diff --git a/.dvc/.gitignore b/.dvc/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..528f30c71c687de473bbb506c071e902beba6cd9
--- /dev/null
+++ b/.dvc/.gitignore
@@ -0,0 +1,3 @@
+/config.local
+/tmp
+/cache
diff --git a/.dvc/config b/.dvc/config
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/.dvc/plots/confusion.json b/.dvc/plots/confusion.json
new file mode 100644
index 0000000000000000000000000000000000000000..84ec022f81f35fee1c1c2a765861abc89c139989
--- /dev/null
+++ b/.dvc/plots/confusion.json
@@ -0,0 +1,107 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "facet": {
+ "field": "rev",
+ "type": "nominal"
+ },
+ "spec": {
+ "transform": [
+ {
+ "aggregate": [
+ {
+ "op": "count",
+ "as": "xy_count"
+ }
+ ],
+ "groupby": [
+ "<DVC_METRIC_Y>",
+ "<DVC_METRIC_X>"
+ ]
+ },
+ {
+ "impute": "xy_count",
+ "groupby": [
+ "rev",
+ "<DVC_METRIC_Y>"
+ ],
+ "key": "<DVC_METRIC_X>",
+ "value": 0
+ },
+ {
+ "impute": "xy_count",
+ "groupby": [
+ "rev",
+ "<DVC_METRIC_X>"
+ ],
+ "key": "<DVC_METRIC_Y>",
+ "value": 0
+ },
+ {
+ "joinaggregate": [
+ {
+ "op": "max",
+ "field": "xy_count",
+ "as": "max_count"
+ }
+ ],
+ "groupby": []
+ },
+ {
+ "calculate": "datum.xy_count / datum.max_count",
+ "as": "percent_of_max"
+ }
+ ],
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "nominal",
+ "sort": "ascending",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "nominal",
+ "sort": "ascending",
+ "title": "<DVC_METRIC_Y_LABEL>"
+ }
+ },
+ "layer": [
+ {
+ "mark": "rect",
+ "width": 300,
+ "height": 300,
+ "encoding": {
+ "color": {
+ "field": "xy_count",
+ "type": "quantitative",
+ "title": "",
+ "scale": {
+ "domainMin": 0,
+ "nice": true
+ }
+ }
+ }
+ },
+ {
+ "mark": "text",
+ "encoding": {
+ "text": {
+ "field": "xy_count",
+ "type": "quantitative"
+ },
+ "color": {
+ "condition": {
+ "test": "datum.percent_of_max > 0.5",
+ "value": "white"
+ },
+ "value": "black"
+ }
+ }
+ }
+ ]
+ }
+}
diff --git a/.dvc/plots/confusion_normalized.json b/.dvc/plots/confusion_normalized.json
new file mode 100644
index 0000000000000000000000000000000000000000..92c77739c48d5cbaebab98b9f646b99b16008387
--- /dev/null
+++ b/.dvc/plots/confusion_normalized.json
@@ -0,0 +1,112 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "facet": {
+ "field": "rev",
+ "type": "nominal"
+ },
+ "spec": {
+ "transform": [
+ {
+ "aggregate": [
+ {
+ "op": "count",
+ "as": "xy_count"
+ }
+ ],
+ "groupby": [
+ "<DVC_METRIC_Y>",
+ "<DVC_METRIC_X>"
+ ]
+ },
+ {
+ "impute": "xy_count",
+ "groupby": [
+ "rev",
+ "<DVC_METRIC_Y>"
+ ],
+ "key": "<DVC_METRIC_X>",
+ "value": 0
+ },
+ {
+ "impute": "xy_count",
+ "groupby": [
+ "rev",
+ "<DVC_METRIC_X>"
+ ],
+ "key": "<DVC_METRIC_Y>",
+ "value": 0
+ },
+ {
+ "joinaggregate": [
+ {
+ "op": "sum",
+ "field": "xy_count",
+ "as": "sum_y"
+ }
+ ],
+ "groupby": [
+ "<DVC_METRIC_Y>"
+ ]
+ },
+ {
+ "calculate": "datum.xy_count / datum.sum_y",
+ "as": "percent_of_y"
+ }
+ ],
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "nominal",
+ "sort": "ascending",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "nominal",
+ "sort": "ascending",
+ "title": "<DVC_METRIC_Y_LABEL>"
+ }
+ },
+ "layer": [
+ {
+ "mark": "rect",
+ "width": 300,
+ "height": 300,
+ "encoding": {
+ "color": {
+ "field": "percent_of_y",
+ "type": "quantitative",
+ "title": "",
+ "scale": {
+ "domain": [
+ 0,
+ 1
+ ]
+ }
+ }
+ }
+ },
+ {
+ "mark": "text",
+ "encoding": {
+ "text": {
+ "field": "percent_of_y",
+ "type": "quantitative",
+ "format": ".2f"
+ },
+ "color": {
+ "condition": {
+ "test": "datum.percent_of_y > 0.5",
+ "value": "white"
+ },
+ "value": "black"
+ }
+ }
+ }
+ ]
+ }
+}
diff --git a/.dvc/plots/linear.json b/.dvc/plots/linear.json
new file mode 100644
index 0000000000000000000000000000000000000000..970dc929addd78f12cb382d6cb51f574f801ebad
--- /dev/null
+++ b/.dvc/plots/linear.json
@@ -0,0 +1,116 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "width": 300,
+ "height": 300,
+ "layer": [
+ {
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_Y_LABEL>",
+ "scale": {
+ "zero": false
+ }
+ },
+ "color": {
+ "field": "rev",
+ "type": "nominal"
+ }
+ },
+ "layer": [
+ {
+ "mark": "line"
+ },
+ {
+ "selection": {
+ "label": {
+ "type": "single",
+ "nearest": true,
+ "on": "mouseover",
+ "encodings": [
+ "x"
+ ],
+ "empty": "none",
+ "clear": "mouseout"
+ }
+ },
+ "mark": "point",
+ "encoding": {
+ "opacity": {
+ "condition": {
+ "selection": "label",
+ "value": 1
+ },
+ "value": 0
+ }
+ }
+ }
+ ]
+ },
+ {
+ "transform": [
+ {
+ "filter": {
+ "selection": "label"
+ }
+ }
+ ],
+ "layer": [
+ {
+ "mark": {
+ "type": "rule",
+ "color": "gray"
+ },
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative"
+ }
+ }
+ },
+ {
+ "encoding": {
+ "text": {
+ "type": "quantitative",
+ "field": "<DVC_METRIC_Y>"
+ },
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative"
+ }
+ },
+ "layer": [
+ {
+ "mark": {
+ "type": "text",
+ "align": "left",
+ "dx": 5,
+ "dy": -5
+ },
+ "encoding": {
+ "color": {
+ "type": "nominal",
+ "field": "rev"
+ }
+ }
+ }
+ ]
+ }
+ ]
+ }
+ ]
+}
diff --git a/.dvc/plots/scatter.json b/.dvc/plots/scatter.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e8cf5b48e63184f14fa87812248795ad59c622a
--- /dev/null
+++ b/.dvc/plots/scatter.json
@@ -0,0 +1,104 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "width": 300,
+ "height": 300,
+ "layer": [
+ {
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_Y_LABEL>",
+ "scale": {
+ "zero": false
+ }
+ },
+ "color": {
+ "field": "rev",
+ "type": "nominal"
+ }
+ },
+ "layer": [
+ {
+ "mark": "point"
+ },
+ {
+ "selection": {
+ "label": {
+ "type": "single",
+ "nearest": true,
+ "on": "mouseover",
+ "encodings": [
+ "x"
+ ],
+ "empty": "none",
+ "clear": "mouseout"
+ }
+ },
+ "mark": "point",
+ "encoding": {
+ "opacity": {
+ "condition": {
+ "selection": "label",
+ "value": 1
+ },
+ "value": 0
+ }
+ }
+ }
+ ]
+ },
+ {
+ "transform": [
+ {
+ "filter": {
+ "selection": "label"
+ }
+ }
+ ],
+ "layer": [
+ {
+ "encoding": {
+ "text": {
+ "type": "quantitative",
+ "field": "<DVC_METRIC_Y>"
+ },
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative"
+ }
+ },
+ "layer": [
+ {
+ "mark": {
+ "type": "text",
+ "align": "left",
+ "dx": 5,
+ "dy": -5
+ },
+ "encoding": {
+ "color": {
+ "type": "nominal",
+ "field": "rev"
+ }
+ }
+ }
+ ]
+ }
+ ]
+ }
+ ]
+}
diff --git a/.dvc/plots/simple.json b/.dvc/plots/simple.json
new file mode 100644
index 0000000000000000000000000000000000000000..1cebce9ba9ec0f5ceff42010094b73d4e7bc1f3d
--- /dev/null
+++ b/.dvc/plots/simple.json
@@ -0,0 +1,31 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "width": 300,
+ "height": 300,
+ "mark": {
+ "type": "line"
+ },
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_Y_LABEL>",
+ "scale": {
+ "zero": false
+ }
+ },
+ "color": {
+ "field": "rev",
+ "type": "nominal"
+ }
+ }
+}
diff --git a/.dvc/plots/smooth.json b/.dvc/plots/smooth.json
new file mode 100644
index 0000000000000000000000000000000000000000..42b1ecfff2f53801b1bf82b2f89755ac1b26fe00
--- /dev/null
+++ b/.dvc/plots/smooth.json
@@ -0,0 +1,39 @@
+{
+ "$schema": "https://vega.github.io/schema/vega-lite/v5.json",
+ "data": {
+ "values": "<DVC_METRIC_DATA>"
+ },
+ "title": "<DVC_METRIC_TITLE>",
+ "mark": {
+ "type": "line"
+ },
+ "encoding": {
+ "x": {
+ "field": "<DVC_METRIC_X>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_X_LABEL>"
+ },
+ "y": {
+ "field": "<DVC_METRIC_Y>",
+ "type": "quantitative",
+ "title": "<DVC_METRIC_Y_LABEL>",
+ "scale": {
+ "zero": false
+ }
+ },
+ "color": {
+ "field": "rev",
+ "type": "nominal"
+ }
+ },
+ "transform": [
+ {
+ "loess": "<DVC_METRIC_Y>",
+ "on": "<DVC_METRIC_X>",
+ "groupby": [
+ "rev"
+ ],
+ "bandwidth": 0.3
+ }
+ ]
+}
diff --git a/.dvcignore b/.dvcignore
new file mode 100644
index 0000000000000000000000000000000000000000..51973055237895f2d23e65e015793fd302f4b9da
--- /dev/null
+++ b/.dvcignore
@@ -0,0 +1,3 @@
+# Add patterns of files dvc should ignore, which could improve
+# the performance. Learn more at
+# https://dvc.org/doc/user-guide/dvcignore
diff --git a/poetry.lock b/poetry.lock
index 1a1aa4f3000c472346e70286be2e01ba9b96d3f7..6eeb9b464da1dcc53990082084d11d9fb0688c43 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,11 +1,109 @@
+[[package]]
+name = "aiobotocore"
+version = "2.2.0"
+description = "Async client for aws services using botocore and aiohttp"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+aiohttp = ">=3.3.1"
+aioitertools = ">=0.5.1"
+boto3 = {version = ">=1.21.21,<1.21.22", optional = true, markers = "extra == \"boto3\""}
+botocore = ">=1.24.21,<1.24.22"
+wrapt = ">=1.10.10"
+
+[package.extras]
+awscli = ["awscli (>=1.22.76,<1.22.77)"]
+boto3 = ["boto3 (>=1.21.21,<1.21.22)"]
+
+[[package]]
+name = "aiohttp"
+version = "3.8.1"
+description = "Async http client/server framework (asyncio)"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+aiosignal = ">=1.1.2"
+async-timeout = ">=4.0.0a3,<5.0"
+attrs = ">=17.3.0"
+charset-normalizer = ">=2.0,<3.0"
+frozenlist = ">=1.1.1"
+multidict = ">=4.5,<7.0"
+yarl = ">=1.0,<2.0"
+
+[package.extras]
+speedups = ["aiodns", "brotli", "cchardet"]
+
+[[package]]
+name = "aiohttp-retry"
+version = "2.4.6"
+description = "Simple retry client for aiohttp"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+aiohttp = "*"
+
+[[package]]
+name = "aioitertools"
+version = "0.8.0"
+description = "itertools and builtins for AsyncIO and mixed iterables"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "aiosignal"
+version = "1.2.0"
+description = "aiosignal: a list of registered asynchronous callbacks"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+frozenlist = ">=1.1.0"
+
[[package]]
name = "appdirs"
version = "1.4.4"
description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-category = "dev"
+category = "main"
optional = false
python-versions = "*"
+[[package]]
+name = "async-timeout"
+version = "4.0.2"
+description = "Timeout context manager for asyncio programs"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "asyncssh"
+version = "2.10.1"
+description = "AsyncSSH: Asynchronous SSHv2 client and server library"
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+cryptography = ">=3.1"
+typing-extensions = ">=3.6"
+
+[package.extras]
+bcrypt = ["bcrypt (>=3.1.3)"]
+fido2 = ["fido2 (>=0.9.2)"]
+gssapi = ["gssapi (>=1.2.0)"]
+libnacl = ["libnacl (>=1.4.2)"]
+pkcs11 = ["python-pkcs11 (>=0.7.0)"]
+pyOpenSSL = ["pyOpenSSL (>=17.0.0)"]
+pywin32 = ["pywin32 (>=227)"]
+
[[package]]
name = "atomicwrites"
version = "1.4.0"
@@ -14,11 +112,19 @@ category = "dev"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+[[package]]
+name = "atpublic"
+version = "3.0.1"
+description = "Keep all y'all's __all__'s in sync"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
[[package]]
name = "attrs"
version = "21.2.0"
description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
@@ -50,6 +156,38 @@ typing-extensions = ">=3.7.4"
colorama = ["colorama (>=0.4.3)"]
d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
+[[package]]
+name = "boto3"
+version = "1.21.21"
+description = "The AWS SDK for Python"
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+botocore = ">=1.24.21,<1.25.0"
+jmespath = ">=0.7.1,<2.0.0"
+s3transfer = ">=0.5.0,<0.6.0"
+
+[package.extras]
+crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
+
+[[package]]
+name = "botocore"
+version = "1.24.21"
+description = "Low-level, data-driven core of boto 3."
+category = "main"
+optional = false
+python-versions = ">= 3.6"
+
+[package.dependencies]
+jmespath = ">=0.7.1,<2.0.0"
+python-dateutil = ">=2.1,<3.0.0"
+urllib3 = ">=1.25.4,<1.27"
+
+[package.extras]
+crt = ["awscrt (==0.13.5)"]
+
[[package]]
name = "certifi"
version = "2021.10.8"
@@ -58,6 +196,17 @@ category = "main"
optional = false
python-versions = "*"
+[[package]]
+name = "cffi"
+version = "1.15.0"
+description = "Foreign Function Interface for Python calling C code."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+pycparser = "*"
+
[[package]]
name = "charset-normalizer"
version = "2.0.9"
@@ -88,6 +237,183 @@ category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+[[package]]
+name = "commonmark"
+version = "0.9.1"
+description = "Python parser for the CommonMark Markdown spec"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
+
+[[package]]
+name = "configobj"
+version = "5.0.6"
+description = "Config file reading, writing and validation."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[[package]]
+name = "cryptography"
+version = "37.0.0"
+description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
+category = "main"
+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-benchmark", "pytest-cov", "pytest-subtests", "pytest-xdist", "pretend", "iso8601", "pytz", "hypothesis (>=1.11.4,!=3.79.2)"]
+
+[[package]]
+name = "dictdiffer"
+version = "0.9.0"
+description = "Dictdiffer is a library that helps you to diff and patch dictionaries."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+all = ["Sphinx (>=3)", "sphinx-rtd-theme (>=0.2)", "check-manifest (>=0.42)", "mock (>=1.3.0)", "pytest-cov (>=2.10.1)", "pytest-isort (>=1.2.0)", "sphinx (>=3)", "tox (>=3.7.0)", "numpy (>=1.13.0)", "numpy (>=1.15.0)", "numpy (>=1.18.0)", "pytest (==5.4.3)", "pytest-pycodestyle (>=2)", "pytest-pydocstyle (>=2)", "pytest (>=6)", "pytest-pycodestyle (>=2.2.0)", "pytest-pydocstyle (>=2.2.0)", "numpy (>=1.20.0)"]
+docs = ["Sphinx (>=3)", "sphinx-rtd-theme (>=0.2)"]
+numpy = ["numpy (>=1.13.0)", "numpy (>=1.15.0)", "numpy (>=1.18.0)", "numpy (>=1.20.0)"]
+tests = ["check-manifest (>=0.42)", "mock (>=1.3.0)", "pytest-cov (>=2.10.1)", "pytest-isort (>=1.2.0)", "sphinx (>=3)", "tox (>=3.7.0)", "pytest (==5.4.3)", "pytest-pycodestyle (>=2)", "pytest-pydocstyle (>=2)", "pytest (>=6)", "pytest-pycodestyle (>=2.2.0)", "pytest-pydocstyle (>=2.2.0)"]
+
+[[package]]
+name = "diskcache"
+version = "5.4.0"
+description = "Disk Cache -- Disk and file backed persistent cache."
+category = "main"
+optional = false
+python-versions = ">=3"
+
+[[package]]
+name = "distro"
+version = "1.7.0"
+description = "Distro - an OS platform information API"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "dpath"
+version = "2.0.6"
+description = "Filesystem-like pathing and searching for dictionaries"
+category = "main"
+optional = false
+python-versions = ">=3"
+
+[[package]]
+name = "dulwich"
+version = "0.20.35"
+description = "Python Git Library"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+certifi = "*"
+urllib3 = ">=1.24.1"
+
+[package.extras]
+fastimport = ["fastimport"]
+https = ["urllib3[secure] (>=1.24.1)"]
+pgp = ["gpg"]
+watch = ["pyinotify"]
+
+[[package]]
+name = "dvc"
+version = "2.10.1"
+description = "Git for data scientists - manage your code and data together"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+aiobotocore = {version = ">2", extras = ["boto3"], optional = true, markers = "extra == \"s3\""}
+aiohttp-retry = ">=2.4.5"
+appdirs = ">=1.4.3"
+colorama = ">=0.3.9"
+configobj = ">=5.0.6"
+dictdiffer = ">=0.8.1"
+diskcache = ">=5.2.1"
+distro = ">=1.3.0"
+dpath = ">=2.0.2,<3"
+dvc-render = "0.0.4"
+flatten-dict = ">=0.4.1,<1"
+"flufl.lock" = ">=5"
+fsspec = {version = ">=2021.10.1", extras = ["http"]}
+funcy = ">=1.14"
+grandalf = "0.6"
+importlib-resources = {version = ">=5.2.2", markers = "python_version < \"3.9\""}
+nanotime = ">=0.5.2"
+networkx = ">=2.5"
+packaging = ">=19.0"
+pathspec = ">=0.9.0,<0.10.0"
+psutil = ">=5.8.0"
+pydot = ">=1.2.4"
+pygtrie = ">=2.3.2"
+pyparsing = ">=2.4.7"
+python-benedict = ">=0.24.2"
+requests = ">=2.22.0"
+rich = ">=10.13.0"
+"ruamel.yaml" = ">=0.17.11"
+s3fs = {version = ">=2021.11.1", extras = ["boto3"], optional = true, markers = "extra == \"s3\""}
+scmrepo = "0.0.16"
+shortuuid = ">=0.5.0"
+shtab = ">=1.3.4,<2"
+tabulate = ">=0.8.7"
+toml = ">=0.10.1"
+tqdm = ">=4.63.1,<5"
+typing-extensions = ">=3.7.4"
+voluptuous = ">=0.11.7"
+"zc.lockfile" = ">=1.2.1"
+
+[package.extras]
+all = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.9.4)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2021.11.1)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2021.11.2)", "webdav4 (>=0.9.3)"]
+azure = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack"]
+dev = ["adlfs (>=2021.10.0)", "azure-identity (>=1.4.0)", "knack", "pydrive2[fsspec] (>=1.9.4)", "gcsfs (>=2021.11.1)", "pyarrow (>=1)", "fsspec", "ossfs (>=2021.8.0)", "s3fs[boto3] (>=2021.11.1)", "aiobotocore[boto3] (>2)", "bcrypt", "sshfs[bcrypt] (>=2021.11.2)", "webdav4 (>=0.9.3)", "tpi[ssh] (>=2.1.0)", "dvc-ssh (==0.0.1a0)", "pytest (==7.1.1)", "pytest-cov (==3.0.0)", "pytest-xdist (==2.5.0)", "pytest-mock (==3.7.0)", "pytest-lazy-fixture (==0.6.3)", "flaky (==3.7.0)", "mock (==4.0.3)", "pytest-timeout (==2.1.0)", "filelock (==3.6.0)", "pylint (==2.12.2)", "pylint-pytest (==1.1.2)", "pylint-plugin-utils (==0.7)", "mypy (==0.942)", "types-requests (>=2.27.15)", "types-tabulate (>=0.8.6)", "types-toml (>=0.10.4)", "dvclive[image] (==0.6.0)", "pytest-docker (==0.11.0)", "pywin32 (>=225)"]
+gdrive = ["pydrive2[fsspec] (>=1.9.4)"]
+gs = ["gcsfs (>=2021.11.1)"]
+hdfs = ["pyarrow (>=1)", "fsspec"]
+oss = ["ossfs (>=2021.8.0)"]
+s3 = ["s3fs[boto3] (>=2021.11.1)", "aiobotocore[boto3] (>2)"]
+ssh = ["bcrypt", "sshfs[bcrypt] (>=2021.11.2)"]
+ssh_gssapi = ["sshfs[gssapi] (>=2021.11.2)"]
+terraform = ["tpi[ssh] (>=2.1.0)"]
+tests = ["tpi[ssh] (>=2.1.0)", "dvc-ssh (==0.0.1a0)", "pytest (==7.1.1)", "pytest-cov (==3.0.0)", "pytest-xdist (==2.5.0)", "pytest-mock (==3.7.0)", "pytest-lazy-fixture (==0.6.3)", "flaky (==3.7.0)", "mock (==4.0.3)", "pytest-timeout (==2.1.0)", "filelock (==3.6.0)", "pylint (==2.12.2)", "pylint-pytest (==1.1.2)", "pylint-plugin-utils (==0.7)", "mypy (==0.942)", "types-requests (>=2.27.15)", "types-tabulate (>=0.8.6)", "types-toml (>=0.10.4)", "dvclive[image] (==0.6.0)", "pytest-docker (==0.11.0)", "pywin32 (>=225)"]
+webdav = ["webdav4 (>=0.9.3)"]
+webdhfs_kerberos = ["requests-kerberos (==0.14.0)"]
+
+[[package]]
+name = "dvc-render"
+version = "0.0.4"
+description = "DVC render"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+funcy = ">=1.17"
+tabulate = ">=0.8.7"
+
+[package.extras]
+dev = ["pytest (==6.2.5)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.6.1)", "pylint (==2.12.2)", "mypy (==0.930)", "pytest-test-utils (>=0.0.6)"]
+tests = ["pytest (==6.2.5)", "pytest-sugar (==0.9.4)", "pytest-cov (==3.0.0)", "pytest-mock (==3.6.1)", "pylint (==2.12.2)", "mypy (==0.930)", "pytest-test-utils (>=0.0.6)"]
+
[[package]]
name = "flask"
version = "2.0.2"
@@ -117,6 +443,136 @@ python-versions = "*"
[package.dependencies]
flask = "*"
+[[package]]
+name = "flatten-dict"
+version = "0.4.2"
+description = "A flexible utility for flattening and unflattening dict-like objects in Python."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
+[package.dependencies]
+six = ">=1.12,<2.0"
+
+[[package]]
+name = "flufl.lock"
+version = "7.0"
+description = "NFS-safe file locking with timeouts for POSIX and Windows"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+atpublic = ">=2.3"
+psutil = ">=5.9.0"
+
+[[package]]
+name = "frozenlist"
+version = "1.3.0"
+description = "A list-like structure which implements collections.abc.MutableSequence"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "fsspec"
+version = "2022.3.0"
+description = "File-system specification"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+aiohttp = {version = "*", optional = true, markers = "extra == \"http\""}
+requests = {version = "*", optional = true, markers = "extra == \"http\""}
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dropbox = ["dropboxdrivefs", "requests", "dropbox"]
+entrypoints = ["importlib-metadata"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["requests", "aiohttp"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
+[[package]]
+name = "ftfy"
+version = "6.1.1"
+description = "Fixes mojibake and other problems with Unicode, after the fact"
+category = "main"
+optional = false
+python-versions = ">=3.7,<4"
+
+[package.dependencies]
+wcwidth = ">=0.2.5"
+
+[[package]]
+name = "funcy"
+version = "1.17"
+description = "A fancy and practical functional tools"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "future"
+version = "0.18.2"
+description = "Clean single-source support for Python 3 and 2"
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+
+[[package]]
+name = "gitdb"
+version = "4.0.9"
+description = "Git Object Database"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+smmap = ">=3.0.1,<6"
+
+[[package]]
+name = "gitpython"
+version = "3.1.27"
+description = "GitPython is a python library used to interact with Git repositories"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+gitdb = ">=4.0.1,<5"
+
+[[package]]
+name = "grandalf"
+version = "0.6"
+description = "Graph and drawing algorithms framework"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+future = "*"
+pyparsing = "*"
+
+[package.extras]
+full = ["numpy", "ply"]
+
[[package]]
name = "idna"
version = "3.3"
@@ -125,6 +581,21 @@ category = "main"
optional = false
python-versions = ">=3.5"
+[[package]]
+name = "importlib-resources"
+version = "5.7.1"
+description = "Read resources from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
[[package]]
name = "isort"
version = "5.10.1"
@@ -161,6 +632,22 @@ MarkupSafe = ">=2.0"
[package.extras]
i18n = ["Babel (>=2.7)"]
+[[package]]
+name = "jmespath"
+version = "1.0.0"
+description = "JSON Matching Expressions"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[[package]]
+name = "mailchecker"
+version = "4.1.16"
+description = "Cross-language email validation. Backed by a database of thousands throwable email providers."
+category = "main"
+optional = false
+python-versions = "*"
+
[[package]]
name = "markupsafe"
version = "2.0.1"
@@ -189,6 +676,14 @@ category = "dev"
optional = false
python-versions = ">=3.5"
+[[package]]
+name = "multidict"
+version = "6.0.2"
+description = "multidict implementation"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
[[package]]
name = "mypy"
version = "0.812"
@@ -213,6 +708,29 @@ category = "dev"
optional = false
python-versions = "*"
+[[package]]
+name = "nanotime"
+version = "0.5.2"
+description = "nanotime python implementation"
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "networkx"
+version = "2.8"
+description = "Python package for creating and manipulating graphs and networks"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+
+[package.extras]
+default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
+developer = ["pre-commit (>=2.18)", "mypy (>=0.942)"]
+doc = ["sphinx (>=4.5)", "pydata-sphinx-theme (>=0.8.1)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.2)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
+extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
+test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
+
[[package]]
name = "numpy"
version = "1.21.1"
@@ -225,7 +743,7 @@ python-versions = ">=3.7"
name = "packaging"
version = "21.3"
description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.6"
@@ -265,9 +783,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
name = "pathspec"
version = "0.9.0"
description = "Utility library for gitignore style pattern matching of file paths."
-category = "dev"
+category = "main"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+
+[[package]]
+name = "phonenumbers"
+version = "8.12.47"
+description = "Python version of Google's common library for parsing, formatting, storing and validating international phone numbers."
+category = "main"
optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = "*"
[[package]]
name = "pluggy"
@@ -292,6 +818,17 @@ python-versions = ">=3.6,<4.0"
pastel = ">=0.2.0,<0.3.0"
tomlkit = ">=0.6.0,<1.0.0"
+[[package]]
+name = "psutil"
+version = "5.9.0"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "main"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.extras]
+test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
+
[[package]]
name = "py"
version = "1.11.0"
@@ -300,6 +837,25 @@ 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 = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[[package]]
+name = "pydot"
+version = "1.4.2"
+description = "Python interface to Graphviz's Dot"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+
+[package.dependencies]
+pyparsing = ">=2.1.4"
+
[[package]]
name = "pyflakes"
version = "2.3.1"
@@ -308,6 +864,33 @@ category = "dev"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+[[package]]
+name = "pygit2"
+version = "1.9.1"
+description = "Python bindings for libgit2."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+cffi = ">=1.9.1"
+
+[[package]]
+name = "pygments"
+version = "2.12.0"
+description = "Pygments is a syntax highlighting package written in Python."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pygtrie"
+version = "2.4.2"
+description = "A pure Python trie data structure implementation."
+category = "main"
+optional = false
+python-versions = "*"
+
[[package]]
name = "pymongo"
version = "3.12.3"
@@ -330,7 +913,7 @@ zstd = ["zstandard"]
name = "pyparsing"
version = "3.0.6"
description = "Python parsing module"
-category = "dev"
+category = "main"
optional = false
python-versions = ">=3.6"
@@ -359,6 +942,26 @@ wcwidth = "*"
checkqa-mypy = ["mypy (==v0.761)"]
testing = ["argcomplete", "hypothesis (>=3.56)", "mock", "nose", "requests", "xmlschema"]
+[[package]]
+name = "python-benedict"
+version = "0.25.0"
+description = "python-benedict is a dict subclass with keylist/keypath support, normalized I/O operations (base64, csv, ini, json, pickle, plist, query-string, toml, xml, yaml) and many utilities... for humans, obviously."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+ftfy = ">=6.0.0,<7.0.0"
+mailchecker = ">=4.1.0,<5.0.0"
+phonenumbers = ">=8.12.0,<9.0.0"
+python-dateutil = ">=2.8.0,<3.0.0"
+python-fsutil = ">=0.6.0,<1.0.0"
+python-slugify = ">=6.0.1,<7.0.0"
+pyyaml = ">=6.0,<7.0"
+requests = ">=2.26.0,<3.0.0"
+toml = ">=0.10.2,<1.0.0"
+xmltodict = ">=0.12.0,<1.0.0"
+
[[package]]
name = "python-dateutil"
version = "2.8.2"
@@ -370,6 +973,28 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
[package.dependencies]
six = ">=1.5"
+[[package]]
+name = "python-fsutil"
+version = "0.6.0"
+description = "file-system utilities for lazy devs."
+category = "main"
+optional = false
+python-versions = "*"
+
+[[package]]
+name = "python-slugify"
+version = "6.1.1"
+description = "A Python slugify application that also handles Unicode"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+
+[package.dependencies]
+text-unidecode = ">=1.3"
+
+[package.extras]
+unidecode = ["Unidecode (>=1.1.1)"]
+
[[package]]
name = "pytz"
version = "2021.3"
@@ -378,6 +1003,14 @@ category = "main"
optional = false
python-versions = "*"
+[[package]]
+name = "pyyaml"
+version = "6.0"
+description = "YAML parser and emitter for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
[[package]]
name = "regex"
version = "2021.11.10"
@@ -404,6 +1037,113 @@ urllib3 = ">=1.21.1,<1.27"
socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
+[[package]]
+name = "rich"
+version = "12.1.0"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+category = "main"
+optional = false
+python-versions = ">=3.6.2,<4.0.0"
+
+[package.dependencies]
+commonmark = ">=0.9.0,<0.10.0"
+pygments = ">=2.6.0,<3.0.0"
+typing-extensions = {version = ">=3.7.4,<5.0", markers = "python_version < \"3.9\""}
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<8.0.0)"]
+
+[[package]]
+name = "ruamel.yaml"
+version = "0.17.21"
+description = "ruamel.yaml is a YAML parser/emitter that supports roundtrip preservation of comments, seq/map flow style, and map key order"
+category = "main"
+optional = false
+python-versions = ">=3"
+
+[package.dependencies]
+"ruamel.yaml.clib" = {version = ">=0.2.6", markers = "platform_python_implementation == \"CPython\" and python_version < \"3.11\""}
+
+[package.extras]
+docs = ["ryd"]
+jinja2 = ["ruamel.yaml.jinja2 (>=0.2)"]
+
+[[package]]
+name = "ruamel.yaml.clib"
+version = "0.2.6"
+description = "C version of reader, parser and emitter for ruamel.yaml derived from libyaml"
+category = "main"
+optional = false
+python-versions = ">=3.5"
+
+[[package]]
+name = "s3fs"
+version = "2022.3.0"
+description = "Convenient Filesystem interface over S3"
+category = "main"
+optional = false
+python-versions = ">= 3.7"
+
+[package.dependencies]
+aiobotocore = ">=2.2.0,<2.3.0"
+aiohttp = "<=4"
+fsspec = "2022.3.0"
+
+[package.extras]
+awscli = ["aiobotocore[awscli] (>=2.2.0,<2.3.0)"]
+boto3 = ["aiobotocore[boto3] (>=2.2.0,<2.3.0)"]
+
+[[package]]
+name = "s3transfer"
+version = "0.5.2"
+description = "An Amazon S3 Transfer Manager"
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version = "1.16.0"
@@ -412,11 +1152,38 @@ category = "main"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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description = "Python Library for Tom's Obvious, Minimal Language"
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optional = false
python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
@@ -428,6 +1195,23 @@ category = "dev"
optional = false
python-versions = ">=3.6,<4.0"
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@@ -440,7 +1224,7 @@ python-versions = "*"
name = "typing-extensions"
version = "3.10.0.2"
description = "Backported and Experimental Type Hints for Python 3.5+"
-category = "dev"
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optional = false
python-versions = "*"
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secure = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "certifi", "ipaddress"]
socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
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description = "Measures the displayed width of unicode strings in a terminal"
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optional = false
python-versions = "*"
@@ -476,23 +1268,175 @@ python-versions = ">=3.6"
[package.extras]
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diff --git a/pyproject.toml b/pyproject.toml
index e95bac9a84b4d836e01dec9491f02df3b3559090..f8cb2c102555aab315b95187823171edb36783eb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,6 +21,7 @@ pymongo = "^3.11.4"
Flask = "^2.0.1"
Flask-HTTPAuth = "^4.4.0"
minio = "^7.1.6"
+dvc = {extras = ["s3"], version = "^2.10.1"}
[tool.poetry.dev-dependencies]
pytest = "^5.2"