From d7b0bb6502f7669e2d07eebee4964dc548a7fa86 Mon Sep 17 00:00:00 2001 From: Anna Warno Date: Wed, 1 Jun 2022 08:40:30 +0200 Subject: [PATCH] tft + nbeats with poetry --- deployment/nbeats/.gitignore | 160 ++ deployment/nbeats/Dockerfile | 25 +- deployment/nbeats/README.rst | 0 deployment/nbeats/docker_run.sh | 1 - deployment/nbeats/main.py | 1 - deployment/nbeats/nbeats/__init__.py | 1 + .../nbeats/{src => nbeats}/dataset_maker.py | 0 .../{src => nbeats}/influxdb_predictions.py | 0 deployment/nbeats/{src => nbeats}/log.py | 0 .../nbeats/{src => nbeats}/model_predict.py | 2 +- .../nbeats/{src => nbeats}/model_train.py | 4 +- .../{src => nbeats}/preprocess_dataset.py | 2 +- deployment/nbeats/poetry.lock | 2380 ++++++++++++++++ deployment/nbeats/predict.py | 6 +- deployment/nbeats/pyproject.toml | 23 + deployment/nbeats/requirements.txt | 93 +- deployment/nbeats/retrain.py | 4 +- deployment/nbeats/run.sh | 5 - deployment/nbeats/tests/__init__.py | 0 .../tests}/model_predict_test.py | 2 +- .../{test => tests}/model_train_test.py | 2 +- .../preprocess_dataset_test.py | 2 +- deployment/nbeats/tests/test_nbeats.py | 5 + deployment/tft/.gitignore | 160 ++ deployment/tft/Dockerfile | 25 +- deployment/tft/README.rst | 0 deployment/tft/docker_run.sh | 1 - deployment/tft/poetry.lock | 2396 +++++++++++++++++ deployment/tft/predict.py | 6 +- deployment/tft/pyproject.toml | 26 + deployment/tft/requirements.txt | 9 - deployment/tft/retrain.py | 4 +- deployment/tft/run.sh | 5 - deployment/tft/tests/__init__.py | 0 .../test => tft/tests}/model_predict_test.py | 10 +- .../tft/{test => tests}/model_train_test.py | 11 +- .../preprocess_dataset_test.py | 10 +- deployment/tft/tests/test_tft.py | 5 + deployment/tft/tft/__init__.py | 1 + deployment/tft/{src => tft}/dataset_maker.py | 3 +- .../tft/{src => tft}/influxdb_predictions.py | 4 +- deployment/tft/{src => tft}/model_predict.py | 21 +- deployment/tft/{src => tft}/model_train.py | 25 +- .../tft/{src => tft}/preprocess_dataset.py | 7 +- 44 files changed, 5343 insertions(+), 104 deletions(-) create mode 100644 deployment/nbeats/.gitignore create mode 100644 deployment/nbeats/README.rst delete mode 100755 deployment/nbeats/docker_run.sh create mode 100644 deployment/nbeats/nbeats/__init__.py rename deployment/nbeats/{src => nbeats}/dataset_maker.py (100%) rename deployment/nbeats/{src => nbeats}/influxdb_predictions.py (100%) rename deployment/nbeats/{src => nbeats}/log.py (100%) rename deployment/nbeats/{src => nbeats}/model_predict.py (99%) rename deployment/nbeats/{src => nbeats}/model_train.py (98%) rename deployment/nbeats/{src => nbeats}/preprocess_dataset.py (99%) create mode 100644 deployment/nbeats/poetry.lock create mode 100644 deployment/nbeats/pyproject.toml delete mode 100644 deployment/nbeats/run.sh create mode 100644 deployment/nbeats/tests/__init__.py rename deployment/{tft/test => nbeats/tests}/model_predict_test.py (98%) rename deployment/nbeats/{test => tests}/model_train_test.py (99%) rename deployment/nbeats/{test => tests}/preprocess_dataset_test.py (99%) create mode 100644 deployment/nbeats/tests/test_nbeats.py create mode 100644 deployment/tft/.gitignore create mode 100644 deployment/tft/README.rst delete mode 100755 deployment/tft/docker_run.sh create mode 100644 deployment/tft/poetry.lock create mode 100644 deployment/tft/pyproject.toml delete mode 100644 deployment/tft/requirements.txt delete mode 100644 deployment/tft/run.sh create mode 100644 deployment/tft/tests/__init__.py rename deployment/{nbeats/test => tft/tests}/model_predict_test.py (99%) rename deployment/tft/{test => tests}/model_train_test.py (98%) rename deployment/tft/{test => tests}/preprocess_dataset_test.py (99%) create mode 100644 deployment/tft/tests/test_tft.py create mode 100644 deployment/tft/tft/__init__.py rename deployment/tft/{src => tft}/dataset_maker.py (99%) rename deployment/tft/{src => tft}/influxdb_predictions.py (100%) rename deployment/tft/{src => tft}/model_predict.py (99%) rename deployment/tft/{src => tft}/model_train.py (96%) rename deployment/tft/{src => tft}/preprocess_dataset.py (99%) diff --git a/deployment/nbeats/.gitignore b/deployment/nbeats/.gitignore new file mode 100644 index 00000000..6769e21d --- /dev/null +++ b/deployment/nbeats/.gitignore @@ -0,0 +1,160 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ \ No newline at end of file diff --git a/deployment/nbeats/Dockerfile b/deployment/nbeats/Dockerfile index 913e9f13..704d9f03 100644 --- a/deployment/nbeats/Dockerfile +++ b/deployment/nbeats/Dockerfile @@ -2,14 +2,23 @@ FROM python:3.8-slim-buster # Install Python dependencies. WORKDIR /wd -# COPY deployment/nbeats/requirements.txt . -COPY deployment/nbeats/requirements.txt . -RUN pip3 install --no-cache-dir -r requirements.txt && mkdir models + +COPY deployment/nbeats/poetry.lock deployment/nbeats/pyproject.toml /wd/ + +# Install and setup poetry +RUN pip install -U pip \ + && apt-get update \ + && apt install -y curl netcat \ + && curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python - +ENV PATH="${PATH}:/root/.poetry/bin" + +RUN poetry config virtualenvs.create false \ + && poetry install --no-interaction --no-ansi --no-dev ADD https://gitlab.ow2.org/melodic/morphemic-preprocessor/-/archive/morphemic-rc2.0/morphemic-preprocessor-morphemic-rc2.0.tar.gz /var/lib/morphemic/ # Copy the rest of the codebase into the image -COPY deployment/nbeats/ ./ +COPY deployment/nbeats ./ RUN cd /var/lib/morphemic/ \ && tar -zxf morphemic-preprocessor-morphemic-rc2.0.tar.gz \ @@ -18,9 +27,7 @@ RUN cd /var/lib/morphemic/ \ && cd ../.. \ && cp -R /var/lib/morphemic/morphemic-preprocessor-morphemic-rc2.0/amq-message-python-library /wd/amq_message_python_library \ && rm -rf /var/lib/morphemic \ - && mkdir -p /wd/logs - - -CMD ["python3", "main.py"] - + && mkdir -p /wd/logs \ + && mkdir -p /wd/models +CMD ["python3", "main.py"] \ No newline at end of file diff --git a/deployment/nbeats/README.rst b/deployment/nbeats/README.rst new file mode 100644 index 00000000..e69de29b diff --git a/deployment/nbeats/docker_run.sh b/deployment/nbeats/docker_run.sh deleted file mode 100755 index cff33ad4..00000000 --- a/deployment/nbeats/docker_run.sh +++ /dev/null @@ -1 +0,0 @@ -docker run -t --env-file=env --network=host stomp_app diff --git a/deployment/nbeats/main.py b/deployment/nbeats/main.py index 1e3c863b..5933b9ea 100644 --- a/deployment/nbeats/main.py +++ b/deployment/nbeats/main.py @@ -10,7 +10,6 @@ from pytz import timezone import time import setproctitle -# from src.log import logger AMQ_USER = os.environ.get("AMQ_USER", "admin") AMQ_PASSWORD = os.environ.get("AMQ_PASSWORD", "admin") diff --git a/deployment/nbeats/nbeats/__init__.py b/deployment/nbeats/nbeats/__init__.py new file mode 100644 index 00000000..b794fd40 --- /dev/null +++ b/deployment/nbeats/nbeats/__init__.py @@ -0,0 +1 @@ +__version__ = '0.1.0' diff --git a/deployment/nbeats/src/dataset_maker.py b/deployment/nbeats/nbeats/dataset_maker.py similarity index 100% rename from deployment/nbeats/src/dataset_maker.py rename to deployment/nbeats/nbeats/dataset_maker.py diff --git a/deployment/nbeats/src/influxdb_predictions.py b/deployment/nbeats/nbeats/influxdb_predictions.py similarity index 100% rename from deployment/nbeats/src/influxdb_predictions.py rename to deployment/nbeats/nbeats/influxdb_predictions.py diff --git a/deployment/nbeats/src/log.py b/deployment/nbeats/nbeats/log.py similarity index 100% rename from deployment/nbeats/src/log.py rename to deployment/nbeats/nbeats/log.py diff --git a/deployment/nbeats/src/model_predict.py b/deployment/nbeats/nbeats/model_predict.py similarity index 99% rename from deployment/nbeats/src/model_predict.py rename to deployment/nbeats/nbeats/model_predict.py index 8458b940..bafab179 100644 --- a/deployment/nbeats/src/model_predict.py +++ b/deployment/nbeats/nbeats/model_predict.py @@ -6,7 +6,7 @@ import time import os import torch from filelock import FileLock -from src.preprocess_dataset import Dataset +from nbeats.preprocess_dataset import Dataset from pytorch_forecasting import NBeats import scipy.stats as st import logging diff --git a/deployment/nbeats/src/model_train.py b/deployment/nbeats/nbeats/model_train.py similarity index 98% rename from deployment/nbeats/src/model_train.py rename to deployment/nbeats/nbeats/model_train.py index 5e39c4ba..1aa0873e 100644 --- a/deployment/nbeats/src/model_train.py +++ b/deployment/nbeats/nbeats/model_train.py @@ -9,7 +9,7 @@ import logging from pytorch_lightning.callbacks import EarlyStopping, LearningRateMonitor from pytorch_forecasting.metrics import QuantileLoss, MAE, RMSE, CrossEntropy from pytorch_forecasting import NBeats -from src.preprocess_dataset import Dataset +from nbeats.preprocess_dataset import Dataset import pickle import pytz from datetime import datetime @@ -127,7 +127,7 @@ def train(target_column, prediction_length, yaml_file="model.yaml", publish_rate trainer.fit( model, - train_dataloader=train_dataloader, + train_dataloaders=train_dataloader, val_dataloaders=val_dataloader, ) if os.path.isfile(lockfile): diff --git a/deployment/nbeats/src/preprocess_dataset.py b/deployment/nbeats/nbeats/preprocess_dataset.py similarity index 99% rename from deployment/nbeats/src/preprocess_dataset.py rename to deployment/nbeats/nbeats/preprocess_dataset.py index aa674974..8810908d 100644 --- a/deployment/nbeats/src/preprocess_dataset.py +++ b/deployment/nbeats/nbeats/preprocess_dataset.py @@ -235,7 +235,7 @@ class Dataset(object): max_prediction_length=self.prediction_length, min_prediction_length=self.prediction_length, add_relative_time_idx=False, - allow_missings=False, + # allow_missings=False, ) return ts_dataset diff --git a/deployment/nbeats/poetry.lock b/deployment/nbeats/poetry.lock new file mode 100644 index 00000000..b1a4f686 --- /dev/null +++ b/deployment/nbeats/poetry.lock @@ -0,0 +1,2380 @@ +[[package]] +name = "absl-py" +version = "1.0.0" +description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +six = "*" + +[[package]] +name = "aiohttp" +version = "3.8.1" +description = "Async http client/server framework (asyncio)" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +aiosignal = ">=1.1.2" +async-timeout = ">=4.0.0a3,<5.0" +attrs = ">=17.3.0" +charset-normalizer = ">=2.0,<3.0" +frozenlist = ">=1.1.1" +multidict = ">=4.5,<7.0" +yarl = ">=1.0,<2.0" + +[package.extras] +speedups = ["aiodns", "brotli", "cchardet"] + +[[package]] +name = "aiosignal" +version = "1.2.0" +description = "aiosignal: a list of registered asynchronous callbacks" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +frozenlist = ">=1.1.0" + +[[package]] +name = "alembic" +version = "1.7.7" +description = "A database migration tool for SQLAlchemy." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +importlib-metadata = {version = "*", markers = "python_version < \"3.9\""} +importlib-resources = {version = "*", markers = "python_version < \"3.9\""} +Mako = "*" +SQLAlchemy = ">=1.3.0" + +[package.extras] +tz = ["python-dateutil"] + +[[package]] +name = "async-timeout" +version = "4.0.2" +description = "Timeout context manager for asyncio programs" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "atomicwrites" +version = "1.4.0" +description = "Atomic file writes." +category = "dev" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[[package]] +name = "attrs" +version = "21.4.0" +description = "Classes Without Boilerplate" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + +[package.extras] +dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"] +docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"] +tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"] +tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"] + +[[package]] +name = "autopage" +version = "0.5.1" +description = "A library to provide automatic paging for console output" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "cachetools" +version = "5.2.0" +description = "Extensible memoizing collections and decorators" +category = "main" +optional = false +python-versions = "~=3.7" + +[[package]] +name = "certifi" +version = "2022.5.18.1" +description = "Python package for providing Mozilla's CA Bundle." +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "charset-normalizer" +version = "2.0.12" +description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet." +category = "main" +optional = false +python-versions = ">=3.5.0" + +[package.extras] +unicode_backport = ["unicodedata2"] + +[[package]] +name = "cliff" +version = "3.10.1" +description = "Command Line Interface Formulation Framework" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +autopage = ">=0.4.0" +cmd2 = ">=1.0.0" +pbr = ">=2.0.0,<2.1.0 || >2.1.0" +PrettyTable = ">=0.7.2" +pyparsing = ">=2.1.0" +PyYAML = ">=3.12" +stevedore = ">=2.0.1" + +[[package]] +name = "cmaes" +version = "0.8.2" +description = "Lightweight Covariance Matrix Adaptation Evolution Strategy (CMA-ES) implementation for Python 3." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +numpy = "*" + +[[package]] +name = "cmd2" +version = "2.4.1" +description = "cmd2 - quickly build feature-rich and user-friendly interactive command line applications in Python" +category = 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python_full_version < "4.0.0" and python_version >= "3.6" +cycler==0.11.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +docopt==0.6.2; python_version >= "3.6" and python_version < "4.0" filelock==3.0.12 -influxdb -python-slugify -torchmetrics==0.5.0 -setproctitle +fonttools==4.33.3; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +frozenlist==1.3.0; python_version >= "3.7" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +fsspec==0.8.7; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version > "3.6" +future==0.18.2; python_full_version >= "3.6.1" and python_version >= "3.6" and python_full_version < "4.0.0" +google-auth-oauthlib==0.4.6; python_version >= "3.6" +google-auth==2.6.6; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6" +greenlet==1.1.2; python_version >= "3.6" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32") and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +grpcio==1.46.3; python_version >= "3.6" +idna==3.3; python_full_version >= "3.6.1" and python_version > "3.6" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") +importlib-metadata==4.11.4; python_version < "3.9" and python_version >= "3.7" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +importlib-resources==5.7.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" and python_version < "3.9" +influxdb==5.3.1 +joblib==1.1.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +kiwisolver==1.4.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +mako==1.2.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +markdown==3.3.7; python_version >= "3.6" +markupsafe==2.1.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +matplotlib==3.5.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +msgpack==1.0.3 +multidict==6.0.2; python_version >= "3.7" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +numpy==1.22.4; python_version >= "3.8" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +oauthlib==3.2.0; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6" +optuna==2.10.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +packaging==21.3; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +pandas==1.1.3; python_full_version >= "3.6.1" +patsy==0.5.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +pbr==5.9.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +pillow==9.1.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +prettytable==3.3.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +protobuf==3.20.0; python_version >= "3.7" +pyasn1-modules==0.2.8; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6" +pyasn1==0.4.8; python_version >= "3.6" and python_full_version < "3.0.0" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") or python_full_version >= "3.6.0" and python_version >= "3.6" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") +pyparsing==3.0.9; python_full_version >= "3.6.8" and python_full_version < "4.0.0" and python_version >= "3.7" +pyperclip==1.8.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +pyreadline3==3.4.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" and sys_platform == "win32" +python-dateutil==2.8.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +python-slugify==6.1.2; (python_version >= "2.7" and python_full_version < "3.0.0") or (python_full_version >= "3.6.0") +pytorch-forecasting==0.8.4; python_full_version >= "3.6.1" and python_full_version < "4.0.0" +pytorch-lightning==1.2.7; python_version >= "3.6" +pytz==2022.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" +pyyaml==6.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +requests-oauthlib==1.3.1; python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.4.0" and python_version >= "3.6" +requests==2.27.1; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") +rsa==4.8; python_version >= "3.6" and python_version < "4" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") +scikit-learn==0.24.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +scipy==1.6.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +setproctitle==1.2.3; python_version >= "3.6" +setuptools-scm==6.4.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +six==1.16.0; python_full_version >= "3.6.1" and python_version >= "3.7" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.3.0" and python_version >= "3.6") and python_full_version < "4.0.0" +sqlalchemy==1.4.36; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +statsmodels==0.13.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +stevedore==3.5.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +stomp.py==8.0.1; python_version >= "3.6" and python_version < "4.0" +tensorboard-data-server==0.6.1; python_version >= "3.6" +tensorboard-plugin-wit==1.8.1; python_version >= "3.6" +tensorboard==2.9.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +text-unidecode==1.3; python_version >= "2.7" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" +threadpoolctl==3.1.0; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6" +tomli==2.0.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +torch==1.11.0; python_full_version >= "3.7.0" and python_version >= "3.6" and python_full_version < "4.0.0" +torchmetrics==0.5.0; python_version >= "3.6" +tqdm==4.64.0; python_full_version >= "3.6.1" and python_version >= "3.6" and python_full_version < "4.0.0" +typing-extensions==4.2.0; python_full_version >= "3.7.0" and python_version >= "3.7" and python_full_version < "4.0.0" +urllib3==1.26.9; python_full_version >= "3.6.1" and python_version < "4" and python_version > "3.6" and python_full_version < "4.0.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6") +wcwidth==0.2.5; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.7" +werkzeug==2.1.2; python_version >= "3.7" +yarl==1.7.2; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" +zipp==3.8.0; python_version < "3.9" and python_version >= "3.7" and python_full_version >= "3.6.1" and python_full_version < "4.0.0" diff --git a/deployment/nbeats/retrain.py b/deployment/nbeats/retrain.py index fcfb77d5..ddc92203 100644 --- a/deployment/nbeats/retrain.py +++ b/deployment/nbeats/retrain.py @@ -3,9 +3,9 @@ import sys import json import logging import time -from src.model_train import train +from nbeats.model_train import train from amq_message_python_library import * -from src.dataset_maker import CSVData +from nbeats.dataset_maker import CSVData import pytz import time from pytz import timezone diff --git a/deployment/nbeats/run.sh b/deployment/nbeats/run.sh deleted file mode 100644 index 917126cf..00000000 --- a/deployment/nbeats/run.sh +++ /dev/null @@ -1,5 +0,0 @@ -#!/bin/sh -python3 morphemic-datasetmaker/setup.py install -# rm -r morphemic-datasetmaker -# python3 main.py -# mv amq-message-python-library amq_message_python_library diff --git a/deployment/nbeats/tests/__init__.py b/deployment/nbeats/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deployment/tft/test/model_predict_test.py b/deployment/nbeats/tests/model_predict_test.py similarity index 98% rename from deployment/tft/test/model_predict_test.py rename to deployment/nbeats/tests/model_predict_test.py index bfecb97d..761e8f31 100644 --- a/deployment/tft/test/model_predict_test.py +++ b/deployment/nbeats/tests/model_predict_test.py @@ -3,7 +3,7 @@ import sys sys.path.append(".") import pytest -from src.model_predict import predict +from nbeats.model_predict import predict import pandas as pd import numpy as np import random diff --git a/deployment/nbeats/test/model_train_test.py b/deployment/nbeats/tests/model_train_test.py similarity index 99% rename from deployment/nbeats/test/model_train_test.py rename to deployment/nbeats/tests/model_train_test.py index 00f4ebd6..8ac55384 100644 --- a/deployment/nbeats/test/model_train_test.py +++ b/deployment/nbeats/tests/model_train_test.py @@ -3,7 +3,7 @@ import sys sys.path.append(".") import pytest -from src.model_train import train +from nbeats.model_train import train import pandas as pd import numpy as np import random diff --git a/deployment/nbeats/test/preprocess_dataset_test.py b/deployment/nbeats/tests/preprocess_dataset_test.py similarity index 99% rename from deployment/nbeats/test/preprocess_dataset_test.py rename to deployment/nbeats/tests/preprocess_dataset_test.py index 7abb9e0d..a90bdfe3 100644 --- a/deployment/nbeats/test/preprocess_dataset_test.py +++ b/deployment/nbeats/tests/preprocess_dataset_test.py @@ -3,7 +3,7 @@ import sys sys.path.append(".") import pytest -from src.preprocess_dataset import Dataset +from nbeats.preprocess_dataset import Dataset import pandas as pd import numpy as np import random diff --git a/deployment/nbeats/tests/test_nbeats.py b/deployment/nbeats/tests/test_nbeats.py new file mode 100644 index 00000000..004481ed --- /dev/null +++ b/deployment/nbeats/tests/test_nbeats.py @@ -0,0 +1,5 @@ +from nbeats import __version__ + + +def test_version(): + assert __version__ == '0.1.0' diff --git a/deployment/tft/.gitignore b/deployment/tft/.gitignore new file mode 100644 index 00000000..6769e21d --- /dev/null +++ b/deployment/tft/.gitignore @@ -0,0 +1,160 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +cover/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +.pybuilder/ +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +# .python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# poetry +# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. +# This is especially recommended for binary packages to ensure reproducibility, and is more +# commonly ignored for libraries. +# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +#poetry.lock + +# pdm +# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. +#pdm.lock +# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it +# in version control. +# https://pdm.fming.dev/#use-with-ide +.pdm.toml + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# pytype static type analyzer +.pytype/ + +# Cython debug symbols +cython_debug/ + +# PyCharm +# JetBrains specific template is maintained in a separate JetBrains.gitignore that can +# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore +# and can be added to the global gitignore or merged into this file. For a more nuclear +# option (not recommended) you can uncomment the following to ignore the entire idea folder. +#.idea/ \ No newline at end of file diff --git a/deployment/tft/Dockerfile b/deployment/tft/Dockerfile index b102b1ac..1adde5f5 100644 --- a/deployment/tft/Dockerfile +++ b/deployment/tft/Dockerfile @@ -2,14 +2,23 @@ FROM python:3.8-slim-buster # Install Python dependencies. WORKDIR /wd -# COPY deployment/tft/requirements.txt . -COPY deployment/tft/requirements.txt . -RUN pip3 install --no-cache-dir -r requirements.txt && mkdir models + +COPY deployment/tft/poetry.lock deployment/tft/pyproject.toml /wd/ + +# Install and setup poetry +RUN pip install -U pip \ + && apt-get update \ + && apt install -y curl netcat \ + && curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python - +ENV PATH="${PATH}:/root/.poetry/bin" + +RUN poetry config virtualenvs.create false \ + && poetry install --no-interaction --no-ansi --no-dev ADD https://gitlab.ow2.org/melodic/morphemic-preprocessor/-/archive/morphemic-rc2.0/morphemic-preprocessor-morphemic-rc2.0.tar.gz /var/lib/morphemic/ # Copy the rest of the codebase into the image -COPY deployment/tft/ ./ +COPY deployment/tft ./ RUN cd /var/lib/morphemic/ \ && tar -zxf morphemic-preprocessor-morphemic-rc2.0.tar.gz \ @@ -18,9 +27,7 @@ RUN cd /var/lib/morphemic/ \ && cd ../.. \ && cp -R /var/lib/morphemic/morphemic-preprocessor-morphemic-rc2.0/amq-message-python-library /wd/amq_message_python_library \ && rm -rf /var/lib/morphemic \ - && mkdir -p /wd/logs - - -CMD ["python3", "main.py"] - + && mkdir -p /wd/logs \ + && mkdir -p /wd/models +CMD ["python3", "main.py"] \ No newline at end of file diff --git a/deployment/tft/README.rst b/deployment/tft/README.rst new file mode 100644 index 00000000..e69de29b diff --git a/deployment/tft/docker_run.sh b/deployment/tft/docker_run.sh deleted file mode 100755 index cff33ad4..00000000 --- a/deployment/tft/docker_run.sh +++ /dev/null @@ -1 +0,0 @@ -docker run -t --env-file=env --network=host stomp_app diff --git a/deployment/tft/poetry.lock b/deployment/tft/poetry.lock new file mode 100644 index 00000000..2064ce23 --- /dev/null +++ b/deployment/tft/poetry.lock @@ -0,0 +1,2396 @@ +[[package]] +name = "absl-py" +version = "1.0.0" +description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +six = "*" + +[[package]] +name = "aiohttp" +version = "3.8.1" +description = "Async http client/server framework (asyncio)" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +aiosignal = ">=1.1.2" +async-timeout = ">=4.0.0a3,<5.0" +attrs = ">=17.3.0" +charset-normalizer = ">=2.0,<3.0" +frozenlist = ">=1.1.1" +multidict = ">=4.5,<7.0" +yarl = ">=1.0,<2.0" + +[package.extras] +speedups = ["aiodns", "brotli", "cchardet"] + +[[package]] +name = "aiosignal" +version = "1.2.0" +description = "aiosignal: a list of registered asynchronous callbacks" +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +frozenlist = ">=1.1.0" + +[[package]] +name = "alembic" +version = "1.7.7" +description = "A database migration tool for SQLAlchemy." +category = "main" +optional = false +python-versions = ">=3.6" + +[package.dependencies] +importlib-metadata = {version = "*", markers = "python_version < \"3.9\""} +importlib-resources = {version = "*", markers = "python_version < \"3.9\""} +Mako = "*" +SQLAlchemy = ">=1.3.0" + +[package.extras] +tz = ["python-dateutil"] + +[[package]] +name = "async-timeout" +version = "4.0.2" +description = "Timeout context manager for asyncio programs" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "atomicwrites" +version = "1.4.0" +description = "Atomic file writes." +category = "dev" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" + +[[package]] +name = "attrs" +version = "21.4.0" +description = "Classes Without Boilerplate" +category = "main" +optional = false +python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" + +[package.extras] +dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"] +docs = ["furo", "sphinx", "zope.interface", "sphinx-notfound-page"] +tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "cloudpickle"] +tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "cloudpickle"] + +[[package]] +name = "autopage" +version = "0.5.1" +description = "A library to provide automatic paging for console output" +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "cachetools" +version = "5.2.0" +description = "Extensible memoizing collections and decorators" +category = "main" +optional = false +python-versions = "~=3.7" + +[[package]] +name = "certifi" +version = "2022.5.18.1" +description = "Python package for providing Mozilla's CA Bundle." +category = "main" +optional = false +python-versions = ">=3.6" + +[[package]] +name = "charset-normalizer" +version = "2.0.12" +description = "The Real First Universal Charset Detector. 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--- a/deployment/tft/predict.py +++ b/deployment/tft/predict.py @@ -2,15 +2,15 @@ import time import os import stomp import threading -from src.model_predict import predict +from tft.model_predict import predict from amq_message_python_library import * -from src.influxdb_predictions import InfluxdbPredictionsSender +from tft.influxdb_predictions import InfluxdbPredictionsSender import json import sys import pandas as pd import logging from datetime import datetime -from src.dataset_maker import CSVData +from tft.dataset_maker import CSVData from pytz import timezone import pytz from datetime import datetime diff --git a/deployment/tft/pyproject.toml b/deployment/tft/pyproject.toml new file mode 100644 index 00000000..0e30bec3 --- /dev/null +++ b/deployment/tft/pyproject.toml @@ -0,0 +1,26 @@ +[tool.poetry] +name = "tft" +version = "0.1.0" +description = "" +authors = ["Anna Warno "] + +[tool.poetry.dependencies] +python = "^3.8" +"stomp.py" = "^8.0.1" +pandas = "1.1.3" +pytorch-lightning = "1.2.7" +pytorch-forecasting = "0.8.4" +filelock = "3.0.12" +influxdb = "^5.3.1" +python-slugify = "^6.1.2" +torchmetrics = "0.5.0" +setproctitle = "^1.2.3" +protobuf = "3.20.1" + +[tool.poetry.dev-dependencies] +pytest = "^5.2" +isort = "^5.10.1" + +[build-system] +requires = ["poetry-core>=1.0.0"] +build-backend = "poetry.core.masonry.api" diff --git a/deployment/tft/requirements.txt b/deployment/tft/requirements.txt deleted file mode 100644 index ae603574..00000000 --- a/deployment/tft/requirements.txt +++ /dev/null @@ -1,9 +0,0 @@ -stomp.py -pandas==1.1.3 -pytorch-lightning==1.2.7 -pytorch-forecasting==0.8.4 -filelock==3.0.12 -influxdb -python-slugify -torchmetrics==0.5.0 -setproctitle diff --git a/deployment/tft/retrain.py b/deployment/tft/retrain.py index fcfb77d5..faf5b330 100644 --- a/deployment/tft/retrain.py +++ b/deployment/tft/retrain.py @@ -3,9 +3,9 @@ import sys import json import logging import time -from src.model_train import train +from tft.model_train import train from amq_message_python_library import * -from src.dataset_maker import CSVData +from tft.dataset_maker import CSVData import pytz import time from pytz import timezone diff --git a/deployment/tft/run.sh b/deployment/tft/run.sh deleted file mode 100644 index 917126cf..00000000 --- a/deployment/tft/run.sh +++ /dev/null @@ -1,5 +0,0 @@ -#!/bin/sh -python3 morphemic-datasetmaker/setup.py install -# rm -r morphemic-datasetmaker -# python3 main.py -# mv amq-message-python-library amq_message_python_library diff --git a/deployment/tft/tests/__init__.py b/deployment/tft/tests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/deployment/nbeats/test/model_predict_test.py b/deployment/tft/tests/model_predict_test.py similarity index 99% rename from deployment/nbeats/test/model_predict_test.py rename to deployment/tft/tests/model_predict_test.py index bfecb97d..9908af81 100644 --- a/deployment/nbeats/test/model_predict_test.py +++ b/deployment/tft/tests/model_predict_test.py @@ -2,12 +2,14 @@ import sys sys.path.append(".") -import pytest -from src.model_predict import predict -import pandas as pd -import numpy as np import random +import numpy as np +import pandas as pd +import pytest + +from tft.model_predict import predict + @pytest.fixture def df_1(): diff --git a/deployment/tft/test/model_train_test.py b/deployment/tft/tests/model_train_test.py similarity index 98% rename from deployment/tft/test/model_train_test.py rename to deployment/tft/tests/model_train_test.py index 00f4ebd6..3d24ff18 100644 --- a/deployment/tft/test/model_train_test.py +++ b/deployment/tft/tests/model_train_test.py @@ -2,12 +2,14 @@ import sys sys.path.append(".") -import pytest -from src.model_train import train -import pandas as pd -import numpy as np import random +import numpy as np +import pandas as pd +import pytest + +from tft.model_train import train + @pytest.fixture def df_1(): @@ -214,6 +216,7 @@ def prediction_length(): ) def test_predict(df, metric, prediction_length): df.to_csv("demo.csv") + print(df) output = train(metric, prediction_length) print(output) if output: diff --git a/deployment/tft/test/preprocess_dataset_test.py b/deployment/tft/tests/preprocess_dataset_test.py similarity index 99% rename from deployment/tft/test/preprocess_dataset_test.py rename to deployment/tft/tests/preprocess_dataset_test.py index 7abb9e0d..4ebf3333 100644 --- a/deployment/tft/test/preprocess_dataset_test.py +++ b/deployment/tft/tests/preprocess_dataset_test.py @@ -2,12 +2,14 @@ import sys sys.path.append(".") -import pytest -from src.preprocess_dataset import Dataset -import pandas as pd -import numpy as np import random +import numpy as np +import pandas as pd +import pytest + +from tft.preprocess_dataset import Dataset + @pytest.fixture def df_1(): diff --git a/deployment/tft/tests/test_tft.py b/deployment/tft/tests/test_tft.py new file mode 100644 index 00000000..2c3b63fe --- /dev/null +++ b/deployment/tft/tests/test_tft.py @@ -0,0 +1,5 @@ +from tft import __version__ + + +def test_version(): + assert __version__ == '0.1.0' diff --git a/deployment/tft/tft/__init__.py b/deployment/tft/tft/__init__.py new file mode 100644 index 00000000..b794fd40 --- /dev/null +++ b/deployment/tft/tft/__init__.py @@ -0,0 +1 @@ +__version__ = '0.1.0' diff --git a/deployment/tft/src/dataset_maker.py b/deployment/tft/tft/dataset_maker.py similarity index 99% rename from deployment/tft/src/dataset_maker.py rename to deployment/tft/tft/dataset_maker.py index 7ffb3e5e..2806ae82 100644 --- a/deployment/tft/src/dataset_maker.py +++ b/deployment/tft/tft/dataset_maker.py @@ -1,6 +1,7 @@ -from morphemic.dataset import DatasetMaker import os + from filelock import FileLock +from morphemic.dataset import DatasetMaker """Script for preparing csv data downloaded form InfluxDB database, data""" diff --git a/deployment/tft/src/influxdb_predictions.py b/deployment/tft/tft/influxdb_predictions.py similarity index 100% rename from deployment/tft/src/influxdb_predictions.py rename to deployment/tft/tft/influxdb_predictions.py index e9f123d8..4359a8e8 100644 --- a/deployment/tft/src/influxdb_predictions.py +++ b/deployment/tft/tft/influxdb_predictions.py @@ -1,7 +1,7 @@ -from influxdb import * -import os import datetime +import os +from influxdb import * """Connects with Influxdb and sends predictet values""" diff --git a/deployment/tft/src/model_predict.py b/deployment/tft/tft/model_predict.py similarity index 99% rename from deployment/tft/src/model_predict.py rename to deployment/tft/tft/model_predict.py index d867f6d3..7224ee26 100644 --- a/deployment/tft/src/model_predict.py +++ b/deployment/tft/tft/model_predict.py @@ -1,17 +1,18 @@ -import yaml -import pandas as pd -import numpy as np -import time +import logging import os +import pickle +import time +from datetime import datetime + +import numpy as np +import pandas as pd +import pytz import torch +import yaml from filelock import FileLock -from src.preprocess_dataset import Dataset from pytorch_forecasting import TemporalFusionTransformer -import time -import logging -import pytz -import pickle -from datetime import datetime + +from tft.preprocess_dataset import Dataset TZ = os.environ.get("TIME_ZONE", "Europe/Vienna") diff --git a/deployment/tft/src/model_train.py b/deployment/tft/tft/model_train.py similarity index 96% rename from deployment/tft/src/model_train.py rename to deployment/tft/tft/model_train.py index 5f1d39be..76275d79 100644 --- a/deployment/tft/src/model_train.py +++ b/deployment/tft/tft/model_train.py @@ -1,18 +1,20 @@ +import logging +import os +import pickle +import time +from datetime import datetime + +import pandas as pd +import pytorch_lightning as pl +import pytz import torch import yaml -import pandas as pd -import time from filelock import FileLock -import pytorch_lightning as pl -import os -import logging -from pytorch_lightning.callbacks import EarlyStopping, LearningRateMonitor -from pytorch_forecasting.metrics import QuantileLoss, MAE, RMSE, CrossEntropy from pytorch_forecasting import TemporalFusionTransformer -from src.preprocess_dataset import Dataset -import pickle -import pytz -from datetime import datetime +from pytorch_forecasting.metrics import MAE, RMSE, CrossEntropy, QuantileLoss +from pytorch_lightning.callbacks import EarlyStopping, LearningRateMonitor + +from tft.preprocess_dataset import Dataset TZ = os.environ.get("TIME_ZONE", "Europe/Vienna") @@ -113,6 +115,7 @@ def train(target_column, prediction_length, yaml_file="model.yaml", publish_rate ) model_path = os.path.join(params["save_path"], f"{target_column}.pth") + print(model_path, "Model path") lockfile = model_path lock = FileLock(lockfile + ".lock") diff --git a/deployment/tft/src/preprocess_dataset.py b/deployment/tft/tft/preprocess_dataset.py similarity index 99% rename from deployment/tft/src/preprocess_dataset.py rename to deployment/tft/tft/preprocess_dataset.py index 1e562723..ad86ccc0 100644 --- a/deployment/tft/src/preprocess_dataset.py +++ b/deployment/tft/tft/preprocess_dataset.py @@ -1,9 +1,10 @@ +import logging +import time + +import numpy as np import pandas as pd from pytorch_forecasting import TimeSeriesDataSet from pytorch_forecasting.data import NaNLabelEncoder -import numpy as np -import logging -import time pd.options.mode.chained_assignment = None -- GitLab