chore(release): 0.3.3

Reviewed-on: #1

.versionrc

@@ -0,0 +1,10 @@
+{
+	"bumpFiles": [
+		{
+			"filename": "pyproject.toml",
+			"updater": "scripts/standard-version/pyproject-updater.js"
+		}
+	],
+	"sign": true,
+	"tag-prefix": ""
+}

CHANGELOG.md

@@ -0,0 +1,25 @@
+# Changelog
+
+All notable changes to this project will be documented in this file. See [standard-version](https://github.com/conventional-changelog/standard-version) for commit guidelines.
+
+### [0.3.3](https://gitea.deepak.science:2222/physics/deepdog/compare/0.3.2...0.3.3) (2022-03-06)
+
+
+### Bug Fixes
+
+* Fixes count to use cycles as well ([8617e4d](https://gitea.deepak.science:2222/physics/deepdog/commit/8617e4d2742b112cc824068150682ce3b2cdd879))
+
+### [0.3.2](https://gitea.deepak.science:2222/physics/deepdog/compare/0.3.1...0.3.2) (2022-03-06)
+
+
+### Features
+
+* Adds monte carlo cycles to trade off space and cpu ([e6d8d33](https://gitea.deepak.science:2222/physics/deepdog/commit/e6d8d33c27e7922581e91c10de4f5faff2a51f8b))
+
+### [0.3.1](https://gitea.deepak.science:2222/physics/deepdog/compare/v0.3.0...v0.3.1) (2022-03-06)
+
+
+### Features
+
+* Adds alt bayes solver with monte carlo sampler ([7284dbe](https://gitea.deepak.science:2222/physics/deepdog/commit/7284dbeb34ef46189d81fb719252dfa74b8e9fa8))
+* Updates to pdme version for faster bayes resolution ([d078004](https://gitea.deepak.science:2222/physics/deepdog/commit/d078004773d9d9dccd0a9a52ca96aa57690f9b7e))

README.md

@@ -1,3 +1,18 @@
 # deepdog
 
-The dipole diagnostic tool.
+[![Conventional Commits](https://img.shields.io/badge/Conventional%20Commits-1.0.0-green.svg?style=flat-square)](https://conventionalcommits.org)
+[![PyPI](https://img.shields.io/pypi/v/deepdog?style=flat-square)](https://pypi.org/project/deepdog/)
+[![Jenkins](https://img.shields.io/jenkins/build?jobUrl=https%3A%2F%2Fjenkins.deepak.science%2Fjob%2Fgitea-physics%2Fjob%2Fdeepdog%2Fjob%2Fmaster&style=flat-square)](https://jenkins.deepak.science/job/gitea-physics/job/deepdog/job/master/)
+![Jenkins tests](https://img.shields.io/jenkins/tests?compact_message&jobUrl=https%3A%2F%2Fjenkins.deepak.science%2Fjob%2Fgitea-physics%2Fjob%2Fdeepdog%2Fjob%2Fmaster%2F&style=flat-square)
+![Jenkins Coverage](https://img.shields.io/jenkins/coverage/cobertura?jobUrl=https%3A%2F%2Fjenkins.deepak.science%2Fjob%2Fgitea-physics%2Fjob%2Fdeepdog%2Fjob%2Fmaster%2F&style=flat-square)
+![Maintenance](https://img.shields.io/maintenance/yes/2022?style=flat-square)
+
+The DiPole DiaGnostic tool.
+
+## Getting started
+
+`poetry install` to start locally
+
+Commit using [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/), and when commits are on master, release with `doo release`.
+
+

deepdog/__init__.py

@@ -1,6 +1,7 @@
 import logging
 from deepdog.meta import __version__
 from deepdog.bayes_run import BayesRun
+from deepdog.alt_bayes_run import AltBayesRun
 from deepdog.diagnostic import Diagnostic
 
 
@@ -8,7 +9,7 @@ def get_version():
 	return __version__
 
 
-__all__ = ["get_version", "BayesRun", "Diagnostic"]
+__all__ = ["get_version", "BayesRun", "AltBayesRun", "Diagnostic"]
 
 
 logging.getLogger(__name__).addHandler(logging.NullHandler())

deepdog/alt_bayes_run.py

@@ -0,0 +1,134 @@
+import pdme.model
+import pdme.measurement.oscillating_dipole
+import pdme.util.fast_v_calc
+from typing import Sequence, Tuple, List
+import datetime
+import csv
+import multiprocessing
+import logging
+import numpy
+
+
+# TODO: remove hardcode
+COST_THRESHOLD = 1e-10
+
+
+# TODO: It's garbage to have this here duplicated from pdme.
+DotInput = Tuple[numpy.typing.ArrayLike, float]
+
+
+_logger = logging.getLogger(__name__)
+
+
+def get_a_result(input) -> int:
+	discretisation, dot_inputs, lows, highs, monte_carlo_count, max_frequency = input
+	sample_dipoles = discretisation.get_model().get_n_single_dipoles(monte_carlo_count, max_frequency)
+	vals = pdme.util.fast_v_calc.fast_vs_for_dipoles(dot_inputs, sample_dipoles)
+	return numpy.count_nonzero(pdme.util.fast_v_calc.between(vals, lows, highs))
+
+
+class AltBayesRun():
+	'''
+	A single Bayes run for a given set of dots.
+
+	Parameters
+	----------
+	dot_inputs : Sequence[DotInput]
+		The dot inputs for this bayes run.
+	discretisations_with_names : Sequence[Tuple(str, pdme.model.Model)]
+		The models to evaluate.
+	actual_model_discretisation : pdme.model.Discretisation
+		The discretisation for the model which is actually correct.
+	filename_slug : str
+		The filename slug to include.
+	run_count: int
+		The number of runs to do.
+	'''
+	def __init__(self, dot_inputs: Sequence[DotInput], discretisations_with_names: Sequence[Tuple[str, pdme.model.Discretisation]], actual_model: pdme.model.Model, filename_slug: str, run_count: int, low_error: float = 0.9, high_error: float = 1.1, monte_carlo_count: int = 10000, monte_carlo_cycles: int = 10, max_frequency: float = 20, end_threshold: float = None) -> None:
+		self.dot_inputs = dot_inputs
+		self.dot_inputs_array = pdme.measurement.oscillating_dipole.dot_inputs_to_array(dot_inputs)
+		self.discretisations = [disc for (_, disc) in discretisations_with_names]
+		self.model_names = [name for (name, _) in discretisations_with_names]
+		self.actual_model = actual_model
+		self.model_count = len(self.discretisations)
+		self.monte_carlo_count = monte_carlo_count
+		self.monte_carlo_cycles = monte_carlo_cycles
+		self.run_count = run_count
+		self.low_error = low_error
+		self.high_error = high_error
+		self.csv_fields = ["dipole_moment", "dipole_location", "dipole_frequency"]
+		self.compensate_zeros = True
+		for name in self.model_names:
+			self.csv_fields.extend([f"{name}_success", f"{name}_count", f"{name}_prob"])
+
+		self.probabilities = [1 / self.model_count] * self.model_count
+
+		timestamp = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
+		self.filename = f"{timestamp}-{filename_slug}.altbayes.csv"
+		self.max_frequency = max_frequency
+
+		if end_threshold is not None:
+			if 0 < end_threshold < 1:
+				self.end_threshold: float = end_threshold
+				self.use_end_threshold = True
+				_logger.info(f"Will abort early, at {self.end_threshold}.")
+			else:
+				raise ValueError(f"end_threshold should be between 0 and 1, but is actually {end_threshold}")
+
+	def go(self) -> None:
+		with open(self.filename, "a", newline="") as outfile:
+			writer = csv.DictWriter(outfile, fieldnames=self.csv_fields, dialect="unix")
+			writer.writeheader()
+
+		for run in range(1, self.run_count + 1):
+
+			rng = numpy.random.default_rng()
+			frequency = rng.uniform(1, self.max_frequency)
+
+			# Generate the actual dipoles
+			actual_dipoles = self.actual_model.get_dipoles(frequency)
+
+			dots = actual_dipoles.get_percent_range_dot_measurements(self.dot_inputs, self.low_error, self.high_error)
+			lows, highs = pdme.measurement.oscillating_dipole.dot_range_measurements_low_high_arrays(dots)
+			_logger.info(f"Going to work on dipole at {actual_dipoles.dipoles}")
+
+			results = []
+			_logger.debug("Going to iterate over discretisations now")
+			for disc_count, discretisation in enumerate(self.discretisations):
+				_logger.debug(f"Doing discretisation #{disc_count}")
+				with multiprocessing.Pool(multiprocessing.cpu_count() - 1 or 1) as pool:
+					results.append(sum(
+						pool.imap_unordered(get_a_result, [(discretisation, self.dot_inputs_array, lows, highs, self.monte_carlo_count, self.max_frequency)] * self.monte_carlo_cycles)
+					))
+
+			_logger.debug("Done, constructing output now")
+			row = {
+				"dipole_moment": actual_dipoles.dipoles[0].p,
+				"dipole_location": actual_dipoles.dipoles[0].s,
+				"dipole_frequency": actual_dipoles.dipoles[0].w
+			}
+			successes: List[float] = []
+			counts: List[int] = []
+			for model_index, (name, result) in enumerate(zip(self.model_names, results)):
+
+				row[f"{name}_success"] = result
+				row[f"{name}_count"] = self.monte_carlo_count * self.monte_carlo_cycles
+				successes.append(max(result, 0.5))
+				counts.append(self.monte_carlo_count * self.monte_carlo_cycles)
+
+			success_weight = sum([(succ / count) * prob for succ, count, prob in zip(successes, counts, self.probabilities)])
+			new_probabilities = [(succ / count) * old_prob / success_weight for succ, count, old_prob in zip(successes, counts, self.probabilities)]
+			self.probabilities = new_probabilities
+			for name, probability in zip(self.model_names, self.probabilities):
+				row[f"{name}_prob"] = probability
+			_logger.info(row)
+
+			with open(self.filename, "a", newline="") as outfile:
+				writer = csv.DictWriter(outfile, fieldnames=self.csv_fields, dialect="unix")
+				writer.writerow(row)
+
+			if self.use_end_threshold:
+				max_prob = max(self.probabilities)
+				if max_prob > self.end_threshold:
+					_logger.info(f"Aborting early, because {max_prob} is greater than {self.end_threshold}")
+					break

deepdog/bayes_run.py

@@ -41,7 +41,7 @@ class BayesRun():
 	run_count: int
 		The number of runs to do.
 	'''
-	def __init__(self, dot_inputs: Sequence[DotInput], discretisations_with_names: Sequence[Tuple[str, pdme.model.Discretisation]], actual_model: pdme.model.Model, filename_slug: str, run_count: int) -> None:
+	def __init__(self, dot_inputs: Sequence[DotInput], discretisations_with_names: Sequence[Tuple[str, pdme.model.Discretisation]], actual_model: pdme.model.Model, filename_slug: str, run_count: int, max_frequency: float = None, end_threshold: float = None) -> None:
 		self.dot_inputs = dot_inputs
 		self.discretisations = [disc for (_, disc) in discretisations_with_names]
 		self.model_names = [name for (name, _) in discretisations_with_names]
@@ -50,7 +50,6 @@ class BayesRun():
 		self.run_count = run_count
 		self.csv_fields = ["dipole_moment", "dipole_location", "dipole_frequency"]
 		self.compensate_zeros = True
-
 		for name in self.model_names:
 			self.csv_fields.extend([f"{name}_success", f"{name}_count", f"{name}_prob"])
 
@@ -58,6 +57,15 @@ class BayesRun():
 
 		timestamp = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
 		self.filename = f"{timestamp}-{filename_slug}.csv"
+		self.max_frequency = max_frequency
+
+		if end_threshold is not None:
+			if 0 < end_threshold < 1:
+				self.end_threshold: float = end_threshold
+				self.use_end_threshold = True
+				_logger.info(f"Will abort early, at {self.end_threshold}.")
+			else:
+				raise ValueError(f"end_threshold should be between 0 and 1, but is actually {end_threshold}")
 
 	def go(self) -> None:
 		with open(self.filename, "a", newline="") as outfile:
@@ -65,7 +73,11 @@ class BayesRun():
 			writer.writeheader()
 
 		for run in range(1, self.run_count + 1):
-			dipoles = self.actual_model.get_dipoles(run)
+			frequency: float = run
+			if self.max_frequency is not None and self.max_frequency > 1:
+				rng = numpy.random.default_rng()
+				frequency = rng.uniform(1, self.max_frequency)
+			dipoles = self.actual_model.get_dipoles(frequency)
 
 			dots = dipoles.get_dot_measurements(self.dot_inputs)
 			_logger.info(f"Going to work on dipole at {dipoles.dipoles}")
@@ -83,7 +95,8 @@ class BayesRun():
 				"dipole_location": dipoles.dipoles[0].s,
 				"dipole_frequency": dipoles.dipoles[0].w
 			}
-			successes: List[int] = []
+			successes: List[float] = []
+			counts: List[int] = []
 			for model_index, (name, result) in enumerate(zip(self.model_names, results)):
 				count = 0
 				success = 0
@@ -94,10 +107,11 @@ class BayesRun():
 
 				row[f"{name}_success"] = success
 				row[f"{name}_count"] = count
-				successes.append(max(success, 1))
+				successes.append(max(success, 0.5))
+				counts.append(count)
 
-			success_weight = sum([succ * prob for succ, prob in zip(successes, self.probabilities)])
+			success_weight = sum([(succ / count) * prob for succ, count, prob in zip(successes, counts, self.probabilities)])
-			new_probabilities = [succ * old_prob / success_weight for succ, old_prob in zip(successes, self.probabilities)]
+			new_probabilities = [(succ / count) * old_prob / success_weight for succ, count, old_prob in zip(successes, counts, self.probabilities)]
 			self.probabilities = new_probabilities
 			for name, probability in zip(self.model_names, self.probabilities):
 				row[f"{name}_prob"] = probability
@@ -106,3 +120,9 @@ class BayesRun():
 			with open(self.filename, "a", newline="") as outfile:
 				writer = csv.DictWriter(outfile, fieldnames=self.csv_fields, dialect="unix")
 				writer.writerow(row)
+
+			if self.use_end_threshold:
+				max_prob = max(self.probabilities)
+				if max_prob > self.end_threshold:
+					_logger.info(f"Aborting early, because {max_prob} is greater than {self.end_threshold}")
+					break

deepdog/diagnostic.py

@@ -3,6 +3,7 @@ import pdme
 from deepdog.bayes_run import DotInput
 import datetime
 import numpy
+from dataclasses import dataclass
 import logging
 from typing import Sequence, Tuple
 import csv
@@ -16,6 +17,32 @@ def get_a_result(discretisation, dots, index):
 	return (index, discretisation.solve_for_index(dots, index))
 
 
+@dataclass
+class SingleDipoleDiagnostic():
+	model: str
+	index: Tuple
+	bounds: Tuple
+	actual_dipole: OscillatingDipole
+	result_dipole: OscillatingDipole
+	success: bool
+
+	def __post_init__(self) -> None:
+		self.p_actual_x = self.actual_dipole.p[0]
+		self.p_actual_y = self.actual_dipole.p[1]
+		self.p_actual_z = self.actual_dipole.p[2]
+		self.s_actual_x = self.actual_dipole.s[0]
+		self.s_actual_y = self.actual_dipole.s[1]
+		self.s_actual_z = self.actual_dipole.s[2]
+		self.p_result_x = self.result_dipole.p[0]
+		self.p_result_y = self.result_dipole.p[1]
+		self.p_result_z = self.result_dipole.p[2]
+		self.s_result_x = self.result_dipole.s[0]
+		self.s_result_y = self.result_dipole.s[1]
+		self.s_result_z = self.result_dipole.s[2]
+		self.w_actual = self.actual_dipole.w
+		self.w_result = self.result_dipole.w
+
+
 class Diagnostic():
 	'''
 	Represents a diagnostic for a single dipole moment given a set of discretisations.
@@ -40,10 +67,10 @@ class Diagnostic():
 		self.discretisations_with_names = discretisations_with_names
 		self.model_count = len(self.discretisations_with_names)
 
-		self.csv_fields = ["model", "index", "bounds", "actual_dipole_moment", "actual_dipole_position", "actual_dipole_freq", "success", "result"]
+		self.csv_fields = ["model", "index", "bounds", "p_actual_x", "p_actual_y", "p_actual_z", "s_actual_x", "s_actual_y", "s_actual_z", "w_actual", "success", "p_result_x", "p_result_y", "p_result_z", "s_result_x", "s_result_y", "s_result_z", "w_result"]
 
 		timestamp = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
-		self.filename = f"{timestamp}-{filename_slug}.csv"
+		self.filename = f"{timestamp}-{filename_slug}.diag.csv"
 
 	def go(self):
 		with open(self.filename, "a", newline="") as outfile:
@@ -59,22 +86,14 @@ class Diagnostic():
 				results = pool.starmap(get_a_result, zip(itertools.repeat(discretisation), itertools.repeat(self.dots), discretisation.all_indices()))
 
 			with open(self.filename, "a", newline='') as outfile:
-				writer = csv.DictWriter(outfile, fieldnames=self.csv_fields, dialect='unix')
+				writer = csv.DictWriter(outfile, fieldnames=self.csv_fields, dialect='unix', extrasaction="ignore")
 
 				for idx, result in results:
 
 					bounds = discretisation.bounds(idx)
 
 					actual_success = result.success and result.cost <= 1e-10
-					row = {
+					diag_row = SingleDipoleDiagnostic(name, idx, bounds, self.dipoles.dipoles[0], discretisation.model.solution_as_dipoles(result.normalised_x)[0], actual_success)
-						"model": name,
+					row = vars(diag_row)
-						"index": idx,
-						"bounds": bounds,
-						"actual_dipole_moment": self.dipoles.dipoles[0].p,
-						"actual_dipole_position": self.dipoles.dipoles[0].s,
-						"actual_dipole_freq": self.dipoles.dipoles[0].w,
-						"success": actual_success,
-						"result": result.normalised_x if actual_success else None,
-					}
 					_logger.debug(f"Writing result {row}")
 					writer.writerow(row)

do.sh

@@ -16,6 +16,10 @@ test() {
    poetry run pytest
 }
 
+release() {
+   ./scripts/release.sh
+}
+
 htmlcov() {
 	poetry run pytest --cov-report=html
 }

poetry.lock

@@ -20,6 +20,71 @@ 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 = "bleach"
+version = "4.1.0"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+six = ">=1.9.0"
+webencodings = "*"
+
+[[package]]
+name = "certifi"
+version = "2021.10.8"
+description = "Python package for providing Mozilla's CA Bundle."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
+[[package]]
+name = "charset-normalizer"
+version = "2.0.12"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "dev"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
+name = "click"
+version = "8.0.3"
+description = "Composable command line interface toolkit"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "click-log"
+version = "0.3.2"
+description = "Logging integration for Click"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = "*"
+
 [[package]]
 name = "colorama"
 version = "0.4.4"
@@ -30,11 +95,11 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "coverage"
-version = "6.2"
+version = "6.3.2"
 description = "Code coverage measurement for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 tomli = {version = "*", optional = true, markers = "extra == \"toml\""}
@@ -42,6 +107,44 @@ tomli = {version = "*", optional = true, markers = "extra == \"toml\""}
 [package.extras]
 toml = ["tomli"]
 
+[[package]]
+name = "cryptography"
+version = "36.0.1"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.12"
+
+[package.extras]
+docs = ["sphinx (>=1.6.5,!=1.8.0,!=3.1.0,!=3.1.1)", "sphinx-rtd-theme"]
+docstest = ["pyenchant (>=1.6.11)", "twine (>=1.12.0)", "sphinxcontrib-spelling (>=4.0.1)"]
+pep8test = ["black", "flake8", "flake8-import-order", "pep8-naming"]
+sdist = ["setuptools_rust (>=0.11.4)"]
+ssh = ["bcrypt (>=3.1.5)"]
+test = ["pytest (>=6.2.0)", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "docutils"
+version = "0.18.1"
+description = "Docutils -- Python Documentation Utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "dotty-dict"
+version = "1.3.0"
+description = "Dictionary wrapper for quick access to deeply nested keys."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+setuptools_scm = "*"
+
 [[package]]
 name = "flake8"
 version = "4.0.1"
@@ -55,6 +158,52 @@ mccabe = ">=0.6.0,<0.7.0"
 pycodestyle = ">=2.8.0,<2.9.0"
 pyflakes = ">=2.4.0,<2.5.0"
 
+[[package]]
+name = "gitdb"
+version = "4.0.9"
+description = "Git Object Database"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.26"
+description = "GitPython is a python library used to interact with Git repositories"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[[package]]
+name = "idna"
+version = "3.3"
+description = "Internationalized Domain Names in Applications (IDNA)"
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "importlib-metadata"
+version = "4.11.0"
+description = "Read metadata from Python packages"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+
 [[package]]
 name = "iniconfig"
 version = "1.1.1"
@@ -63,6 +212,44 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "invoke"
+version = "1.6.0"
+description = "Pythonic task execution"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "jeepney"
+version = "0.7.1"
+description = "Low-level, pure Python DBus protocol wrapper."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+test = ["pytest", "pytest-trio", "pytest-asyncio", "testpath", "trio", "async-timeout"]
+trio = ["trio", "async-generator"]
+
+[[package]]
+name = "keyring"
+version = "23.5.0"
+description = "Store and access your passwords safely."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+importlib-metadata = ">=3.6"
+jeepney = {version = ">=0.4.2", markers = "sys_platform == \"linux\""}
+pywin32-ctypes = {version = "<0.1.0 || >0.1.0,<0.1.1 || >0.1.1", markers = "sys_platform == \"win32\""}
+SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy"]
+
 [[package]]
 name = "mccabe"
 version = "0.6.1"
@@ -117,7 +304,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pdme"
-version = "0.4.1"
+version = "0.5.4"
 description = "Python dipole model evaluator"
 category = "main"
 optional = false
@@ -127,6 +314,17 @@ python-versions = ">=3.8,<3.10"
 numpy = ">=1.21.1,<2.0.0"
 scipy = ">=1.5,<1.6"
 
+[[package]]
+name = "pkginfo"
+version = "1.8.2"
+description = "Query metadatdata from sdists / bdists / installed packages."
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.extras]
+testing = ["coverage", "nose"]
+
 [[package]]
 name = "pluggy"
 version = "1.0.0"
@@ -155,6 +353,14 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
+[[package]]
+name = "pycparser"
+version = "2.21"
+description = "C parser in Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
 [[package]]
 name = "pyflakes"
 version = "2.4.0"
@@ -163,6 +369,14 @@ category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
+[[package]]
+name = "pygments"
+version = "2.11.2"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "pyparsing"
 version = "3.0.7"
@@ -210,6 +424,112 @@ pytest = ">=4.6"
 [package.extras]
 testing = ["fields", "hunter", "process-tests", "six", "pytest-xdist", "virtualenv"]
 
+[[package]]
+name = "python-gitlab"
+version = "2.10.1"
+description = "Interact with GitLab API"
+category = "dev"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+requests = ">=2.25.0"
+requests-toolbelt = ">=0.9.1"
+
+[package.extras]
+autocompletion = ["argcomplete (>=1.10.0,<2)"]
+yaml = ["PyYaml (>=5.2)"]
+
+[[package]]
+name = "python-semantic-release"
+version = "7.24.0"
+description = "Automatic Semantic Versioning for Python projects"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+click = ">=7,<9"
+click-log = ">=0.3,<1"
+dotty-dict = ">=1.3.0,<2"
+gitpython = ">=3.0.8,<4"
+invoke = ">=1.4.1,<2"
+python-gitlab = ">=1.10,<3"
+requests = ">=2.25,<3"
+semver = ">=2.10,<3"
+tomlkit = "0.7.0"
+twine = ">=3,<4"
+
+[package.extras]
+dev = ["tox", "isort", "black"]
+docs = ["Sphinx (==1.3.6)"]
+mypy = ["mypy", "types-requests"]
+test = ["coverage (>=5,<6)", "pytest (>=5,<6)", "pytest-xdist (>=1,<2)", "pytest-mock (>=2,<3)", "responses (==0.13.3)", "mock (==1.3.0)"]
+
+[[package]]
+name = "pywin32-ctypes"
+version = "0.2.0"
+description = ""
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "readme-renderer"
+version = "32.0"
+description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+bleach = ">=2.1.0"
+docutils = ">=0.13.1"
+Pygments = ">=2.5.1"
+
+[package.extras]
+md = ["cmarkgfm (>=0.5.0,<0.7.0)"]
+
+[[package]]
+name = "requests"
+version = "2.27.1"
+description = "Python HTTP for Humans."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset-normalizer = {version = ">=2.0.0,<2.1.0", markers = "python_version >= \"3\""}
+idna = {version = ">=2.5,<4", markers = "python_version >= \"3\""}
+urllib3 = ">=1.21.1,<1.27"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+
+[[package]]
+name = "requests-toolbelt"
+version = "0.9.1"
+description = "A utility belt for advanced users of python-requests"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+requests = ">=2.0.1,<3.0.0"
+
+[[package]]
+name = "rfc3986"
+version = "2.0.0"
+description = "Validating URI References per RFC 3986"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+idna2008 = ["idna"]
+
 [[package]]
 name = "scipy"
 version = "1.5.4"
@@ -221,6 +541,58 @@ python-versions = ">=3.6"
 [package.dependencies]
 numpy = ">=1.14.5"
 
+[[package]]
+name = "secretstorage"
+version = "3.3.1"
+description = "Python bindings to FreeDesktop.org Secret Service API"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cryptography = ">=2.0"
+jeepney = ">=0.6"
+
+[[package]]
+name = "semver"
+version = "2.13.0"
+description = "Python helper for Semantic Versioning (http://semver.org/)"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "setuptools-scm"
+version = "6.4.2"
+description = "the blessed package to manage your versions by scm tags"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = ">=20.0"
+tomli = ">=1.0.0"
+
+[package.extras]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "smmap"
+version = "5.0.0"
+description = "A pure Python implementation of a sliding window memory map manager"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "toml"
 version = "0.10.2"
@@ -237,6 +609,50 @@ category = "dev"
 optional = false
 python-versions = ">=3.7"
 
+[[package]]
+name = "tomlkit"
+version = "0.7.0"
+description = "Style preserving TOML library"
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[[package]]
+name = "tqdm"
+version = "4.62.3"
+description = "Fast, Extensible Progress Meter"
+category = "dev"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["py-make (>=0.1.0)", "twine", "wheel"]
+notebook = ["ipywidgets (>=6)"]
+telegram = ["requests"]
+
+[[package]]
+name = "twine"
+version = "3.8.0"
+description = "Collection of utilities for publishing packages on PyPI"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+colorama = ">=0.4.3"
+importlib-metadata = ">=3.6"
+keyring = ">=15.1"
+pkginfo = ">=1.8.1"
+readme-renderer = ">=21.0"
+requests = ">=2.20"
+requests-toolbelt = ">=0.8.0,<0.9.0 || >0.9.0"
+rfc3986 = ">=1.4.0"
+tqdm = ">=4.14"
+urllib3 = ">=1.26.0"
+
 [[package]]
 name = "typing-extensions"
 version = "4.0.1"
@@ -245,10 +661,43 @@ category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[[package]]
+name = "urllib3"
+version = "1.26.8"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+category = "dev"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, <4"
+
+[package.extras]
+brotli = ["brotlipy (>=0.6.0)"]
+secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
+socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "zipp"
+version = "3.7.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy"]
+
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.8,<3.10"
-content-hash = "d0cc6fcaa5f489054917fd097c7f86bb314b4f7b76c14cddecb9cd9ef1a24d72"
+content-hash = "ba794e6f69d42e44e2b1abc40731fd78d2f417cdc9be12d6e752dbcfa95adaad"
 
 [metadata.files]
 atomicwrites = [
@@ -259,67 +708,191 @@ attrs = [
     {file = "attrs-21.4.0-py2.py3-none-any.whl", hash = "sha256:2d27e3784d7a565d36ab851fe94887c5eccd6a463168875832a1be79c82828b4"},
     {file = "attrs-21.4.0.tar.gz", hash = "sha256:626ba8234211db98e869df76230a137c4c40a12d72445c45d5f5b716f076e2fd"},
 ]
+bleach = [
+    {file = "bleach-4.1.0-py2.py3-none-any.whl", hash = "sha256:4d2651ab93271d1129ac9cbc679f524565cc8a1b791909c4a51eac4446a15994"},
+    {file = "bleach-4.1.0.tar.gz", hash = "sha256:0900d8b37eba61a802ee40ac0061f8c2b5dee29c1927dd1d233e075ebf5a71da"},
+]
+certifi = [
+    {file = "certifi-2021.10.8-py2.py3-none-any.whl", hash = "sha256:d62a0163eb4c2344ac042ab2bdf75399a71a2d8c7d47eac2e2ee91b9d6339569"},
+    {file = "certifi-2021.10.8.tar.gz", hash = "sha256:78884e7c1d4b00ce3cea67b44566851c4343c120abd683433ce934a68ea58872"},
+]
+cffi = [
+    {file = "cffi-1.15.0-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:c2502a1a03b6312837279c8c1bd3ebedf6c12c4228ddbad40912d671ccc8a962"},
+    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:23cfe892bd5dd8941608f93348c0737e369e51c100d03718f108bf1add7bd6d0"},
+    {file = "cffi-1.15.0-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:41d45de54cd277a7878919867c0f08b0cf817605e4eb94093e7516505d3c8d14"},
+    {file = "cffi-1.15.0-cp27-cp27m-win32.whl", hash = "sha256:4a306fa632e8f0928956a41fa8e1d6243c71e7eb59ffbd165fc0b41e316b2474"},
+    {file = "cffi-1.15.0-cp27-cp27m-win_amd64.whl", hash = "sha256:e7022a66d9b55e93e1a845d8c9eba2a1bebd4966cd8bfc25d9cd07d515b33fa6"},
+    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:14cd121ea63ecdae71efa69c15c5543a4b5fbcd0bbe2aad864baca0063cecf27"},
+    {file = "cffi-1.15.0-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:d4d692a89c5cf08a8557fdeb329b82e7bf609aadfaed6c0d79f5a449a3c7c023"},
+    {file = "cffi-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0104fb5ae2391d46a4cb082abdd5c69ea4eab79d8d44eaaf79f1b1fd806ee4c2"},
+    {file = "cffi-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:91ec59c33514b7c7559a6acda53bbfe1b283949c34fe7440bcf917f96ac0723e"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:f5c7150ad32ba43a07c4479f40241756145a1f03b43480e058cfd862bf5041c7"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:00c878c90cb53ccfaae6b8bc18ad05d2036553e6d9d1d9dbcf323bbe83854ca3"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:abb9a20a72ac4e0fdb50dae135ba5e77880518e742077ced47eb1499e29a443c"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a5263e363c27b653a90078143adb3d076c1a748ec9ecc78ea2fb916f9b861962"},
+    {file = "cffi-1.15.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f54a64f8b0c8ff0b64d18aa76675262e1700f3995182267998c31ae974fbc382"},
+    {file = "cffi-1.15.0-cp310-cp310-win32.whl", hash = "sha256:c21c9e3896c23007803a875460fb786118f0cdd4434359577ea25eb556e34c55"},
+    {file = "cffi-1.15.0-cp310-cp310-win_amd64.whl", hash = "sha256:5e069f72d497312b24fcc02073d70cb989045d1c91cbd53979366077959933e0"},
+    {file = "cffi-1.15.0-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:64d4ec9f448dfe041705426000cc13e34e6e5bb13736e9fd62e34a0b0c41566e"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2756c88cbb94231c7a147402476be2c4df2f6078099a6f4a480d239a8817ae39"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b96a311ac60a3f6be21d2572e46ce67f09abcf4d09344c49274eb9e0bf345fc"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:75e4024375654472cc27e91cbe9eaa08567f7fbdf822638be2814ce059f58032"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:59888172256cac5629e60e72e86598027aca6bf01fa2465bdb676d37636573e8"},
+    {file = "cffi-1.15.0-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:27c219baf94952ae9d50ec19651a687b826792055353d07648a5695413e0c605"},
+    {file = "cffi-1.15.0-cp36-cp36m-win32.whl", hash = "sha256:4958391dbd6249d7ad855b9ca88fae690783a6be9e86df65865058ed81fc860e"},
+    {file = "cffi-1.15.0-cp36-cp36m-win_amd64.whl", hash = "sha256:f6f824dc3bce0edab5f427efcfb1d63ee75b6fcb7282900ccaf925be84efb0fc"},
+    {file = "cffi-1.15.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:06c48159c1abed75c2e721b1715c379fa3200c7784271b3c46df01383b593636"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:c2051981a968d7de9dd2d7b87bcb9c939c74a34626a6e2f8181455dd49ed69e4"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:fd8a250edc26254fe5b33be00402e6d287f562b6a5b2152dec302fa15bb3e997"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:91d77d2a782be4274da750752bb1650a97bfd8f291022b379bb8e01c66b4e96b"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:45db3a33139e9c8f7c09234b5784a5e33d31fd6907800b316decad50af323ff2"},
+    {file = "cffi-1.15.0-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:263cc3d821c4ab2213cbe8cd8b355a7f72a8324577dc865ef98487c1aeee2bc7"},
+    {file = "cffi-1.15.0-cp37-cp37m-win32.whl", hash = "sha256:17771976e82e9f94976180f76468546834d22a7cc404b17c22df2a2c81db0c66"},
+    {file = "cffi-1.15.0-cp37-cp37m-win_amd64.whl", hash = "sha256:3415c89f9204ee60cd09b235810be700e993e343a408693e80ce7f6a40108029"},
+    {file = "cffi-1.15.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:4238e6dab5d6a8ba812de994bbb0a79bddbdf80994e4ce802b6f6f3142fcc880"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0808014eb713677ec1292301ea4c81ad277b6cdf2fdd90fd540af98c0b101d20"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:57e9ac9ccc3101fac9d6014fba037473e4358ef4e89f8e181f8951a2c0162024"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8b6c2ea03845c9f501ed1313e78de148cd3f6cad741a75d43a29b43da27f2e1e"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:10dffb601ccfb65262a27233ac273d552ddc4d8ae1bf93b21c94b8511bffe728"},
+    {file = "cffi-1.15.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:786902fb9ba7433aae840e0ed609f45c7bcd4e225ebb9c753aa39725bb3e6ad6"},
+    {file = "cffi-1.15.0-cp38-cp38-win32.whl", hash = "sha256:da5db4e883f1ce37f55c667e5c0de439df76ac4cb55964655906306918e7363c"},
+    {file = "cffi-1.15.0-cp38-cp38-win_amd64.whl", hash = "sha256:181dee03b1170ff1969489acf1c26533710231c58f95534e3edac87fff06c443"},
+    {file = "cffi-1.15.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:45e8636704eacc432a206ac7345a5d3d2c62d95a507ec70d62f23cd91770482a"},
+    {file = "cffi-1.15.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:31fb708d9d7c3f49a60f04cf5b119aeefe5644daba1cd2a0fe389b674fd1de37"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:6dc2737a3674b3e344847c8686cf29e500584ccad76204efea14f451d4cc669a"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:74fdfdbfdc48d3f47148976f49fab3251e550a8720bebc99bf1483f5bfb5db3e"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffaa5c925128e29efbde7301d8ecaf35c8c60ffbcd6a1ffd3a552177c8e5e796"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3f7d084648d77af029acb79a0ff49a0ad7e9d09057a9bf46596dac9514dc07df"},
+    {file = "cffi-1.15.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ef1f279350da2c586a69d32fc8733092fd32cc8ac95139a00377841f59a3f8d8"},
+    {file = "cffi-1.15.0-cp39-cp39-win32.whl", hash = "sha256:2a23af14f408d53d5e6cd4e3d9a24ff9e05906ad574822a10563efcef137979a"},
+    {file = "cffi-1.15.0-cp39-cp39-win_amd64.whl", hash = "sha256:3773c4d81e6e818df2efbc7dd77325ca0dcb688116050fb2b3011218eda36139"},
+    {file = "cffi-1.15.0.tar.gz", hash = "sha256:920f0d66a896c2d99f0adbb391f990a84091179542c205fa53ce5787aff87954"},
+]
+charset-normalizer = [
+    {file = "charset-normalizer-2.0.12.tar.gz", hash = "sha256:2857e29ff0d34db842cd7ca3230549d1a697f96ee6d3fb071cfa6c7393832597"},
+    {file = "charset_normalizer-2.0.12-py3-none-any.whl", hash = "sha256:6881edbebdb17b39b4eaaa821b438bf6eddffb4468cf344f09f89def34a8b1df"},
+]
+click = [
+    {file = "click-8.0.3-py3-none-any.whl", hash = "sha256:353f466495adaeb40b6b5f592f9f91cb22372351c84caeb068132442a4518ef3"},
+    {file = "click-8.0.3.tar.gz", hash = "sha256:410e932b050f5eed773c4cda94de75971c89cdb3155a72a0831139a79e5ecb5b"},
+]
+click-log = [
+    {file = "click-log-0.3.2.tar.gz", hash = "sha256:16fd1ca3fc6b16c98cea63acf1ab474ea8e676849dc669d86afafb0ed7003124"},
+    {file = "click_log-0.3.2-py2.py3-none-any.whl", hash = "sha256:eee14dc37cdf3072158570f00406572f9e03e414accdccfccd4c538df9ae322c"},
+]
 colorama = [
     {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
     {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
 ]
 coverage = [
-    {file = "coverage-6.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6dbc1536e105adda7a6312c778f15aaabe583b0e9a0b0a324990334fd458c94b"},
+    {file = "coverage-6.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9b27d894748475fa858f9597c0ee1d4829f44683f3813633aaf94b19cb5453cf"},
-    {file = "coverage-6.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:174cf9b4bef0db2e8244f82059a5a72bd47e1d40e71c68ab055425172b16b7d0"},
+    {file = "coverage-6.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:37d1141ad6b2466a7b53a22e08fe76994c2d35a5b6b469590424a9953155afac"},
-    {file = "coverage-6.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:92b8c845527eae547a2a6617d336adc56394050c3ed8a6918683646328fbb6da"},
+    {file = "coverage-6.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f9987b0354b06d4df0f4d3e0ec1ae76d7ce7cbca9a2f98c25041eb79eec766f1"},
-    {file = "coverage-6.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:c7912d1526299cb04c88288e148c6c87c0df600eca76efd99d84396cfe00ef1d"},
+    {file = "coverage-6.3.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:26e2deacd414fc2f97dd9f7676ee3eaecd299ca751412d89f40bc01557a6b1b4"},
-    {file = "coverage-6.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:d5d2033d5db1d58ae2d62f095e1aefb6988af65b4b12cb8987af409587cc0739"},
+    {file = "coverage-6.3.2-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4dd8bafa458b5c7d061540f1ee9f18025a68e2d8471b3e858a9dad47c8d41903"},
-    {file = "coverage-6.2-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:3feac4084291642165c3a0d9eaebedf19ffa505016c4d3db15bfe235718d4971"},
+    {file = "coverage-6.3.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:46191097ebc381fbf89bdce207a6c107ac4ec0890d8d20f3360345ff5976155c"},
-    {file = "coverage-6.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:276651978c94a8c5672ea60a2656e95a3cce2a3f31e9fb2d5ebd4c215d095840"},
+    {file = "coverage-6.3.2-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:6f89d05e028d274ce4fa1a86887b071ae1755082ef94a6740238cd7a8178804f"},
-    {file = "coverage-6.2-cp310-cp310-win32.whl", hash = "sha256:f506af4f27def639ba45789fa6fde45f9a217da0be05f8910458e4557eed020c"},
+    {file = "coverage-6.3.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:58303469e9a272b4abdb9e302a780072c0633cdcc0165db7eec0f9e32f901e05"},
-    {file = "coverage-6.2-cp310-cp310-win_amd64.whl", hash = "sha256:3f7c17209eef285c86f819ff04a6d4cbee9b33ef05cbcaae4c0b4e8e06b3ec8f"},
+    {file = "coverage-6.3.2-cp310-cp310-win32.whl", hash = "sha256:2fea046bfb455510e05be95e879f0e768d45c10c11509e20e06d8fcaa31d9e39"},
-    {file = "coverage-6.2-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:13362889b2d46e8d9f97c421539c97c963e34031ab0cb89e8ca83a10cc71ac76"},
+    {file = "coverage-6.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:a2a8b8bcc399edb4347a5ca8b9b87e7524c0967b335fbb08a83c8421489ddee1"},
-    {file = "coverage-6.2-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:22e60a3ca5acba37d1d4a2ee66e051f5b0e1b9ac950b5b0cf4aa5366eda41d47"},
+    {file = "coverage-6.3.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:f1555ea6d6da108e1999b2463ea1003fe03f29213e459145e70edbaf3e004aaa"},
-    {file = "coverage-6.2-cp311-cp311-win_amd64.whl", hash = "sha256:b637c57fdb8be84e91fac60d9325a66a5981f8086c954ea2772efe28425eaf64"},
+    {file = "coverage-6.3.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e5f4e1edcf57ce94e5475fe09e5afa3e3145081318e5fd1a43a6b4539a97e518"},
-    {file = "coverage-6.2-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:f467bbb837691ab5a8ca359199d3429a11a01e6dfb3d9dcc676dc035ca93c0a9"},
+    {file = "coverage-6.3.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7a15dc0a14008f1da3d1ebd44bdda3e357dbabdf5a0b5034d38fcde0b5c234b7"},
-    {file = "coverage-6.2-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2641f803ee9f95b1f387f3e8f3bf28d83d9b69a39e9911e5bfee832bea75240d"},
+    {file = "coverage-6.3.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:21b7745788866028adeb1e0eca3bf1101109e2dc58456cb49d2d9b99a8c516e6"},
-    {file = "coverage-6.2-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:1219d760ccfafc03c0822ae2e06e3b1248a8e6d1a70928966bafc6838d3c9e48"},
+    {file = "coverage-6.3.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:8ce257cac556cb03be4a248d92ed36904a59a4a5ff55a994e92214cde15c5bad"},
-    {file = "coverage-6.2-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:9a2b5b52be0a8626fcbffd7e689781bf8c2ac01613e77feda93d96184949a98e"},
+    {file = "coverage-6.3.2-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:b0be84e5a6209858a1d3e8d1806c46214e867ce1b0fd32e4ea03f4bd8b2e3359"},
-    {file = "coverage-6.2-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:8e2c35a4c1f269704e90888e56f794e2d9c0262fb0c1b1c8c4ee44d9b9e77b5d"},
+    {file = "coverage-6.3.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:acf53bc2cf7282ab9b8ba346746afe703474004d9e566ad164c91a7a59f188a4"},
-    {file = "coverage-6.2-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:5d6b09c972ce9200264c35a1d53d43ca55ef61836d9ec60f0d44273a31aa9f17"},
+    {file = "coverage-6.3.2-cp37-cp37m-win32.whl", hash = "sha256:8bdde1177f2311ee552f47ae6e5aa7750c0e3291ca6b75f71f7ffe1f1dab3dca"},
-    {file = "coverage-6.2-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:e3db840a4dee542e37e09f30859f1612da90e1c5239a6a2498c473183a50e781"},
+    {file = "coverage-6.3.2-cp37-cp37m-win_amd64.whl", hash = "sha256:b31651d018b23ec463e95cf10070d0b2c548aa950a03d0b559eaa11c7e5a6fa3"},
-    {file = "coverage-6.2-cp36-cp36m-win32.whl", hash = "sha256:4e547122ca2d244f7c090fe3f4b5a5861255ff66b7ab6d98f44a0222aaf8671a"},
+    {file = "coverage-6.3.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:07e6db90cd9686c767dcc593dff16c8c09f9814f5e9c51034066cad3373b914d"},
-    {file = "coverage-6.2-cp36-cp36m-win_amd64.whl", hash = "sha256:01774a2c2c729619760320270e42cd9e797427ecfddd32c2a7b639cdc481f3c0"},
+    {file = "coverage-6.3.2-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:2c6dbb42f3ad25760010c45191e9757e7dce981cbfb90e42feef301d71540059"},
-    {file = "coverage-6.2-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:fb8b8ee99b3fffe4fd86f4c81b35a6bf7e4462cba019997af2fe679365db0c49"},
+    {file = "coverage-6.3.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c76aeef1b95aff3905fb2ae2d96e319caca5b76fa41d3470b19d4e4a3a313512"},
-    {file = "coverage-6.2-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:619346d57c7126ae49ac95b11b0dc8e36c1dd49d148477461bb66c8cf13bb521"},
+    {file = "coverage-6.3.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8cf5cfcb1521dc3255d845d9dca3ff204b3229401994ef8d1984b32746bb45ca"},
-    {file = "coverage-6.2-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:0a7726f74ff63f41e95ed3a89fef002916c828bb5fcae83b505b49d81a066884"},
+    {file = "coverage-6.3.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8fbbdc8d55990eac1b0919ca69eb5a988a802b854488c34b8f37f3e2025fa90d"},
-    {file = "coverage-6.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:cfd9386c1d6f13b37e05a91a8583e802f8059bebfccde61a418c5808dea6bbfa"},
+    {file = "coverage-6.3.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:ec6bc7fe73a938933d4178c9b23c4e0568e43e220aef9472c4f6044bfc6dd0f0"},
-    {file = "coverage-6.2-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:17e6c11038d4ed6e8af1407d9e89a2904d573be29d51515f14262d7f10ef0a64"},
+    {file = "coverage-6.3.2-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:9baff2a45ae1f17c8078452e9e5962e518eab705e50a0aa8083733ea7d45f3a6"},
-    {file = "coverage-6.2-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:c254b03032d5a06de049ce8bca8338a5185f07fb76600afff3c161e053d88617"},
+    {file = "coverage-6.3.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:fd9e830e9d8d89b20ab1e5af09b32d33e1a08ef4c4e14411e559556fd788e6b2"},
-    {file = "coverage-6.2-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:dca38a21e4423f3edb821292e97cec7ad38086f84313462098568baedf4331f8"},
+    {file = "coverage-6.3.2-cp38-cp38-win32.whl", hash = "sha256:f7331dbf301b7289013175087636bbaf5b2405e57259dd2c42fdcc9fcc47325e"},
-    {file = "coverage-6.2-cp37-cp37m-win32.whl", hash = "sha256:600617008aa82032ddeace2535626d1bc212dfff32b43989539deda63b3f36e4"},
+    {file = "coverage-6.3.2-cp38-cp38-win_amd64.whl", hash = "sha256:68353fe7cdf91f109fc7d474461b46e7f1f14e533e911a2a2cbb8b0fc8613cf1"},
-    {file = "coverage-6.2-cp37-cp37m-win_amd64.whl", hash = "sha256:bf154ba7ee2fd613eb541c2bc03d3d9ac667080a737449d1a3fb342740eb1a74"},
+    {file = "coverage-6.3.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b78e5afb39941572209f71866aa0b206c12f0109835aa0d601e41552f9b3e620"},
-    {file = "coverage-6.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:f9afb5b746781fc2abce26193d1c817b7eb0e11459510fba65d2bd77fe161d9e"},
+    {file = "coverage-6.3.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:4e21876082ed887baed0146fe222f861b5815455ada3b33b890f4105d806128d"},
-    {file = "coverage-6.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:edcada2e24ed68f019175c2b2af2a8b481d3d084798b8c20d15d34f5c733fa58"},
+    {file = "coverage-6.3.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:34626a7eee2a3da12af0507780bb51eb52dca0e1751fd1471d0810539cefb536"},
-    {file = "coverage-6.2-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:a9c8c4283e17690ff1a7427123ffb428ad6a52ed720d550e299e8291e33184dc"},
+    {file = "coverage-6.3.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1ebf730d2381158ecf3dfd4453fbca0613e16eaa547b4170e2450c9707665ce7"},
-    {file = "coverage-6.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:f614fc9956d76d8a88a88bb41ddc12709caa755666f580af3a688899721efecd"},
+    {file = "coverage-6.3.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd6fe30bd519694b356cbfcaca9bd5c1737cddd20778c6a581ae20dc8c04def2"},
-    {file = "coverage-6.2-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:9365ed5cce5d0cf2c10afc6add145c5037d3148585b8ae0e77cc1efdd6aa2953"},
+    {file = "coverage-6.3.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:96f8a1cb43ca1422f36492bebe63312d396491a9165ed3b9231e778d43a7fca4"},
-    {file = "coverage-6.2-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:8bdfe9ff3a4ea37d17f172ac0dff1e1c383aec17a636b9b35906babc9f0f5475"},
+    {file = "coverage-6.3.2-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:dd035edafefee4d573140a76fdc785dc38829fe5a455c4bb12bac8c20cfc3d69"},
-    {file = "coverage-6.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:63c424e6f5b4ab1cf1e23a43b12f542b0ec2e54f99ec9f11b75382152981df57"},
+    {file = "coverage-6.3.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:5ca5aeb4344b30d0bec47481536b8ba1181d50dbe783b0e4ad03c95dc1296684"},
-    {file = "coverage-6.2-cp38-cp38-win32.whl", hash = "sha256:49dbff64961bc9bdd2289a2bda6a3a5a331964ba5497f694e2cbd540d656dc1c"},
+    {file = "coverage-6.3.2-cp39-cp39-win32.whl", hash = "sha256:f5fa5803f47e095d7ad8443d28b01d48c0359484fec1b9d8606d0e3282084bc4"},
-    {file = "coverage-6.2-cp38-cp38-win_amd64.whl", hash = "sha256:9a29311bd6429be317c1f3fe4bc06c4c5ee45e2fa61b2a19d4d1d6111cb94af2"},
+    {file = "coverage-6.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:9548f10d8be799551eb3a9c74bbf2b4934ddb330e08a73320123c07f95cc2d92"},
-    {file = "coverage-6.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:03b20e52b7d31be571c9c06b74746746d4eb82fc260e594dc662ed48145e9efd"},
+    {file = "coverage-6.3.2-pp36.pp37.pp38-none-any.whl", hash = "sha256:18d520c6860515a771708937d2f78f63cc47ab3b80cb78e86573b0a760161faf"},
-    {file = "coverage-6.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:215f8afcc02a24c2d9a10d3790b21054b58d71f4b3c6f055d4bb1b15cecce685"},
+    {file = "coverage-6.3.2.tar.gz", hash = "sha256:03e2a7826086b91ef345ff18742ee9fc47a6839ccd517061ef8fa1976e652ce9"},
-    {file = "coverage-6.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:a4bdeb0a52d1d04123b41d90a4390b096f3ef38eee35e11f0b22c2d031222c6c"},
+]
-    {file = "coverage-6.2-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:c332d8f8d448ded473b97fefe4a0983265af21917d8b0cdcb8bb06b2afe632c3"},
+cryptography = [
-    {file = "coverage-6.2-cp39-cp39-win32.whl", hash = "sha256:6e1394d24d5938e561fbeaa0cd3d356207579c28bd1792f25a068743f2d5b282"},
+    {file = "cryptography-36.0.1-cp36-abi3-macosx_10_10_universal2.whl", hash = "sha256:73bc2d3f2444bcfeac67dd130ff2ea598ea5f20b40e36d19821b4df8c9c5037b"},
-    {file = "coverage-6.2-cp39-cp39-win_amd64.whl", hash = "sha256:86f2e78b1eff847609b1ca8050c9e1fa3bd44ce755b2ec30e70f2d3ba3844644"},
+    {file = "cryptography-36.0.1-cp36-abi3-macosx_10_10_x86_64.whl", hash = "sha256:2d87cdcb378d3cfed944dac30596da1968f88fb96d7fc34fdae30a99054b2e31"},
-    {file = "coverage-6.2-pp36.pp37.pp38-none-any.whl", hash = "sha256:5829192582c0ec8ca4a2532407bc14c2f338d9878a10442f5d03804a95fac9de"},
+    {file = "cryptography-36.0.1-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:74d6c7e80609c0f4c2434b97b80c7f8fdfaa072ca4baab7e239a15d6d70ed73a"},
-    {file = "coverage-6.2.tar.gz", hash = "sha256:e2cad8093172b7d1595b4ad66f24270808658e11acf43a8f95b41276162eb5b8"},
+    {file = "cryptography-36.0.1-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.manylinux_2_24_aarch64.whl", hash = "sha256:6c0c021f35b421ebf5976abf2daacc47e235f8b6082d3396a2fe3ccd537ab173"},
+    {file = "cryptography-36.0.1-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5d59a9d55027a8b88fd9fd2826c4392bd487d74bf628bb9d39beecc62a644c12"},
+    {file = "cryptography-36.0.1-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0a817b961b46894c5ca8a66b599c745b9a3d9f822725221f0e0fe49dc043a3a3"},
+    {file = "cryptography-36.0.1-cp36-abi3-manylinux_2_24_x86_64.whl", hash = "sha256:94ae132f0e40fe48f310bba63f477f14a43116f05ddb69d6fa31e93f05848ae2"},
+    {file = "cryptography-36.0.1-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:7be0eec337359c155df191d6ae00a5e8bbb63933883f4f5dffc439dac5348c3f"},
+    {file = "cryptography-36.0.1-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:e0344c14c9cb89e76eb6a060e67980c9e35b3f36691e15e1b7a9e58a0a6c6dc3"},
+    {file = "cryptography-36.0.1-cp36-abi3-win32.whl", hash = "sha256:4caa4b893d8fad33cf1964d3e51842cd78ba87401ab1d2e44556826df849a8ca"},
+    {file = "cryptography-36.0.1-cp36-abi3-win_amd64.whl", hash = "sha256:391432971a66cfaf94b21c24ab465a4cc3e8bf4a939c1ca5c3e3a6e0abebdbcf"},
+    {file = "cryptography-36.0.1-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:bb5829d027ff82aa872d76158919045a7c1e91fbf241aec32cb07956e9ebd3c9"},
+    {file = "cryptography-36.0.1-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ebc15b1c22e55c4d5566e3ca4db8689470a0ca2babef8e3a9ee057a8b82ce4b1"},
+    {file = "cryptography-36.0.1-pp37-pypy37_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:596f3cd67e1b950bc372c33f1a28a0692080625592ea6392987dba7f09f17a94"},
+    {file = "cryptography-36.0.1-pp38-pypy38_pp73-macosx_10_10_x86_64.whl", hash = "sha256:30ee1eb3ebe1644d1c3f183d115a8c04e4e603ed6ce8e394ed39eea4a98469ac"},
+    {file = "cryptography-36.0.1-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:ec63da4e7e4a5f924b90af42eddf20b698a70e58d86a72d943857c4c6045b3ee"},
+    {file = "cryptography-36.0.1-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca238ceb7ba0bdf6ce88c1b74a87bffcee5afbfa1e41e173b1ceb095b39add46"},
+    {file = "cryptography-36.0.1-pp38-pypy38_pp73-manylinux_2_24_x86_64.whl", hash = "sha256:ca28641954f767f9822c24e927ad894d45d5a1e501767599647259cbf030b903"},
+    {file = "cryptography-36.0.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:39bdf8e70eee6b1c7b289ec6e5d84d49a6bfa11f8b8646b5b3dfe41219153316"},
+    {file = "cryptography-36.0.1.tar.gz", hash = "sha256:53e5c1dc3d7a953de055d77bef2ff607ceef7a2aac0353b5d630ab67f7423638"},
+]
+docutils = [
+    {file = "docutils-0.18.1-py2.py3-none-any.whl", hash = "sha256:23010f129180089fbcd3bc08cfefccb3b890b0050e1ca00c867036e9d161b98c"},
+    {file = "docutils-0.18.1.tar.gz", hash = "sha256:679987caf361a7539d76e584cbeddc311e3aee937877c87346f31debc63e9d06"},
+]
+dotty-dict = [
+    {file = "dotty_dict-1.3.0.tar.gz", hash = "sha256:eb0035a3629ecd84397a68f1f42f1e94abd1c34577a19cd3eacad331ee7cbaf0"},
 ]
 flake8 = [
     {file = "flake8-4.0.1-py2.py3-none-any.whl", hash = "sha256:479b1304f72536a55948cb40a32dce8bb0ffe3501e26eaf292c7e60eb5e0428d"},
     {file = "flake8-4.0.1.tar.gz", hash = "sha256:806e034dda44114815e23c16ef92f95c91e4c71100ff52813adf7132a6ad870d"},
 ]
+gitdb = [
+    {file = "gitdb-4.0.9-py3-none-any.whl", hash = "sha256:8033ad4e853066ba6ca92050b9df2f89301b8fc8bf7e9324d412a63f8bf1a8fd"},
+    {file = "gitdb-4.0.9.tar.gz", hash = "sha256:bac2fd45c0a1c9cf619e63a90d62bdc63892ef92387424b855792a6cabe789aa"},
+]
+gitpython = [
+    {file = "GitPython-3.1.26-py3-none-any.whl", hash = "sha256:26ac35c212d1f7b16036361ca5cff3ec66e11753a0d677fb6c48fa4e1a9dd8d6"},
+    {file = "GitPython-3.1.26.tar.gz", hash = "sha256:fc8868f63a2e6d268fb25f481995ba185a85a66fcad126f039323ff6635669ee"},
+]
+idna = [
+    {file = "idna-3.3-py3-none-any.whl", hash = "sha256:84d9dd047ffa80596e0f246e2eab0b391788b0503584e8945f2368256d2735ff"},
+    {file = "idna-3.3.tar.gz", hash = "sha256:9d643ff0a55b762d5cdb124b8eaa99c66322e2157b69160bc32796e824360e6d"},
+]
+importlib-metadata = [
+    {file = "importlib_metadata-4.11.0-py3-none-any.whl", hash = "sha256:6affcdb3aec542dd98df8211e730bba6c5f2bec8288d47bacacde898f548c9ad"},
+    {file = "importlib_metadata-4.11.0.tar.gz", hash = "sha256:9e5e553bbba1843cb4a00823014b907616be46ee503d2b9ba001d214a8da218f"},
+]
 iniconfig = [
     {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
     {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
 ]
+invoke = [
+    {file = "invoke-1.6.0-py2-none-any.whl", hash = "sha256:e6c9917a1e3e73e7ea91fdf82d5f151ccfe85bf30cc65cdb892444c02dbb5f74"},
+    {file = "invoke-1.6.0-py3-none-any.whl", hash = "sha256:769e90caeb1bd07d484821732f931f1ad8916a38e3f3e618644687fc09cb6317"},
+    {file = "invoke-1.6.0.tar.gz", hash = "sha256:374d1e2ecf78981da94bfaf95366216aaec27c2d6a7b7d5818d92da55aa258d3"},
+]
+jeepney = [
+    {file = "jeepney-0.7.1-py3-none-any.whl", hash = "sha256:1b5a0ea5c0e7b166b2f5895b91a08c14de8915afda4407fb5022a195224958ac"},
+    {file = "jeepney-0.7.1.tar.gz", hash = "sha256:fa9e232dfa0c498bd0b8a3a73b8d8a31978304dcef0515adc859d4e096f96f4f"},
+]
+keyring = [
+    {file = "keyring-23.5.0-py3-none-any.whl", hash = "sha256:b0d28928ac3ec8e42ef4cc227822647a19f1d544f21f96457965dc01cf555261"},
+    {file = "keyring-23.5.0.tar.gz", hash = "sha256:9012508e141a80bd1c0b6778d5c610dd9f8c464d75ac6774248500503f972fb9"},
+]
 mccabe = [
     {file = "mccabe-0.6.1-py2.py3-none-any.whl", hash = "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42"},
     {file = "mccabe-0.6.1.tar.gz", hash = "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f"},
@@ -379,8 +952,12 @@ packaging = [
     {file = "packaging-21.3.tar.gz", hash = "sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb"},
 ]
 pdme = [
-    {file = "pdme-0.4.1-py3-none-any.whl", hash = "sha256:c8a6b6a9755094a89f55a46b42ba2531424805747b8e23e078928c880721d84f"},
+    {file = "pdme-0.5.4-py3-none-any.whl", hash = "sha256:90ba75efbec04f5a505c9c5228824538510149e218372e758c15150d5967d92b"},
-    {file = "pdme-0.4.1.tar.gz", hash = "sha256:9c892b23462d87f745735a6cd73346831a1fcb765a1c542dda5909f47b23fc7b"},
+    {file = "pdme-0.5.4.tar.gz", hash = "sha256:82bff2ccc8f38996c23b43ab7d7dc80d87a6b340492f368861e7748105b50174"},
+]
+pkginfo = [
+    {file = "pkginfo-1.8.2-py2.py3-none-any.whl", hash = "sha256:c24c487c6a7f72c66e816ab1796b96ac6c3d14d49338293d2141664330b55ffc"},
+    {file = "pkginfo-1.8.2.tar.gz", hash = "sha256:542e0d0b6750e2e21c20179803e40ab50598d8066d51097a0e382cba9eb02bff"},
 ]
 pluggy = [
     {file = "pluggy-1.0.0-py2.py3-none-any.whl", hash = "sha256:74134bbf457f031a36d68416e1509f34bd5ccc019f0bcc952c7b909d06b37bd3"},
@@ -394,10 +971,18 @@ pycodestyle = [
     {file = "pycodestyle-2.8.0-py2.py3-none-any.whl", hash = "sha256:720f8b39dde8b293825e7ff02c475f3077124006db4f440dcbc9a20b76548a20"},
     {file = "pycodestyle-2.8.0.tar.gz", hash = "sha256:eddd5847ef438ea1c7870ca7eb78a9d47ce0cdb4851a5523949f2601d0cbbe7f"},
 ]
+pycparser = [
+    {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
+    {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
+]
 pyflakes = [
     {file = "pyflakes-2.4.0-py2.py3-none-any.whl", hash = "sha256:3bb3a3f256f4b7968c9c788781e4ff07dce46bdf12339dcda61053375426ee2e"},
     {file = "pyflakes-2.4.0.tar.gz", hash = "sha256:05a85c2872edf37a4ed30b0cce2f6093e1d0581f8c19d7393122da7e25b2b24c"},
 ]
+pygments = [
+    {file = "Pygments-2.11.2-py3-none-any.whl", hash = "sha256:44238f1b60a76d78fc8ca0528ee429702aae011c265fe6a8dd8b63049ae41c65"},
+    {file = "Pygments-2.11.2.tar.gz", hash = "sha256:4e426f72023d88d03b2fa258de560726ce890ff3b630f88c21cbb8b2503b8c6a"},
+]
 pyparsing = [
     {file = "pyparsing-3.0.7-py3-none-any.whl", hash = "sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484"},
     {file = "pyparsing-3.0.7.tar.gz", hash = "sha256:18ee9022775d270c55187733956460083db60b37d0d0fb357445f3094eed3eea"},
@@ -410,6 +995,34 @@ pytest-cov = [
     {file = "pytest-cov-3.0.0.tar.gz", hash = "sha256:e7f0f5b1617d2210a2cabc266dfe2f4c75a8d32fb89eafb7ad9d06f6d076d470"},
     {file = "pytest_cov-3.0.0-py3-none-any.whl", hash = "sha256:578d5d15ac4a25e5f961c938b85a05b09fdaae9deef3bb6de9a6e766622ca7a6"},
 ]
+python-gitlab = [
+    {file = "python-gitlab-2.10.1.tar.gz", hash = "sha256:7afa7d7c062fa62c173190452265a30feefb844428efc58ea5244f3b9fc0d40f"},
+    {file = "python_gitlab-2.10.1-py3-none-any.whl", hash = "sha256:581a219759515513ea9399e936ed7137437cfb681f52d2641626685c492c999d"},
+]
+python-semantic-release = [
+    {file = "python-semantic-release-7.24.0.tar.gz", hash = "sha256:06221d7d2f811d451dfcfdb327c92e8ba9ba7c04b0602a73461b26a398fe543d"},
+    {file = "python_semantic_release-7.24.0-py3-none-any.whl", hash = "sha256:a7c6cba07de908cdf465982fb1d781b4fefb821db4c559d87045e1edde668f3f"},
+]
+pywin32-ctypes = [
+    {file = "pywin32-ctypes-0.2.0.tar.gz", hash = "sha256:24ffc3b341d457d48e8922352130cf2644024a4ff09762a2261fd34c36ee5942"},
+    {file = "pywin32_ctypes-0.2.0-py2.py3-none-any.whl", hash = "sha256:9dc2d991b3479cc2df15930958b674a48a227d5361d413827a4cfd0b5876fc98"},
+]
+readme-renderer = [
+    {file = "readme_renderer-32.0-py3-none-any.whl", hash = "sha256:a50a0f2123a4c1145ac6f420e1a348aafefcc9211c846e3d51df05fe3d865b7d"},
+    {file = "readme_renderer-32.0.tar.gz", hash = "sha256:b512beafa6798260c7d5af3e1b1f097e58bfcd9a575da7c4ddd5e037490a5b85"},
+]
+requests = [
+    {file = "requests-2.27.1-py2.py3-none-any.whl", hash = "sha256:f22fa1e554c9ddfd16e6e41ac79759e17be9e492b3587efa038054674760e72d"},
+    {file = "requests-2.27.1.tar.gz", hash = "sha256:68d7c56fd5a8999887728ef304a6d12edc7be74f1cfa47714fc8b414525c9a61"},
+]
+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"},
+]
+rfc3986 = [
+    {file = "rfc3986-2.0.0-py2.py3-none-any.whl", hash = "sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd"},
+    {file = "rfc3986-2.0.0.tar.gz", hash = "sha256:97aacf9dbd4bfd829baad6e6309fa6573aaf1be3f6fa735c8ab05e46cecb261c"},
+]
 scipy = [
     {file = "scipy-1.5.4-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:4f12d13ffbc16e988fa40809cbbd7a8b45bc05ff6ea0ba8e3e41f6f4db3a9e47"},
     {file = "scipy-1.5.4-cp36-cp36m-manylinux1_i686.whl", hash = "sha256:a254b98dbcc744c723a838c03b74a8a34c0558c9ac5c86d5561703362231107d"},
@@ -437,6 +1050,26 @@ scipy = [
     {file = "scipy-1.5.4-cp39-cp39-win_amd64.whl", hash = "sha256:cc1f78ebc982cd0602c9a7615d878396bec94908db67d4ecddca864d049112f2"},
     {file = "scipy-1.5.4.tar.gz", hash = "sha256:4a453d5e5689de62e5d38edf40af3f17560bfd63c9c5bd228c18c1f99afa155b"},
 ]
+secretstorage = [
+    {file = "SecretStorage-3.3.1-py3-none-any.whl", hash = "sha256:422d82c36172d88d6a0ed5afdec956514b189ddbfb72fefab0c8a1cee4eaf71f"},
+    {file = "SecretStorage-3.3.1.tar.gz", hash = "sha256:fd666c51a6bf200643495a04abb261f83229dcb6fd8472ec393df7ffc8b6f195"},
+]
+semver = [
+    {file = "semver-2.13.0-py2.py3-none-any.whl", hash = "sha256:ced8b23dceb22134307c1b8abfa523da14198793d9787ac838e70e29e77458d4"},
+    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
+]
+setuptools-scm = [
+    {file = "setuptools_scm-6.4.2-py3-none-any.whl", hash = "sha256:acea13255093849de7ccb11af9e1fb8bde7067783450cee9ef7a93139bddf6d4"},
+    {file = "setuptools_scm-6.4.2.tar.gz", hash = "sha256:6833ac65c6ed9711a4d5d2266f8024cfa07c533a0e55f4c12f6eff280a5a9e30"},
+]
+six = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
+    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
+]
+smmap = [
+    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
+    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
+]
 toml = [
     {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
     {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
@@ -445,7 +1078,31 @@ tomli = [
     {file = "tomli-2.0.0-py3-none-any.whl", hash = "sha256:b5bde28da1fed24b9bd1d4d2b8cba62300bfb4ec9a6187a957e8ddb9434c5224"},
     {file = "tomli-2.0.0.tar.gz", hash = "sha256:c292c34f58502a1eb2bbb9f5bbc9a5ebc37bee10ffb8c2d6bbdfa8eb13cc14e1"},
 ]
+tomlkit = [
+    {file = "tomlkit-0.7.0-py2.py3-none-any.whl", hash = "sha256:6babbd33b17d5c9691896b0e68159215a9387ebfa938aa3ac42f4a4beeb2b831"},
+    {file = "tomlkit-0.7.0.tar.gz", hash = "sha256:ac57f29693fab3e309ea789252fcce3061e19110085aa31af5446ca749325618"},
+]
+tqdm = [
+    {file = "tqdm-4.62.3-py2.py3-none-any.whl", hash = "sha256:8dd278a422499cd6b727e6ae4061c40b48fce8b76d1ccbf5d34fca9b7f925b0c"},
+    {file = "tqdm-4.62.3.tar.gz", hash = "sha256:d359de7217506c9851b7869f3708d8ee53ed70a1b8edbba4dbcb47442592920d"},
+]
+twine = [
+    {file = "twine-3.8.0-py3-none-any.whl", hash = "sha256:d0550fca9dc19f3d5e8eadfce0c227294df0a2a951251a4385797c8a6198b7c8"},
+    {file = "twine-3.8.0.tar.gz", hash = "sha256:8efa52658e0ae770686a13b675569328f1fba9837e5de1867bfe5f46a9aefe19"},
+]
 typing-extensions = [
     {file = "typing_extensions-4.0.1-py3-none-any.whl", hash = "sha256:7f001e5ac290a0c0401508864c7ec868be4e701886d5b573a9528ed3973d9d3b"},
     {file = "typing_extensions-4.0.1.tar.gz", hash = "sha256:4ca091dea149f945ec56afb48dae714f21e8692ef22a395223bcd328961b6a0e"},
 ]
+urllib3 = [
+    {file = "urllib3-1.26.8-py2.py3-none-any.whl", hash = "sha256:000ca7f471a233c2251c6c7023ee85305721bfdf18621ebff4fd17a8653427ed"},
+    {file = "urllib3-1.26.8.tar.gz", hash = "sha256:0e7c33d9a63e7ddfcb86780aac87befc2fbddf46c58dbb487e0855f7ceec283c"},
+]
+webencodings = [
+    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
+zipp = [
+    {file = "zipp-3.7.0-py3-none-any.whl", hash = "sha256:b47250dd24f92b7dd6a0a8fc5244da14608f3ca90a5efcd37a3b1642fac9a375"},
+    {file = "zipp-3.7.0.tar.gz", hash = "sha256:9f50f446828eb9d45b267433fd3e9da8d801f614129124863f9c51ebceafb87d"},
+]

pyproject.toml

@@ -1,18 +1,19 @@
 [tool.poetry]
 name = "deepdog"
-version = "0.1.4"
+version = "0.3.3"
 description = ""
 authors = ["Deepak Mallubhotla <dmallubhotla+github@gmail.com>"]
 
 [tool.poetry.dependencies]
 python = "^3.8,<3.10"
-pdme = "^0.4.1"
+pdme = "^0.5.4"
 
 [tool.poetry.dev-dependencies]
 pytest = ">=6"
 flake8 = "^4.0.1"
 pytest-cov = "^3.0.0"
 mypy = "^0.931"
+python-semantic-release = "^7.24.0"
 
 [build-system]
 requires = ["poetry-core>=1.0.0"]
@@ -32,3 +33,7 @@ module = [
 	"scipy.optimize"
 ]
 ignore_missing_imports = true
+
+[tool.semantic_release]
+version_toml = "pyproject.toml:tool.poetry.version"
+tag_format = "{version}"

renovate.json

@@ -0,0 +1,3 @@
+{
+	"$schema": "https://docs.renovatebot.com/renovate-schema.json"
+}

scripts/patch.sh

@@ -1,29 +0,0 @@
-#!/usr/bin/env bash
-set -Eeuo pipefail
-
-if [ -z "$(git status --porcelain)" ]; then 
-	# Working directory clean
-	branch_name=$(git symbolic-ref -q HEAD)
-	branch_name=${branch_name##refs/heads/}
-	branch_name=${branch_name:-HEAD}
-	
-	poetry version patch
-	version=`sed 's/version = "\([0-9]*.[0-9]*.[0-9]*\)"/\1/p' -n <pyproject.toml`
-	read -p "Create commit for version $version? " -n 1 -r
-	echo    # (optional) move to a new line
-	if [[ $REPLY =~ ^[Yy]$ ]]
-	then
-		# do dangerous stuff
-		echo "Creating a new patch"
-		git add pyproject.toml
-		git commit -m "Created version $version"
-		git tag -a "$version" -m "patch.sh created version $version"
-		git push --tags
-	else
-		echo "Surrendering, clean up by reverting pyproject.toml..."
-		exit 2
-	fi
-else 
-	echo "Can't create patch version, working tree unclean..."
-	exit 1
-fi

scripts/release.sh

@@ -0,0 +1,45 @@
+#!/usr/bin/env bash
+set -Eeuo pipefail
+
+if [ -z "$(git status --porcelain)" ]; then
+	branch_name=$(git symbolic-ref -q HEAD)
+	branch_name=${branch_name##refs/heads/}
+	branch_name=${branch_name:-HEAD}
+	if [ $branch_name != "master" ]; then
+		echo "The current branch is not master!"
+		echo "I'd feel uncomfortable releasing from here..."
+		exit 3
+	fi
+
+	release_needed=false
+	if \
+		{ git log "$( git describe --tags --abbrev=0 )..HEAD" --format='%s' | cut -d: -f1 | sort -u | sed -e 's/([^)]*)//' | grep -q -i -E '^feat|fix|perf|refactor|revert$' ; } || \
+		{ git log "$( git describe --tags --abbrev=0 )..HEAD" --format='%s' | cut -d: -f1 | sort -u | sed -e 's/([^)]*)//' | grep -q -E '\!$' ; } || \
+		{ git log "$( git describe --tags --abbrev=0 )..HEAD" --format='%b' | grep -q -E '^BREAKING CHANGE:' ; }
+	then
+		release_needed=true
+	fi
+	
+	if ! [ "$release_needed" = true ]; then
+		echo "No release needed..."
+		exit 0
+	fi
+
+	# Working directory clean
+	echo "Doing a dry run..."
+	npx standard-version --dry-run
+	read -p "Does that look good? [y/N] " -n 1 -r
+	echo    # (optional) move to a new line
+	if [[ $REPLY =~ ^[Yy]$ ]]
+	then
+		# do dangerous stuff
+		npx standard-version
+		git push --follow-tags origin master
+	else
+		echo "okay, never mind then..."
+		exit 2
+	fi
+else 
+	echo "Can't create release, working tree unclean..."
+	exit 1
+fi

scripts/standard-version/pyproject-updater.js

@@ -0,0 +1,11 @@
+const pattern = /(\[tool\.poetry\]\nname = "deepdog"\nversion = ")(?<vers>\d+\.\d+\.\d)(")/mg;
+
+module.exports.readVersion = function (contents) {
+	const result = pattern.exec(contents);
+	return result.groups.vers;
+}
+
+module.exports.writeVersion = function (contents, version) {
+	const newContents = contents.replace(pattern, `$1${version}$3`);
+	return newContents;
+}