poetry added

deployment/nbeats/.gitignore

+# 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

deployment/nbeats/Dockerfile

@@ -2,25 +2,32 @@ 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
 
-ADD https://gitlab.ow2.org/melodic/morphemic-preprocessor/-/archive/morphemic-rc2.5/morphemic-preprocessor-morphemic-rc2.5.tar.gz /var/lib/morphemic/
+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-rc2.5.tar.gz \
-    && cd morphemic-preprocessor-morphemic-rc2.5 \
-    && cd morphemic-datasetmaker && python3 setup.py install \
+    && tar -zxf morphemic-preprocessor-morphemic-rc2.0.tar.gz \
+    && cd morphemic-preprocessor-morphemic-rc2.0 \
+    && cd morphemic-datasetmaker && python3 setup.py install \ 
     && cd ../.. \
-    && cp -R /var/lib/morphemic/morphemic-preprocessor-morphemic-rc2.5/amq-message-python-library /wd/amq_message_python_library \
+    && 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

deployment/nbeats/docker_run.sh

-docker run -t --env-file=env --network=host stomp_app

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")

deployment/nbeats/nbeats/__init__.py

+__version__ = '0.1.0'

deployment/nbeats/src/model_predict.py → 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

deployment/nbeats/src/model_train.py → 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):

deployment/nbeats/src/preprocess_dataset.py → 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
 

deployment/nbeats/predict.py

@@ -2,15 +2,15 @@ import time
 import os
 import stomp
 import threading
-from src.model_predict import predict
+from nbeats.model_predict import predict
 from amq_message_python_library import *
-from src.influxdb_predictions import InfluxdbPredictionsSender
+from nbeats.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 nbeats.dataset_maker import CSVData
 from pytz import timezone
 import pytz
 from datetime import datetime

deployment/nbeats/pyproject.toml

+[tool.poetry]
+name = "nbeats"
+version = "0.1.0"
+description = ""
+authors = ["Anna Warno <awarno@7bulls.com>"]
+
+[tool.poetry.dependencies]
+python = "3.8.13"
+"stomp.py" = "^8.0.1"
+filelock = "3.0.12"
+influxdb = "^5.3.1"
+python-slugify = "^6.1.2"
+torchmetrics = "0.5.0"
+setproctitle = "^1.2.3"
+protobuf = "3.20"
+pytorch-forecasting = "^0.10.2"
+
+[tool.poetry.dev-dependencies]
+pytest = "^5.2"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"

deployment/nbeats/requirements.txt

-stomp.py
-pandas==1.1.3
-pytorch-lightning==1.2.7
-pytorch-forecasting==0.8.4
+absl-py==1.0.0; python_version >= "3.6"
+aiohttp==3.8.1; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0"
+aiosignal==1.2.0; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0"
+alembic==1.7.7; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
+async-timeout==4.0.2; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0"
+attrs==21.4.0; python_version > "3.6" and python_full_version >= "3.6.1" and python_full_version < "4.0.0"
+autopage==0.5.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
+cachetools==5.2.0; python_version >= "3.7" and python_version < "4.0" and (python_version >= "3.6" and python_full_version < "3.0.0" or python_full_version >= "3.6.0" and python_version >= "3.6")
+certifi==2022.5.18.1; 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")
+charset-normalizer==2.0.12; 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")
+cliff==3.10.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
+cmaes==0.8.2; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
+cmd2==2.4.1; python_full_version >= "3.6.1" and python_full_version < "4.0.0" and python_version >= "3.6"
+colorama==0.4.4; python_full_version >= "3.6.1" and python_version >= "3.6" and platform_system == "Windows" and python_full_version < "4.0.0" and sys_platform == "win32"
+colorlog==6.6.0; python_full_version >= "3.6.1" and 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"

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

deployment/nbeats/run.sh

-#!/bin/sh
-python3 morphemic-datasetmaker/setup.py install
-# rm -r morphemic-datasetmaker
-# python3 main.py
-# mv amq-message-python-library amq_message_python_library

deployment/nbeats/test/model_predict_test.py → 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