tests/launcher/test_launch_script.py @@ -16,21 +16,21 @@ """ # Standard +import glob import os +import socket import tempfile -import glob # Third Party import pytest # First Party -from build.accelerate_launch import main -from build.utils import serialize_args +from launcher.accelerate_launch import main +from launcher.utils import serialize_args from tests.data import TWITTER_COMPLAINTS_DATA -from tuning.utils.error_logging import ( - USER_ERROR_EXIT_CODE, - INTERNAL_ERROR_EXIT_CODE, -) + +# Local +from tuning.utils.error_logging import INTERNAL_ERROR_EXIT_CODE, USER_ERROR_EXIT_CODE SCRIPT = "tuning/sft_trainer.py" MODEL_NAME = "Maykeye/TinyLLama-v0" @@ -89,11 +89,30 @@ def cleanup_env(): os.environ.pop("TERMINATION_LOG_FILE", None) -def test_successful_ft(): +# Use name="free_port" to avoid W0621: redefined-outer-name pylint warning +@pytest.fixture(scope="function", name="free_port") +def fixture_free_port() -> int: + # This does not guarantee that a different process doesn't use this port + # immediately after sock.close() + sock = socket.socket() + sock.bind(("", 0)) + + port = sock.getsockname()[1] + sock.close() + + return port + + +def test_successful_ft(free_port: int): """Check if we can bootstrap and fine tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) - TRAIN_KWARGS = {**BASE_KWARGS, **{"output_dir": tempdir}} + TRAIN_KWARGS = { + **BASE_KWARGS, + **{"output_dir": tempdir}, + "accelerate_launch_args": {"main_process_port": free_port}, + } + serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args @@ -105,11 +124,15 @@ def test_successful_ft(): assert len(glob.glob(f"{tempdir}/model*.safetensors")) > 0 -def test_successful_pt(): +def test_successful_pt(free_port: int): """Check if we can bootstrap and peft tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) - TRAIN_KWARGS = {**BASE_PEFT_KWARGS, **{"output_dir": tempdir}} + TRAIN_KWARGS = { + **BASE_PEFT_KWARGS, + **{"output_dir": tempdir}, + "accelerate_launch_args": {"main_process_port": free_port}, + } serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args @@ -121,11 +144,15 @@ def test_successful_pt(): assert os.path.exists(tempdir + "/adapter_config.json") is True -def test_successful_lora(): +def test_successful_lora(free_port: int): """Check if we can bootstrap and LoRA tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) - TRAIN_KWARGS = {**BASE_LORA_KWARGS, **{"output_dir": tempdir}} + TRAIN_KWARGS = { + **BASE_LORA_KWARGS, + **{"output_dir": tempdir}, + "accelerate_launch_args": {"main_process_port": free_port}, + } serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args @@ -137,11 +164,15 @@ def test_successful_lora(): assert os.path.exists(tempdir + "/adapter_config.json") is True -def test_bad_script_path(): +def test_bad_script_path(free_port: int): """Check for appropriate error for an invalid training script location""" with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) - TRAIN_KWARGS = {**BASE_PEFT_KWARGS, **{"output_dir": tempdir}} + TRAIN_KWARGS = { + **BASE_PEFT_KWARGS, + **{"output_dir": tempdir}, + "accelerate_launch_args": {"main_process_port": free_port}, + } serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args os.environ["TRAINING_SCRIPT"] = "/not/here" @@ -164,13 +195,14 @@ def test_blank_env_var(): assert os.stat(tempdir + "/termination-log").st_size > 0 -def test_faulty_file_path(): +def test_faulty_file_path(free_port: int): with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) faulty_path = os.path.join(tempdir, "non_existent_file.pkl") TRAIN_KWARGS = { **BASE_PEFT_KWARGS, **{"training_data_path": faulty_path, "output_dir": tempdir}, + "accelerate_launch_args": {"main_process_port": free_port}, } serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args @@ -181,12 +213,13 @@ def test_faulty_file_path(): assert os.stat(tempdir + "/termination-log").st_size > 0 -def test_bad_base_model_path(): +def test_bad_base_model_path(free_port: int): with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) TRAIN_KWARGS = { **BASE_PEFT_KWARGS, **{"model_name_or_path": "/wrong/path"}, + "accelerate_launch_args": {"main_process_port": free_port}, } serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args @@ -197,12 +230,13 @@ def test_bad_base_model_path(): assert os.stat(tempdir + "/termination-log").st_size > 0 -def test_config_parsing_error(): +def test_config_parsing_error(free_port: int): with tempfile.TemporaryDirectory() as tempdir: setup_env(tempdir) TRAIN_KWARGS = { **BASE_PEFT_KWARGS, **{"num_train_epochs": "five"}, + "accelerate_launch_args": {"main_process_port": free_port}, } # Intentional type error serialized_args = serialize_args(TRAIN_KWARGS) os.environ["SFT_TRAINER_CONFIG_JSON_ENV_VAR"] = serialized_args diff --git a/tests/build/test_utils.py b/tests/launcher/test_utils.py similarity index 98% rename from tests/build/test_utils.py rename to tests/launcher/test_utils.py index dddd861cb..913525a1c 100644 --- a/tests/build/test_utils.py +++ b/tests/launcher/test_utils.py @@ -13,16 +13,16 @@ # limitations under the License. # Standard +from unittest.mock import patch import copy import json import os -from unittest.mock import patch # Third Party import pytest -# Local -from build.utils import process_accelerate_launch_args +# First Party +from launcher.utils import process_accelerate_launch_args HAPPY_PATH_DUMMY_CONFIG_PATH = os.path.join( os.path.dirname(__file__), "dummy_job_config.json" From 72a92bc731a13122c9bba32cc356985bfac2ed52 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:36:03 +0100 Subject: [PATCH 17/45] feat: use gen_train_args() method to generate train args and use eval_strategy/evaluation_strategy based on HF version Signed-off-by: Vassilis Vassiliadis --- .../test_acceleration_framework.py | 20 +-- tests/test_sft_trainer.py | 124 +++++++++--------- 2 files changed, 71 insertions(+), 73 deletions(-) diff --git a/tests/acceleration/test_acceleration_framework.py b/tests/acceleration/test_acceleration_framework.py index c907b8f06..fa7600124 100644 --- a/tests/acceleration/test_acceleration_framework.py +++ b/tests/acceleration/test_acceleration_framework.py @@ -24,7 +24,7 @@ import torch # First Party -from tests.test_sft_trainer import DATA_ARGS, MODEL_ARGS, PEFT_LORA_ARGS, TRAIN_ARGS +from tests.test_sft_trainer import DATA_ARGS, MODEL_ARGS, PEFT_LORA_ARGS, get_train_args # Local from .spying_utils import create_mock_plugin_class_and_spy @@ -218,8 +218,7 @@ def test_framework_raises_if_used_with_missing_package(): """Ensure that trying the use the framework, without first installing fms_acceleration will raise. """ - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = None + train_args = get_train_args(output_dir=None) quantized_lora_config = QuantizedLoraConfig(auto_gptq=AutoGPTQLoraConfig()) @@ -236,7 +235,7 @@ def test_framework_raises_if_used_with_missing_package(): sft_trainer.train( MODEL_ARGS, DATA_ARGS, - TRAIN_ARGS, + train_args, PEFT_LORA_ARGS, quantized_lora_config=quantized_lora_config, ) @@ -281,8 +280,7 @@ def test_framework_raises_due_to_invalid_arguments( with tempfile.TemporaryDirectory() as tempdir: model_args = copy.deepcopy(MODEL_ARGS) model_args = replace(model_args, **bad_kwargs) - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) quantized_lora_config = QuantizedLoraConfig(auto_gptq=AutoGPTQLoraConfig()) @@ -347,10 +345,7 @@ def test_framework_intialized_properly_peft( model_args = copy.deepcopy(MODEL_ARGS) model_args.model_name_or_path = model_name_or_path model_args.torch_dtype = torch.float16 - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir - train_args.save_strategy = "no" - train_args.fp16 = True + train_args = get_train_args(output_dir=tempdir, save_strategy="no", fp16=True) installation_path, (MockedPlugin, spy) = mock_and_spy @@ -395,10 +390,7 @@ def test_framework_intialized_properly_foak(): model_args = copy.deepcopy(MODEL_ARGS) model_args.model_name_or_path = "TheBloke/TinyLlama-1.1B-Chat-v0.3-GPTQ" model_args.torch_dtype = torch.float16 - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir - train_args.save_strategy = "no" - train_args.fp16 = True + train_args = get_train_args(output_dir=tempdir, save_strategy="no", fp16=True) # setup default quantized lora args dataclass # - with auth gptq as the quantized method diff --git a/tests/test_sft_trainer.py b/tests/test_sft_trainer.py index d7508d8de..10cb6f165 100644 --- a/tests/test_sft_trainer.py +++ b/tests/test_sft_trainer.py @@ -50,22 +50,22 @@ response_template="\n### Label:", dataset_text_field="output", ) -TRAIN_ARGS = configs.TrainingArguments( - num_train_epochs=5, - per_device_train_batch_size=4, - per_device_eval_batch_size=4, - gradient_accumulation_steps=4, - learning_rate=0.00001, - weight_decay=0, - warmup_ratio=0.03, - lr_scheduler_type="cosine", - logging_steps=1, - include_tokens_per_second=True, - packing=False, - max_seq_length=4096, - save_strategy="epoch", - output_dir="tmp", -) +TRAIN_ARGS = { + "num_train_epochs": 5, + "per_device_train_batch_size": 4, + "per_device_eval_batch_size": 4, + "gradient_accumulation_steps": 4, + "learning_rate": 0.00001, + "weight_decay": 0, + "warmup_ratio": 0.03, + "lr_scheduler_type": "cosine", + "logging_steps": 1, + "include_tokens_per_second": True, + "packing": False, + "max_seq_length": 4096, + "save_strategy": "epoch", + "output_dir": "tmp", +} PEFT_PT_ARGS = peft_config.PromptTuningConfig( prompt_tuning_init="RANDOM", num_virtual_tokens=8, @@ -76,12 +76,17 @@ PEFT_LORA_ARGS = peft_config.LoraConfig(r=8, lora_alpha=32, lora_dropout=0.05) +def get_train_args(**kwargs) -> configs.TrainingArguments: + args = copy.deepcopy(TRAIN_ARGS) + args.update(kwargs) + + return configs.TrainingArguments(**args) + + def test_run_train_requires_output_dir(): """Check fails when output dir not provided.""" - updated_output_dir_train_args = copy.deepcopy(TRAIN_ARGS) - updated_output_dir_train_args.output_dir = None with pytest.raises(TypeError): - sft_trainer.train(MODEL_ARGS, DATA_ARGS, updated_output_dir_train_args, None) + sft_trainer.train(MODEL_ARGS, DATA_ARGS, get_train_args(output_dir=None), None) def test_run_train_fails_training_data_path_not_exist(): @@ -89,11 +94,11 @@ def test_run_train_fails_training_data_path_not_exist(): updated_data_path_args = copy.deepcopy(DATA_ARGS) updated_data_path_args.training_data_path = "fake/path" with pytest.raises(FileNotFoundError): - sft_trainer.train(MODEL_ARGS, updated_data_path_args, TRAIN_ARGS, None) + sft_trainer.train(MODEL_ARGS, updated_data_path_args, get_train_args(), None) HAPPY_PATH_DUMMY_CONFIG_PATH = os.path.join( - os.path.dirname(__file__), "build", "dummy_job_config.json" + os.path.dirname(__file__), "launcher", "dummy_job_config.json" ) @@ -166,8 +171,7 @@ def test_parse_arguments_peft_method(job_config): def test_run_causallm_pt_and_inference(): """Check if we can bootstrap and peft tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) sft_trainer.train(MODEL_ARGS, DATA_ARGS, train_args, PEFT_PT_ARGS) @@ -199,8 +203,7 @@ def test_run_causallm_pt_and_inference_with_formatting_data(): "### Text: {{Tweet text}} \n\n### Label: {{text_label}}" ) - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) sft_trainer.train(MODEL_ARGS, data_formatting_args, train_args, PEFT_PT_ARGS) @@ -224,8 +227,8 @@ def test_run_causallm_pt_and_inference_with_formatting_data(): def test_run_causallm_pt_and_inference_JSON_file_formatter(): """Check if we can bootstrap and peft tune causallm models with JSON train file format""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) + data_args = copy.deepcopy(DATA_ARGS) data_args.training_data_path = TWITTER_COMPLAINTS_JSON_FORMAT data_args.dataset_text_field = None @@ -255,8 +258,7 @@ def test_run_causallm_pt_and_inference_JSON_file_formatter(): def test_run_causallm_pt_init_text(): """Check if we can bootstrap and peft tune causallm models with init text as 'TEXT'""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) tuning_config = peft_config.PromptTuningConfig( prompt_tuning_init="TEXT", @@ -291,20 +293,23 @@ def test_run_causallm_pt_init_text(): def test_run_causallm_pt_invalid_train_params(param_name, param_val, exc_msg): """Check if error is raised when invalid params are used to peft tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: - invalid_params = copy.deepcopy(TRAIN_ARGS) - invalid_params.output_dir = tempdir - setattr(invalid_params, param_name, param_val) + train_args = get_train_args(output_dir=tempdir, **{param_name: param_val}) with pytest.raises(ValueError, match=exc_msg): - sft_trainer.train(MODEL_ARGS, DATA_ARGS, invalid_params, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, DATA_ARGS, train_args, PEFT_PT_ARGS) def test_run_causallm_pt_with_validation(): """Check if we can bootstrap and peft tune causallm models with validation dataset""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir - train_args.evaluation_strategy = "epoch" + if "eval_strategy" in dir(configs.TrainingArguments): + # in transformers 4.39.3 the field is called eval_strategy + eval_strategy = {"eval_strategy": "epoch"} + else: + eval_strategy = {"evaluation_strategy": "epoch"} + + train_args = get_train_args(output_dir=tempdir, **eval_strategy) + data_args = copy.deepcopy(DATA_ARGS) data_args.validation_data_path = TWITTER_COMPLAINTS_DATA @@ -315,9 +320,14 @@ def test_run_causallm_pt_with_validation(): def test_run_causallm_pt_with_validation_data_formatting(): """Check if we can bootstrap and peft tune causallm models with validation dataset""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir - train_args.evaluation_strategy = "epoch" + if "eval_strategy" in dir(configs.TrainingArguments): + # in transformers 4.39.3 the field is called eval_strategy + eval_strategy = {"eval_strategy": "epoch"} + else: + eval_strategy = {"evaluation_strategy": "epoch"} + + train_args = get_train_args(output_dir=tempdir, **eval_strategy) + data_args = copy.deepcopy(DATA_ARGS) data_args.validation_data_path = TWITTER_COMPLAINTS_DATA data_args.dataset_text_field = None @@ -352,8 +362,7 @@ def test_run_causallm_pt_with_validation_data_formatting(): def test_run_causallm_lora_and_inference(request, target_modules, expected): """Check if we can bootstrap and lora tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) base_lora_args = copy.deepcopy(PEFT_LORA_ARGS) if "default" not in request._pyfuncitem.callspec.id: base_lora_args.target_modules = target_modules @@ -386,8 +395,7 @@ def test_run_causallm_lora_and_inference(request, target_modules, expected): def test_run_causallm_ft_and_inference(): """Check if we can bootstrap and finetune tune causallm models""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) sft_trainer.train(MODEL_ARGS, DATA_ARGS, train_args, None) @@ -466,11 +474,9 @@ def test_tokenizer_has_no_eos_token(): with tempfile.TemporaryDirectory() as tempdir: tokenizer.save_pretrained(tempdir) model.save_pretrained(tempdir) - - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir model_args = copy.deepcopy(MODEL_ARGS) - train_args.model_name_or_path = tempdir + + train_args = get_train_args(output_dir=tempdir) # If we handled this badly, we would probably get something like a # TypeError: can only concatenate str (not "NoneType") to str error @@ -487,7 +493,7 @@ def test_invalid_dataset_text_field(): data_args.dataset_text_field = "not found" with pytest.raises(KeyError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) ### Tests that giving dataset_text_field as well as formatter template gives error @@ -499,7 +505,7 @@ def test_invalid_dataset_text_field_and_formatter_template(): ) with pytest.raises(ValueError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) ### Tests passing formatter with invalid keys gives error @@ -511,7 +517,7 @@ def test_invalid_formatter_template(): ) with pytest.raises(KeyError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) ### Tests for bad training data (i.e., data_path is an unhappy value or points to an unhappy thing) @@ -521,7 +527,7 @@ def test_malformatted_data(): data_args.training_data_path = MALFORMATTED_DATA with pytest.raises(DatasetGenerationError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) def test_empty_data(): @@ -530,7 +536,7 @@ def test_empty_data(): data_args.training_data_path = EMPTY_DATA with pytest.raises(DatasetGenerationError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) def test_data_path_is_a_directory(): @@ -543,15 +549,15 @@ def test_data_path_is_a_directory(): # FileNotFoundError saying "unable to find ''", since it can't # find a matchable file in the path. with pytest.raises(FileNotFoundError): - sft_trainer.train(MODEL_ARGS, data_args, TRAIN_ARGS, PEFT_PT_ARGS) + sft_trainer.train(MODEL_ARGS, data_args, get_train_args(), PEFT_PT_ARGS) ### Tests for bad tuning module configurations def test_run_causallm_lora_with_invalid_modules(): """Check that we throw a value error if the target modules for lora don't exist.""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) + # Defaults are q_proj / v_proj; this will fail lora as the torch module doesn't have them lora_config = copy.deepcopy(PEFT_LORA_ARGS) lora_config.target_modules = ["foo", "bar"] @@ -564,7 +570,7 @@ def test_run_causallm_lora_with_invalid_modules(): def test_no_packing_needs_dataset_text_field_or_data_formatter_template(): """Ensure we need to set the dataset text field if packing is False""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) + train_args = get_train_args() train_args.output_dir = tempdir data_args = copy.deepcopy(DATA_ARGS) # One of dataset_text_field or data_formatter_template should be set @@ -580,7 +586,7 @@ def test_no_packing_needs_dataset_text_field_or_data_formatter_template(): def test_no_packing_needs_reponse_template(): """Ensure we need to set the response template if packing is False""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) + train_args = get_train_args() train_args.output_dir = tempdir data_args = copy.deepcopy(DATA_ARGS) data_args.response_template = None @@ -598,7 +604,7 @@ def test_bf16_still_tunes_if_unsupported(): """Ensure that even if bf16 is not supported, tuning still works without problems.""" assert not torch.cuda.is_bf16_supported() with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) + train_args = get_train_args() train_args.output_dir = tempdir model_args = copy.deepcopy(MODEL_ARGS) model_args.torch_dtype = "bfloat16" @@ -610,7 +616,7 @@ def test_bf16_still_tunes_if_unsupported(): def test_bad_torch_dtype(): """Ensure that specifying an invalid torch dtype yields a ValueError.""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) + train_args = get_train_args() train_args.output_dir = tempdir model_args = copy.deepcopy(MODEL_ARGS) model_args.torch_dtype = "not a type" From b8e444353b344390aaa8bb127234dcf6b9a3ff94 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:42:57 +0100 Subject: [PATCH 18/45] fix: logging.error doesn't exist in transformers.utils.logging (v4.39.3) Signed-off-by: Vassilis Vassiliadis --- tuning/sft_trainer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tuning/sft_trainer.py b/tuning/sft_trainer.py index b221db898..0db19c25e 100644 --- a/tuning/sft_trainer.py +++ b/tuning/sft_trainer.py @@ -510,7 +510,7 @@ def main(**kwargs): # pylint: disable=unused-argument exp_metadata, ) except Exception as e: # pylint: disable=broad-except - logging.error(traceback.format_exc()) + logging.get_logger("error").error(traceback.format_exc()) write_termination_log( f"Exception raised during training. This may be a problem with your input: {e}" ) From f40a21b2259aad891dca1da0268dd680b43fb089 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:45:27 +0100 Subject: [PATCH 19/45] feat: add missing dependencies to dev group Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 332 ++++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 7 +- pytest.ini | 4 +- 3 files changed, 336 insertions(+), 7 deletions(-) diff --git a/poetry.lock b/poetry.lock index bc33a24a4..dde8ef08b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -354,6 +354,20 @@ doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphin test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] trio = ["trio (>=0.23)"] +[[package]] +name = "astroid" +version = "3.1.0" +description = "An abstract syntax tree for Python with inference support." 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pycparser = "*" +[[package]] +name = "cfgv" +version = "3.4.0" +description = "Validate configuration and produce human readable error messages." +optional = false +python-versions = ">=3.8" +files = [ + {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, + {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"}, +] + [[package]] name = "charset-normalizer" version = "3.3.2" @@ -759,6 +809,17 @@ files = [ graph = ["objgraph (>=1.7.2)"] profile = ["gprof2dot (>=2022.7.29)"] +[[package]] +name = "distlib" +version = "0.3.8" +description = "Distribution utilities" +optional = false +python-versions = "*" +files = [ + {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"}, + {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"}, +] 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= ">=20.10.0" + [[package]] name = "psutil" version = "6.0.0" @@ -2310,6 +2500,68 @@ files = [ [package.extras] windows-terminal = ["colorama (>=0.4.6)"] +[[package]] +name = "pylint" +version = "3.1.0" +description = "python code static checker" +optional = false +python-versions = ">=3.8.0" +files = [ + {file = "pylint-3.1.0-py3-none-any.whl", hash = "sha256:507a5b60953874766d8a366e8e8c7af63e058b26345cfcb5f91f89d987fd6b74"}, + {file = "pylint-3.1.0.tar.gz", hash = "sha256:6a69beb4a6f63debebaab0a3477ecd0f559aa726af4954fc948c51f7a2549e23"}, +] + +[package.dependencies] +astroid = ">=3.1.0,<=3.2.0-dev0" +colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""} +dill = [ + {version = ">=0.2", markers = "python_version < \"3.11\""}, + {version = ">=0.3.6", markers = "python_version >= \"3.11\""}, +] +isort = ">=4.2.5,<5.13.0 || >5.13.0,<6" +mccabe = ">=0.6,<0.8" +platformdirs = ">=2.2.0" +tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} +tomlkit = ">=0.10.1" +typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""} + +[package.extras] +spelling = ["pyenchant (>=3.2,<4.0)"] +testutils = ["gitpython (>3)"] + +[[package]] +name = "pyproject-hooks" +version = "1.1.0" +description = "Wrappers to call pyproject.toml-based build backend hooks." +optional = false +python-versions = ">=3.7" +files = [ + {file = "pyproject_hooks-1.1.0-py3-none-any.whl", hash = "sha256:7ceeefe9aec63a1064c18d939bdc3adf2d8aa1988a510afec15151578b232aa2"}, + {file = "pyproject_hooks-1.1.0.tar.gz", hash = "sha256:4b37730834edbd6bd37f26ece6b44802fb1c1ee2ece0e54ddff8bfc06db86965"}, +] + +[[package]] +name = "pytest" +version = "8.2.2" +description = "pytest: simple powerful testing with Python" +optional = false +python-versions = ">=3.8" +files = [ + {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"}, + {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"}, +] + +[package.dependencies] +colorama = {version = "*", markers = "sys_platform == \"win32\""} +exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""} +iniconfig = "*" +packaging = "*" +pluggy = ">=1.5,<2.0" +tomli = {version = ">=1", markers = "python_version < \"3.11\""} + +[package.extras] +dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"] + [[package]] name = "python-dateutil" version = "2.9.0.post0" @@ -2842,6 +3094,21 @@ files = [ {file = "sentencepiece-0.2.0.tar.gz", hash = "sha256:a52c19171daaf2e697dc6cbe67684e0fa341b1248966f6aebb541de654d15843"}, ] +[[package]] +name = "setuptools" +version = "70.1.0" +description = "Easily download, build, install, upgrade, and uninstall Python packages" +optional = false +python-versions = ">=3.8" +files = [ + {file = "setuptools-70.1.0-py3-none-any.whl", hash = "sha256:d9b8b771455a97c8a9f3ab3448ebe0b29b5e105f1228bba41028be116985a267"}, + {file = "setuptools-70.1.0.tar.gz", hash = "sha256:01a1e793faa5bd89abc851fa15d0a0db26f160890c7102cd8dce643e886b47f5"}, +] + +[package.extras] +docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier"] +testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "jaraco.test", "mypy (==1.10.0)", "packaging (>=23.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.3.2)", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"] + [[package]] name = "shellingham" version = "1.5.4" @@ -3171,6 +3438,28 @@ dev = ["tokenizers[testing]"] docs = ["setuptools_rust", "sphinx", "sphinx_rtd_theme"] testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"] +[[package]] +name = "tomli" +version = "2.0.1" +description = "A lil' TOML parser" +optional = false +python-versions = ">=3.7" +files = [ + {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"}, + {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"}, +] + +[[package]] +name = "tomlkit" +version = "0.12.5" +description = "Style preserving TOML library" +optional = false +python-versions = ">=3.7" +files = [ + {file = "tomlkit-0.12.5-py3-none-any.whl", hash = "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f"}, + {file = "tomlkit-0.12.5.tar.gz", hash = "sha256:eef34fba39834d4d6b73c9ba7f3e4d1c417a4e56f89a7e96e090dd0d24b8fb3c"}, +] + [[package]] name = "torch" version = "2.2.2" @@ -3619,6 +3908,26 @@ files = [ docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"] test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"] +[[package]] +name = "virtualenv" +version = "20.26.3" +description = "Virtual Python Environment builder" +optional = false +python-versions = ">=3.7" +files = [ + {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"}, + {file = "virtualenv-20.26.3.tar.gz", hash = "sha256:4c43a2a236279d9ea36a0d76f98d84bd6ca94ac4e0f4a3b9d46d05e10fea542a"}, +] + +[package.dependencies] +distlib = ">=0.3.7,<1" +filelock = ">=3.12.2,<4" +platformdirs = ">=3.9.1,<5" + +[package.extras] +docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"] +test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"] + [[package]] name = "watchfiles" version = "0.22.0" @@ -4021,7 +4330,22 @@ files = [ idna = ">=2.0" multidict = ">=4.0" +[[package]] +name = "zipp" +version = "3.19.2" +description = "Backport of pathlib-compatible object wrapper for zip files" +optional = false +python-versions = ">=3.8" +files = [ + {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"}, + {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"}, +] + +[package.extras] +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)"] + [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "a960cde55eb6f71eceb97641113a083a442f3ee9d39e1f29c1d0498ed84cfb90" +content-hash = "f930b651ce9e6c58602e84cf4a72e65d1e5d9f04a51b0bbcbd4c41b39d376832" diff --git a/pyproject.toml b/pyproject.toml index a60acf23a..dd07f1a80 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,7 +37,7 @@ classifiers=[ "Programming Language :: Python :: 3.11", ] -packages= [{include="tuning"}] +packages= [{include="tuning"}, {include="launcher"}] [tool.poetry.group.dev] @@ -49,6 +49,11 @@ packaging =">=23.2,<24" ninja=">=1.11.1.1,<2.0" scikit-learn=">=1.0,<2.0" boto3 = ">=1.34,<2.0" +pytest = ">=7.0.0" +build = "^1.0.0" +setuptools = "^70.1.0" +pre-commit = "^3.0.0" +pylint = ">=2.16.2,<=3.1.0" [tool.poetry.group.flash-attn] optional=true diff --git a/pytest.ini b/pytest.ini index f082af727..c8d3518ec 100644 --- a/pytest.ini +++ b/pytest.ini @@ -1,4 +1,4 @@ [pytest] -# Register tests from `build` dir, removing `build` from norecursedirs default list, +# Register tests from `launcher` dir, removing `launcher` from norecursedirs default list, # see https://doc.pytest.org/en/latest/reference/reference.html#confval-norecursedirs -norecursedirs = *.egg .* _darcs CVS dist node_modules venv {arch} +norecursedirs = *.egg .* _darcs CVS dist node_modules venv {arch} \ No newline at end of file From 2313ebcf75ab33f367fe5388c1bff8b159286419 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:51:44 +0100 Subject: [PATCH 20/45] build: update tox to use poetry Signed-off-by: Vassilis Vassiliadis --- tox.ini | 34 +++++++++++++++++++++++----------- 1 file changed, 23 insertions(+), 11 deletions(-) diff --git a/tox.ini b/tox.ini index c83fcc695..16b9194ff 100644 --- a/tox.ini +++ b/tox.ini @@ -5,35 +5,42 @@ envlist = py, lint, fmt description = run unit tests deps = poetry - pytest>=7.0.0 +allowlist_externals= + poetry commands_pre = - python -m poetry install --with dev + poetry install --with dev commands = - python -m poetry run pytest {posargs:tests} + pip freeze + poetry run pytest {posargs:tests} [testenv:fmt] description = format with pre-commit deps = pre-commit + +commands = poetry run ./scripts/fmt.sh +allowlist_externals = poetry -commands = ./scripts/fmt.sh -allowlist_externals = ./scripts/fmt.sh [testenv:lint] description = lint with pylint deps = - pylint>=2.16.2,<=3.1.0 - pytest poetry .[dev] -commands = pylint tuning scripts/*.py build/*.py tests -allowlist_externals = pylint +commands_pre = + poetry install --with dev --no-root --sync +commands = pylint tuning scripts/*.py launcher/*.py tests +allowlist_externals = + pylint + poetry [testenv:build] description = build wheel +allowlist_externals= + poetry deps = poetry -commands = python -m poetry build --format wheel +commands = poetry build --format wheel skip_install = True [testenv:twinecheck] @@ -45,6 +52,11 @@ skip_install = True [testenv:coverage] description = report unit test coverage +allowlist_externals= + poetry + coverage +commands_pre = + poetry install --with dev --no-root --sync deps = coverage pytest @@ -52,7 +64,7 @@ deps = commands = coverage run \ --omit=*/_version.py,*/launch_training.py \ - --source=tuning,build \ + --source=tuning,launcher \ --module pytest tests/ coverage report -m coverage xml From f0fc824918bac744d36e6869af1ae38ea002172d Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Sun, 23 Jun 2024 13:58:01 +0100 Subject: [PATCH 21/45] fix: add the missing launcher scripts for the python package Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/build/Dockerfile b/build/Dockerfile index 03406828e..b2a79cbcf 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -121,6 +121,7 @@ COPY --chown=${USER}:root tuning tuning COPY --chown=${USER}:root .git .git COPY --chown=${USER}:root pyproject.toml pyproject.toml COPY --chown=${USER}:root poetry.lock poetry.lock +COPY --chown=${USER}:root launcher launcher COPY README.md README.md # Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi From 0af28884904e3630da4044ed79944fc8f2637077 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Mon, 24 Jun 2024 08:49:14 +0100 Subject: [PATCH 22/45] fix: tox lint and tox coverage Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 43 +++++++++++++++++++++++++++++++++++++++---- pyproject.toml | 1 + tox.ini | 17 ++++++----------- 3 files changed, 46 insertions(+), 15 deletions(-) diff --git a/poetry.lock b/poetry.lock index dde8ef08b..3233caf6f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -794,6 +794,17 @@ tests = ["Pillow (>=9.4.0)", "absl-py", "elasticsearch (<8.0.0)", "faiss-cpu (>= torch = ["torch"] vision = ["Pillow (>=9.4.0)"] +[[package]] +name = "defusedxml" +version = "0.7.1" +description = "XML bomb protection for Python stdlib modules" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +files = [ + {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"}, + {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"}, +] + [[package]] name = "dill" version = "0.3.8" @@ -1142,6 +1153,30 @@ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask-expr", "dask[dataframe, test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"] tqdm = ["tqdm"] +[[package]] +name = "genbadge" +version = "1.1.1" +description = "Generate badges for tools that do not provide one." +optional = false +python-versions = "*" +files = [ + {file = "genbadge-1.1.1-py2.py3-none-any.whl", hash = "sha256:c8b67ccdad2867434cdc0be7c4bd3f6af6003c466d8ff5013b8b5842ca8730de"}, + {file = "genbadge-1.1.1.tar.gz", hash = "sha256:12cdaaacbc9e0ea3164bf580cfb87ec61ff17ae0728f09a7f0102f8ab3112f4c"}, +] + +[package.dependencies] +click = ">7.0" +defusedxml = {version = "*", optional = true, markers = "extra == \"coverage\""} +pillow = "*" +requests = "*" +setuptools = "*" + +[package.extras] +all = ["defusedxml", "flake8-html"] +coverage = ["defusedxml"] +flake8 = ["flake8-html"] +tests = ["defusedxml"] + [[package]] name = "greenlet" version = "3.0.3" @@ -1378,13 +1413,13 @@ files = [ [[package]] name = "importlib-metadata" -version = "7.2.0" +version = "7.2.1" description = "Read metadata from Python packages" optional = false python-versions = ">=3.8" files = [ - {file = "importlib_metadata-7.2.0-py3-none-any.whl", hash = "sha256:04e4aad329b8b948a5711d394fa8759cb80f009225441b4f2a02bd4d8e5f426c"}, - {file = "importlib_metadata-7.2.0.tar.gz", hash = "sha256:3ff4519071ed42740522d494d04819b666541b9752c43012f85afb2cc220fcc6"}, + {file = "importlib_metadata-7.2.1-py3-none-any.whl", hash = "sha256:ffef94b0b66046dd8ea2d619b701fe978d9264d38f3998bc4c27ec3b146a87c8"}, + {file = "importlib_metadata-7.2.1.tar.gz", hash = "sha256:509ecb2ab77071db5137c655e24ceb3eee66e7bbc6574165d0d114d9fc4bbe68"}, ] [package.dependencies] @@ -4348,4 +4383,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "f930b651ce9e6c58602e84cf4a72e65d1e5d9f04a51b0bbcbd4c41b39d376832" +content-hash = "4fd0e78d1f507d8fa8667458ae3f711b5f7ec1517be84396249686ec33dd9ca0" diff --git a/pyproject.toml b/pyproject.toml index dd07f1a80..5d82b2dfc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,6 +54,7 @@ build = "^1.0.0" setuptools = "^70.1.0" pre-commit = "^3.0.0" pylint = ">=2.16.2,<=3.1.0" +genbadge = {extras = ["coverage"], version = "^1.1.1"} [tool.poetry.group.flash-attn] optional=true diff --git a/tox.ini b/tox.ini index 16b9194ff..32a3701c3 100644 --- a/tox.ini +++ b/tox.ini @@ -29,7 +29,7 @@ deps = .[dev] commands_pre = poetry install --with dev --no-root --sync -commands = pylint tuning scripts/*.py launcher/*.py tests +commands = poetry run pylint tuning scripts/*.py launcher/*.py tests allowlist_externals = pylint poetry @@ -45,6 +45,7 @@ skip_install = True [testenv:twinecheck] description = check wheel +commands_pre = [] deps = twine commands = twine check dist/* @@ -54,18 +55,12 @@ skip_install = True description = report unit test coverage allowlist_externals= poetry - coverage commands_pre = poetry install --with dev --no-root --sync -deps = - coverage - pytest - genbadge[coverage] commands = - coverage run \ - --omit=*/_version.py,*/launch_training.py \ + poetry run coverage run --omit='*/_version.py,*/launch_training.py' \ --source=tuning,launcher \ --module pytest tests/ - coverage report -m - coverage xml - genbadge coverage -s -i coverage.xml + poetry run coverage report -m + poetry run coverage xml + poetry run genbadge coverage -s -i coverage.xml From fc5e362d2b7dcd6387f6f27b8cea09c76802f08a Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Mon, 24 Jun 2024 09:25:34 +0100 Subject: [PATCH 23/45] fix: tox lint and tox coverage Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 66 +++++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + tox.ini | 33 ++++++++++++++----------- 3 files changed, 85 insertions(+), 15 deletions(-) diff --git a/poetry.lock b/poetry.lock index 3233caf6f..32280c7bb 100644 --- a/poetry.lock +++ b/poetry.lock @@ -696,6 +696,70 @@ files = [ {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"}, ] +[[package]] +name = "coverage" +version = "7.5.4" +description = "Code coverage measurement for Python" +optional = false +python-versions = ">=3.8" +files = [ + {file = "coverage-7.5.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6cfb5a4f556bb51aba274588200a46e4dd6b505fb1a5f8c5ae408222eb416f99"}, + {file = 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32a3701c3..4ada1224e 100644 --- a/tox.ini +++ b/tox.ini @@ -7,32 +7,35 @@ deps = poetry allowlist_externals= poetry + pytest commands_pre = - poetry install --with dev + poetry install --with dev --no-root commands = pip freeze - poetry run pytest {posargs:tests} + pytest {posargs:tests} [testenv:fmt] description = format with pre-commit +commands_pre = + poetry install --with dev --no-root deps = - pre-commit - -commands = poetry run ./scripts/fmt.sh + poetry +commands = + ./scripts/fmt.sh allowlist_externals = poetry + ./scripts/fmt.sh [testenv:lint] description = lint with pylint deps = poetry - .[dev] commands_pre = - poetry install --with dev --no-root --sync -commands = poetry run pylint tuning scripts/*.py launcher/*.py tests + poetry install --with dev --no-root +commands = pylint tuning scripts/*.py launcher/*.py tests allowlist_externals = - pylint poetry + pylint [testenv:build] description = build wheel @@ -55,12 +58,14 @@ skip_install = True description = report unit test coverage allowlist_externals= poetry + coverage + genbadge commands_pre = - poetry install --with dev --no-root --sync + poetry install --with dev commands = - poetry run coverage run --omit='*/_version.py,*/launch_training.py' \ + coverage run --omit='*/_version.py,*/launch_training.py' \ --source=tuning,launcher \ --module pytest tests/ - poetry run coverage report -m - poetry run coverage xml - poetry run genbadge coverage -s -i coverage.xml + coverage report -m + coverage xml + genbadge coverage -s -i coverage.xml From 1a719b2a5cb603ceff5a4be5bddaf92b072eec5a Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Mon, 24 Jun 2024 09:28:20 +0100 Subject: [PATCH 24/45] build: point fms_acceleration dependency to its last known commit 40aad4683e01be3faebbcaae2670524c431cbf3e Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 4 ++-- pyproject.toml | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/poetry.lock b/poetry.lock index 32280c7bb..0059ca892 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1086,7 +1086,7 @@ transformers = "<4.40" [package.source] type = "git" url = "https://github.com/foundation-model-stack/fms-acceleration.git" -reference = "HEAD" +reference = "40aad4683e01be3faebbcaae2670524c431cbf3e" resolved_reference = "40aad4683e01be3faebbcaae2670524c431cbf3e" subdirectory = "plugins/framework" @@ -4447,4 +4447,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "6c5ac02eaf67f71024d682d953446561778e4b7287487ae087b89e993a94a48c" +content-hash = "2f8a6f73ba1c76d59beb8d225c1bdf5cdaf4a3f820569245715ccba3e7658746" diff --git a/pyproject.toml b/pyproject.toml index 43aabe846..a00d30a7b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -74,7 +74,7 @@ aim=">=3.19.0,<4.0" optional=true [tool.poetry.group.fms-accel.dependencies] -fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework"} +fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework", rev = "40aad4683e01be3faebbcaae2670524c431cbf3e"} [tool.poetry.dependencies] python = ">=3.9,<3.12" From 0d71c23c649066c3b9307a2e7625d292287edf12 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Mon, 24 Jun 2024 09:39:24 +0100 Subject: [PATCH 25/45] build: remove the pinned version of fms_acceleration Signed-off-by: Vassilis Vassiliadis --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index a00d30a7b..43aabe846 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -74,7 +74,7 @@ aim=">=3.19.0,<4.0" optional=true [tool.poetry.group.fms-accel.dependencies] -fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework", rev = "40aad4683e01be3faebbcaae2670524c431cbf3e"} +fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework"} [tool.poetry.dependencies] python = ">=3.9,<3.12" From 6a46d26c021ff7cdca6ebf8ddb84624136b4737e Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Mon, 24 Jun 2024 09:40:56 +0100 Subject: [PATCH 26/45] build: update the lock file after modifying pyproject.toml Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/poetry.lock b/poetry.lock index 0059ca892..32280c7bb 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1086,7 +1086,7 @@ transformers = "<4.40" [package.source] type = "git" url = "https://github.com/foundation-model-stack/fms-acceleration.git" -reference = "40aad4683e01be3faebbcaae2670524c431cbf3e" +reference = "HEAD" resolved_reference = "40aad4683e01be3faebbcaae2670524c431cbf3e" subdirectory = "plugins/framework" @@ -4447,4 +4447,4 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "2f8a6f73ba1c76d59beb8d225c1bdf5cdaf4a3f820569245715ccba3e7658746" +content-hash = "6c5ac02eaf67f71024d682d953446561778e4b7287487ae087b89e993a94a48c" From 771e2f96c217aab695f5db0c72ab2eeed96373b6 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 14:37:03 +0100 Subject: [PATCH 27/45] refactor: move launcher scripts back into build Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 5 ++--- build/README.md | 2 +- {launcher => build}/accelerate_launch.py | 2 +- {launcher => build}/utils.py | 0 pyproject.toml | 2 +- pytest.ini | 2 +- tests/{launcher => build}/__init__.py | 0 tests/{launcher => build}/dummy_job_config.json | 0 tests/{launcher => build}/test_launch_script.py | 4 ++-- tests/{launcher => build}/test_utils.py | 2 +- tests/test_sft_trainer.py | 2 +- 11 files changed, 10 insertions(+), 11 deletions(-) rename {launcher => build}/accelerate_launch.py (99%) rename {launcher => build}/utils.py (100%) rename tests/{launcher => build}/__init__.py (100%) rename tests/{launcher => build}/dummy_job_config.json (100%) rename tests/{launcher => build}/test_launch_script.py (99%) rename tests/{launcher => build}/test_utils.py (98%) diff --git a/build/Dockerfile b/build/Dockerfile index b2a79cbcf..e793dc037 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -121,7 +121,6 @@ COPY --chown=${USER}:root tuning tuning COPY --chown=${USER}:root .git .git COPY --chown=${USER}:root pyproject.toml pyproject.toml COPY --chown=${USER}:root poetry.lock poetry.lock -COPY --chown=${USER}:root launcher launcher COPY README.md README.md # Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi @@ -150,8 +149,8 @@ RUN mkdir /app && \ chmod -R g+rwX /app /tmp # Copy scripts and default configs -COPY launcher/accelerate_launch.py fixtures/accelerate_fsdp_defaults.yaml /app/ -COPY launcher/utils.py /app/build/ +COPY build/accelerate_launch.py fixtures/accelerate_fsdp_defaults.yaml /app/ +COPY build/utils.py /app/build/ RUN chmod +x /app/accelerate_launch.py ENV FSDP_DEFAULTS_FILE_PATH="/app/accelerate_fsdp_defaults.yaml" diff --git a/build/README.md b/build/README.md index 3d7f0aecd..1fc6e5326 100644 --- a/build/README.md +++ b/build/README.md @@ -1,6 +1,6 @@ # Building fms-hf-tuning as an Image -The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The [`accelerate_launch.py`](../launcher/accelerate_launch.py) script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. +The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The accelerate_launch.py script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. ## Configuration diff --git a/launcher/accelerate_launch.py b/build/accelerate_launch.py similarity index 99% rename from launcher/accelerate_launch.py rename to build/accelerate_launch.py index 2bbaa394b..22ab2a1c9 100644 --- a/launcher/accelerate_launch.py +++ b/build/accelerate_launch.py @@ -32,7 +32,7 @@ import torch.distributed.elastic.multiprocessing.errors # First Party -from launcher.utils import ( +from build.utils import ( get_highest_checkpoint, process_accelerate_launch_args, serialize_args, diff --git a/launcher/utils.py b/build/utils.py similarity index 100% rename from launcher/utils.py rename to build/utils.py diff --git a/pyproject.toml b/pyproject.toml index 43aabe846..f4838d317 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -37,7 +37,7 @@ classifiers=[ "Programming Language :: Python :: 3.11", ] -packages= [{include="tuning"}, {include="launcher"}] +packages= [{include="tuning"}] [tool.poetry.group.dev] diff --git a/pytest.ini b/pytest.ini index c8d3518ec..cd452c39c 100644 --- a/pytest.ini +++ b/pytest.ini @@ -1,4 +1,4 @@ [pytest] -# Register tests from `launcher` dir, removing `launcher` from norecursedirs default list, +# Register tests from `build` dir, removing `build` from norecursedirs default list, # see https://doc.pytest.org/en/latest/reference/reference.html#confval-norecursedirs norecursedirs = *.egg .* _darcs CVS dist node_modules venv {arch} \ No newline at end of file diff --git a/tests/launcher/__init__.py b/tests/build/__init__.py similarity index 100% rename from tests/launcher/__init__.py rename to tests/build/__init__.py diff --git a/tests/launcher/dummy_job_config.json b/tests/build/dummy_job_config.json similarity index 100% rename from tests/launcher/dummy_job_config.json rename to tests/build/dummy_job_config.json diff --git a/tests/launcher/test_launch_script.py b/tests/build/test_launch_script.py similarity index 99% rename from tests/launcher/test_launch_script.py rename to tests/build/test_launch_script.py index 6d9099068..f55f75176 100644 --- a/tests/launcher/test_launch_script.py +++ b/tests/build/test_launch_script.py @@ -25,8 +25,8 @@ import pytest # First Party -from launcher.accelerate_launch import main -from launcher.utils import serialize_args +from build.accelerate_launch import main +from build.utils import serialize_args from tests.data import TWITTER_COMPLAINTS_DATA # Local diff --git a/tests/launcher/test_utils.py b/tests/build/test_utils.py similarity index 98% rename from tests/launcher/test_utils.py rename to tests/build/test_utils.py index 913525a1c..97fe71861 100644 --- a/tests/launcher/test_utils.py +++ b/tests/build/test_utils.py @@ -22,7 +22,7 @@ import pytest # First Party -from launcher.utils import process_accelerate_launch_args +from build.utils import process_accelerate_launch_args HAPPY_PATH_DUMMY_CONFIG_PATH = os.path.join( os.path.dirname(__file__), "dummy_job_config.json" diff --git a/tests/test_sft_trainer.py b/tests/test_sft_trainer.py index 10cb6f165..085e8da0b 100644 --- a/tests/test_sft_trainer.py +++ b/tests/test_sft_trainer.py @@ -98,7 +98,7 @@ def test_run_train_fails_training_data_path_not_exist(): HAPPY_PATH_DUMMY_CONFIG_PATH = os.path.join( - os.path.dirname(__file__), "launcher", "dummy_job_config.json" + os.path.dirname(__file__), "build", "dummy_job_config.json" ) From 1359e6f4315a0f51de1206d06eabfbce3e376dff Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 14:37:26 +0100 Subject: [PATCH 28/45] build: remove `build` from the `dev` optional dependencies group Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 108 +++++++++---------------------------------------- pyproject.toml | 1 - 2 files changed, 19 insertions(+), 90 deletions(-) diff --git a/poetry.lock b/poetry.lock index 32280c7bb..8ea8a8c8c 100644 --- a/poetry.lock +++ b/poetry.lock @@ -183,13 +183,13 @@ files = [ [[package]] name = "aiofiles" -version = "23.2.1" +version = "24.1.0" description = "File support for asyncio." optional = false -python-versions = ">=3.7" +python-versions = ">=3.8" files = [ - {file = "aiofiles-23.2.1-py3-none-any.whl", hash = "sha256:19297512c647d4b27a2cf7c34caa7e405c0d60b5560618a29a9fe027b18b0107"}, - {file = "aiofiles-23.2.1.tar.gz", hash = "sha256:84ec2218d8419404abcb9f0c02df3f34c6e0a68ed41072acfb1cef5cbc29051a"}, + {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, + {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"}, ] [[package]] @@ -411,17 +411,17 @@ files = [ [[package]] name = "boto3" -version = "1.34.131" +version = "1.34.132" description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" files = [ - {file = "boto3-1.34.131-py3-none-any.whl", hash = "sha256:05e388cb937e82be70bfd7eb0c84cf8011ff35cf582a593873ac21675268683b"}, - {file = "boto3-1.34.131.tar.gz", hash = "sha256:dab8f72a6c4e62b4fd70da09e08a6b2a65ea2115b27dd63737142005776ef216"}, + {file = "boto3-1.34.132-py3-none-any.whl", hash = "sha256:b5d1681a0d8bf255787c8b37f911d706672d5722c9ace5342cd283a3cdb04820"}, + {file = "boto3-1.34.132.tar.gz", hash = "sha256:3b2964060620f1bbe9574b5f8d3fb2a4e087faacfc6023c24154b184f1b16443"}, ] [package.dependencies] -botocore = ">=1.34.131,<1.35.0" +botocore = ">=1.34.132,<1.35.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.10.0,<0.11.0" @@ -430,13 +430,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.34.131" +version = "1.34.132" description = "Low-level, data-driven core of boto 3." optional = false python-versions = ">=3.8" files = [ - {file = "botocore-1.34.131-py3-none-any.whl", hash = "sha256:13b011d7b206ce00727dcee26548fa3b550db9046d5a0e90ac25a6e6c8fde6ef"}, - {file = "botocore-1.34.131.tar.gz", hash = "sha256:502ddafe1d627fcf1e4c007c86454e5dd011dba7c58bd8e8a5368a79f3e387dc"}, + {file = "botocore-1.34.132-py3-none-any.whl", hash = "sha256:06ef8b4bd3b3cb5a9b9a4273a543b257be3304030978ba51516b576a65156c39"}, + {file = "botocore-1.34.132.tar.gz", hash = "sha256:372a6cfce29e5de9bcf8c95af901d0bc3e27d8aa2295fadee295424f95f43f16"}, ] [package.dependencies] @@ -450,31 +450,6 @@ urllib3 = [ [package.extras] crt = ["awscrt (==0.20.11)"] -[[package]] -name = "build" -version = "1.2.1" -description = "A simple, correct Python build frontend" -optional = false -python-versions = ">=3.8" -files = [ - {file = "build-1.2.1-py3-none-any.whl", hash = "sha256:75e10f767a433d9a86e50d83f418e83efc18ede923ee5ff7df93b6cb0306c5d4"}, - {file = "build-1.2.1.tar.gz", hash = "sha256:526263f4870c26f26c433545579475377b2b7588b6f1eac76a001e873ae3e19d"}, -] - -[package.dependencies] -colorama = {version = "*", markers = "os_name == \"nt\""} -importlib-metadata = {version = ">=4.6", markers = "python_full_version < \"3.10.2\""} -packaging = ">=19.1" -pyproject_hooks = "*" -tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""} - -[package.extras] -docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"] -test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"] -typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"] -uv = ["uv (>=0.1.18)"] -virtualenv = ["virtualenv (>=20.0.35)"] - [[package]] name = "cachetools" version = "5.3.3" @@ -1475,25 +1450,6 @@ files = [ {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"}, ] -[[package]] -name = "importlib-metadata" -version = "7.2.1" -description = "Read metadata from Python packages" -optional = false -python-versions = ">=3.8" -files = [ - {file = "importlib_metadata-7.2.1-py3-none-any.whl", hash = "sha256:ffef94b0b66046dd8ea2d619b701fe978d9264d38f3998bc4c27ec3b146a87c8"}, - {file = "importlib_metadata-7.2.1.tar.gz", hash = "sha256:509ecb2ab77071db5137c655e24ceb3eee66e7bbc6574165d0d114d9fc4bbe68"}, -] - -[package.dependencies] -zipp = ">=0.5" - -[package.extras] -doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] -perf = ["ipython"] -test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-perf (>=0.9.2)", "pytest-ruff (>=0.2.1)"] - [[package]] name = "iniconfig" version = "2.0.0" @@ -2628,17 +2584,6 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\"" spelling = ["pyenchant (>=3.2,<4.0)"] testutils = ["gitpython (>3)"] -[[package]] -name = "pyproject-hooks" -version = "1.1.0" -description = "Wrappers to call pyproject.toml-based build backend hooks." -optional = false -python-versions = ">=3.7" -files = [ - {file = "pyproject_hooks-1.1.0-py3-none-any.whl", hash = "sha256:7ceeefe9aec63a1064c18d939bdc3adf2d8aa1988a510afec15151578b232aa2"}, - {file = "pyproject_hooks-1.1.0.tar.gz", hash = "sha256:4b37730834edbd6bd37f26ece6b44802fb1c1ee2ece0e54ddff8bfc06db86965"}, -] - [[package]] name = "pytest" version = "8.2.2" @@ -2907,13 +2852,13 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"] [[package]] name = "s3transfer" -version = "0.10.1" +version = "0.10.2" description = "An Amazon S3 Transfer Manager" optional = false -python-versions = ">= 3.8" +python-versions = ">=3.8" files = [ - {file = "s3transfer-0.10.1-py3-none-any.whl", hash = "sha256:ceb252b11bcf87080fb7850a224fb6e05c8a776bab8f2b64b7f25b969464839d"}, - {file = "s3transfer-0.10.1.tar.gz", hash = "sha256:5683916b4c724f799e600f41dd9e10a9ff19871bf87623cc8f491cb4f5fa0a19"}, + {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"}, + {file = "s3transfer-0.10.2.tar.gz", hash = "sha256:0711534e9356d3cc692fdde846b4a1e4b0cb6519971860796e6bc4c7aea00ef6"}, ] [package.dependencies] @@ -3195,13 +3140,13 @@ files = [ [[package]] name = "setuptools" -version = "70.1.0" +version = "70.1.1" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = false python-versions = ">=3.8" files = [ - {file = "setuptools-70.1.0-py3-none-any.whl", hash = "sha256:d9b8b771455a97c8a9f3ab3448ebe0b29b5e105f1228bba41028be116985a267"}, - {file = "setuptools-70.1.0.tar.gz", hash = "sha256:01a1e793faa5bd89abc851fa15d0a0db26f160890c7102cd8dce643e886b47f5"}, + {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"}, + {file = "setuptools-70.1.1.tar.gz", hash = "sha256:937a48c7cdb7a21eb53cd7f9b59e525503aa8abaf3584c730dc5f7a5bec3a650"}, ] [package.extras] @@ -4429,22 +4374,7 @@ files = [ idna = ">=2.0" multidict = ">=4.0" -[[package]] -name = "zipp" -version = "3.19.2" -description = "Backport of pathlib-compatible object wrapper for zip files" -optional = false -python-versions = ">=3.8" -files = [ - {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"}, - {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"}, -] - -[package.extras] -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)"] - [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "6c5ac02eaf67f71024d682d953446561778e4b7287487ae087b89e993a94a48c" +content-hash = "3460e627f01c3bd43bbe6575c1cbb9dbb876b1ea18240ef8d2d1f5eac37cbbf8" diff --git a/pyproject.toml b/pyproject.toml index f4838d317..67039f613 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -50,7 +50,6 @@ ninja=">=1.11.1.1,<2.0" scikit-learn=">=1.0,<2.0" boto3 = ">=1.34,<2.0" pytest = ">=7.0.0" -build = "^1.0.0" setuptools = "^70.1.0" pre-commit = "^3.0.0" pylint = ">=2.16.2,<=3.1.0" From 865bd6c3fd9718a33b21f596adf6cbe96f95851f Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 14:38:55 +0100 Subject: [PATCH 29/45] build: update tox not install poetry in the virtual environment it tests Signed-off-by: Vassilis Vassiliadis --- tox.ini | 14 +++----------- 1 file changed, 3 insertions(+), 11 deletions(-) diff --git a/tox.ini b/tox.ini index 4ada1224e..d949079d3 100644 --- a/tox.ini +++ b/tox.ini @@ -3,11 +3,9 @@ envlist = py, lint, fmt [testenv] description = run unit tests -deps = - poetry allowlist_externals= - poetry pytest + poetry commands_pre = poetry install --with dev --no-root commands = @@ -18,8 +16,6 @@ commands = description = format with pre-commit commands_pre = poetry install --with dev --no-root -deps = - poetry commands = ./scripts/fmt.sh allowlist_externals = @@ -28,11 +24,9 @@ allowlist_externals = [testenv:lint] description = lint with pylint -deps = - poetry commands_pre = poetry install --with dev --no-root -commands = pylint tuning scripts/*.py launcher/*.py tests +commands = pylint tuning scripts/*.py build/*.py tests allowlist_externals = poetry pylint @@ -41,8 +35,6 @@ allowlist_externals = description = build wheel allowlist_externals= poetry -deps = - poetry commands = poetry build --format wheel skip_install = True @@ -64,7 +56,7 @@ commands_pre = poetry install --with dev commands = coverage run --omit='*/_version.py,*/launch_training.py' \ - --source=tuning,launcher \ + --source=tuning,build \ --module pytest tests/ coverage report -m coverage xml From db5832e9517e73b633fb4586383440cc7afd05dc Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 14:39:44 +0100 Subject: [PATCH 30/45] build: update CI/CD to install poetry in --user site Signed-off-by: Vassilis Vassiliadis --- .github/workflows/coverage.yaml | 2 ++ .github/workflows/format.yml | 2 ++ .github/workflows/test.yaml | 2 ++ 3 files changed, 6 insertions(+) diff --git a/.github/workflows/coverage.yaml b/.github/workflows/coverage.yaml index e5a7a0eb4..a6fdbed09 100644 --- a/.github/workflows/coverage.yaml +++ b/.github/workflows/coverage.yaml @@ -18,5 +18,7 @@ jobs: run: | python -m pip install --upgrade pip python -m pip install tox + python -m pip install poetry --user + echo "PATH=$PATH:~/.local/bin" >> "$GITHUB_ENV" - name: Check Coverage run: tox -e coverage \ No newline at end of file diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml index 574aac18a..980953685 100644 --- a/.github/workflows/format.yml +++ b/.github/workflows/format.yml @@ -33,6 +33,8 @@ jobs: run: | python -m pip install --upgrade pip python -m pip install tox + python -m pip install poetry --user + echo "PATH=$PATH:~/.local/bin" >> "$GITHUB_ENV" - name: Check formatting run: tox -e fmt - name: Run pylint diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml index f8e24265c..3f4961202 100644 --- a/.github/workflows/test.yaml +++ b/.github/workflows/test.yaml @@ -23,5 +23,7 @@ jobs: run: | python -m pip install --upgrade pip python -m pip install tox + python -m pip install poetry --user + echo "PATH=$PATH:~/.local/bin" >> "$GITHUB_ENV" - name: Run unit tests run: tox -e py \ No newline at end of file From 9739f909b43949d2b88cd64844f2be21270f6480 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 14:43:42 +0100 Subject: [PATCH 31/45] build: install poetry for build-and-publish workflow Signed-off-by: Vassilis Vassiliadis --- .github/workflows/build-and-publish.yaml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/build-and-publish.yaml b/.github/workflows/build-and-publish.yaml index 7bb377df8..fc52fea53 100644 --- a/.github/workflows/build-and-publish.yaml +++ b/.github/workflows/build-and-publish.yaml @@ -43,6 +43,8 @@ jobs: run: | python -m pip install --upgrade pip python -m pip install tox + python -m pip install poetry --user + echo "PATH=$PATH:~/.local/bin" >> "$GITHUB_ENV" - name: Build and test with tox run: tox -e ${{ matrix.python-version.tox }} - name: Build and check wheel package From 21a1e5cdecf34e39e34ea06660b226a7d7a8c368 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 15:21:02 +0100 Subject: [PATCH 32/45] docs: document how to build a dev environment with poetry and tox Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 25 ++++++++++++++++++++++--- README.md | 36 ------------------------------------ build/README.md | 2 +- 3 files changed, 23 insertions(+), 40 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 6d20b395c..952b8e75e 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -82,12 +82,31 @@ The following tools are required: - [git](https://git-scm.com) - [python](https://www.python.org) (v3.8+) - [pip](https://pypi.org/project/pip/) (v23.0+) +- [poetry](https://python-poetry.org/docs/#installation) (v1.8.3+) + - Poetry should always be installed in a dedicated virtual environment to isolate it from the rest of your system. It should in no case be installed in the environment of the project that is to be managed by Poetry. This ensures that Poetry’s own dependencies will not be accidentally upgraded or uninstalled. +- [tox](https://tox.wiki/en/4.15.1/installation.html) (v4.15.1+) + - Just like `poetry` install `tox` in an isolated virtual environment Installation: -``` -pip install -U datasets -pip install -e . + +```bash +: Install poetry and tox in an isolated virtual environment +python3 -m venv isolated +./isolated/bin/pip install -U pip setuptools +./isolated/bin/pip install poetry tox + +: Ensure you can access poetry and tox without activating the +: the isolated virtual environment +export PATH=$PATH:`pwd`/isolated/bin + +: Create your development virtual environment +python3 -m venv venv +. venv/bin/activate + +: Install a dev version (similar to pip -e ".[dev]") of fms-hf-tuning +poetry install --with dev ``` +
Linting diff --git a/README.md b/README.md index 251737f7d..7a6bbd7d2 100644 --- a/README.md +++ b/README.md @@ -7,11 +7,6 @@ This repo provides basic tuning scripts with support for specific models. The re ## Installation - -### Most recent versions of python dependencies - -If you want to use the most recent versions of python dependencies then use `pip`. - ``` pip install fms-hf-tuning ``` @@ -34,37 +29,6 @@ pip install git+https://github.com/foundation-model-stack/fms-acceleration.git#s ``` `fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). - -### Using versions of python dependencies that are known to be compatible with fms-hf-tuning - -This repository uses [`poetry`](https://python-poetry.org/) for reproducible builds. You can use poetry to create the same virtual environment that we use for our CI/CD tests like so: - -``` -python -m venv venv -. ./venv/bin/activate -pip install poetry - -poetry install -``` - -> Note: After installing, if you wish to use [FlashAttention](https://github.com/Dao-AILab/flash-attention), then you need to install these requirements: - -``` -poetry install --with dev,flash-attn -``` - -If you wish to use [aim](https://github.com/aimhubio/aim), then you need to install it: -``` -poetry install --with aim -``` - -If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration), you need to install it. -``` -poetry install --with fms-accel -``` -`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). - - ## Data format We support two data formats: diff --git a/build/README.md b/build/README.md index 1fc6e5326..db7fcc64d 100644 --- a/build/README.md +++ b/build/README.md @@ -1,6 +1,6 @@ # Building fms-hf-tuning as an Image -The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The accelerate_launch.py script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. +The Dockerfile provides a way of running fms-hf-tuning SFT Trainer. It installs the dependencies needed and adds two additional scripts that helps to parse arguments to pass to SFT Trainer. The `accelerate_launch.py` script is run by default when running the image to trigger SFT trainer for single or multi GPU by parsing arguments and running `accelerate launch launch_training.py`. ## Configuration From 109e4781406e08846528de820a6d563069ab3d60 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 15:25:56 +0100 Subject: [PATCH 33/45] docs: how to install optional dependency groups Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 952b8e75e..49ce34aed 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -107,6 +107,24 @@ python3 -m venv venv poetry install --with dev ``` + +> Note: After installing, if you wish to use [FlashAttention](https://github.com/Dao-AILab/flash-attention), then you need to install these requirements: + +``` +poetry install --with dev,flash-attn +``` + +If you wish to use [aim](https://github.com/aimhubio/aim), then you need to install it: +``` +poetry install --with aim +``` + +If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration), you need to install it. +``` +poetry install --with fms-accel +``` +`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). +
Linting From 3aa293a5996dc49a86283aec838bb6566e354053 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 25 Jun 2024 15:49:25 +0100 Subject: [PATCH 34/45] docs: fix broken link to fms-acceleration docs Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 49ce34aed..a53b384ec 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -123,7 +123,7 @@ If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/ ``` poetry install --with fms-accel ``` -`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). +`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section in the README.md](README.md#fms-acceleration).
Linting From ecc62bb84fec6e959d4d4a47b908a5142c2ff6a8 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Wed, 26 Jun 2024 08:38:51 +0100 Subject: [PATCH 35/45] docs: fix typo Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 2 +- README.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index a53b384ec..aa0c61b31 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -123,7 +123,7 @@ If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/ ``` poetry install --with fms-accel ``` -`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section in the README.md](README.md#fms-acceleration). +`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details see [this section in README.md](README.md#fms-acceleration).
Linting diff --git a/README.md b/README.md index 7a6bbd7d2..e08e5b341 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/ ``` pip install git+https://github.com/foundation-model-stack/fms-acceleration.git#subdirectory=plugins/framework ``` -`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details on see [this section below](#fms-acceleration). +`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details see [this section below](#fms-acceleration). ## Data format We support two data formats: From c3321c1633d7a3f061f398345179209107e3889e Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Wed, 26 Jun 2024 08:53:41 +0100 Subject: [PATCH 36/45] refactor: update test_run_with_additional_callbacks() unit-test Signed-off-by: Vassilis Vassiliadis --- tests/test_sft_trainer.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/tests/test_sft_trainer.py b/tests/test_sft_trainer.py index 085e8da0b..ed7b21d97 100644 --- a/tests/test_sft_trainer.py +++ b/tests/test_sft_trainer.py @@ -629,8 +629,7 @@ def test_run_with_additional_callbacks(): """Ensure that train() can work with additional_callbacks""" with tempfile.TemporaryDirectory() as tempdir: - train_args = copy.deepcopy(TRAIN_ARGS) - train_args.output_dir = tempdir + train_args = get_train_args(output_dir=tempdir) model_args = copy.deepcopy(MODEL_ARGS) sft_trainer.train( From e8ff81bb6199630bdebba539109d019db4d78dee Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Thu, 27 Jun 2024 10:42:15 +0100 Subject: [PATCH 37/45] fix: use optional `extra` dependencies instead of `groups` pip install `fms-hf-tuning[flash-attn]` is equivalent to `poetry install --extras flash-attn` not `poetry install --with flash-attn`. Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 8 +-- poetry.lock | 158 +++++++++++++++++++++++++----------------------- pyproject.toml | 63 +++++++++---------- 3 files changed, 114 insertions(+), 115 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index aa0c61b31..30dc1e4ab 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -104,24 +104,24 @@ python3 -m venv venv . venv/bin/activate : Install a dev version (similar to pip -e ".[dev]") of fms-hf-tuning -poetry install --with dev +poetry install --extras dev ``` > Note: After installing, if you wish to use [FlashAttention](https://github.com/Dao-AILab/flash-attention), then you need to install these requirements: ``` -poetry install --with dev,flash-attn +poetry install --extras dev,flash-attn ``` If you wish to use [aim](https://github.com/aimhubio/aim), then you need to install it: ``` -poetry install --with aim +poetry install --extras aim ``` If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration), you need to install it. ``` -poetry install --with fms-accel +poetry install --extras fms-accel ``` `fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details see [this section in README.md](README.md#fms-acceleration). diff --git a/poetry.lock b/poetry.lock index 8ea8a8c8c..1af0c6100 100644 --- a/poetry.lock +++ b/poetry.lock @@ -35,7 +35,7 @@ testing = ["bitsandbytes", "datasets", "diffusers", "evaluate", "parameterized", name = "aim" version = "3.22.0" description = "A super-easy way to record, search and compare AI experiments." -optional = false +optional = true python-versions = ">=3.7.0" files = [ {file = "aim-3.22.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:68be54cddc955780e019103342752fc5bf6a24e2219db9bbbb1f486ed4bf8df5"}, @@ -98,7 +98,7 @@ websockets = "*" name = "aim-ui" version = "3.22.0" description = "Aim UI" -optional = false +optional = true python-versions = "*" files = [ {file = "aim-ui-3.22.0.tar.gz", hash = "sha256:852c7cef7edd8e02854b2d0b0fad14c76674b40e8c3673a2d686a6827055d71f"}, @@ -108,7 +108,7 @@ files = [ name = "aimrecords" version = "0.0.7" description = "A record-oriented data format which utilizes Protocol Buffers" -optional = false +optional = true python-versions = ">=3.5.0" files = [ {file = "aimrecords-0.0.7-py2.py3-none-any.whl", hash = "sha256:b9276890891c5fd68f817e20fc5d466a80c01e22fa468eaa979331448a75d601"}, @@ -122,7 +122,7 @@ base58 = "2.0.1" name = "aimrocks" version = "0.5.2" description = "RocksDB wrapper implemented in Cython." -optional = false +optional = true python-versions = "*" files = [ {file = "aimrocks-0.5.2-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:081b59cf3a02056420e32d8fa851859d314ae227e975d6febba67e9341135208"}, @@ -185,7 +185,7 @@ files = [ name = "aiofiles" version = "24.1.0" description = "File support for asyncio." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, @@ -306,7 +306,7 @@ frozenlist = ">=1.1.0" name = "alembic" version = "1.13.1" description = "A database migration tool for SQLAlchemy." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"}, @@ -325,7 +325,7 @@ tz = ["backports.zoneinfo"] name = "annotated-types" version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, @@ -336,7 +336,7 @@ files = [ name = "anyio" version = "4.4.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "anyio-4.4.0-py3-none-any.whl", hash = "sha256:c1b2d8f46a8a812513012e1107cb0e68c17159a7a594208005a57dc776e1bdc7"}, @@ -358,7 +358,7 @@ trio = ["trio (>=0.23)"] name = "astroid" version = "3.1.0" description = "An abstract syntax tree for Python with inference support." -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "astroid-3.1.0-py3-none-any.whl", hash = "sha256:951798f922990137ac090c53af473db7ab4e70c770e6d7fae0cec59f74411819"}, @@ -402,7 +402,7 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p name = "base58" version = "2.0.1" description = "Base58 and Base58Check implementation" -optional = false +optional = true python-versions = ">=3.5" files = [ {file = "base58-2.0.1-py3-none-any.whl", hash = "sha256:447adc750d6b642987ffc6d397ecd15a799852d5f6a1d308d384500243825058"}, @@ -413,7 +413,7 @@ files = [ name = "boto3" version = "1.34.132" description = "The AWS SDK for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "boto3-1.34.132-py3-none-any.whl", hash = "sha256:b5d1681a0d8bf255787c8b37f911d706672d5722c9ace5342cd283a3cdb04820"}, @@ -432,7 +432,7 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] name = "botocore" version = "1.34.132" description = "Low-level, data-driven core of boto 3." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "botocore-1.34.132-py3-none-any.whl", hash = "sha256:06ef8b4bd3b3cb5a9b9a4273a543b257be3304030978ba51516b576a65156c39"}, @@ -454,7 +454,7 @@ crt = ["awscrt (==0.20.11)"] name = "cachetools" version = "5.3.3" description = "Extensible memoizing collections and decorators" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "cachetools-5.3.3-py3-none-any.whl", hash = "sha256:0abad1021d3f8325b2fc1d2e9c8b9c9d57b04c3932657a72465447332c24d945"}, @@ -476,7 +476,7 @@ files = [ name = "cffi" version = "1.16.0" description = "Foreign Function Interface for Python calling C code." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"}, @@ -540,7 +540,7 @@ pycparser = "*" name = "cfgv" version = "3.4.0" description = "Validate configuration and produce human readable error messages." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"}, @@ -650,7 +650,7 @@ files = [ name = "click" version = "8.1.7" description = "Composable command line interface toolkit" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"}, @@ -675,7 +675,7 @@ files = [ name = "coverage" version = "7.5.4" description = "Code coverage measurement for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "coverage-7.5.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6cfb5a4f556bb51aba274588200a46e4dd6b505fb1a5f8c5ae408222eb416f99"}, @@ -739,7 +739,7 @@ toml = ["tomli"] name = "cryptography" version = "42.0.8" description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers." -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "cryptography-42.0.8-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:81d8a521705787afe7a18d5bfb47ea9d9cc068206270aad0b96a725022e18d2e"}, @@ -837,7 +837,7 @@ vision = ["Pillow (>=9.4.0)"] name = "defusedxml" version = "0.7.1" description = "XML bomb protection for Python stdlib modules" -optional = false +optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" files = [ {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"}, @@ -863,7 +863,7 @@ profile = ["gprof2dot (>=2022.7.29)"] name = "distlib" version = "0.3.8" description = "Distribution utilities" -optional = false +optional = true python-versions = "*" files = [ {file = "distlib-0.3.8-py2.py3-none-any.whl", hash = "sha256:034db59a0b96f8ca18035f36290806a9a6e6bd9d1ff91e45a7f172eb17e51784"}, @@ -874,7 +874,7 @@ files = [ name = "dnspython" version = "2.6.1" description = "DNS toolkit" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "dnspython-2.6.1-py3-none-any.whl", hash = "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50"}, @@ -905,7 +905,7 @@ files = [ name = "einops" version = "0.8.0" description = "A new flavour of deep learning operations" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "einops-0.8.0-py3-none-any.whl", hash = "sha256:9572fb63046264a862693b0a87088af3bdc8c068fde03de63453cbbde245465f"}, @@ -916,7 +916,7 @@ files = [ name = "email-validator" version = "2.2.0" description = "A robust email address syntax and deliverability validation library." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "email_validator-2.2.0-py3-none-any.whl", hash = "sha256:561977c2d73ce3611850a06fa56b414621e0c8faa9d66f2611407d87465da631"}, @@ -945,7 +945,7 @@ tests = ["pytest"] name = "exceptiongroup" version = "1.2.1" description = "Backport of PEP 654 (exception groups)" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "exceptiongroup-1.2.1-py3-none-any.whl", hash = "sha256:5258b9ed329c5bbdd31a309f53cbfb0b155341807f6ff7606a1e801a891b29ad"}, @@ -959,7 +959,7 @@ test = ["pytest (>=6)"] name = "fastapi" version = "0.111.0" description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "fastapi-0.111.0-py3-none-any.whl", hash = "sha256:97ecbf994be0bcbdadedf88c3150252bed7b2087075ac99735403b1b76cc8fc0"}, @@ -986,7 +986,7 @@ all = ["email_validator (>=2.0.0)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)" name = "fastapi-cli" version = "0.0.4" description = "Run and manage FastAPI apps from the command line with FastAPI CLI. 🚀" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "fastapi_cli-0.0.4-py3-none-any.whl", hash = "sha256:a2552f3a7ae64058cdbb530be6fa6dbfc975dc165e4fa66d224c3d396e25e809"}, @@ -1033,7 +1033,7 @@ termcolor = "*" name = "flash-attn" version = "2.5.9.post1" description = "Flash Attention: Fast and Memory-Efficient Exact Attention" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "flash_attn-2.5.9.post1.tar.gz", hash = "sha256:a92db1683a5b141a0f4371d251ae9f73e9aef629b3a58a50d0ef430266c68782"}, @@ -1047,7 +1047,7 @@ torch = "*" name = "fms-acceleration" version = "0.0.1" description = "FMS Acceleration Plugin Framework" -optional = false +optional = true python-versions = "~=3.9" files = [] develop = false @@ -1196,7 +1196,7 @@ tqdm = ["tqdm"] name = "genbadge" version = "1.1.1" description = "Generate badges for tools that do not provide one." -optional = false +optional = true python-versions = "*" files = [ {file = "genbadge-1.1.1-py2.py3-none-any.whl", hash = "sha256:c8b67ccdad2867434cdc0be7c4bd3f6af6003c466d8ff5013b8b5842ca8730de"}, @@ -1220,7 +1220,7 @@ tests = ["defusedxml"] name = "greenlet" version = "3.0.3" description = "Lightweight in-process concurrent programming" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "greenlet-3.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:9da2bd29ed9e4f15955dd1595ad7bc9320308a3b766ef7f837e23ad4b4aac31a"}, @@ -1291,7 +1291,7 @@ test = ["objgraph", "psutil"] name = "h11" version = "0.14.0" description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"}, @@ -1302,7 +1302,7 @@ files = [ name = "httpcore" version = "1.0.5" description = "A minimal low-level HTTP client." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"}, @@ -1323,7 +1323,7 @@ trio = ["trio (>=0.22.0,<0.26.0)"] name = "httptools" version = "0.6.1" description = "A collection of framework independent HTTP protocol utils." -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "httptools-0.6.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d2f6c3c4cb1948d912538217838f6e9960bc4a521d7f9b323b3da579cd14532f"}, @@ -1371,7 +1371,7 @@ test = ["Cython (>=0.29.24,<0.30.0)"] name = "httpx" version = "0.27.0" description = "The next generation HTTP client." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "httpx-0.27.0-py3-none-any.whl", hash = "sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5"}, @@ -1429,7 +1429,7 @@ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "t name = "identify" version = "2.5.36" description = "File identification library for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "identify-2.5.36-py2.py3-none-any.whl", hash = "sha256:37d93f380f4de590500d9dba7db359d0d3da95ffe7f9de1753faa159e71e7dfa"}, @@ -1454,7 +1454,7 @@ files = [ name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"}, @@ -1465,7 +1465,7 @@ files = [ name = "isort" version = "5.13.2" description = "A Python utility / library to sort Python imports." -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"}, @@ -1496,7 +1496,7 @@ i18n = ["Babel (>=2.7)"] name = "jmespath" version = "1.0.1" description = "JSON Matching Expressions" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"}, @@ -1507,7 +1507,7 @@ files = [ name = "joblib" version = "1.4.2" description = "Lightweight pipelining with Python functions" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, @@ -1518,7 +1518,7 @@ files = [ name = "mako" version = "1.3.5" description = "A super-fast templating language that borrows the best ideas from the existing templating languages." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "Mako-1.3.5-py3-none-any.whl", hash = "sha256:260f1dbc3a519453a9c856dedfe4beb4e50bd5a26d96386cb6c80856556bb91a"}, @@ -1630,7 +1630,7 @@ files = [ name = "mccabe" version = "0.7.0" description = "McCabe checker, plugin for flake8" -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"}, @@ -1810,7 +1810,7 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"] name = "ninja" version = "1.11.1.1" description = "Ninja is a small build system with a focus on speed" -optional = false +optional = true python-versions = "*" files = [ {file = "ninja-1.11.1.1-py2.py3-none-macosx_10_9_universal2.macosx_10_9_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl", hash = "sha256:376889c76d87b95b5719fdd61dd7db193aa7fd4432e5d52d2e44e4c497bdbbee"}, @@ -1837,7 +1837,7 @@ test = ["codecov (>=2.0.5)", "coverage (>=4.2)", "flake8 (>=3.0.4)", "pytest (>= name = "nodeenv" version = "1.9.1" description = "Node.js virtual environment builder" -optional = false +optional = true python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7" files = [ {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"}, @@ -2034,7 +2034,7 @@ files = [ name = "orjson" version = "3.10.5" description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "orjson-3.10.5-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:545d493c1f560d5ccfc134803ceb8955a14c3fcb47bbb4b2fee0232646d0b932"}, @@ -2201,7 +2201,7 @@ test = ["black", "datasets", "diffusers (<0.21.0)", "hf-doc-builder", "parameter name = "pillow" version = "10.3.0" description = "Python Imaging Library (Fork)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pillow-10.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:90b9e29824800e90c84e4022dd5cc16eb2d9605ee13f05d47641eb183cd73d45"}, @@ -2287,7 +2287,7 @@ xmp = ["defusedxml"] name = "platformdirs" version = "4.2.2" description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "platformdirs-4.2.2-py3-none-any.whl", hash = "sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee"}, @@ -2303,7 +2303,7 @@ type = ["mypy (>=1.8)"] name = "pluggy" version = "1.5.0" description = "plugin and hook calling mechanisms for python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"}, @@ -2318,7 +2318,7 @@ testing = ["pytest", "pytest-benchmark"] name = "pre-commit" version = "3.7.1" description = "A framework for managing and maintaining multi-language pre-commit hooks." -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "pre_commit-3.7.1-py2.py3-none-any.whl", hash = "sha256:fae36fd1d7ad7d6a5a1c0b0d5adb2ed1a3bda5a21bf6c3e5372073d7a11cd4c5"}, @@ -2424,7 +2424,7 @@ files = [ name = "pycparser" version = "2.22" description = "C parser in Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"}, @@ -2435,7 +2435,7 @@ files = [ name = "pydantic" version = "2.7.4" description = "Data validation using Python type hints" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pydantic-2.7.4-py3-none-any.whl", hash = "sha256:ee8538d41ccb9c0a9ad3e0e5f07bf15ed8015b481ced539a1759d8cc89ae90d0"}, @@ -2454,7 +2454,7 @@ email = ["email-validator (>=2.0.0)"] name = "pydantic-core" version = "2.18.4" description = "Core functionality for Pydantic validation and serialization" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pydantic_core-2.18.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:f76d0ad001edd426b92233d45c746fd08f467d56100fd8f30e9ace4b005266e4"}, @@ -2559,7 +2559,7 @@ windows-terminal = ["colorama (>=0.4.6)"] name = "pylint" version = "3.1.0" description = "python code static checker" -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "pylint-3.1.0-py3-none-any.whl", hash = "sha256:507a5b60953874766d8a366e8e8c7af63e058b26345cfcb5f91f89d987fd6b74"}, @@ -2588,7 +2588,7 @@ testutils = ["gitpython (>3)"] name = "pytest" version = "8.2.2" description = "pytest: simple powerful testing with Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"}, @@ -2624,7 +2624,7 @@ six = ">=1.5" name = "python-dotenv" version = "1.0.1" description = "Read key-value pairs from a .env file and set them as environment variables" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"}, @@ -2638,7 +2638,7 @@ cli = ["click (>=5.0)"] name = "python-multipart" version = "0.0.9" description = "A streaming multipart parser for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "python_multipart-0.0.9-py3-none-any.whl", hash = "sha256:97ca7b8ea7b05f977dc3849c3ba99d51689822fab725c3703af7c866a0c2b215"}, @@ -2821,7 +2821,7 @@ use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] name = "restrictedpython" version = "7.1" description = "RestrictedPython is a defined subset of the Python language which allows to provide a program input into a trusted environment." -optional = false +optional = true python-versions = ">=3.7, <3.13" files = [ {file = "RestrictedPython-7.1-py3-none-any.whl", hash = "sha256:56d0c73e5de1757702053383601b0fcd3fb2e428039ee1df860409ad67b17d2b"}, @@ -2854,7 +2854,7 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"] name = "s3transfer" version = "0.10.2" description = "An Amazon S3 Transfer Manager" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "s3transfer-0.10.2-py3-none-any.whl", hash = "sha256:eca1c20de70a39daee580aef4986996620f365c4e0fda6a86100231d62f1bf69"}, @@ -2993,7 +2993,7 @@ torch = ["safetensors[numpy]", "torch (>=1.10)"] name = "scikit-learn" version = "1.5.0" description = "A set of python modules for machine learning and data mining" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "scikit_learn-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:12e40ac48555e6b551f0a0a5743cc94cc5a765c9513fe708e01f0aa001da2801"}, @@ -3038,7 +3038,7 @@ tests = ["black (>=24.3.0)", "matplotlib (>=3.3.4)", "mypy (>=1.9)", "numpydoc ( name = "scipy" version = "1.13.1" description = "Fundamental algorithms for scientific computing in Python" -optional = false +optional = true python-versions = ">=3.9" files = [ {file = "scipy-1.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:20335853b85e9a49ff7572ab453794298bcf0354d8068c5f6775a0eabf350aca"}, @@ -3142,7 +3142,7 @@ files = [ name = "setuptools" version = "70.1.1" description = "Easily download, build, install, upgrade, and uninstall Python packages" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "setuptools-70.1.1-py3-none-any.whl", hash = "sha256:a58a8fde0541dab0419750bcc521fbdf8585f6e5cb41909df3a472ef7b81ca95"}, @@ -3157,7 +3157,7 @@ testing = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "importlib-metad name = "shellingham" version = "1.5.4" description = "Tool to Detect Surrounding Shell" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"}, @@ -3204,7 +3204,7 @@ files = [ name = "sniffio" version = "1.3.1" description = "Sniff out which async library your code is running under" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"}, @@ -3215,7 +3215,7 @@ files = [ name = "sqlalchemy" version = "2.0.31" description = "Database Abstraction Library" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "SQLAlchemy-2.0.31-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f2a213c1b699d3f5768a7272de720387ae0122f1becf0901ed6eaa1abd1baf6c"}, @@ -3302,7 +3302,7 @@ sqlcipher = ["sqlcipher3_binary"] name = "starlette" version = "0.37.2" description = "The little ASGI library that shines." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "starlette-0.37.2-py3-none-any.whl", hash = "sha256:6fe59f29268538e5d0d182f2791a479a0c64638e6935d1c6989e63fb2699c6ee"}, @@ -3348,7 +3348,7 @@ tests = ["pytest", "pytest-cov"] name = "threadpoolctl" version = "3.5.0" description = "threadpoolctl" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"}, @@ -3486,7 +3486,7 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"}, @@ -3497,7 +3497,7 @@ files = [ name = "tomlkit" version = "0.12.5" description = "Style preserving TOML library" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "tomlkit-0.12.5-py3-none-any.whl", hash = "sha256:af914f5a9c59ed9d0762c7b64d3b5d5df007448eb9cd2edc8a46b1eafead172f"}, @@ -3705,7 +3705,7 @@ test = ["accelerate", "parameterized", "pytest", "pytest-cov", "pytest-xdist"] name = "typer" version = "0.12.3" description = "Typer, build great CLIs. Easy to code. Based on Python type hints." -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "typer-0.12.3-py3-none-any.whl", hash = "sha256:070d7ca53f785acbccba8e7d28b08dcd88f79f1fbda035ade0aecec71ca5c914"}, @@ -3766,7 +3766,7 @@ files = [ name = "ujson" version = "5.10.0" description = "Ultra fast JSON encoder and decoder for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "ujson-5.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2601aa9ecdbee1118a1c2065323bda35e2c5a2cf0797ef4522d485f9d3ef65bd"}, @@ -3886,7 +3886,7 @@ zstd = ["zstandard (>=0.18.0)"] name = "uvicorn" version = "0.30.1" description = "The lightning-fast ASGI server." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "uvicorn-0.30.1-py3-none-any.whl", hash = "sha256:cd17daa7f3b9d7a24de3617820e634d0933b69eed8e33a516071174427238c81"}, @@ -3912,7 +3912,7 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", name = "uvloop" version = "0.19.0" description = "Fast implementation of asyncio event loop on top of libuv" -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "uvloop-0.19.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:de4313d7f575474c8f5a12e163f6d89c0a878bc49219641d49e6f1444369a90e"}, @@ -3956,7 +3956,7 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)" name = "virtualenv" version = "20.26.3" description = "Virtual Python Environment builder" -optional = false +optional = true python-versions = ">=3.7" files = [ {file = "virtualenv-20.26.3-py3-none-any.whl", hash = "sha256:8cc4a31139e796e9a7de2cd5cf2489de1217193116a8fd42328f1bd65f434589"}, @@ -3976,7 +3976,7 @@ test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess name = "watchfiles" version = "0.22.0" description = "Simple, modern and high performance file watching and code reload in python." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "watchfiles-0.22.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:da1e0a8caebf17976e2ffd00fa15f258e14749db5e014660f53114b676e68538"}, @@ -4063,7 +4063,7 @@ anyio = ">=3.0.0" name = "websockets" version = "12.0" description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "websockets-12.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d554236b2a2006e0ce16315c16eaa0d628dab009c33b63ea03f41c6107958374"}, @@ -4144,7 +4144,7 @@ files = [ name = "wheel" version = "0.43.0" description = "A built-package format for Python" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "wheel-0.43.0-py3-none-any.whl", hash = "sha256:55c570405f142630c6b9f72fe09d9b67cf1477fcf543ae5b8dcb1f5b7377da81"}, @@ -4374,7 +4374,13 @@ files = [ idna = ">=2.0" multidict = ">=4.0" +[extras] +aim = ["aim"] +dev = ["boto3", "coverage", "genbadge", "ninja", "packaging", "pre-commit", "pylint", "pytest", "scikit-learn", "setuptools", "wheel"] +flash-attn = ["flash-attn"] +fms-accel = ["fms_acceleration"] + [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "3460e627f01c3bd43bbe6575c1cbb9dbb876b1ea18240ef8d2d1f5eac37cbbf8" +content-hash = "8424abbbf2213ae281f7657d4ac515acadb349355bc217de62f8ab710147be3f" diff --git a/pyproject.toml b/pyproject.toml index 67039f613..0d84ab88e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -39,41 +39,11 @@ classifiers=[ packages= [{include="tuning"}] - -[tool.poetry.group.dev] -optional=true - -[tool.poetry.group.dev.dependencies] -wheel=">=0.42.0,<1.0" -packaging =">=23.2,<24" -ninja=">=1.11.1.1,<2.0" -scikit-learn=">=1.0,<2.0" -boto3 = ">=1.34,<2.0" -pytest = ">=7.0.0" -setuptools = "^70.1.0" -pre-commit = "^3.0.0" -pylint = ">=2.16.2,<=3.1.0" -coverage = "^7.5.4" -genbadge = {extras = ["coverage"], version = "^1.1.1"} - -[tool.poetry.group.flash-attn] -optional=true - -[tool.poetry.group.flash-attn.dependencies] -flash-attn=">=2.5.3,<3.0" - -[tool.poetry.group.aim] -optional=true - -[tool.poetry.group.aim.dependencies] -aim=">=3.19.0,<4.0" - - -[tool.poetry.group.fms-accel] -optional=true - -[tool.poetry.group.fms-accel.dependencies] -fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework"} +[tool.poetry.extras] +flash-attn=["flash-attn"] +aim=["aim"] +fms-accel = ["fms_acceleration"] +dev=["wheel", "packaging", "ninja", "scikit-learn", "boto3", "pytest", "setuptools", "pre-commit", "pylint", "coverage", "genbadge"] [tool.poetry.dependencies] python = ">=3.9,<3.12" @@ -90,6 +60,29 @@ datasets = ">=2.15.0,<3.0" fire = ">=0.5.0,<1.0" simpleeval = ">=0.9.13,<1.0" +# Dependencies for extras +# For the "dev" extras +wheel = { version = ">=0.42.0,<1.0", optional = true } +packaging = { version = ">=23.2,<24", optional = true } +ninja = { version = ">=1.11.1.1,<2.0", optional = true } +scikit-learn = { version = ">=1.0,<2.0", optional = true } +boto3 = { version = ">=1.34,<2.0", optional = true } +pytest = { version = ">=7.0.0", optional = true } +setuptools = { version = "^70.1.0", optional = true } +pre-commit = { version = "^3.0.0", optional = true } +pylint = { version = ">=2.16.2,<=3.1.0", optional = true } +coverage = { version = "^7.5.4", optional = true } +genbadge = { version = "^1.1.1", extras = ["coverage"], optional = true} + +# For the "flash-attn" extras +flash-attn = {version = ">=2.5.3,<3.0", optional = true} + +# For the "aim" extras +aim = { version = ">=3.19.0,<4.0", optional = true} + +# For the "fms-accel" extras +fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework", optional = true} + [project.urls] Homepage = "https://github.com/foundation-model-stack/fms-hf-tuning" From 53025eef7c1c69fc508f539c0c2e984eb3299d46 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Thu, 27 Jun 2024 10:43:20 +0100 Subject: [PATCH 38/45] fix: update dockerfile to install poetry in an isolated environment Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 25 +++++++++++++++++-------- 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/build/Dockerfile b/build/Dockerfile index e793dc037..0dc065f20 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -114,8 +114,11 @@ USER ${USER} # "fatal: detected dubious ownership" for `/tmp` WORKDIR /tmp/fms-hf-tuning +# Install poetry and its dependencies inside an isolated virtual environment which we +# will not copy into the release-base layer RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ - python -m pip install --user wheel packaging poetry poetry-plugin-export + python -m venv venv /tmp/isolated && \ + /tmp/isolated/bin/pip install poetry poetry-plugin-export COPY --chown=${USER}:root tuning tuning COPY --chown=${USER}:root .git .git @@ -126,15 +129,21 @@ COPY README.md README.md # Install using poetry if PyPi wheel_version is empty else download the wheel from PyPi RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ if [[ -z "${WHEEL_VERSION}" ]]; then \ - # Extract requirements from poetry and install them in ~/.local - python -m pip install --user --requirement <(python -m poetry export --format requirements.txt) && \ + # Extract requirements from poetry and install them in ~/.local \ + python -m pip install --user --requirement <(/tmp/isolated/bin/poetry export --format requirements.txt) && \ # Next install the package with flash-attn \ - python -m pip install --user ".[flash-attn]"; \ + python -m pip install --user ".[flash-attn]" ; \ else \ - # This will use whatever dependency versions satisfy the pyproject.toml constraints - python -m pip install --user "fms-hf-tuning[flash-attn]==${WHEEL_VERSION}" ; \ - fi && \ - python -m pip uninstall wheel -y + # This will use whatever dependencies versions satisfy the pyproject.toml constraints \ + # but they won't necessarily be the exact same versions as present in poetry.lock \ + # First, install fms-hf-tuning first to get its dependencies which include torch. \ + # Then install with the flash-attn group as the latter expects torch to be present \ + python -m pip install --user "fms-hf-tuning==${WHEEL_VERSION}" && \ + python -m pip install --user "fms-hf-tuning[flash-attn]==${WHEEL_VERSION}" && \ + python -m pip uninstall wheel build -y ; \ + fi + +RUN python -m pip freeze ## Final image ################################################ FROM release-base as release From 2158078685ec9e5bef1fe5c96f647794a744de73 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis <43679502+VassilisVassiliadis@users.noreply.github.com> Date: Tue, 2 Jul 2024 08:38:05 +0100 Subject: [PATCH 39/45] fix: replace "poetry install --with" with "--extras" in tox.ini Co-authored-by: ted chang Signed-off-by: Vassilis Vassiliadis <43679502+VassilisVassiliadis@users.noreply.github.com> --- tox.ini | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/tox.ini b/tox.ini index d949079d3..ec5425593 100644 --- a/tox.ini +++ b/tox.ini @@ -7,7 +7,7 @@ allowlist_externals= pytest poetry commands_pre = - poetry install --with dev --no-root + poetry install --extras dev --no-root commands = pip freeze pytest {posargs:tests} @@ -15,7 +15,7 @@ commands = [testenv:fmt] description = format with pre-commit commands_pre = - poetry install --with dev --no-root + poetry install --with extras --no-root commands = ./scripts/fmt.sh allowlist_externals = @@ -25,7 +25,7 @@ allowlist_externals = [testenv:lint] description = lint with pylint commands_pre = - poetry install --with dev --no-root + poetry install --extras dev --no-root commands = pylint tuning scripts/*.py build/*.py tests allowlist_externals = poetry @@ -53,7 +53,7 @@ allowlist_externals= coverage genbadge commands_pre = - poetry install --with dev + poetry install --extras dev commands = coverage run --omit='*/_version.py,*/launch_training.py' \ --source=tuning,build \ From 896da243539291ac7aeff0fd15bbdfd78740509a Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 2 Jul 2024 08:45:29 +0100 Subject: [PATCH 40/45] fix: use poetry install --extras dev --no-root" for the fmt tox environment Signed-off-by: Vassilis Vassiliadis --- tox.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tox.ini b/tox.ini index ec5425593..66f4248fd 100644 --- a/tox.ini +++ b/tox.ini @@ -15,7 +15,7 @@ commands = [testenv:fmt] description = format with pre-commit commands_pre = - poetry install --with extras --no-root + poetry install --extras dev --no-root commands = ./scripts/fmt.sh allowlist_externals = From 4a3316e4497e1e4da7377bca590e4fc89f1c7293 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 2 Jul 2024 11:49:33 +0100 Subject: [PATCH 41/45] chore: upgrade trl version to ">=0.9.3,<1.0" Signed-off-by: Vassilis Vassiliadis --- poetry.lock | 11 +++++------ pyproject.toml | 2 +- 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/poetry.lock b/poetry.lock index 1af0c6100..c2e1446b5 100644 --- a/poetry.lock +++ b/poetry.lock @@ -3675,13 +3675,12 @@ tutorials = ["matplotlib", "pandas", "tabulate", "torch"] [[package]] name = "trl" -version = "0.8.6" +version = "0.9.4" description = "Train transformer language models with reinforcement learning." optional = false python-versions = ">=3.7" files = [ - {file = "trl-0.8.6-py3-none-any.whl", hash = "sha256:0c9ee3faa7a6ddc158debaea0f725edb3143b4cc43babc5b5a05374de3e6352c"}, - {file = "trl-0.8.6.tar.gz", hash = "sha256:3785683f5b3e20d4b28481070dbdf736def42bcd6d3323e8a92f458925683da3"}, + {file = "trl-0.9.4-py3-none-any.whl", hash = "sha256:a7322f73d818e4ff73441520ae2494ce46ce4c8052058fff7cb80d323ff87e28"}, ] [package.dependencies] @@ -3695,11 +3694,11 @@ tyro = ">=0.5.11" [package.extras] benchmark = ["deepspeed", "ghapi", "openrlbenchmark (==0.2.1a5)", "requests", "wandb"] deepspeed = ["deepspeed (>=0.9.5)"] -dev = ["accelerate", "bitsandbytes (<=0.41.1)", "deepspeed", "deepspeed (>=0.9.5)", "diffusers (>=0.18.0)", "ghapi", "openrlbenchmark (==0.2.1a5)", "parameterized", "peft (>=0.4.0)", "pytest", "pytest-cov", "pytest-xdist", "requests", "wandb"] +dev = ["accelerate", "bitsandbytes (<=0.41.1)", "deepspeed", "deepspeed (>=0.9.5)", "diffusers (>=0.18.0)", "ghapi", "openrlbenchmark (==0.2.1a5)", "parameterized", "peft (>=0.4.0)", "pytest", "pytest-cov", "pytest-xdist", "requests", "scikit-learn", "wandb"] diffusers = ["diffusers (>=0.18.0)"] peft = ["peft (>=0.4.0)"] quantization = ["bitsandbytes (<=0.41.1)"] -test = ["accelerate", "parameterized", "pytest", "pytest-cov", "pytest-xdist"] +test = ["accelerate", "parameterized", "pytest", "pytest-cov", "pytest-xdist", "scikit-learn"] [[package]] name = "typer" @@ -4383,4 +4382,4 @@ fms-accel = ["fms_acceleration"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "8424abbbf2213ae281f7657d4ac515acadb349355bc217de62f8ab710147be3f" +content-hash = "8547b5b5ba05ea8cfa6137445d9d98b8a902dc23da6020bd05815b2095200e93" diff --git a/pyproject.toml b/pyproject.toml index 0d84ab88e..2beaadc49 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -54,7 +54,7 @@ torch = ">=2.2.0,<3.0" sentencepiece = ">=0.1.99,<0.3" tokenizers = ">=0.13.3,<1.0" tqdm = ">=4.66.2,<5.0" -trl = "==0.8.6" +trl = ">=0.9.3,<1.0" peft = ">=0.8.0,<0.13" datasets = ">=2.15.0,<3.0" fire = ">=0.5.0,<1.0" From ca9ab4e0c291ddc16e0a3d6a21220cbfd4563307 Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 2 Jul 2024 13:56:54 +0100 Subject: [PATCH 42/45] chore: remove fms-accel extra group Signed-off-by: Vassilis Vassiliadis --- CONTRIBUTING.md | 6 +- README.md | 2 +- poetry.lock | 759 +++++++++++++++++++++++++----------------------- pyproject.toml | 4 - 4 files changed, 396 insertions(+), 375 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 30dc1e4ab..57e4a6460 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -119,11 +119,7 @@ If you wish to use [aim](https://github.com/aimhubio/aim), then you need to inst poetry install --extras aim ``` -If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration), you need to install it. -``` -poetry install --extras fms-accel -``` -`fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details see [this section in README.md](README.md#fms-acceleration). +If you wish to use [fms-acceleration](https://github.com/foundation-model-stack/fms-acceleration) follow the instructions in [this section of README.md](README.md#fms-acceleration).
Linting diff --git a/README.md b/README.md index e08e5b341..df2c7d819 100644 --- a/README.md +++ b/README.md @@ -385,7 +385,7 @@ Equally you can pass in a JSON configuration for running tuning. See [build doc] ### FMS Acceleration -`fms-acceleration` is fuss-free approach to access a curated collection of acceleration plugins that acclerate your `tuning/sft-trainer.py` experience. Accelerations that apply to a variety of use-cases, e.g., PeFT / full-finetuning, are being planned for. As such, the accelerations are grouped into *plugins*; only install the plugins needed for the acceleration of interest. The plugins are housed in the [seperate repository found here](https://github.com/foundation-model-stack/fms-acceleration). +`fms-acceleration` is fuss-free approach to access a curated collection of acceleration plugins that accelerate your `tuning/sft-trainer.py` experience. Accelerations that apply to a variety of use-cases, e.g., PeFT / full-finetuning, are being planned for. As such, the accelerations are grouped into *plugins*; only install the plugins needed for the acceleration of interest. The plugins are housed in the [separate repository found here](https://github.com/foundation-model-stack/fms-acceleration). To access `fms-acceleration` features the `[fms-accel]` dependency must first be installed: ``` diff --git a/poetry.lock b/poetry.lock index c2e1446b5..c5173ef50 100644 --- a/poetry.lock +++ b/poetry.lock @@ -304,13 +304,13 @@ frozenlist = ">=1.1.0" [[package]] name = "alembic" -version = "1.13.1" +version = "1.13.2" description = "A database migration tool for SQLAlchemy." optional = true python-versions = ">=3.8" files = [ - {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"}, - {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"}, + {file = "alembic-1.13.2-py3-none-any.whl", hash = "sha256:6b8733129a6224a9a711e17c99b08462dbf7cc9670ba8f2e2ae9af860ceb1953"}, + {file = "alembic-1.13.2.tar.gz", hash = "sha256:1ff0ae32975f4fd96028c39ed9bb3c867fe3af956bd7bb37343b54c9fe7445ef"}, ] [package.dependencies] @@ -411,17 +411,17 @@ files = [ [[package]] name = "boto3" -version = "1.34.132" +version = "1.34.137" description = "The AWS SDK for Python" optional = true python-versions = ">=3.8" files = [ - {file = "boto3-1.34.132-py3-none-any.whl", hash = "sha256:b5d1681a0d8bf255787c8b37f911d706672d5722c9ace5342cd283a3cdb04820"}, - {file = "boto3-1.34.132.tar.gz", hash = "sha256:3b2964060620f1bbe9574b5f8d3fb2a4e087faacfc6023c24154b184f1b16443"}, + {file = "boto3-1.34.137-py3-none-any.whl", hash = "sha256:7cb697d67fd138ceebc6f789919ae370c092a50c6b0ccc4ef483027935502eab"}, + {file = "boto3-1.34.137.tar.gz", hash = "sha256:0b21b84db4619b3711a6f643d465a5a25e81231ee43615c55a20ff6b89c6cc3c"}, ] [package.dependencies] -botocore = ">=1.34.132,<1.35.0" +botocore = ">=1.34.137,<1.35.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.10.0,<0.11.0" @@ -430,13 +430,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.34.132" +version = "1.34.137" description = "Low-level, data-driven core of boto 3." optional = true 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[package.dependencies] @@ -3730,18 +3760,18 @@ files = [ [[package]] name = "tyro" -version = "0.8.4" +version = "0.8.5" description = "Strongly typed, zero-effort CLI interfaces" optional = false python-versions = ">=3.7" files = [ - {file = "tyro-0.8.4-py3-none-any.whl", hash = "sha256:e0990d8f14f7455c6e6a86e9fd890c411ef7b55686f75885837e0b616be3340f"}, - {file = "tyro-0.8.4.tar.gz", hash = "sha256:ae87205a89406ae2adcf579e1df43328de3bc3a1e95ddb49f7c8e61405bd4adc"}, + {file = "tyro-0.8.5-py3-none-any.whl", hash = "sha256:19965ee354dea7efe5086b2b54e24a6a1908f5b5bbe2550559772a73f4f906d7"}, + {file = "tyro-0.8.5.tar.gz", hash = "sha256:6523429c4ef6f7a08654534cb1c90a809f4d78c42bb1885f7e29bb55ce39fc6b"}, ] [package.dependencies] colorama = {version = ">=0.4.0", markers = "platform_system == \"Windows\""} -docstring-parser = ">=0.14.1" +docstring-parser = ">=0.16" eval-type-backport = {version = ">=0.1.3", markers = "python_version < \"3.10\""} rich = ">=11.1.0" shtab = ">=1.5.6" @@ -4377,9 +4407,8 @@ multidict = ">=4.0" aim = ["aim"] dev = ["boto3", "coverage", "genbadge", "ninja", "packaging", "pre-commit", "pylint", "pytest", "scikit-learn", "setuptools", "wheel"] flash-attn = ["flash-attn"] -fms-accel = ["fms_acceleration"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.12" -content-hash = "8547b5b5ba05ea8cfa6137445d9d98b8a902dc23da6020bd05815b2095200e93" +content-hash = "69c757f6ca677dd98af02f0458f8c9bf82ae94a48f66817804e5fe6008587723" diff --git a/pyproject.toml b/pyproject.toml index 2beaadc49..0f3f266c0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -42,7 +42,6 @@ packages= [{include="tuning"}] [tool.poetry.extras] flash-attn=["flash-attn"] aim=["aim"] -fms-accel = ["fms_acceleration"] dev=["wheel", "packaging", "ninja", "scikit-learn", "boto3", "pytest", "setuptools", "pre-commit", "pylint", "coverage", "genbadge"] [tool.poetry.dependencies] @@ -80,9 +79,6 @@ flash-attn = {version = ">=2.5.3,<3.0", optional = true} # For the "aim" extras aim = { version = ">=3.19.0,<4.0", optional = true} -# For the "fms-accel" extras -fms_acceleration = {git = "https://github.com/foundation-model-stack/fms-acceleration.git", subdirectory="plugins/framework", optional = true} - [project.urls] Homepage = "https://github.com/foundation-model-stack/fms-hf-tuning" From a7e2bbb5bce9bb70b16f5e1f052d22883d58a01e Mon Sep 17 00:00:00 2001 From: Vassilis Vassiliadis Date: Tue, 2 Jul 2024 15:42:37 +0100 Subject: [PATCH 43/45] build: fix the dockerfile by installing/uninstalling wheel and build Signed-off-by: Vassilis Vassiliadis --- build/Dockerfile | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/build/Dockerfile b/build/Dockerfile index 0dc065f20..1720a6cd1 100644 --- a/build/Dockerfile +++ b/build/Dockerfile @@ -130,14 +130,18 @@ COPY README.md README.md RUN --mount=type=cache,target=/home/${USER}/.cache/pip,uid=${USER_UID} \ if [[ -z "${WHEEL_VERSION}" ]]; then \ # Extract requirements from poetry and install them in ~/.local \ + # Need wheel and build for the flash-attn package \ + python -m pip install --user wheel build && \ python -m pip install --user --requirement <(/tmp/isolated/bin/poetry export --format requirements.txt) && \ # Next install the package with flash-attn \ - python -m pip install --user ".[flash-attn]" ; \ + python -m pip install --user ".[flash-attn]" && \ + python -m pip uninstall wheel build -y ; \ else \ # This will use whatever dependencies versions satisfy the pyproject.toml constraints \ # but they won't necessarily be the exact same versions as present in poetry.lock \ - # First, install fms-hf-tuning first to get its dependencies which include torch. \ - # Then install with the flash-attn group as the latter expects torch to be present \ + # First, install fms-hf-tuning to get its dependencies which include torch. \ + # Then install with the flash-attn extras as the latter expects torch to be present \ + python -m pip install --user wheel build && \ python -m pip install --user "fms-hf-tuning==${WHEEL_VERSION}" && \ python -m pip install --user "fms-hf-tuning[flash-attn]==${WHEEL_VERSION}" && \ python -m pip uninstall wheel build -y ; \ From 5207283adffa287573a54569a5a9e20afe16638a Mon Sep 17 00:00:00 2001 From: Sukriti Sharma Date: Wed, 3 Jul 2024 11:42:32 -0600 Subject: [PATCH 44/45] Update CONTRIBUTING.md Signed-off-by: Sukriti-Sharma4 --- CONTRIBUTING.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 57e4a6460..d99311f2c 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -42,6 +42,8 @@ If additional new Python module dependencies are required, think about where to - If they're optional dependencies for additional functionality, then put them in the pyproject.toml file like were done for [flash-attn](https://github.com/foundation-model-stack/fms-hf-tuning/blob/main/pyproject.toml#L44) or [aim](https://github.com/foundation-model-stack/fms-hf-tuning/blob/main/pyproject.toml#L45). - If it's an additional dependency for development, then add it to the [dev](https://github.com/foundation-model-stack/fms-hf-tuning/blob/main/pyproject.toml#L43) dependencies. +if using `poetry` to install dependencies, you can optionally leverage [poetry add](https://python-poetry.org/docs/cli/#add) to add new dependencies to pyproject. + #### Code Review Once you've [created a pull request](#how-can-i-contribute), maintainers will review your code and may make suggestions to fix before merging. It will be easier for your pull request to receive reviews if you consider the criteria the reviewers follow while working. Remember to: From 0828eb985d0c573a3b75825adbe9efb13c13c4d4 Mon Sep 17 00:00:00 2001 From: Sukriti Sharma Date: Wed, 3 Jul 2024 12:35:38 -0600 Subject: [PATCH 45/45] Update README.md Signed-off-by: Sukriti-Sharma4 --- README.md | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/README.md b/README.md index df2c7d819..ece625601 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,7 @@ This repo provides basic tuning scripts with support for specific models. The re ## Installation +### 1. Install from wheel ``` pip install fms-hf-tuning ``` @@ -29,6 +30,12 @@ pip install git+https://github.com/foundation-model-stack/fms-acceleration.git#s ``` `fms-acceleration` is a collection of plugins that packages that accelerate fine-tuning / training of large models, as part of the `fms-hf-tuning` suite. For more details see [this section below](#fms-acceleration). +### 2. Build from source + +We have committed a `poetry.lock` file to allow reproducible enviornments. If building from source, you can clone the repository and use poetry to install as mentioned in [development docs](/CONTRIBUTING.md#development) + +If building in a dockerfile use `poetry export --format requirements.txt` can install same dependencies from the lock file. Maintainers regularly update the lock file. + ## Data format We support two data formats: