Update dependencies, update to vqvae params

6 files changed, 285 insertions, 270 deletions

diff --git a/poetry.lock b/poetry.lock
index 76ea763..562f5cc 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -71,30 +71,21 @@ python-versions = "*"
 
 [[package]]
 name = "argon2-cffi"
-version = "20.1.0"
+version = "21.1.0"
 description = "The secure Argon2 password hashing algorithm."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.5"
 
 [package.dependencies]
 cffi = ">=1.0.0"
-six = "*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "wheel", "pre-commit"]
-docs = ["sphinx"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest", "sphinx", "furo", "wheel", "pre-commit"]
+docs = ["sphinx", "furo"]
 tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
 
 [[package]]
-name = "async-generator"
-version = "1.10"
-description = "Async generators and context managers for Python 3.5+"
-category = "dev"
-optional = false
-python-versions = ">=3.5"
-
-[[package]]
 name = "async-timeout"
 version = "3.0.1"
 description = "Timeout context manager for asyncio programs"
@@ -188,11 +179,11 @@ d = ["aiohttp (>=3.3.2)", "aiohttp-cors"]
 
 [[package]]
 name = "bleach"
-version = "3.3.1"
+version = "4.1.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 packaging = "*"
@@ -551,7 +542,7 @@ typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.10\"
 
 [[package]]
 name = "google-auth"
-version = "1.34.0"
+version = "1.35.0"
 description = "Google Authentication Library"
 category = "main"
 optional = false
@@ -607,7 +598,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "h5py"
-version = "3.3.0"
+version = "3.4.0"
 description = "Read and write HDF5 files from Python"
 category = "main"
 optional = false
@@ -618,7 +609,7 @@ numpy = {version = ">=1.19.3", markers = "python_version >= \"3.9\""}
 
 [[package]]
 name = "hydra-core"
-version = "1.1.0"
+version = "1.1.1"
 description = "A framework for elegantly configuring complex applications"
 category = "main"
 optional = false
@@ -638,7 +629,7 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "ipykernel"
-version = "6.0.3"
+version = "6.2.0"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -648,7 +639,7 @@ python-versions = ">=3.7"
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
 debugpy = ">=1.0.0,<2.0"
 ipython = ">=7.23.1,<8.0"
-jupyter-client = "<7.0"
+jupyter-client = "<8.0"
 matplotlib-inline = ">=0.1.0,<0.2.0"
 tornado = ">=4.2,<7.0"
 traitlets = ">=4.1.0,<6.0"
@@ -658,7 +649,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "nose", "ipyparallel"]
 
 [[package]]
 name = "ipython"
-version = "7.26.0"
+version = "7.27.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -782,13 +773,14 @@ format_nongpl = ["idna", "jsonpointer (>1.13)", "webcolors", "rfc3986-validator
 
 [[package]]
 name = "jupyter-client"
-version = "6.2.0"
+version = "7.0.1"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
 
 [package.dependencies]
+entrypoints = "*"
 jupyter-core = ">=4.6.0"
 nest-asyncio = ">=1.5"
 python-dateutil = ">=2.1"
@@ -797,8 +789,8 @@ tornado = ">=4.1"
 traitlets = "*"
 
 [package.extras]
-doc = ["sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
-test = ["async-generator", "ipykernel", "ipython", "mock", "pytest-asyncio", "pytest-timeout", "pytest", "mypy", "pre-commit", "jedi (<0.18)"]
+doc = ["myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
+test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov", "pytest-timeout", "jedi (<0.18)"]
 
 [[package]]
 name = "jupyter-core"
@@ -843,7 +835,7 @@ test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "
 
 [[package]]
 name = "jupyterlab"
-version = "3.1.1"
+version = "3.1.9"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
@@ -876,7 +868,7 @@ pygments = ">=2.4.1,<3"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.6.2"
+version = "2.7.2"
 description = "A set of server components for JupyterLab and JupyterLab like applications ."
 category = "dev"
 optional = false
@@ -884,6 +876,7 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 babel = "*"
+entrypoints = ">=0.2.2"
 jinja2 = ">=2.10"
 json5 = "*"
 jsonschema = ">=3.0.1"
@@ -892,7 +885,7 @@ packaging = "*"
 requests = "*"
 
 [package.extras]
-test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.13.8,<0.14.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
+test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-server", "openapi-core (>=0.14.0,<0.15.0)", "pytest-console-scripts", "strict-rfc3339", "ruamel.yaml", "wheel"]
 
 [[package]]
 name = "jupyterlab-widgets"
@@ -904,11 +897,11 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.1"
+version = "1.3.2"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "loguru"
@@ -954,7 +947,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "matplotlib"
-version = "3.4.2"
+version = "3.4.3"
 description = "Python plotting package"
 category = "main"
 optional = false
@@ -1052,14 +1045,13 @@ test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
 
 [[package]]
 name = "nbclient"
-version = "0.5.3"
+version = "0.5.4"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
 python-versions = ">=3.6.1"
 
 [package.dependencies]
-async-generator = "*"
 jupyter-client = ">=6.1.5"
 nbformat = ">=5.0"
 nest-asyncio = "*"
@@ -1150,7 +1142,7 @@ twitter = ["twython"]
 
 [[package]]
 name = "notebook"
-version = "6.4.0"
+version = "6.4.3"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -1200,7 +1192,7 @@ signedtoken = ["cryptography (>=3.0.0,<4)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "omegaconf"
-version = "2.1.0"
+version = "2.1.1"
 description = "A flexible configuration library"
 category = "main"
 optional = false
@@ -1208,7 +1200,7 @@ python-versions = ">=3.6"
 
 [package.dependencies]
 antlr4-python3-runtime = "4.8"
-PyYAML = ">=5.1"
+PyYAML = ">=5.1.0"
 
 [[package]]
 name = "opencv-python"
@@ -1341,11 +1333,11 @@ test = ["pytest (>=2.7.3)", "pytest-cov", "coveralls", "futures", "pytest-benchm
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.19"
+version = "3.0.20"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.6.2"
 
 [package.dependencies]
 wcwidth = "*"
@@ -1455,7 +1447,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.9.0"
+version = "2.10.0"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
@@ -1542,7 +1534,7 @@ six = ">=1.5"
 
 [[package]]
 name = "pytorch-lightning"
-version = "1.4.1"
+version = "1.4.4"
 description = "PyTorch Lightning is the lightweight PyTorch wrapper for ML researchers. Scale your models. Write less boilerplate."
 category = "main"
 optional = false
@@ -1555,7 +1547,7 @@ numpy = ">=1.17.2"
 packaging = ">=17.0"
 pyDeprecate = "0.3.1"
 PyYAML = ">=5.1"
-tensorboard = ">=2.2.0,<2.5.0 || >2.5.0"
+tensorboard = ">=2.2.0"
 torch = ">=1.6"
 torchmetrics = ">=0.4.0"
 tqdm = ">=4.41.0"
@@ -1605,7 +1597,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
 
 [[package]]
 name = "pyzmq"
-version = "22.1.0"
+version = "22.2.1"
 description = "Python bindings for 0MQ"
 category = "dev"
 optional = false
@@ -1617,7 +1609,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "regex"
-version = "2021.7.6"
+version = "2021.8.28"
 description = "Alternative regular expression module, to replace re."
 category = "main"
 optional = false
@@ -1706,13 +1698,15 @@ numpy = ">=1.16.5"
 
 [[package]]
 name = "send2trash"
-version = "1.7.1"
+version = "1.8.0"
 description = "Send file to trash natively under Mac OS X, Windows and Linux."
 category = "dev"
 optional = false
 python-versions = "*"
 
 [package.extras]
+nativelib = ["pyobjc-framework-cocoa", "pywin32"]
+objc = ["pyobjc-framework-cocoa"]
 win32 = ["pywin32"]
 
 [[package]]
@@ -1794,7 +1788,7 @@ python-versions = "*"
 
 [[package]]
 name = "stevedore"
-version = "3.3.0"
+version = "3.4.0"
 description = "Manage dynamic plugins for Python applications"
 category = "dev"
 optional = false
@@ -1813,11 +1807,11 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, <4"
 
 [[package]]
 name = "tensorboard"
-version = "2.4.1"
+version = "2.6.0"
 description = "TensorBoard lets you watch Tensors Flow"
 category = "main"
 optional = false
-python-versions = ">= 2.7, != 3.0.*, != 3.1.*"
+python-versions = ">=3.6"
 
 [package.dependencies]
 absl-py = ">=0.4"
@@ -1828,11 +1822,19 @@ markdown = ">=2.6.8"
 numpy = ">=1.12.0"
 protobuf = ">=3.6.0"
 requests = ">=2.21.0,<3"
-six = ">=1.10.0"
+tensorboard-data-server = ">=0.6.0,<0.7.0"
 tensorboard-plugin-wit = ">=1.6.0"
 werkzeug = ">=0.11.15"
 
 [[package]]
+name = "tensorboard-data-server"
+version = "0.6.1"
+description = "Fast data loading for TensorBoard"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
 name = "tensorboard-plugin-wit"
 version = "1.8.0"
 description = "What-If Tool TensorBoard plugin."
@@ -1842,7 +1844,7 @@ python-versions = "*"
 
 [[package]]
 name = "terminado"
-version = "0.10.1"
+version = "0.11.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 category = "dev"
 optional = false
@@ -1936,7 +1938,7 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "tqdm"
-version = "4.62.0"
+version = "4.62.2"
 description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
@@ -1986,7 +1988,7 @@ test = ["pytest", "typing-extensions", "mypy"]
 
 [[package]]
 name = "typing-extensions"
-version = "3.10.0.0"
+version = "3.10.0.1"
 description = "Backported and Experimental Type Hints for Python 3.5+"
 category = "main"
 optional = false
@@ -2007,11 +2009,11 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 
 [[package]]
 name = "wandb"
-version = "0.11.2"
+version = "0.12.1"
 description = "A CLI and library for interacting with the Weights and Biases API."
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 
 [package.dependencies]
 Click = ">=7.0,<8.0.0 || >8.0.0"
@@ -2029,13 +2031,13 @@ sentry-sdk = ">=1.0.0"
 shortuuid = ">=0.5.0"
 six = ">=1.13.0"
 subprocess32 = ">=3.5.3"
-urllib3 = ">=1.26.5"
 
 [package.extras]
 aws = ["boto3"]
 gcp = ["google-cloud-storage"]
 grpc = ["grpcio (==1.27.2)"]
 kubeflow = ["kubernetes", "minio", "google-cloud-storage", "sh"]
+launch = ["docker", "jupyter-repo2docker", "chardet", "iso8601"]
 media = ["numpy", "moviepy", "pillow", "bokeh", "soundfile", "plotly"]
 sweeps = ["numpy (>=1.15,<1.21)", "scipy (>=1.5.4)", "pyyaml", "scikit-learn (==0.24.1)", "jsonschema (>=3.2.0)", "jsonref (>=0.2)", "pydantic (>=1.8.2)"]
 
@@ -2057,12 +2059,16 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.1.0"
+version = "1.2.1"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
+[package.extras]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "werkzeug"
 version = "2.0.1"
@@ -2111,7 +2117,7 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "1.1"
 python-versions = "^3.9"
-content-hash = "78ee5b3911c60380b6d7a487f61df807d2d623cdb8f9848dee260b581ec06460"
+content-hash = "ccce9236755431d057a2fff3fee3a89dfc9de41602ce1b59085e4d036e74e04e"
 
 [metadata.files]
 absl-py = [
@@ -2173,32 +2179,17 @@ appnope = [
     {file = "appnope-0.1.2.tar.gz", hash = "sha256:dd83cd4b5b460958838f6eb3000c660b1f9caf2a5b1de4264e941512f603258a"},
 ]
 argon2-cffi = [
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-    {file = "argon2_cffi-20.1.0-cp27-cp27m-macosx_10_6_intel.whl", hash = "sha256:6ea92c980586931a816d61e4faf6c192b4abce89aa767ff6581e6ddc985ed003"},
-    {file = "argon2_cffi-20.1.0-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:05a8ac07c7026542377e38389638a8a1e9b78f1cd8439cd7493b39f08dd75fbf"},
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-]
-async-generator = [
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-    {file = "async_generator-1.10.tar.gz", hash = "sha256:6ebb3d106c12920aaae42ccb6f787ef5eefdcdd166ea3d628fa8476abe712144"},
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+    {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
 ]
 sentencepiece = [
     {file = "sentencepiece-0.1.96-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cc969e6694fb27fba7cee2953f350804faf03913f25ae1ee713a7b8a1bc08018"},
@@ -3451,8 +3461,8 @@ snowballstemmer = [
     {file = "snowballstemmer-2.1.0.tar.gz", hash = "sha256:e997baa4f2e9139951b6f4c631bad912dfd3c792467e2f03d7239464af90e914"},
 ]
 stevedore = [
-    {file = "stevedore-3.3.0-py3-none-any.whl", hash = "sha256:50d7b78fbaf0d04cd62411188fa7eedcb03eb7f4c4b37005615ceebe582aa82a"},
-    {file = "stevedore-3.3.0.tar.gz", hash = "sha256:3a5bbd0652bf552748871eaa73a4a8dc2899786bc497a2aa1fcb4dcdb0debeee"},
+    {file = "stevedore-3.4.0-py3-none-any.whl", hash = "sha256:920ce6259f0b2498aaa4545989536a27e4e4607b8318802d7ddc3a533d3d069e"},
+    {file = "stevedore-3.4.0.tar.gz", hash = "sha256:59b58edb7f57b11897f150475e7bc0c39c5381f0b8e3fa9f5c20ce6c89ec4aa1"},
 ]
 subprocess32 = [
     {file = "subprocess32-3.5.4-cp27-cp27m-macosx_10_6_intel.whl", hash = "sha256:88e37c1aac5388df41cc8a8456bb49ebffd321a3ad4d70358e3518176de3a56b"},
@@ -3460,14 +3470,19 @@ subprocess32 = [
     {file = "subprocess32-3.5.4.tar.gz", hash = "sha256:eb2937c80497978d181efa1b839ec2d9622cf9600a039a79d0e108d1f9aec79d"},
 ]
 tensorboard = [
-    {file = "tensorboard-2.4.1-py3-none-any.whl", hash = "sha256:7b8c53c396069b618f6f276ec94fc45d17e3282d668979216e5d30be472115e4"},
+    {file = "tensorboard-2.6.0-py3-none-any.whl", hash = "sha256:f7dac4cdfb52d14c9e3f74585ce2aaf8e6203620a864e51faf84988b09f7bbdb"},
+]
+tensorboard-data-server = [
+    {file = "tensorboard_data_server-0.6.1-py3-none-any.whl", hash = "sha256:809fe9887682d35c1f7d1f54f0f40f98bb1f771b14265b453ca051e2ce58fca7"},
+    {file = "tensorboard_data_server-0.6.1-py3-none-macosx_10_9_x86_64.whl", hash = "sha256:fa8cef9be4fcae2f2363c88176638baf2da19c5ec90addb49b1cde05c95c88ee"},
+    {file = "tensorboard_data_server-0.6.1-py3-none-manylinux2010_x86_64.whl", hash = "sha256:d8237580755e58eff68d1f3abefb5b1e39ae5c8b127cc40920f9c4fb33f4b98a"},
 ]
 tensorboard-plugin-wit = [
     {file = "tensorboard_plugin_wit-1.8.0-py3-none-any.whl", hash = "sha256:2a80d1c551d741e99b2f197bb915d8a133e24adb8da1732b840041860f91183a"},
 ]
 terminado = [
-    {file = "terminado-0.10.1-py3-none-any.whl", hash = "sha256:c89ace5bffd0e7268bdcf22526830eb787fd146ff9d78691a0528386f92b9ae3"},
-    {file = "terminado-0.10.1.tar.gz", hash = "sha256:89d5dac2f4e2b39758a0ff9a3b643707c95a020a6df36e70583b88297cd59cbe"},
+    {file = "terminado-0.11.1-py3-none-any.whl", hash = "sha256:9e0457334863be3e6060c487ad60e0995fa1df54f109c67b24ff49a4f2f34df5"},
+    {file = "terminado-0.11.1.tar.gz", hash = "sha256:962b402edbb480718054dc37027bada293972ecadfb587b89f01e2b8660a2132"},
 ]
 testpath = [
     {file = "testpath-0.5.0-py3-none-any.whl", hash = "sha256:8044f9a0bab6567fc644a3593164e872543bb44225b0e24846e2c89237937589"},
@@ -3569,8 +3584,8 @@ tornado = [
     {file = "tornado-6.1.tar.gz", hash = "sha256:33c6e81d7bd55b468d2e793517c909b139960b6c790a60b7991b9b6b76fb9791"},
 ]
 tqdm = [
-    {file = "tqdm-4.62.0-py2.py3-none-any.whl", hash = "sha256:706dea48ee05ba16e936ee91cb3791cd2ea6da348a0e50b46863ff4363ff4340"},
-    {file = "tqdm-4.62.0.tar.gz", hash = "sha256:3642d483b558eec80d3c831e23953582c34d7e4540db86d9e5ed9dad238dabc6"},
+    {file = "tqdm-4.62.2-py2.py3-none-any.whl", hash = "sha256:80aead664e6c1672c4ae20dc50e1cdc5e20eeff9b14aa23ecd426375b28be588"},
+    {file = "tqdm-4.62.2.tar.gz", hash = "sha256:a4d6d112e507ef98513ac119ead1159d286deab17dffedd96921412c2d236ff5"},
 ]
 traitlets = [
     {file = "traitlets-5.0.5-py3-none-any.whl", hash = "sha256:69ff3f9d5351f31a7ad80443c2674b7099df13cc41fc5fa6e2f6d3b0330b0426"},
@@ -3613,17 +3628,17 @@ typeguard = [
     {file = "typeguard-2.12.1.tar.gz", hash = "sha256:c2af8b9bdd7657f4bd27b45336e7930171aead796711bc4cfc99b4731bb9d051"},
 ]
 typing-extensions = [
-    {file = "typing_extensions-3.10.0.0-py2-none-any.whl", hash = "sha256:0ac0f89795dd19de6b97debb0c6af1c70987fd80a2d62d1958f7e56fcc31b497"},
-    {file = "typing_extensions-3.10.0.0-py3-none-any.whl", hash = "sha256:779383f6086d90c99ae41cf0ff39aac8a7937a9283ce0a414e5dd782f4c94a84"},
-    {file = "typing_extensions-3.10.0.0.tar.gz", hash = "sha256:50b6f157849174217d0656f99dc82fe932884fb250826c18350e159ec6cdf342"},
+    {file = "typing_extensions-3.10.0.1-py2-none-any.whl", hash = "sha256:8bbffbd37fbeb9747a0241fdfde5ae99d4531ad1d1a41ccaea62100e15a5814c"},
+    {file = "typing_extensions-3.10.0.1-py3-none-any.whl", hash = "sha256:045dd532231acfa03628df5e0c66dba64e2cc8fc8b844538d4ad6d5dd6cb82dc"},
+    {file = "typing_extensions-3.10.0.1.tar.gz", hash = "sha256:83af6730a045fda60f46510f7f1f094776d90321caa4d97d20ef38871bef4bd3"},
 ]
 urllib3 = [
     {file = "urllib3-1.26.6-py2.py3-none-any.whl", hash = "sha256:39fb8672126159acb139a7718dd10806104dec1e2f0f6c88aab05d17df10c8d4"},
     {file = "urllib3-1.26.6.tar.gz", hash = "sha256:f57b4c16c62fa2760b7e3d97c35b255512fb6b59a259730f36ba32ce9f8e342f"},
 ]
 wandb = [
-    {file = "wandb-0.11.2-py2.py3-none-any.whl", hash = "sha256:7bd00153873b0c1ceb31ae45852991bb08c1785f9c89d30dec0c569378ea3020"},
-    {file = "wandb-0.11.2.tar.gz", hash = "sha256:324ee38bcc1baea13cf914d5b28b21519237e17ab13dc7cac0870e0291930a2e"},
+    {file = "wandb-0.12.1-py2.py3-none-any.whl", hash = "sha256:723e81cca072def483422b9ae45d5c1b5c8f2d011dc5c85c8891696f8504a55e"},
+    {file = "wandb-0.12.1.tar.gz", hash = "sha256:739f205b5c9a5bc25e742f1c707e65322cd6aafba8ec64299e5757f992f34be3"},
 ]
 wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
@@ -3634,8 +3649,8 @@ webencodings = [
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
 ]
 websocket-client = [
-    {file = "websocket-client-1.1.0.tar.gz", hash = "sha256:b68e4959d704768fa20e35c9d508c8dc2bbc041fd8d267c0d7345cffe2824568"},
-    {file = "websocket_client-1.1.0-py2.py3-none-any.whl", hash = "sha256:e5c333bfa9fa739538b652b6f8c8fc2559f1d364243c8a689d7c0e1d41c2e611"},
+    {file = "websocket-client-1.2.1.tar.gz", hash = "sha256:8dfb715d8a992f5712fff8c843adae94e22b22a99b2c5e6b0ec4a1a981cc4e0d"},
+    {file = "websocket_client-1.2.1-py2.py3-none-any.whl", hash = "sha256:0133d2f784858e59959ce82ddac316634229da55b498aac311f1620567a710ec"},
 ]
 werkzeug = [
     {file = "Werkzeug-2.0.1-py3-none-any.whl", hash = "sha256:6c1ec500dcdba0baa27600f6a22f6333d8b662d22027ff9f6202e3367413caa8"},
diff --git a/pyproject.toml b/pyproject.toml
index 7d81365..9c972e3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -50,7 +50,7 @@ flake8-import-order = "^0.18.1"
 safety = "^1.9.0"
 mypy = "^0.770"
 typeguard = "^2.7.1"
-wandb = "^0.11.2"
+wandb = "^0.12.1"
 scipy = "^1.6.1"
 flake8-annotations = "^2.6.2"
 flake8-docstrings = "^1.6.0"
diff --git a/training/conf/experiment/vqgan.yaml b/training/conf/experiment/vqgan.yaml
index 34d8f84..485e963 100644
--- a/training/conf/experiment/vqgan.yaml
+++ b/training/conf/experiment/vqgan.yaml
@@ -24,21 +24,21 @@ criterion:
   discriminator_iter_start: 2.0e4
 
 datamodule:
-  batch_size: 12
+  batch_size: 6
 
 lr_schedulers:
   generator:
     _target_: torch.optim.lr_scheduler.OneCycleLR
     max_lr: 3.0e-4
     total_steps: null
-    epochs: 64
-    steps_per_epoch: 1685
+    epochs: 100
+    steps_per_epoch: 3369
     pct_start: 0.1
     anneal_strategy: cos
     cycle_momentum: true
     base_momentum: 0.85
     max_momentum: 0.95
-    div_factor: 1.0e2
+    div_factor: 1.0e3
     final_div_factor: 1.0e4
     three_phase: true
     last_epoch: -1
diff --git a/training/conf/network/decoder/vae_decoder.yaml b/training/conf/network/decoder/vae_decoder.yaml
index 7558ff0..60cdcf1 100644
--- a/training/conf/network/decoder/vae_decoder.yaml
+++ b/training/conf/network/decoder/vae_decoder.yaml
@@ -1,5 +1,5 @@
 _target_: text_recognizer.networks.vqvae.decoder.Decoder
 out_channels: 1 
-hidden_dim: 32
-channels_multipliers: [4, 4, 2, 1]
+hidden_dim: 64
+channels_multipliers: [8, 4, 2, 1]
 dropout_rate: 0.0
diff --git a/training/conf/network/encoder/vae_encoder.yaml b/training/conf/network/encoder/vae_encoder.yaml
index b32f425..73529fc 100644
--- a/training/conf/network/encoder/vae_encoder.yaml
+++ b/training/conf/network/encoder/vae_encoder.yaml
@@ -1,5 +1,5 @@
 _target_: text_recognizer.networks.vqvae.encoder.Encoder
 in_channels: 1 
-hidden_dim: 32
-channels_multipliers: [1, 2, 4, 4]
+hidden_dim: 64
+channels_multipliers: [1, 2, 4, 8]
 dropout_rate: 0.0
diff --git a/training/conf/network/vqvae.yaml b/training/conf/network/vqvae.yaml
index 936e575..70d27d7 100644
--- a/training/conf/network/vqvae.yaml
+++ b/training/conf/network/vqvae.yaml
@@ -3,7 +3,7 @@ defaults:
   - decoder: vae_decoder
 
 _target_: text_recognizer.networks.vqvae.vqvae.VQVAE
-hidden_dim: 128
+hidden_dim: 512
 embedding_dim: 64
-num_embeddings: 2048
+num_embeddings: 4096
 decay: 0.99