Reformatting with attrs, config for encoder and decoder

1 files changed, 444 insertions, 320 deletions

diff --git a/poetry.lock b/poetry.lock
index 6cdd467..db4c7a1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -38,7 +38,7 @@ python-versions = "*"
 
 [[package]]
 name = "anyio"
-version = "3.2.1"
+version = "3.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "dev"
 optional = false
@@ -188,7 +188,7 @@ d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
 
 [[package]]
 name = "bleach"
-version = "3.3.0"
+version = "3.3.1"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
@@ -225,7 +225,7 @@ python-versions = "*"
 
 [[package]]
 name = "cffi"
-version = "1.14.5"
+version = "1.14.6"
 description = "Foreign Function Interface for Python calling C code."
 category = "dev"
 optional = false
@@ -243,6 +243,17 @@ optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
+name = "charset-normalizer"
+version = "2.0.3"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+category = "main"
+optional = false
+python-versions = ">=3.5.0"
+
+[package.extras]
+unicode_backport = ["unicodedata2"]
+
+[[package]]
 name = "click"
 version = "7.1.2"
 description = "Composable command line interface toolkit"
@@ -304,6 +315,14 @@ optional = false
 python-versions = ">=3.6,<4.0"
 
 [[package]]
+name = "debugpy"
+version = "1.4.1"
+description = "An implementation of the Debug Adapter Protocol for Python"
+category = "dev"
+optional = false
+python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
+
+[[package]]
 name = "decorator"
 version = "5.0.9"
 description = "Decorators for Humans"
@@ -410,7 +429,7 @@ pycodestyle = "*"
 
 [[package]]
 name = "flake8-black"
-version = "0.2.1"
+version = "0.2.3"
 description = "flake8 plugin to call black as a code style validator"
 category = "dev"
 optional = false
@@ -419,6 +438,7 @@ python-versions = "*"
 [package.dependencies]
 black = "*"
 flake8 = ">=3.0.0"
+toml = "*"
 
 [[package]]
 name = "flake8-bugbear"
@@ -471,7 +491,7 @@ flake8 = "*"
 
 [[package]]
 name = "fsspec"
-version = "2021.6.1"
+version = "2021.7.0"
 description = "File-system specification"
 category = "main"
 optional = false
@@ -519,7 +539,7 @@ smmap = ">=3.0.1,<5"
 
 [[package]]
 name = "gitpython"
-version = "3.1.18"
+version = "3.1.20"
 description = "Python Git Library"
 category = "dev"
 optional = false
@@ -527,10 +547,11 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
+typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\""}
 
 [[package]]
 name = "google-auth"
-version = "1.32.0"
+version = "1.34.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -564,7 +585,7 @@ tool = ["click (>=6.0.0)"]
 
 [[package]]
 name = "grpcio"
-version = "1.38.1"
+version = "1.39.0"
 description = "HTTP/2-based RPC framework"
 category = "main"
 optional = false
@@ -574,7 +595,7 @@ python-versions = "*"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.38.1)"]
+protobuf = ["grpcio-tools (>=1.39.0)"]
 
 [[package]]
 name = "gtn"
@@ -609,29 +630,31 @@ omegaconf = ">=2.1.0,<2.2.0"
 
 [[package]]
 name = "idna"
-version = "2.10"
+version = "3.2"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.5"
 
 [[package]]
 name = "ipykernel"
-version = "5.5.5"
+version = "6.0.3"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-ipython = ">=5.0.0"
-jupyter-client = "*"
-tornado = ">=4.2"
-traitlets = ">=4.1.0"
+debugpy = ">=1.0.0,<2.0"
+ipython = ">=7.23.1,<8.0"
+jupyter-client = "<7.0"
+matplotlib-inline = ">=0.1.0,<0.2.0"
+tornado = ">=4.2,<7.0"
+traitlets = ">=4.1.0,<6.0"
 
 [package.extras]
-test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "jedi (<=0.17.2)"]
+test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"]
 
 [[package]]
 name = "ipython"
@@ -791,7 +814,7 @@ traitlets = "*"
 
 [[package]]
 name = "jupyter-server"
-version = "1.9.0"
+version = "1.10.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
@@ -816,11 +839,11 @@ traitlets = ">=4.2.1"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "pytest", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.0.16"
+version = "3.1.0"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -838,6 +861,7 @@ tornado = ">=6.1.0"
 
 [package.extras]
 test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-console-scripts", "pytest-check-links (>=0.5)", "jupyterlab-server[test] (>=2.2,<3.0)", "requests", "requests-cache", "virtualenv", "check-manifest"]
+ui-tests = ["ipykernel (>=6.0)"]
 
 [[package]]
 name = "jupyterlab-pygments"
@@ -852,7 +876,7 @@ pygments = ">=2.4.1,<3"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.6.0"
+version = "2.6.1"
 description = "A set of server components for JupyterLab and JupyterLab like applications ."
 category = "dev"
 optional = false
@@ -1155,7 +1179,7 @@ test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "re
 
 [[package]]
 name = "numpy"
-version = "1.21.0"
+version = "1.21.1"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1188,22 +1212,22 @@ PyYAML = ">=5.1"
 
 [[package]]
 name = "opencv-python"
-version = "4.5.2.54"
+version = "4.5.3.56"
 description = "Wrapper package for OpenCV python bindings."
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-numpy = ">=1.13.3"
+numpy = ">=1.21.0"
 
 [[package]]
 name = "packaging"
-version = "20.9"
+version = "21.0"
 description = "Core utilities for Python packages"
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 pyparsing = ">=2.0.2"
@@ -1230,11 +1254,11 @@ testing = ["docopt", "pytest (<6.0.0)"]
 
 [[package]]
 name = "pathspec"
-version = "0.8.1"
+version = "0.9.0"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "pathtools"
@@ -1273,7 +1297,7 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "8.2.0"
+version = "8.3.1"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
@@ -1401,7 +1425,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pydeprecate"
-version = "0.3.0"
+version = "0.3.1"
 description = "Deprecation tooling"
 category = "main"
 optional = false
@@ -1447,11 +1471,11 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "pyrsistent"
-version = "0.17.3"
+version = "0.18.0"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [[package]]
 name = "pytest"
@@ -1507,7 +1531,7 @@ dev = ["pre-commit", "tox", "pytest-asyncio"]
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.1"
+version = "2.8.2"
 description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
@@ -1518,7 +1542,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytorch-lightning"
-version = "1.3.8"
+version = "1.4.0"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
 category = "main"
 optional = false
@@ -1529,23 +1553,23 @@ fsspec = {version = ">=2021.05.0,<2021.06.0 || >2021.06.0", extras = ["http"]}
 future = ">=0.17.1"
 numpy = ">=1.17.2"
 packaging = ">=17.0"
-pillow = "!=8.3.0"
-pyDeprecate = "0.3.0"
-PyYAML = ">=5.1,<=5.4.1"
+pyDeprecate = "0.3.1"
+PyYAML = ">=5.1"
 tensorboard = ">=2.2.0,<2.5.0 || >2.5.0"
-torch = ">=1.4"
-torchmetrics = ">=0.2.0"
+torch = ">=1.6"
+torchmetrics = ">=0.4.0"
 tqdm = ">=4.41.0"
+typing-extensions = "*"
 
 [package.extras]
-all = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.5)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.13.1)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "flake8 (>=3.6)", "check-manifest", "twine (==3.2)", "isort (>=5.6.4)", "mypy (>=0.720,<0.800)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas", "torchvision (>=0.5)", "gym (>=0.17.0)", "ipython"]
-cpu = ["matplotlib (>3.1)", "omegaconf (>=2.0.1)", "torchtext (>=0.5)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.13.1)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "flake8 (>=3.6)", "check-manifest", "twine (==3.2)", "isort (>=5.6.4)", "mypy (>=0.720,<0.800)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas", "torchvision (>=0.5)", "gym (>=0.17.0)", "ipython"]
-cpu-extra = ["matplotlib (>3.1)", "omegaconf (>=2.0.1)", "torchtext (>=0.5)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.13.1)"]
-dev = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.5)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.13.1)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "flake8 (>=3.6)", "check-manifest", "twine (==3.2)", "isort (>=5.6.4)", "mypy (>=0.720,<0.800)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas"]
-examples = ["torchvision (>=0.5)", "gym (>=0.17.0)", "ipython"]
-extra = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.5)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.13.1)"]
+all = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.7)", "onnx (>=1.7.0)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.17.0)", "gcsfs (>=2021.5.0)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "check-manifest", "twine (==3.2)", "mypy (>=0.900)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas", "torchvision (>=0.7)", "gym (>=0.17.0)", "ipython"]
+cpu = ["matplotlib (>3.1)", "omegaconf (>=2.0.1)", "torchtext (>=0.7)", "onnx (>=1.7.0)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.17.0)", "gcsfs (>=2021.5.0)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "check-manifest", "twine (==3.2)", "mypy (>=0.900)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas", "torchvision (>=0.7)", "gym (>=0.17.0)", "ipython"]
+cpu-extra = ["matplotlib (>3.1)", "omegaconf (>=2.0.1)", "torchtext (>=0.7)", "onnx (>=1.7.0)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.17.0)", "gcsfs (>=2021.5.0)"]
+dev = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.7)", "onnx (>=1.7.0)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.17.0)", "gcsfs (>=2021.5.0)", "neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)", "coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "check-manifest", "twine (==3.2)", "mypy (>=0.900)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas"]
+examples = ["torchvision (>=0.7)", "gym (>=0.17.0)", "ipython"]
+extra = ["matplotlib (>3.1)", "horovod (>=0.21.2)", "omegaconf (>=2.0.1)", "torchtext (>=0.7)", "onnx (>=1.7.0)", "onnxruntime (>=1.3.0)", "hydra-core (>=1.0)", "jsonargparse[signatures] (>=3.17.0)", "gcsfs (>=2021.5.0)"]
 loggers = ["neptune-client (>=0.4.109)", "comet-ml (>=3.1.12)", "mlflow (>=1.0.0)", "test-tube (>=0.7.5)", "wandb (>=0.8.21)"]
-test = ["coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "flake8 (>=3.6)", "check-manifest", "twine (==3.2)", "isort (>=5.6.4)", "mypy (>=0.720,<0.800)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas"]
+test = ["coverage (>5.2.0)", "codecov (>=2.1)", "pytest (>=6.0)", "check-manifest", "twine (==3.2)", "mypy (>=0.900)", "pre-commit (>=1.0)", "cloudpickle (>=1.3)", "scikit-learn (>0.22.1)", "scikit-image (>0.17.1)", "nltk (>=3.3)", "pandas"]
 
 [[package]]
 name = "pytz"
@@ -1593,7 +1617,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "regex"
-version = "2021.4.4"
+version = "2021.7.6"
 description = "Alternative regular expression module, to replace re."
 category = "main"
 optional = false
@@ -1601,21 +1625,21 @@ python-versions = "*"
 
 [[package]]
 name = "requests"
-version = "2.25.1"
+version = "2.26.0"
 description = "Python HTTP for Humans."
 category = "main"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [package.dependencies]
 certifi = ">=2017.4.17"
-chardet = ">=3.0.2,<5"
-idna = ">=2.5,<3"
+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]
-security = ["pyOpenSSL (>=0.14)", "cryptography (>=1.3.4)"]
 socks = ["PySocks (>=1.5.6,!=1.5.7)", "win-inet-pton"]
+use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "requests-oauthlib"
@@ -1701,7 +1725,7 @@ python-versions = "*"
 
 [[package]]
 name = "sentry-sdk"
-version = "1.1.0"
+version = "1.3.1"
 description = "Python client for Sentry (https://sentry.io)"
 category = "dev"
 optional = false
@@ -1720,6 +1744,7 @@ chalice = ["chalice (>=1.16.0)"]
 django = ["django (>=1.8)"]
 falcon = ["falcon (>=1.4)"]
 flask = ["flask (>=0.11)", "blinker (>=1.1)"]
+httpx = ["httpx (>=0.16.0)"]
 pure_eval = ["pure-eval", "executing", "asttokens"]
 pyspark = ["pyspark (>=2.4.4)"]
 rq = ["rq (>=0.6)"]
@@ -1871,15 +1896,20 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "torchmetrics"
-version = "0.2.0"
+version = "0.4.1"
 description = "PyTorch native Metrics"
 category = "main"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
+numpy = ">=1.17.2"
+packaging = "*"
 torch = ">=1.3.1"
 
+[package.extras]
+image = ["scipy", "torchvision", "torch-fidelity"]
+
 [[package]]
 name = "torchvision"
 version = "0.10.0"
@@ -1906,12 +1936,15 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "tqdm"
-version = "4.61.1"
+version = "4.61.2"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 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)"]
@@ -1974,7 +2007,7 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "wandb"
-version = "0.10.32"
+version = "0.10.33"
 description = "A CLI and library for interacting with the Weights and Biases API."
 category = "dev"
 optional = false
@@ -2078,7 +2111,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.9"
-content-hash = "0ed184d8a3f5774de6cb4c03164fc81cbb097a7134fc1774fffcfeb2f2f81c9e"
+content-hash = "91db4ec12db098a730fcdd63a7590cab62f0be1072c65229ae52fc35c58875a7"
 
 [metadata.files]
 absl-py = [
@@ -2128,8 +2161,8 @@ antlr4-python3-runtime = [
     {file = "antlr4-python3-runtime-4.8.tar.gz", hash = "sha256:15793f5d0512a372b4e7d2284058ad32ce7dd27126b105fb0b2245130445db33"},
 ]
 anyio = [
-    {file = "anyio-3.2.1-py3-none-any.whl", hash = "sha256:442678a3c7e1cdcdbc37dcfe4527aa851b1b0c9162653b516e9f509821691d50"},
-    {file = "anyio-3.2.1.tar.gz", hash = "sha256:07968db9fa7c1ca5435a133dc62f988d84ef78e1d9b22814a59d1c62618afbc5"},
+    {file = "anyio-3.3.0-py3-none-any.whl", hash = "sha256:929a6852074397afe1d989002aa96d457e3e1e5441357c60d03e7eea0e65e1b0"},
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