From a4aeb8ab11690e82f4fd7e33c360ae98fe1746c4 Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 14:36:03 +0000
Subject: [PATCH 1/7] Switch from pipenv/Pipfile to poetry/pyproject.toml

---
 Makefile       |   37 +-
 Pipfile        |   41 -
 Pipfile.lock   | 1841 --------------------------
 poetry.lock    | 3394 ++++++++++++++++++++++++++++++++++++++++++++++++
 pyproject.toml |   61 +
 setup.py       |   55 -
 6 files changed, 3474 insertions(+), 1955 deletions(-)
 delete mode 100644 Pipfile
 delete mode 100644 Pipfile.lock
 create mode 100644 poetry.lock
 create mode 100644 pyproject.toml
 delete mode 100755 setup.py

diff --git a/Makefile b/Makefile
index 45b46c5..dd7d046 100644
--- a/Makefile
+++ b/Makefile
@@ -4,41 +4,43 @@ CPU_IMAGE?="timeserio:latest"
 .PHONY: yapf lint clean sync lock test test-parallel docs-build docs-clean circle build-cpu build-gpu release
 
 yapf:
-	pipenv run yapf -vv -ir .
-	pipenv run isort -y
+	poetry run yapf -vv -ir .
+	poetry run isort -y
 
 lint:
-	pipenv run flake8 .
-	pipenv run pydocstyle .
-	pipenv run mypy .
+	poetry run flake8 .
+	poetry run pydocstyle .
+	poetry run mypy .
 
 clean:
 	find . | grep -E '(__pycache__|\.pyc|\.pyo$$)' | xargs rm -rf
+	rm -rf dist/
+	rm -rf build/
 
 sync:
-	pipenv sync --dev
+	poetry install
 
 lock:
-	pipenv lock --dev 
+	poetry lock
 
 test:
-	pipenv run pytest tests/
+	poetry run pytest tests/
 
 test-parallel:
-	pipenv run pytest -n auto tests/
+	poetry run pytest -n auto tests/
 
 doctest:
-	pipenv run pytest --doctest-modules timeserio/
+	poetry run pytest --doctest-modules timeserio/
 
 docs-build:
-	pipenv run $(MAKE) -C docs html
+	poetry run $(MAKE) -C docs html
 
 docs-clean:
-	pipenv run $(MAKE) -C docs clean
+	poetry run $(MAKE) -C docs clean
 	rm -rf docs/source/api
 
 docs-serve:
-	pipenv run $(SHELL) -c "cd docs/_build/html; python -m http.server 8000"
+	poetry run $(SHELL) -c "cd docs/_build/html; python -m http.server 8000"
 
 circle:
 	circleci config validate
@@ -51,14 +53,13 @@ build-gpu:
 	docker build -t ${GPU_IMAGE} . --build-arg gpu_tag="-gpu"
 
 version:
-	@pipenv run python -c "import timeserio; print(timeserio.__version__)"
+	@poetry run python -c "import timeserio; print(timeserio.__version__)"
 
 package:
-	pipenv run python setup.py sdist
-	pipenv run python setup.py bdist_wheel
+	poetry buil
 
 test-release: package
-	pipenv run twine upload --repository-url https://test.pypi.org/legacy/ dist/*
+	poetry run twine upload --repository-url https://test.pypi.org/legacy/ dist/*
 
 release: package
-	pipenv run twine upload dist/*
+	poetry run twine upload dist/*
diff --git a/Pipfile b/Pipfile
deleted file mode 100644
index 15c783d..0000000
--- a/Pipfile
+++ /dev/null
@@ -1,41 +0,0 @@
-[[source]]
-name = "pypi"
-url = "https://pypi.org/simple"
-verify_ssl = true
-
-[dev-packages]
-mccabe           = "*"
-pep8-naming      = "*"
-flake8           = "*"
-pydocstyle       = "*"
-mypy             = "*"
-yapf             = "*"
-pytest           = ">=5.3, <6"
-pytest-cov       = "*"
-pytest-benchmark = "*"
-pytest-xdist     = "<2.0"
-pytest-mock      = "*"
-moto             = "*"
-glob2            = "*"
-codecov          = "*"
-#
-dask             = {extras = ["dataframe", "distributed"], version = "*"}
-tensorflow       = "==1.15.2"
-pyarrow          = ">=0.15.1"
-# sphinx docs
-sphinx-autodoc-typehints = ">=1.6.0"
-sphinx-rtd-theme         = ">=0.4.3"
-m2r                      = ">=0.2.1"
-sphinxcontrib-apidoc     = ">=0.3.0"
-nbsphinx                 = ">=0.4.2"
-nbsphinx-link            = ">=1.2.0"
-ipython                  = ">=7.5.0"
-# release tools
-twine = "*"
-tensorpandas = {git = "https://github.com/ig248/tensorpandas.git"}
-
-[packages]
-timeserio        = {editable = true,path = "."}
-
-[requires]
-python_version    = "3.6"
diff --git a/Pipfile.lock b/Pipfile.lock
deleted file mode 100644
index a076a8c..0000000
--- a/Pipfile.lock
+++ /dev/null
@@ -1,1841 +0,0 @@
-{
-    "_meta": {
-        "hash": {
-            "sha256": "60dfaee3bfc41d981f8a5ae9cc1d772f1d08de72878b85f51cbc562c43f7c39d"
-        },
-        "pipfile-spec": 6,
-        "requires": {
-            "python_version": "3.6"
-        },
-        "sources": [
-            {
-                "name": "pypi",
-                "url": "https://pypi.org/simple",
-                "verify_ssl": true
-            }
-        ]
-    },
-    "default": {
-        "botocore": {
-            "hashes": [
-                "sha256:5a72e1758f3c89c663d74eb733d313f69d059ab4fd571ad41829d666e3367392",
-                "sha256:73fd22d70611fdcfbb44d1e5f77f7edf8a45a58e6286d50963cc19f9cf9e3e67"
-            ],
-            "version": "==1.17.56"
-        },
-        "convertdate": {
-            "hashes": [
-                "sha256:6ce4747423fe2dde55bbdf89f0c3dc68044176d16d5f6a2cfbfe6c68b99db405",
-                "sha256:b9a6c0a691b2cfda4ca7f9887b33639d377e95b47171eb8659b1fd2eb7d6f5a1"
-            ],
-            "version": "==2.2.1"
-        },
-        "docutils": {
-            "hashes": [
-                "sha256:6c4f696463b79f1fb8ba0c594b63840ebd41f059e92b31957c46b74a4599b6d0",
-                "sha256:9e4d7ecfc600058e07ba661411a2b7de2fd0fafa17d1a7f7361cd47b1175c827",
-                "sha256:a2aeea129088da402665e92e0b25b04b073c04b2dce4ab65caaa38b7ce2e1a99"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.15.2"
-        },
-        "fsspec": {
-            "hashes": [
-                "sha256:176f3fc405471af0f1f1e14cffa3d53ab8906577973d068b976114433c010d9d",
-                "sha256:ce109f41ffe62853d5de84888f3e455c39f2a0796c05b558474c77156e19b570"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.8.0"
-        },
-        "holidays": {
-            "hashes": [
-                "sha256:4d4335facf04631f5a5199ec10e08af8424d04d0768db279838eee269ff1cdd7",
-                "sha256:839281f2b1ae7ac576da7951472482f6e714818296853107ea861fa60f5013cc",
-                "sha256:f373b13df6b677ef21e1809b786e554124cb688d5c1162e1e4b963599269c33c"
-            ],
-            "version": "==0.10.3"
-        },
-        "jmespath": {
-            "hashes": [
-                "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9",
-                "sha256:cdf6525904cc597730141d61b36f2e4b8ecc257c420fa2f4549bac2c2d0cb72f"
-            ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.10.0"
-        },
-        "joblib": {
-            "hashes": [
-                "sha256:8f52bf24c64b608bf0b2563e0e47d6fcf516abc8cfafe10cfd98ad66d94f92d6",
-                "sha256:d348c5d4ae31496b2aa060d6d9b787864dd204f9480baaa52d18850cb43e9f49"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.16.0"
-        },
-        "korean-lunar-calendar": {
-            "hashes": [
-                "sha256:12ce54b1392ed45a82dc6cea85ee5f7e33630556e82488f57e37a22482c8275d",
-                "sha256:a619ea88610129019267467b85cc9faf0fab6e1694b2e782d1aeb610cdd382d5"
-            ],
-            "version": "==0.2.1"
-        },
-        "numpy": {
-            "hashes": [
-                "sha256:082f8d4dd69b6b688f64f509b91d482362124986d98dc7dc5f5e9f9b9c3bb983",
-                "sha256:1bc0145999e8cb8aed9d4e65dd8b139adf1919e521177f198529687dbf613065",
-                "sha256:309cbcfaa103fc9a33ec16d2d62569d541b79f828c382556ff072442226d1968",
-                "sha256:3673c8b2b29077f1b7b3a848794f8e11f401ba0b71c49fbd26fb40b71788b132",
-                "sha256:480fdd4dbda4dd6b638d3863da3be82873bba6d32d1fc12ea1b8486ac7b8d129",
-                "sha256:56ef7f56470c24bb67fb43dae442e946a6ce172f97c69f8d067ff8550cf782ff",
-                "sha256:5a936fd51049541d86ccdeef2833cc89a18e4d3808fe58a8abeb802665c5af93",
-                "sha256:5b6885c12784a27e957294b60f97e8b5b4174c7504665333c5e94fbf41ae5d6a",
-                "sha256:667c07063940e934287993366ad5f56766bc009017b4a0fe91dbd07960d0aba7",
-                "sha256:7ed448ff4eaffeb01094959b19cbaf998ecdee9ef9932381420d514e446601cd",
-                "sha256:8343bf67c72e09cfabfab55ad4a43ce3f6bf6e6ced7acf70f45ded9ebb425055",
-                "sha256:92feb989b47f83ebef246adabc7ff3b9a59ac30601c3f6819f8913458610bdcc",
-                "sha256:935c27ae2760c21cd7354402546f6be21d3d0c806fffe967f745d5f2de5005a7",
-                "sha256:aaf42a04b472d12515debc621c31cf16c215e332242e7a9f56403d814c744624",
-                "sha256:b12e639378c741add21fbffd16ba5ad25c0a1a17cf2b6fe4288feeb65144f35b",
-                "sha256:b1cca51512299841bf69add3b75361779962f9cee7d9ee3bb446d5982e925b69",
-                "sha256:b8456987b637232602ceb4d663cb34106f7eb780e247d51a260b84760fd8f491",
-                "sha256:b9792b0ac0130b277536ab8944e7b754c69560dac0415dd4b2dbd16b902c8954",
-                "sha256:c9591886fc9cbe5532d5df85cb8e0cc3b44ba8ce4367bd4cf1b93dc19713da72",
-                "sha256:cf1347450c0b7644ea142712619533553f02ef23f92f781312f6a3553d031fc7",
-                "sha256:de8b4a9b56255797cbddb93281ed92acbc510fb7b15df3f01bd28f46ebc4edae",
-                "sha256:e1b1dc0372f530f26a03578ac75d5e51b3868b9b76cd2facba4c9ee0eb252ab1",
-                "sha256:e45f8e981a0ab47103181773cc0a54e650b2aef8c7b6cd07405d0fa8d869444a",
-                "sha256:e4f6d3c53911a9d103d8ec9518190e52a8b945bab021745af4939cfc7c0d4a9e",
-                "sha256:ed8a311493cf5480a2ebc597d1e177231984c818a86875126cfd004241a73c3e",
-                "sha256:ef71a1d4fd4858596ae80ad1ec76404ad29701f8ca7cdcebc50300178db14dfc"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.19.1"
-        },
-        "pandas": {
-            "hashes": [
-                "sha256:01b1e536eb960822c5e6b58357cad8c4b492a336f4a5630bf0b598566462a578",
-                "sha256:0246c67cbaaaac8d25fed8d4cf2d8897bd858f0e540e8528a75281cee9ac516d",
-                "sha256:0366150fe8ee37ef89a45d3093e05026b5f895e42bbce3902ce3b6427f1b8471",
-                "sha256:16ae070c47474008769fc443ac765ffd88c3506b4a82966e7a605592978896f9",
-                "sha256:1acc2bd7fc95e5408a4456897c2c2a1ae7c6acefe108d90479ab6d98d34fcc3d",
-                "sha256:391db82ebeb886143b96b9c6c6166686c9a272d00020e4e39ad63b792542d9e2",
-                "sha256:41675323d4fcdd15abde068607cad150dfe17f7d32290ee128e5fea98442bd09",
-                "sha256:53328284a7bb046e2e885fd1b8c078bd896d7fc4575b915d4936f54984a2ba67",
-                "sha256:57c5f6be49259cde8e6f71c2bf240a26b071569cabc04c751358495d09419e56",
-                "sha256:84c101d0f7bbf0d9f1be9a2f29f6fcc12415442558d067164e50a56edfb732b4",
-                "sha256:88930c74f69e97b17703600233c0eaf1f4f4dd10c14633d522724c5c1b963ec4",
-                "sha256:8c9ec12c480c4d915e23ee9c8a2d8eba8509986f35f307771045c1294a2e5b73",
-                "sha256:a81c4bf9c59010aa3efddbb6b9fc84a9b76dc0b4da2c2c2d50f06a9ef6ac0004",
-                "sha256:d9644ac996149b2a51325d48d77e25c911e01aa6d39dc1b64be679cd71f683ec",
-                "sha256:e4b6c98f45695799990da328e6fd7d6187be32752ed64c2f22326ad66762d179",
-                "sha256:fe6f1623376b616e03d51f0dd95afd862cf9a33c18cf55ce0ed4bbe1c4444391"
-            ],
-            "markers": "python_full_version >= '3.6.1'",
-            "version": "==1.1.1"
-        },
-        "pymeeus": {
-            "hashes": [
-                "sha256:56430209e6f9a039f1ba73f107ab0b23121548e2a67ed2855f2416c3749a5662"
-            ],
-            "version": "==0.3.7"
-        },
-        "python-dateutil": {
-            "hashes": [
-                "sha256:73ebfe9dbf22e832286dafa60473e4cd239f8592f699aa5adaf10050e6e1823c",
-                "sha256:75bb3f31ea686f1197762692a9ee6a7550b59fc6ca3a1f4b5d7e32fb98e2da2a"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.8.1"
-        },
-        "pytz": {
-            "hashes": [
-                "sha256:a494d53b6d39c3c6e44c3bec237336e14305e4f29bbf800b599253057fbb79ed",
-                "sha256:c35965d010ce31b23eeb663ed3cc8c906275d6be1a34393a1d73a41febf4a048"
-            ],
-            "version": "==2020.1"
-        },
-        "s3fs": {
-            "hashes": [
-                "sha256:2ca5de8dc18ad7ad350c0bd01aef0406aa5d0fff78a561f0f710f9d9858abdd0",
-                "sha256:91c1dfb45e5217bd441a7a560946fe865ced6225ff7eb0fb459fe6e601a95ed3"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==0.4.2"
-        },
-        "scikit-learn": {
-            "hashes": [
-                "sha256:0a127cc70990d4c15b1019680bfedc7fec6c23d14d3719fdf9b64b22d37cdeca",
-                "sha256:0d39748e7c9669ba648acf40fb3ce96b8a07b240db6888563a7cb76e05e0d9cc",
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-                "sha256:6c28a1d00aae7c3c9568f61aafeaad813f0f01c729bee4fd9479e2132b215c1d",
-                "sha256:7671bbeddd7f4f9a6968f3b5442dac5f22bf1ba06709ef888cc9132ad354a9ab",
-                "sha256:914ac2b45a058d3f1338d7736200f7f3b094857758895f8667be8a81ff443b5b",
-                "sha256:98508723f44c61896a4e15894b2016762a55555fbf09365a0bb1870ecbd442de",
-                "sha256:a64817b050efd50f9abcfd311870073e500ae11b299683a519fbb52d85e08d25",
-                "sha256:cb3e76380312e1f86abd20340ab1d5b3cc46a26f6593d3c33c9ea3e4c7134028",
-                "sha256:d0dcaa54263307075cb93d0bee3ceb02821093b1b3d25f66021987d305d01dce",
-                "sha256:d9a1ce5f099f29c7c33181cc4386660e0ba891b21a60dc036bf369e3a3ee3aec",
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-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==0.23.2"
-        },
-        "scipy": {
-            "hashes": [
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-                "sha256:07e52b316b40a4f001667d1ad4eb5f2318738de34597bd91537851365b6c61f1",
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-                "sha256:92eb04041d371fea828858e4fff182453c25ae3eaa8782d9b6c32b25857d23bc",
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-                "sha256:a785409c0fa51764766840185a34f96a0a93527a0ff0230484d33a8ed085c8f8",
-                "sha256:cca9fce15109a36a0a9f9cfc64f870f1c140cb235ddf27fe0328e6afb44dfed0",
-                "sha256:d56b10d8ed72ec1be76bf10508446df60954f08a41c2d40778bc29a3a9ad9bce",
-                "sha256:dac09281a0eacd59974e24525a3bc90fa39b4e95177e638a31b14db60d3fa806",
-                "sha256:ec5fe57e46828d034775b00cd625c4a7b5c7d2e354c3b258d820c6c72212a6ec",
-                "sha256:eecf40fa87eeda53e8e11d265ff2254729d04000cd40bae648e76ff268885d66",
-                "sha256:fc98f3eac993b9bfdd392e675dfe19850cc8c7246a8fd2b42443e506344be7d9"
-            ],
-            "markers": "python_version >= '3.6'",
-            "version": "==1.5.2"
-        },
-        "six": {
-            "hashes": [
-                "sha256:30639c035cdb23534cd4aa2dd52c3bf48f06e5f4a941509c8bafd8ce11080259",
-                "sha256:8b74bedcbbbaca38ff6d7491d76f2b06b3592611af620f8426e82dddb04a5ced"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==1.15.0"
-        },
-        "threadpoolctl": {
-            "hashes": [
-                "sha256:38b74ca20ff3bb42caca8b00055111d74159ee95c4370882bbff2b93d24da725",
-                "sha256:ddc57c96a38beb63db45d6c159b5ab07b6bced12c45a1f07b2b92f272aebfa6b"
-            ],
-            "markers": "python_version >= '3.5'",
-            "version": "==2.1.0"
-        },
-        "timeserio": {
-            "editable": true,
-            "path": "."
-        },
-        "urllib3": {
-            "hashes": [
-                "sha256:91056c15fa70756691db97756772bb1eb9678fa585d9184f24534b100dc60f4a",
-                "sha256:e7983572181f5e1522d9c98453462384ee92a0be7fac5f1413a1e35c56cc0461"
-            ],
-            "markers": "python_version != '3.4'",
-            "version": "==1.25.10"
-        }
-    },
-    "develop": {
-        "absl-py": {
-            "hashes": [
-                "sha256:b20f504a7871a580be5268a18fbad48af4203df5d33dbc9272426cb806245a45",
-                "sha256:ea07d7d437798bffc14f39fccec3909d251a1e76e233205ded72b71c267e0178"
-            ],
-            "version": "==0.10.0"
-        },
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diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..5bcaa25
--- /dev/null
+++ b/poetry.lock
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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..fadec48
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,61 @@
+[build-system]
+requires = ["poetry>=1.0.10", "cython>=0.29", "wheel>=0.35"]
+build-backend = "poetry.masonry.api"
+
+[tool.poetry]
+name = "timeserio"
+version = "0.11.0"
+description="Machine Learning and Forecasting tools"
+authors = ["Octopus Energy <nerds@octopus.energy>"]
+homepage = "https://github.com/octoenergy/timeserio"
+license = "MIT"
+keywords = ["tensorflow", "keras", "machine learning", "deep learning"]
+classifiers=[
+    "Development Status :: 3 - Alpha",
+    "Intended Audience :: Developers",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: OS Independent",
+    "Programming Language :: Python",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.6",
+]
+
+[tool.poetry.dependencies]
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+scikit-learn = "^0.23.1"
+numpy = "^1.18"
+pandas = "^1.0"
+holidays = "^0.10.5"
+cloudpickle = "^1.6.0"
+fsspec = "^0.8.7"
+s3fs = "^0.4"
+
+
+[tool.poetry.dev-dependencies]
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+pytest-benchmark = "*"
+pytest-cov = "*"
+pytest-mock = "*"
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+tensorpandas = {git = "https://github.com/ig248/tensorpandas.git"}
+twine = "*"
+yapf = "*"
diff --git a/setup.py b/setup.py
deleted file mode 100755
index 85b2f52..0000000
--- a/setup.py
+++ /dev/null
@@ -1,55 +0,0 @@
-#!/usr/bin/env python
-# -*- coding: utf-8 -*
-
-import os
-
-from setuptools import find_packages, setup
-
-# allow setup.py to be run from any path
-os.chdir(os.path.normpath(os.path.join(os.path.abspath(__file__), os.pardir)))
-CWD = os.getcwd()
-# read __version__ attribute from version.py
-ver_globals = {"HOME_DIR": CWD}
-with open("timeserio/version.py") as f:
-    exec(f.read(), ver_globals)
-VERSION = ver_globals["__version__"]
-# User README.md as long description
-with open("README.md", encoding="utf-8") as f:
-    README = f.read()
-
-setup(
-    name="timeserio",
-    version=VERSION,
-    description="Machine Learning and Forecasting tools",
-    long_description=README,
-    long_description_content_type="text/markdown",
-    # Credentials
-    author="Octopus Energy",
-    author_email="nerds@octopus.energy",
-    url="https://github.com/octoenergy/timeserio",
-    license="MIT",
-    # Package
-    packages=find_packages(exclude=("tests",)),
-    entry_points={"console_scripts": []},
-    include_package_data=True,
-    zip_safe=False,
-    install_requires=[
-        "joblib",
-        "numpy",
-        "pandas",
-        "scikit-learn>=0.23.1",
-        "s3fs<0.5",  # see [1] below
-        "holidays",
-    ],
-    # [1] this is where s3fs switches to async
-    #     https://github.com/aio-libs/aiobotocore/pull/766
-    classifiers=[
-        "Development Status :: 3 - Alpha",
-        "Intended Audience :: Developers",
-        "License :: OSI Approved :: MIT License",
-        "Operating System :: OS Independent",
-        "Programming Language :: Python",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.6",
-    ],
-)

From 2d3558299fdca61dd3e40c243c33cdb2c2098485 Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 14:36:27 +0000
Subject: [PATCH 2/7] Hard-code __version__. NB: consider poetry+versioneer or
 similar

Before this change, the version was single-sourced from git tags.
After this change, the version is hard-coded in two places:
- pyproject.toml
- version.py

An automated solution should be considered
---
 tests/test_version.py | 30 +-------------
 timeserio/version.py  | 92 +------------------------------------------
 2 files changed, 3 insertions(+), 119 deletions(-)

diff --git a/tests/test_version.py b/tests/test_version.py
index 36fe260..f24603d 100644
--- a/tests/test_version.py
+++ b/tests/test_version.py
@@ -1,31 +1,5 @@
-import re
-
-from timeserio.version import get_git_version
+from timeserio.version import __version__
 
 
 def test_version():
-    ver = get_git_version(abbrev=7)
-    # Versions should comply with semver, which is where this regex is from
-    # see semver.org and github.com/python-semver/python-semver
-    VER_RE = re.compile(
-        r"""
-            ^
-            (?P<major>0|[1-9]\d*)
-            \.
-            (?P<minor>0|[1-9]\d*)
-            \.
-            (?P<patch>0|[1-9]\d*)
-            (?:-(?P<prerelease>
-                (?:0|[1-9]\d*|\d*[a-zA-Z-][0-9a-zA-Z-]*)
-                (?:\.(?:0|[1-9]\d*|\d*[a-zA-Z-][0-9a-zA-Z-]*))*
-            ))?
-            (?:\+(?P<build>
-                [0-9a-zA-Z-]+
-                (?:\.[0-9a-zA-Z-]+)*
-            ))?
-            $
-            """,
-        re.VERBOSE,
-    )
-
-    assert re.match(VER_RE, ver)
+    assert len(__version__.split(".")) == 3
diff --git a/timeserio/version.py b/timeserio/version.py
index 92cfab0..ffc777a 100644
--- a/timeserio/version.py
+++ b/timeserio/version.py
@@ -1,94 +1,4 @@
-# based on https://gist.github.com/jpmens/6248478
-__all__ = ["get_git_version"]
-
-import os
-import subprocess
-
-SHA_ABBREV = 7  # number of characters to abbreviate SHA to
-
-
-def get_home_dir(home_dir=None):
-    return home_dir or os.path.normpath(
-        os.path.join(os.path.abspath(__file__), os.pardir, os.pardir)
-    )
-
-
-def get_git_dir(home_dir=None):
-    home_dir = get_home_dir(home_dir)
-    return os.path.join(home_dir, ".git")
-
-
-def get_release_version_file(home_dir=None):
-    home_dir = get_home_dir(home_dir)
-    return os.path.join(home_dir, "timeserio", "RELEASE-VERSION")
-
-
-def call_git_describe(abbrev, home_dir=None):
-    GIT_DIR = get_git_dir(home_dir)
-    try:
-        stdout = subprocess.check_output(
-            [
-                "git",
-                f"--git-dir={GIT_DIR}",
-                "describe",
-                "--tags",
-                f"--abbrev={abbrev:d}",
-                "--dirty",
-            ],
-            stderr=subprocess.PIPE
-        )
-        return stdout.decode("utf-8").strip()
-    except (subprocess.CalledProcessError, FileNotFoundError):
-        return None
-
-
-def read_release_version(home_dir=None):
-    RELEASE_VERSION = get_release_version_file(home_dir)
-    try:
-        with open(RELEASE_VERSION, "r") as f:
-            version = f.readlines()[0]
-            return version.strip()
-    except FileNotFoundError:
-        return None
-
-
-def write_release_version(version, home_dir=None):
-    RELEASE_VERSION = get_release_version_file(home_dir)
-    with open(RELEASE_VERSION, "w") as f:
-        f.write(f"{version:s}\n")
-
-
-def get_git_version(abbrev=7, home_dir=None):
-    # Read in the version that's currently in RELEASE-VERSION.
-    release_version = read_release_version(home_dir)
-    # First try to get the current version using “git describe”.
-    version = call_git_describe(abbrev, home_dir)
-
-    # If that doesn't work, fall back on the value that's in
-    # RELEASE-VERSION.
-    if version is None:
-        version = release_version
-
-    # If we still don't have anything, that's an error.
-    if version is None:
-        raise ValueError("Cannot find the version number!")
-
-    # If the current version is different from what's in the
-    # RELEASE-VERSION file, update the file to be current.
-    if version != release_version:
-        write_release_version(version, home_dir)
-
-    # Finally, return the current version.
-    return version
-
-
-# Allow executing with extra globals from exec()
-try:
-    home_dir = HOME_DIR  # type: ignore
-except NameError:
-    home_dir = None
-
-__version__ = get_git_version(SHA_ABBREV, home_dir)
+__version__ = "0.11.0"
 
 
 if __name__ == "__main__":

From 1f7cea540acc6ecb713afeca2d85458cb34adbfe Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 14:41:28 +0000
Subject: [PATCH 3/7] Remove s3-specific code in favour of generic fsspec URIs

---
 tests/test_utils/conftest.py    | 19 -------------------
 tests/test_utils/test_pickle.py |  8 ++------
 timeserio/utils/pickle.py       | 21 ++++-----------------
 3 files changed, 6 insertions(+), 42 deletions(-)
 delete mode 100644 tests/test_utils/conftest.py

diff --git a/tests/test_utils/conftest.py b/tests/test_utils/conftest.py
deleted file mode 100644
index 37edaf1..0000000
--- a/tests/test_utils/conftest.py
+++ /dev/null
@@ -1,19 +0,0 @@
-import pytest
-
-import boto3
-import moto
-import s3fs
-
-
-@pytest.fixture
-def test_bucket_name():
-    return 'test_bucket'
-
-
-@pytest.fixture
-def s3(test_bucket_name):
-    # writable local S3 system
-    with moto.mock_s3():
-        client = boto3.client('s3')
-        client.create_bucket(Bucket=test_bucket_name)
-        yield s3fs.S3FileSystem()
diff --git a/tests/test_utils/test_pickle.py b/tests/test_utils/test_pickle.py
index 8308a13..e291ca3 100755
--- a/tests/test_utils/test_pickle.py
+++ b/tests/test_utils/test_pickle.py
@@ -42,12 +42,8 @@ def test_pickle_to_file(self, obj, assert_object_same):
             obj2 = loadf(f.name)
         assert_object_same(obj, obj2)
 
-    def test_pickle_to_s3(
-        self,
-        s3, test_bucket_name,
-        obj, assert_object_same
-    ):
-        filename = f's3://{test_bucket_name}/path/file.pickle'
+    def test_pickle_to_uri(self, obj, assert_object_same):
+        filename = 'memory://test/path/file.pickle'
         dumpf(obj, filename)
         obj2 = loadf(filename)
         assert_object_same(obj, obj2)
diff --git a/timeserio/utils/pickle.py b/timeserio/utils/pickle.py
index c63091e..738a938 100755
--- a/timeserio/utils/pickle.py
+++ b/timeserio/utils/pickle.py
@@ -1,31 +1,18 @@
-import s3fs
-import joblib.externals.cloudpickle as cp
+import cloudpickle as cp
+import fsspec
 
 __all__ = ['dumpf', 'loadf']
 
 
-def open_url(filename, mode):
-    """Open file from local drive or s3 bucket.
-
-    S3 filename must start with `s3://`.
-    """
-    if filename.startswith('s3://'):
-        s3 = s3fs.S3FileSystem()
-        file = s3.open(filename, mode)
-    else:
-        file = open(filename, mode)
-    return file
-
-
 def dumpf(obj, filename):
     """Serialize object to file of given name."""
-    with open_url(filename, 'wb') as file:
+    with fsspec.open(filename, 'wb') as file:
         cp.dump(obj, file)
 
 
 def loadf(filename):
     """Load serialized object from file of given name."""
-    with open_url(filename, 'rb') as file:
+    with fsspec.open(filename, 'rb') as file:
         obj = cp.load(file)
     return obj
 

From ce8e970a6e4d8e3ef85d6a1ea80bfb5414662f9c Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 14:41:42 +0000
Subject: [PATCH 4/7] Ignore docs/ in lint

---
 docs/source/conf.py | 18 +++++++++---------
 setup.cfg           |  1 +
 2 files changed, 10 insertions(+), 9 deletions(-)

diff --git a/docs/source/conf.py b/docs/source/conf.py
index d41b15f..1a80cb6 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -26,9 +26,9 @@
 # Read version
 exec(open('../../timeserio/version.py').read())
 # short X.Y version
-version = __version__
+version = __version__  # noqa
 # The full version, including alpha/beta/rc tags
-release = __version__
+release = __version__  # noqa
 
 # -- General configuration ---------------------------------------------------
 
@@ -48,7 +48,7 @@
     'sphinx.ext.mathjax',
     'sphinx.ext.ifconfig',
     'sphinx.ext.viewcode',
-    #'recommonmark',
+    # 'recommonmark',
     'sphinx.ext.napoleon',
     'sphinx_autodoc_typehints',
     'sphinxcontrib.apidoc',  # automatically generate API docs, see https://github.com/rtfd/readthedocs.org/issues/1139
@@ -249,14 +249,14 @@
 # from https://github.com/vidartf/nbsphinx-link/blob/master/docs/source/conf.py for custom tags
 import subprocess
 try:
-   git_rev = subprocess.check_output(['git', 'describe', '--exact-match', 'HEAD'], universal_newlines=True)
+    git_rev = subprocess.check_output(['git', 'describe', '--exact-match', 'HEAD'], universal_newlines=True)
 except subprocess.CalledProcessError:
-   try:
-       git_rev = subprocess.check_output(['git', 'rev-parse', 'HEAD'], universal_newlines=True)
-   except subprocess.CalledProcessError:
-       git_rev = ''
+    try:
+        git_rev = subprocess.check_output(['git', 'rev-parse', 'HEAD'], universal_newlines=True)
+    except subprocess.CalledProcessError:
+        git_rev = ''
 if git_rev:
-   git_rev = git_rev.splitlines()[0] + '/'
+    git_rev = git_rev.splitlines()[0] + '/'
 
 nbsphinx_prolog = (
 r"""
diff --git a/setup.cfg b/setup.cfg
index f06e0b6..fca42df 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -10,6 +10,7 @@ application-import-names=timeserio,tests
 ignore = T484,T499,D100,D101,D102,D103,D104,D105,D107,D200,N803,N806,W504
 
 [mypy]
+exclude = docs/
 warn_incomplete_stub = False
 incremental = True
 check_untyped_defs = False

From 95a235459672c8affc54054e0d91eb21d9248cfc Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 14:57:32 +0000
Subject: [PATCH 5/7] Use poetry in CI

poetry is installed once and persisted in workspace, then used in subsequent tasks.
---
 .circleci/config.yml | 83 ++++++++++++++++++++++++++++++--------------
 1 file changed, 56 insertions(+), 27 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 15ca89f..b872a97 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -9,8 +9,10 @@ jobs:
 
     working_directory: ~/timeserio
 
-    environment:
-        PIPENV_VENV_IN_PROJECT: true 
+    environment:  # these don't get interpolated
+        POETRY_VERSION: 1.1.2 
+        POETRY_HOME: /home/circleci/.poetry
+        POETRY_VIRTUALENVS_IN_PROJECT: "true"
 
     steps:
       - checkout
@@ -18,24 +20,27 @@ jobs:
       - restore_cache:
           keys:
             # when lock file changes, use increasingly general patterns to restore cache
-            - pip-packages-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-{{ checksum "Pipfile.lock" }}
+            - pip-packages-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-{{ checksum "poetry.lock" }}
             - pip-packages-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-
             - pip-packages-{{ .Environment.CACHE_VERSION }}-
 
       - run:
-          name: Update pip
+          name: Set up build tools
           command: |
-            pipenv run pip install --upgrade pip
+            mkdir -p $POETRY_HOME
+            curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python -
+            cat $POETRY_HOME/env >> $BASH_ENV
 
       - run:
+          # we remove untracked to avoid issues with stail/removed dependencies
           name: Install dependencies
           command: |
-            make sync
-      
+            poetry install -vvv --remove-untracked
+
       - save_cache:
           paths:
               - ./.venv/
-          key: pip-packages-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-{{ checksum "Pipfile.lock" }}
+          key: pip-packages-{{ .Environment.CACHE_VERSION }}-{{ .Branch }}-{{ checksum "poetry.lock" }}
 
       - run:
           name: Run lint
@@ -43,9 +48,10 @@ jobs:
             make lint
 
       - persist_to_workspace:
-          root: .  # absolute, or relative from working directory
+          root: /home/circleci  # absolute, or relative from working directory
           paths:  # Must be relative path from root
-            - ./.venv
+            - timeserio/.venv
+            - .poetry
 
   test:
     docker:
@@ -55,20 +61,24 @@ jobs:
     working_directory: ~/timeserio
 
     environment:
-        PIPENV_VENV_IN_PROJECT: true 
+        POETRY_VIRTUALENVS_IN_PROJECT: "true"
 
     steps:
 
       - checkout
 
       - attach_workspace:
-          at: .  # Must be absolute path or relative path from working_directory
-      
+          at: /home/circleci  # Must be absolute path or relative path from working_directory
+
+      - run:
+          name: Configure poetry
+          command: cat ~/.poetry/env >> $BASH_ENV
+
       - run:
           name: Run tests
           command:  |
             TESTFILES=$(circleci tests glob "tests/**/*.py" | circleci tests split --split-by=timings)
-            pipenv run pytest --cov=./timeserio/ --cov-report xml --junitxml=junit/pytest/results.xml --keep-duplicates $TESTFILES
+            poetry run pytest --cov=./timeserio/ --cov-report xml --junitxml=junit/pytest/results.xml --keep-duplicates $TESTFILES
       
       - store_test_results:
           path: ./junit
@@ -83,14 +93,19 @@ jobs:
     working_directory: ~/timeserio
 
     environment:
-        PIPENV_VENV_IN_PROJECT: true 
+        POETRY_VIRTUALENVS_IN_PROJECT: "true"
 
     steps:
 
       - checkout
 
       - attach_workspace:
-          at: .  # Must be absolute path or relative path from working_directory
+          at: /home/circleci  # Must be absolute path or relative path from working_directory
+
+      - run:
+          name: Configure poetry
+          command: cat ~/.poetry/env >> $BASH_ENV
+
 
       - run:
           name: Run doctests
@@ -106,19 +121,23 @@ jobs:
     working_directory: ~/timeserio
 
     environment:
-        PIPENV_VENV_IN_PROJECT: true
-        TWINE_NON_INTERACTIVE: true
+        TWINE_NON_INTERACTIVE: "true"
 
     steps:
 
       - checkout
 
       - attach_workspace:
-          at: .  # Must be absolute path or relative path from working_directory
+          at: /home/circleci  # Must be absolute path or relative path from working_directory
+
+      - run:
+          name: Configure poetry
+          command: cat ~/.poetry/env >> $BASH_ENV
 
       - run:
           name: Create source and wheel distribution
-          command: make package
+          command: |
+            make package
 
       - run:
           name: Release to PyPI
@@ -130,7 +149,8 @@ jobs:
 
       - persist_to_workspace:
           root: .
-          paths: ./build
+          paths: 
+            - ./build
 
   release-prod:
     docker:
@@ -139,16 +159,20 @@ jobs:
     working_directory: ~/timeserio
 
     environment:
-        PIPENV_VENV_IN_PROJECT: true
-        TWINE_NON_INTERACTIVE: true
+        TWINE_NON_INTERACTIVE: "true"
+        POETRY_VIRTUALENVS_IN_PROJECT: "true"
 
     steps:
 
       - checkout
 
       - attach_workspace:
-          at: .  # Must be absolute path or relative path from working_directory
+          at: /home/circleci  # Must be absolute path or relative path from working_directory
 
+      - run:
+          name: Configure poetry
+          command: cat ~/.poetry/env >> $BASH_ENV
+          
       - run:
           name: Release to PyPI
           command: |
@@ -164,7 +188,7 @@ jobs:
     working_directory: ~/timeserio
 
     environment:
-        PIPENV_VENV_IN_PROJECT: true 
+        POETRY_VIRTUALENVS_IN_PROJECT: "true"
 
     steps:
 
@@ -177,7 +201,11 @@ jobs:
             sudo dpkg -i pandoc-2.7.3-1-amd64.deb
 
       - attach_workspace:
-          at: .  # Must be absolute path or relative path from working_directory
+          at: /home/circleci  # Must be absolute path or relative path from working_directory
+
+      - run:
+          name: Configure poetry
+          command: cat ~/.poetry/env >> $BASH_ENV
 
       - run:
           name: Build sphinx docs
@@ -186,7 +214,8 @@ jobs:
       
       - persist_to_workspace:
           root: docs/_build
-          paths: html
+          paths: 
+            - html
 
   docs-deploy:
     docker:

From 430eb91d7fccf914871cae31a082286178879c76 Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 17:13:40 +0000
Subject: [PATCH 6/7] Requier tensorflow 2 and use it in tests

---
 poetry.lock    | 272 +++++++++++++++++++++++++++++++++++--------------
 pyproject.toml |   3 +-
 2 files changed, 197 insertions(+), 78 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 5bcaa25..3b85dfd 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,7 +2,7 @@
 name = "absl-py"
 version = "0.12.0"
 description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -26,12 +26,15 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
-name = "astor"
-version = "0.8.1"
-description = "Read/rewrite/write Python ASTs"
-category = "dev"
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+category = "main"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
 
 [[package]]
 name = "async-generator"
@@ -151,11 +154,19 @@ jmespath = ">=0.7.1,<1.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = ">=1.25.4,<1.27"
 
+[[package]]
+name = "cachetools"
+version = "4.2.1"
+description = "Extensible memoizing collections and decorators"
+category = "main"
+optional = false
+python-versions = "~=3.5"
+
 [[package]]
 name = "certifi"
 version = "2020.12.5"
 description = "Python package for providing Mozilla's CA Bundle."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -192,7 +203,7 @@ six = ">=1.11"
 name = "chardet"
 version = "4.0.0"
 description = "Universal encoding detector for Python 2 and 3"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -487,9 +498,9 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "gast"
-version = "0.2.2"
+version = "0.3.3"
 description = "Python AST that abstracts the underlying Python version"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -501,11 +512,44 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "google-auth"
+version = "1.27.1"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+
+[package.dependencies]
+cachetools = ">=2.0.0,<5.0"
+pyasn1-modules = ">=0.2.1"
+rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
+six = ">=1.9.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
+
+[[package]]
+name = "google-auth-oauthlib"
+version = "0.4.3"
+description = "Google Authentication Library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+google-auth = ">=1.0.0"
+requests-oauthlib = ">=0.7.0"
+
+[package.extras]
+tool = ["click (>=6.0.0)"]
+
 [[package]]
 name = "google-pasta"
 version = "0.2.0"
 description = "pasta is an AST-based Python refactoring library"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -516,7 +560,7 @@ six = "*"
 name = "grpcio"
 version = "1.36.1"
 description = "HTTP/2-based RPC framework"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -530,7 +574,7 @@ protobuf = ["grpcio-tools (>=1.36.1)"]
 name = "h5py"
 version = "2.10.0"
 description = "Read and write HDF5 files from Python"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -573,7 +617,7 @@ six = "*"
 name = "idna"
 version = "2.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
@@ -789,26 +833,11 @@ python-versions = "*"
 [package.dependencies]
 pygments = ">=2.4.1,<3"
 
-[[package]]
-name = "keras-applications"
-version = "1.0.8"
-description = "Reference implementations of popular deep learning models"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-h5py = "*"
-numpy = ">=1.9.1"
-
-[package.extras]
-tests = ["pytest", "pytest-pep8", "pytest-xdist", "pytest-cov"]
-
 [[package]]
 name = "keras-preprocessing"
 version = "1.1.2"
 description = "Easy data preprocessing and data augmentation for deep learning models"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -863,7 +892,7 @@ mistune = "*"
 name = "markdown"
 version = "3.3.4"
 description = "Python implementation of Markdown."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
 
@@ -1142,11 +1171,24 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "oauthlib"
+version = "3.1.0"
+description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+rsa = ["cryptography"]
+signals = ["blinker"]
+signedtoken = ["cryptography", "pyjwt (>=1.0.0)"]
+
 [[package]]
 name = "opt-einsum"
 version = "3.3.0"
 description = "Optimizing numpys einsum function"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -1240,7 +1282,7 @@ dev = ["pre-commit", "tox"]
 name = "protobuf"
 version = "3.15.5"
 description = "Protocol Buffers"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1290,10 +1332,21 @@ six = ">=1.0.0"
 name = "pyasn1"
 version = "0.4.8"
 description = "ASN.1 types and codecs"
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pyasn1-modules"
+version = "0.2.8"
+description = "A collection of ASN.1-based protocols modules."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.5.0"
+
 [[package]]
 name = "pycodestyle"
 version = "2.6.0"
@@ -1566,7 +1619,7 @@ md = ["cmarkgfm (>=0.5.0,<0.6.0)"]
 name = "requests"
 version = "2.25.1"
 description = "Python HTTP for Humans."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -1580,6 +1633,21 @@ urllib3 = ">=1.21.1,<1.27"
 security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,<1.5.7 || >1.5.7)", "win-inet-pton"]
 
+[[package]]
+name = "requests-oauthlib"
+version = "1.3.0"
+description = "OAuthlib authentication support for Requests."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+oauthlib = ">=3.0.0"
+requests = ">=2.0.0"
+
+[package.extras]
+rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
+
 [[package]]
 name = "requests-toolbelt"
 version = "0.9.1"
@@ -1622,7 +1690,7 @@ idna2008 = ["idna"]
 name = "rsa"
 version = "4.7.2"
 description = "Pure-Python RSA implementation"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5, <4"
 
@@ -1880,51 +1948,63 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "tensorboard"
-version = "1.15.0"
+version = "2.4.1"
 description = "TensorBoard lets you watch Tensors Flow"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">= 2.7, != 3.0.*, != 3.1.*"
 
 [package.dependencies]
 absl-py = ">=0.4"
-grpcio = ">=1.6.3"
+google-auth = ">=1.6.3,<2"
+google-auth-oauthlib = ">=0.4.1,<0.5"
+grpcio = ">=1.24.3"
 markdown = ">=2.6.8"
 numpy = ">=1.12.0"
 protobuf = ">=3.6.0"
+requests = ">=2.21.0,<3"
 six = ">=1.10.0"
+tensorboard-plugin-wit = ">=1.6.0"
 werkzeug = ">=0.11.15"
 
+[[package]]
+name = "tensorboard-plugin-wit"
+version = "1.8.0"
+description = "What-If Tool TensorBoard plugin."
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "tensorflow"
-version = "1.15.2"
+version = "2.3.1"
 description = "TensorFlow is an open source machine learning framework for everyone."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
 [package.dependencies]
 absl-py = ">=0.7.0"
-astor = ">=0.6.0"
-gast = "0.2.2"
-google-pasta = ">=0.1.6"
+astunparse = "1.6.3"
+gast = "0.3.3"
+google-pasta = ">=0.1.8"
 grpcio = ">=1.8.6"
-keras-applications = ">=1.0.8"
-keras-preprocessing = ">=1.0.5"
-numpy = ">=1.16.0,<2.0"
+h5py = ">=2.10.0,<2.11.0"
+keras-preprocessing = ">=1.1.1,<1.2"
+numpy = ">=1.16.0,<1.19.0"
 opt-einsum = ">=2.3.2"
-protobuf = ">=3.6.1"
-six = ">=1.10.0"
-tensorboard = ">=1.15.0,<1.16.0"
-tensorflow-estimator = "1.15.1"
+protobuf = ">=3.9.2"
+six = ">=1.12.0"
+tensorboard = ">=2.3.0,<3"
+tensorflow-estimator = ">=2.3.0,<2.4.0"
 termcolor = ">=1.1.0"
 wrapt = ">=1.11.1"
 
 [[package]]
 name = "tensorflow-estimator"
-version = "1.15.1"
+version = "2.3.0"
 description = "TensorFlow Estimator."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -1950,7 +2030,7 @@ resolved_reference = "2008fc57c085df167fb77cfe97dee4341324cb7f"
 name = "termcolor"
 version = "1.1.0"
 description = "ANSII Color formatting for output in terminal."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -2097,7 +2177,7 @@ six = "*"
 name = "werkzeug"
 version = "1.0.1"
 description = "The comprehensive WSGI web application library."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
@@ -2109,7 +2189,7 @@ watchdog = ["watchdog"]
 name = "wrapt"
 version = "1.12.1"
 description = "Module for decorators, wrappers and monkey patching."
-category = "dev"
+category = "main"
 optional = false
 python-versions = "*"
 
@@ -2155,7 +2235,7 @@ testing = ["pytest (>=4.6)", "pytest-checkdocs (>=1.2.3)", "pytest-flake8", "pyt
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.6.1"
-content-hash = "999fa4edbc4fa3bc8897008c12ab6d47633b0786a0c9bd56c4ad966f32dc991c"
+content-hash = "6dbd5339d798de27e75fce9d742263554962af279fb4e3e2a70be1ad9e37266b"
 
 [metadata.files]
 absl-py = [
@@ -2170,9 +2250,9 @@ apipkg = [
     {file = "apipkg-1.5-py2.py3-none-any.whl", hash = "sha256:58587dd4dc3daefad0487f6d9ae32b4542b185e1c36db6993290e7c41ca2b47c"},
     {file = "apipkg-1.5.tar.gz", hash = "sha256:37228cda29411948b422fae072f57e31d3396d2ee1c9783775980ee9c9990af6"},
 ]
-astor = [
-    {file = "astor-0.8.1-py2.py3-none-any.whl", hash = "sha256:070a54e890cefb5b3739d19f30f5a5ec840ffc9c50ffa7d23cc9fc1a38ebbfc5"},
-    {file = "astor-0.8.1.tar.gz", hash = "sha256:6a6effda93f4e1ce9f618779b2dd1d9d84f1e32812c23a29b3fff6fd7f63fa5e"},
+astunparse = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
 ]
 async-generator = [
     {file = "async_generator-1.10-py3-none-any.whl", hash = "sha256:01c7bf666359b4967d2cda0000cc2e4af16a0ae098cbffcb8472fb9e8ad6585b"},
@@ -2215,6 +2295,10 @@ botocore = [
     {file = "botocore-1.20.24-py2.py3-none-any.whl", hash = "sha256:1aff3499bb6576e5836d5a8ed3e984c99bf04fb462d9f8fffa454131c1bc40cd"},
     {file = "botocore-1.20.24.tar.gz", hash = "sha256:9398bcd9491442aa559a7c111b96004bb06af612e53baa7165b0a646bb43534d"},
 ]
+cachetools = [
+    {file = "cachetools-4.2.1-py3-none-any.whl", hash = "sha256:1d9d5f567be80f7c07d765e21b814326d78c61eb0c3a637dffc0e5d1796cb2e2"},
+    {file = "cachetools-4.2.1.tar.gz", hash = "sha256:f469e29e7aa4cff64d8de4aad95ce76de8ea1125a16c68e0d93f65c3c3dc92e9"},
+]
 certifi = [
     {file = "certifi-2020.12.5-py2.py3-none-any.whl", hash = "sha256:719a74fb9e33b9bd44cc7f3a8d94bc35e4049deebe19ba7d8e108280cfd59830"},
     {file = "certifi-2020.12.5.tar.gz", hash = "sha256:1a4995114262bffbc2413b159f2a1a480c969de6e6eb13ee966d470af86af59c"},
@@ -2414,11 +2498,20 @@ future = [
     {file = "future-0.18.2.tar.gz", hash = "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"},
 ]
 gast = [
-    {file = "gast-0.2.2.tar.gz", hash = "sha256:fe939df4583692f0512161ec1c880e0a10e71e6a232da045ab8edd3756fbadf0"},
+    {file = "gast-0.3.3-py2.py3-none-any.whl", hash = "sha256:8f46f5be57ae6889a4e16e2ca113b1703ef17f2b0abceb83793eaba9e1351a45"},
+    {file = "gast-0.3.3.tar.gz", hash = "sha256:b881ef288a49aa81440d2c5eb8aeefd4c2bb8993d5f50edae7413a85bfdb3b57"},
 ]
 glob2 = [
     {file = "glob2-0.7.tar.gz", hash = "sha256:85c3dbd07c8aa26d63d7aacee34fa86e9a91a3873bc30bf62ec46e531f92ab8c"},
 ]
+google-auth = [
+    {file = "google-auth-1.27.1.tar.gz", hash = "sha256:d8958af6968e4ecd599f82357ebcfeb126f826ed0656126ad68416f810f7531e"},
+    {file = "google_auth-1.27.1-py2.py3-none-any.whl", hash = "sha256:63a5636d7eacfe6ef5b7e36e112b3149fa1c5b5ad77dd6df54910459bcd6b89f"},
+]
+google-auth-oauthlib = [
+    {file = "google-auth-oauthlib-0.4.3.tar.gz", hash = "sha256:54431535309cfab50897d9c181e8c2226268825aa6e42e930b05b99c5041a18c"},
+    {file = "google_auth_oauthlib-0.4.3-py2.py3-none-any.whl", hash = "sha256:dabffbf594a6be2fd6d054060846d1201569252efb10dfb749b504a7591f8af0"},
+]
 google-pasta = [
     {file = "google-pasta-0.2.0.tar.gz", hash = "sha256:c9f2c8dfc8f96d0d5808299920721be30c9eec37f2389f28904f454565c8a16e"},
     {file = "google_pasta-0.2.0-py2-none-any.whl", hash = "sha256:4612951da876b1a10fe3960d7226f0c7682cf901e16ac06e473b267a5afa8954"},
@@ -2604,10 +2697,6 @@ jupyterlab-pygments = [
     {file = "jupyterlab_pygments-0.1.2-py2.py3-none-any.whl", hash = "sha256:abfb880fd1561987efaefcb2d2ac75145d2a5d0139b1876d5be806e32f630008"},
     {file = "jupyterlab_pygments-0.1.2.tar.gz", hash = "sha256:cfcda0873626150932f438eccf0f8bf22bfa92345b814890ab360d666b254146"},
 ]
-keras-applications = [
-    {file = "Keras_Applications-1.0.8-py3-none-any.whl", hash = "sha256:df4323692b8c1174af821bf906f1e442e63fa7589bf0f1230a0b6bdc5a810c95"},
-    {file = "Keras_Applications-1.0.8.tar.gz", hash = "sha256:5579f9a12bcde9748f4a12233925a59b93b73ae6947409ff34aa2ba258189fe5"},
-]
 keras-preprocessing = [
     {file = "Keras_Preprocessing-1.1.2-py2.py3-none-any.whl", hash = "sha256:7b82029b130ff61cc99b55f3bd27427df4838576838c5b2f65940e4fcec99a7b"},
     {file = "Keras_Preprocessing-1.1.2.tar.gz", hash = "sha256:add82567c50c8bc648c14195bf544a5ce7c1f76761536956c3d2978970179ef3"},
@@ -2796,6 +2885,10 @@ numpy = [
     {file = "numpy-1.18.5-cp38-cp38-win_amd64.whl", hash = "sha256:3dd6823d3e04b5f223e3e265b4a1eae15f104f4366edd409e5a5e413a98f911f"},
     {file = "numpy-1.18.5.zip", hash = "sha256:34e96e9dae65c4839bd80012023aadd6ee2ccb73ce7fdf3074c62f301e63120b"},
 ]
+oauthlib = [
+    {file = "oauthlib-3.1.0-py2.py3-none-any.whl", hash = "sha256:df884cd6cbe20e32633f1db1072e9356f53638e4361bef4e8b03c9127c9328ea"},
+    {file = "oauthlib-3.1.0.tar.gz", hash = "sha256:bee41cc35fcca6e988463cacc3bcb8a96224f470ca547e697b604cc697b2f889"},
+]
 opt-einsum = [
     {file = "opt_einsum-3.3.0-py3-none-any.whl", hash = "sha256:2455e59e3947d3c275477df7f5205b30635e266fe6dc300e3d9f9646bfcea147"},
     {file = "opt_einsum-3.3.0.tar.gz", hash = "sha256:59f6475f77bbc37dcf7cd748519c0ec60722e91e63ca114e68821c0c54a46549"},
@@ -2943,6 +3036,21 @@ pyasn1 = [
     {file = "pyasn1-0.4.8-py3.7.egg", hash = "sha256:99fcc3c8d804d1bc6d9a099921e39d827026409a58f2a720dcdb89374ea0c776"},
     {file = "pyasn1-0.4.8.tar.gz", hash = "sha256:aef77c9fb94a3ac588e87841208bdec464471d9871bd5050a287cc9a475cd0ba"},
 ]
+pyasn1-modules = [
+    {file = "pyasn1-modules-0.2.8.tar.gz", hash = "sha256:905f84c712230b2c592c19470d3ca8d552de726050d1d1716282a1f6146be65e"},
+    {file = "pyasn1_modules-0.2.8-py2.4.egg", hash = "sha256:0fe1b68d1e486a1ed5473f1302bd991c1611d319bba158e98b106ff86e1d7199"},
+    {file = "pyasn1_modules-0.2.8-py2.5.egg", hash = "sha256:fe0644d9ab041506b62782e92b06b8c68cca799e1a9636ec398675459e031405"},
+    {file = "pyasn1_modules-0.2.8-py2.6.egg", hash = "sha256:a99324196732f53093a84c4369c996713eb8c89d360a496b599fb1a9c47fc3eb"},
+    {file = "pyasn1_modules-0.2.8-py2.7.egg", hash = "sha256:0845a5582f6a02bb3e1bde9ecfc4bfcae6ec3210dd270522fee602365430c3f8"},
+    {file = "pyasn1_modules-0.2.8-py2.py3-none-any.whl", hash = "sha256:a50b808ffeb97cb3601dd25981f6b016cbb3d31fbf57a8b8a87428e6158d0c74"},
+    {file = "pyasn1_modules-0.2.8-py3.1.egg", hash = "sha256:f39edd8c4ecaa4556e989147ebf219227e2cd2e8a43c7e7fcb1f1c18c5fd6a3d"},
+    {file = "pyasn1_modules-0.2.8-py3.2.egg", hash = "sha256:b80486a6c77252ea3a3e9b1e360bc9cf28eaac41263d173c032581ad2f20fe45"},
+    {file = "pyasn1_modules-0.2.8-py3.3.egg", hash = "sha256:65cebbaffc913f4fe9e4808735c95ea22d7a7775646ab690518c056784bc21b4"},
+    {file = "pyasn1_modules-0.2.8-py3.4.egg", hash = "sha256:15b7c67fabc7fc240d87fb9aabf999cf82311a6d6fb2c70d00d3d0604878c811"},
+    {file = "pyasn1_modules-0.2.8-py3.5.egg", hash = "sha256:426edb7a5e8879f1ec54a1864f16b882c2837bfd06eee62f2c982315ee2473ed"},
+    {file = "pyasn1_modules-0.2.8-py3.6.egg", hash = "sha256:cbac4bc38d117f2a49aeedec4407d23e8866ea4ac27ff2cf7fb3e5b570df19e0"},
+    {file = "pyasn1_modules-0.2.8-py3.7.egg", hash = "sha256:c29a5e5cc7a3f05926aff34e097e84f8589cd790ce0ed41b67aed6857b26aafd"},
+]
 pycodestyle = [
     {file = "pycodestyle-2.6.0-py2.py3-none-any.whl", hash = "sha256:2295e7b2f6b5bd100585ebcb1f616591b652db8a741695b3d8f5d28bdc934367"},
     {file = "pycodestyle-2.6.0.tar.gz", hash = "sha256:c58a7d2815e0e8d7972bf1803331fb0152f867bd89adf8a01dfd55085434192e"},
@@ -3094,6 +3202,11 @@ requests = [
     {file = "requests-2.25.1-py2.py3-none-any.whl", hash = "sha256:c210084e36a42ae6b9219e00e48287def368a26d03a048ddad7bfee44f75871e"},
     {file = "requests-2.25.1.tar.gz", hash = "sha256:27973dd4a904a4f13b263a19c866c13b92a39ed1c964655f025f3f8d3d75b804"},
 ]
+requests-oauthlib = [
+    {file = "requests-oauthlib-1.3.0.tar.gz", hash = "sha256:b4261601a71fd721a8bd6d7aa1cc1d6a8a93b4a9f5e96626f8e4d91e8beeaa6a"},
+    {file = "requests_oauthlib-1.3.0-py2.py3-none-any.whl", hash = "sha256:7f71572defaecd16372f9006f33c2ec8c077c3cfa6f5911a9a90202beb513f3d"},
+    {file = "requests_oauthlib-1.3.0-py3.7.egg", hash = "sha256:fa6c47b933f01060936d87ae9327fead68768b69c6c9ea2109c48be30f2d4dbc"},
+]
 requests-toolbelt = [
     {file = "requests-toolbelt-0.9.1.tar.gz", hash = "sha256:968089d4584ad4ad7c171454f0a5c6dac23971e9472521ea3b6d49d610aa6fc0"},
     {file = "requests_toolbelt-0.9.1-py2.py3-none-any.whl", hash = "sha256:380606e1d10dc85c3bd47bf5a6095f815ec007be7a8b69c878507068df059e6f"},
@@ -3228,22 +3341,27 @@ tblib = [
     {file = "tblib-1.7.0.tar.gz", hash = "sha256:059bd77306ea7b419d4f76016aef6d7027cc8a0785579b5aad198803435f882c"},
 ]
 tensorboard = [
-    {file = "tensorboard-1.15.0-py2-none-any.whl", hash = "sha256:612b789386aa1b2c4804e1961273b37f8e4dd97613f98bc90ff0402d24627f50"},
-    {file = "tensorboard-1.15.0-py3-none-any.whl", hash = "sha256:4cad2c65f6011e51609b463014c014fd7c6ddd9c1263af1d4f18dd97ed88c2bc"},
+    {file = "tensorboard-2.4.1-py3-none-any.whl", hash = "sha256:7b8c53c396069b618f6f276ec94fc45d17e3282d668979216e5d30be472115e4"},
+]
+tensorboard-plugin-wit = [
+    {file = "tensorboard_plugin_wit-1.8.0-py3-none-any.whl", hash = "sha256:2a80d1c551d741e99b2f197bb915d8a133e24adb8da1732b840041860f91183a"},
 ]
 tensorflow = [
-    {file = "tensorflow-1.15.2-cp35-cp35m-macosx_10_11_x86_64.whl", hash = "sha256:6b4c94168eb32a111b8510b2d4b1c5b6760bcabd6d56633025e5b99753d62bdf"},
-    {file = "tensorflow-1.15.2-cp35-cp35m-manylinux2010_x86_64.whl", hash = "sha256:613072266dd60986b79e517f9e4a5f5d7c8495faeb439808db9a493ec3bebf96"},
-    {file = "tensorflow-1.15.2-cp35-cp35m-win_amd64.whl", hash = "sha256:41932b9c080058ff204a1f8e3894c286c69255691c320330770dd8f6ee2cb3e2"},
-    {file = "tensorflow-1.15.2-cp36-cp36m-macosx_10_11_x86_64.whl", hash = "sha256:a82c2c498ebab190ec2a06aec8455d6f7c191dff5fdd5b5528b416f42b0291b9"},
-    {file = "tensorflow-1.15.2-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:34551b8cc446342dac8fdcf79e775e0841aeea38e927b73e2ecf4b2d01277264"},
-    {file = "tensorflow-1.15.2-cp36-cp36m-win_amd64.whl", hash = "sha256:b6c57269009a641a74b3456ef7483e69143ed9762af321b0560db5a72cdcb01f"},
-    {file = "tensorflow-1.15.2-cp37-cp37m-macosx_10_11_x86_64.whl", hash = "sha256:618a7cb1499b0c0d6398f342e9b8ac08497c3105c68942f344dc9bf67ae1f22d"},
-    {file = "tensorflow-1.15.2-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:05862fadc752da737e33f0110eafb7511149db043d4836edd68d3608b6c2f521"},
-    {file = "tensorflow-1.15.2-cp37-cp37m-win_amd64.whl", hash = "sha256:ef20ebaf39383271cdd4599e7593d01ebf73be61a59f015e404a36e8d06f7b7e"},
+    {file = "tensorflow-2.3.1-cp35-cp35m-macosx_10_6_intel.whl", hash = "sha256:8490c06c72d6b2227f0bda4800bfbe9004ade3f25f5ccaac2581531bf2885ab5"},
+    {file = "tensorflow-2.3.1-cp35-cp35m-manylinux2010_x86_64.whl", hash = "sha256:85c49c951d735c651ae989a6dd7a40ab8032317179d634f871e2e7556dc82a69"},
+    {file = "tensorflow-2.3.1-cp35-cp35m-win_amd64.whl", hash = "sha256:94c7d1916844fd7db53dd8d9b2c88b48119d39992ae542ec8a076d6f806cc989"},
+    {file = "tensorflow-2.3.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:68afc5f01f32827a53c23a9aa8cd404cdcf308e90942d4a8023e7f9e669a330a"},
+    {file = "tensorflow-2.3.1-cp36-cp36m-manylinux2010_x86_64.whl", hash = "sha256:f4aa1dd6e7a040c29b3567ad1f4537aebeb58fcb6bafbc11f11c2c461d6fda63"},
+    {file = "tensorflow-2.3.1-cp36-cp36m-win_amd64.whl", hash = "sha256:4632c2c6c84ed3b5e29e4b292704a1a646e1aa06587b7a2404b6ecc99e07758a"},
+    {file = "tensorflow-2.3.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:1f72edee9d2e8861edbb9e082608fd21de7113580b3fdaa4e194b472c2e196d0"},
+    {file = "tensorflow-2.3.1-cp37-cp37m-manylinux2010_x86_64.whl", hash = "sha256:859afb9166ace41ee71f62938fc645981113bb3227b847c8cd2875549c9fa1dc"},
+    {file = "tensorflow-2.3.1-cp37-cp37m-win_amd64.whl", hash = "sha256:b69a6f0a8e7158c3bc14b22ec0d03bd303e196644d5428094bacea0ed8507af7"},
+    {file = "tensorflow-2.3.1-cp38-cp38-macosx_10_14_x86_64.whl", hash = "sha256:cdce1f71f592d840dd3e05b67f1010f616311d9856250ff772db537f39ef2992"},
+    {file = "tensorflow-2.3.1-cp38-cp38-manylinux2010_x86_64.whl", hash = "sha256:87750a476aa6f76b3aad5e6182faf2a3036a3d4c0db3b6d7463ebbaf4b184a23"},
+    {file = "tensorflow-2.3.1-cp38-cp38-win_amd64.whl", hash = "sha256:87b62ab25816597a5e5352604b383b292eafd19a33ae7848b5275ea74fc4da1d"},
 ]
 tensorflow-estimator = [
-    {file = "tensorflow_estimator-1.15.1-py2.py3-none-any.whl", hash = "sha256:8853bfb7c3c96fbdc80b3d66c37a10af6ccbcd235dc87474764270c02a0f86b9"},
+    {file = "tensorflow_estimator-2.3.0-py2.py3-none-any.whl", hash = "sha256:b75e034300ccb169403cf2695adf3368da68863aeb0c14c3760064c713d5c486"},
 ]
 tensorpandas = []
 termcolor = [
diff --git a/pyproject.toml b/pyproject.toml
index fadec48..2f5174c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -29,6 +29,7 @@ holidays = "^0.10.5"
 cloudpickle = "^1.6.0"
 fsspec = "^0.8.7"
 s3fs = "^0.4"
+tensorflow = "^2.3.1"
 
 
 [tool.poetry.dev-dependencies]
@@ -55,7 +56,7 @@ pytest-xdist = "<2.0"
 sphinx-autodoc-typehints = ">=1.6.0"
 sphinx-rtd-theme = ">=0.4.3"
 sphinxcontrib-apidoc = ">=0.3.0"
-tensorflow = "==1.15.2"
+tensorflow = "==2.3.1"
 tensorpandas = {git = "https://github.com/ig248/tensorpandas.git"}
 twine = "*"
 yapf = "*"

From 98dc7393c09ded8409afd21bc172be1307740e71 Mon Sep 17 00:00:00 2001
From: Igor <igor.gotlibovych@gmail.com>
Date: Wed, 10 Mar 2021 17:21:35 +0000
Subject: [PATCH 7/7] Update doctest to match tf2 output

---
 timeserio/keras/multinetwork.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/timeserio/keras/multinetwork.py b/timeserio/keras/multinetwork.py
index 0821161..ca29358 100644
--- a/timeserio/keras/multinetwork.py
+++ b/timeserio/keras/multinetwork.py
@@ -44,7 +44,7 @@ class MultiNetworkBase(abc.ABC):
         Models are instantiated on demand:
 
         >>> mnet.model
-        {'model_1': <...keras.engine.training.Model ...>, 'model_2': <...>}
+        {'model_1': <...keras.engine...>, 'model_2': <...>}
 
 
     """