diff --git a/elegy/callbacks/__init__.py b/elegy/callbacks/__init__.py
index 0f0d7cea..77ea9c41 100644
--- a/elegy/callbacks/__init__.py
+++ b/elegy/callbacks/__init__.py
@@ -9,6 +9,7 @@
 from .sigint import SigInt
 from .tensorboard import TensorBoard
 from .terminate_nan import TerminateOnNaN
+from .wandb_callback import WandbCallback
 
 __all__ = [
     "CallbackList",
@@ -21,4 +22,5 @@
     "RemoteMonitor",
     "CSVLogger",
     "TensorBoard",
+    "WandbCallback"
 ]
diff --git a/elegy/callbacks/wandb_callback.py b/elegy/callbacks/wandb_callback.py
new file mode 100644
index 00000000..baccc45f
--- /dev/null
+++ b/elegy/callbacks/wandb_callback.py
@@ -0,0 +1,211 @@
+# Implementation based on tf.keras.callbacks.py and elegy.callbacks.TensorBoard
+# https://github.com/tensorflow/tensorflow/blob/v2.2.0/tensorflow/python/keras/callbacks.py
+# https://github.com/poets-ai/elegy/blob/master/elegy/callbacks/tensorboard.py
+
+
+import math
+import wandb
+from typing import Union, Optional, Dict
+
+from .callback import Callback
+
+
+class WandbCallback(Callback):
+    """
+    Callback that streams epoch results to a [Weights & Biases](https://wandb.ai/) run.
+
+    ```python
+    wandb.login()
+    wandb_logger = WandbCallback(project="sample-wandb-project", job_type="train")
+    model.fit(X_train, Y_train, callbacks=[wandb_logger])
+    ```
+    """
+
+    def __init__(
+        self,
+        project: Optional[str] = None,
+        name: Optional[str] = None,
+        entity: Optional[str] = None,
+        job_type: Optional[str] = None,
+        config: Union[Dict, str, None] = None,
+        update_freq: Union[str, int] = "epoch",
+        save_model: bool = False,
+        monitor: str = "val_loss",
+        mode: str = "min",
+        **kwargs,
+    ):
+        """
+        Arguments:
+            project: (str, optional) The name of the project where you're sending the new run.
+                If the project is not specified, the run is put in an "Uncategorized" project.
+            name: (str, optional) A short display name for this run, which is how you'll
+                identify this run in the UI. By default we generate a random two-word name that
+                lets you easily cross-reference runs from the table to charts. Keeping these run
+                names short makes the chart legends and tables easier to read. If you're looking
+                for a place to save your hyperparameters, we recommend saving those in config.
+            entity: (str, optional) An entity is a username or team name where you're sending runs.
+                This entity must exist before you can send runs there, so make sure to create your
+                account or team in the UI before starting to log runs. If you don't specify an entity,
+                the run will be sent to your default entity, which is usually your username.
+            job_type: (str, optional) Specify the type of run, which is useful when you're grouping
+                runs together into larger experiments using group. For example, you might have multiple
+                jobs in a group, with job types like train and eval. Setting this makes it easy to
+                filter and group similar runs together in the UI so you can compare apples to apples.
+            config: (dict, argparse, absl.flags, str, optional) This sets `wandb.config`, a dictionary-like
+                object for saving inputs to your job, like hyperparameters for a model or settings for a
+                data preprocessing job. The config will show up in a table in the UI that you can use to
+                group, filter, and sort runs. Keys should not contain . in their names, and values should
+                be under 10 MB. If dict, argparse or `absl.flags`: will load the key value pairs into the
+                wandb.config object. If str: will look for a yaml file by that name, and load config from
+                that file into the `wandb.config` object.
+            update_freq: (str, int)`'batch'` or `'epoch'` or integer. When using `'batch'`, writes the
+                losses and metrics to TensorBoard after each batch. The same applies for `'epoch'`. If
+                using an integer, let's say `1000`, the callback will write the metrics and losses to
+                TensorBoard every 1000 batches. Note that writing too frequently to TensorBoard can slow
+                down your training.
+            save_model: (bool) Save a model when monitor beats all previous epochs if set to `True` otherwise
+                don't save models.
+            monitor: (str) name of metric to monitor. Defaults to `'val_loss'`.
+            mode: (str) one of {`'min'`, `'max'`, `'every'`}. `'min'` - save model when monitor is minimized.
+                `'max'` - save model when monitor is maximized. `'every'` - save model after every epoch.
+        """
+        super().__init__()
+        self.run = (
+            wandb.init(
+                project=project,
+                name=name,
+                entity=entity,
+                job_type=job_type,
+                config=config,
+                **kwargs,
+            )
+            if wandb.run is None
+            else wandb.run
+        )
+        self.keys = None
+        self.write_per_batch = True
+        self._constant_fields = ["size"]
+        self._constants = {}
+        self._save_model = save_model
+        self._monitor = monitor
+        self._mode = mode
+        self._monitor_metric_val = math.inf if mode == "min" else -math.inf
+        self._best_epoch = 0
+        self._model_path = f"model-best-0"
+        self._model_checkpoint = self.model
+        try:
+            self.update_freq = int(update_freq)
+        except ValueError as e:
+            self.update_freq = 1
+            if update_freq == "batch":
+                self.write_per_batch = True
+            elif update_freq == "epoch":
+                self.write_per_batch = False
+            else:
+                raise e
+
+    def _gather_configs(self):
+        module_attributes = vars(vars(self.model)["module"])
+        for _var in module_attributes:
+            if (
+                type(module_attributes[_var]) == str
+                or type(module_attributes[_var]) == int
+            ):
+                wandb.run.config[_var] = module_attributes[_var]
+
+    def _add_model_as_artifact(self, model_path: str, epoch: int):
+        artifact = wandb.Artifact(
+            f"model-{self.run.name}",
+            type="model",
+            metadata={
+                "epoch": epoch,
+                "model_path": model_path
+            }
+        )
+        artifact.add_dir(model_path)
+        self.run.log_artifact(artifact)
+
+    def on_train_begin(self, logs=None):
+        self.steps = self.params["steps"]
+        self.global_step = 0
+        self._gather_configs()
+
+    def on_train_batch_end(self, batch: int, logs=None):
+        if not self.write_per_batch:
+            return
+        logs = logs or {}
+        for key in self._constant_fields:
+            self._constants[key] = logs[key]
+            logs.pop(key, None)
+            logs.pop("val_" + key, None)
+        self.global_step = batch + self.current_epoch * (self.steps)
+        if self.global_step % self.update_freq == 0:
+            if self.keys is None:
+                self.keys = logs.keys()
+            for key in self.keys:
+                log_key = key
+                if log_key[:4] != "val_":
+                    log_key = "train_" + log_key
+                self.run.log({log_key: logs[key]}, step=self.global_step)
+
+    def on_epoch_begin(self, epoch: int, logs=None):
+        self.current_epoch = epoch
+
+    def on_epoch_end(self, epoch: int, logs=None):
+        logs = logs or {}
+        for key in self._constant_fields:
+            self._constants[key] = logs[key]
+            logs.pop(key, None)
+            logs.pop("val_" + key, None)
+
+        if self.keys is None:
+            self.keys = logs.keys()
+
+        if self.write_per_batch:
+            for key in logs:
+                log_key = key
+                if log_key[:4] != "val_":
+                    log_key = "train_" + log_key
+                self.run.log({log_key: logs[key]}, step=self.global_step)
+
+        elif epoch % self.update_freq == 0:
+            for key in logs:
+                log_key = key
+                if log_key[:4] != "val_":
+                    log_key = "train_" + log_key
+                self.run.log({log_key: logs[key]}, step=epoch)
+
+        if self._save_model:
+            if self._mode == "every":
+                self._best_epoch = epoch
+                self._model_path = f"model-{epoch + 1}-{self.run.name}"
+                print(f"Saving Model at {self._model_path}")
+                self._model_checkpoint = self.model
+                self._model_checkpoint.save(self._model_path)
+
+            elif self._mode == "min" and logs[self._monitor] < self._monitor_metric_val:
+                self._best_epoch = epoch
+                self._model_path = f"model-best-{epoch + 1}-{self.run.name}"
+                print(
+                    f"{self._monitor} decreased at epoch {epoch}. Saving Model at {self._model_path}"
+                )
+                self._model_checkpoint = self.model
+                self._model_checkpoint.save(self._model_path)
+                self._monitor_metric_val = logs[self._monitor]
+
+            elif self._mode == "max" and logs[self._monitor] > self._monitor_metric_val:
+                self._best_epoch = epoch
+                self._model_path = f"model-best-{epoch + 1}-{self.run.name}"
+                print(
+                    f"{self._monitor} increased at epoch {epoch}. Saving Model at {self._model_path}"
+                )
+                self._model_checkpoint = self.model
+                self._model_checkpoint.save(self._model_path)
+                self._monitor_metric_val = logs[self._monitor]
+            
+            self._add_model_as_artifact(self._model_path, epoch=self._best_epoch)
+
+    def on_train_end(self, logs=None):
+        for key in self._constant_fields:
+            wandb.run.summary[key] = self._constants[key]
+        self.run.finish()
diff --git a/poetry.lock b/poetry.lock
index 66cc9573..c3c09078 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -44,7 +44,7 @@ frozenlist = ">=1.1.0"
 
 [[package]]
 name = "anyio"
-version = "3.4.0"
+version = "3.5.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 category = "dev"
 optional = false
@@ -56,7 +56,7 @@ sniffio = ">=1.1"
 typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-doc = ["sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
+doc = ["packaging", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.2.0)"]
 test = ["coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "pytest (>=6.0)", "pytest-mock (>=3.6.1)", "trustme", "contextlib2", "uvloop (<0.15)", "mock (>=4)", "uvloop (>=0.15)"]
 trio = ["trio (>=0.16)"]
 
@@ -76,20 +76,6 @@ category = "dev"
 optional = false
 python-versions = "*"
 
-[[package]]
-name = "argcomplete"
-version = "1.12.3"
-description = "Bash tab completion for argparse"
-category = "dev"
-optional = false
-python-versions = "*"
-
-[package.dependencies]
-importlib-metadata = {version = ">=0.23,<5", markers = "python_version == \"3.7\""}
-
-[package.extras]
-test = ["coverage", "flake8", "pexpect", "wheel"]
-
 [[package]]
 name = "argon2-cffi"
 version = "21.3.0"
@@ -135,14 +121,14 @@ six = ">=1.6.1,<2.0"
 
 [[package]]
 name = "async-timeout"
-version = "4.0.1"
+version = "4.0.2"
 description = "Timeout context manager for asyncio programs"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.dependencies]
-typing-extensions = ">=3.6.5"
+typing-extensions = {version = ">=3.6.5", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "asynctest"
@@ -162,17 +148,17 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "attrs"
-version = "21.2.0"
+version = "21.4.0"
 description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [package.extras]
-dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit"]
+dev = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins", "zope.interface", "furo", "sphinx", "sphinx-notfound-page", "pre-commit", "cloudpickle"]
 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"]
-tests_no_zope = ["coverage[toml] (>=5.0.2)", "hypothesis", "pympler", "pytest (>=4.3.0)", "six", "mypy", "pytest-mypy-plugins"]
+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 = "babel"
@@ -194,19 +180,19 @@ optional = false
 python-versions = "*"
 
 [[package]]
-name = "backports.entry-points-selectable"
-version = "1.1.1"
-description = "Compatibility shim providing selectable entry points for older implementations"
+name = "beautifulsoup4"
+version = "4.10.0"
+description = "Screen-scraping library"
 category = "dev"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">3.0.0"
 
 [package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+soupsieve = ">1.2"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
-testing = ["pytest", "pytest-flake8", "pytest-cov", "pytest-black (>=0.3.7)", "pytest-mypy", "pytest-checkdocs (>=2.4)", "pytest-enabler (>=1.0.1)"]
+html5lib = ["html5lib"]
+lxml = ["lxml"]
 
 [[package]]
 name = "black"
@@ -253,11 +239,11 @@ python-versions = "*"
 
 [[package]]
 name = "cachetools"
-version = "4.2.4"
+version = "5.0.0"
 description = "Extensible memoizing collections and decorators"
 category = "dev"
 optional = false
-python-versions = "~=3.5"
+python-versions = "~=3.7"
 
 [[package]]
 name = "certifi"
@@ -288,7 +274,7 @@ python-versions = ">=3.6.1"
 
 [[package]]
 name = "charset-normalizer"
-version = "2.0.9"
+version = "2.0.12"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "dev"
 optional = false
@@ -299,7 +285,7 @@ unicode_backport = ["unicodedata2"]
 
 [[package]]
 name = "chex"
-version = "0.1.0"
+version = "0.1.1"
 description = "Chex: Testing made fun, in JAX!"
 category = "main"
 optional = false
@@ -350,11 +336,11 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[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.extras]
 toml = ["tomli"]
@@ -369,7 +355,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "datasets"
-version = "1.16.1"
+version = "1.18.4"
 description = "HuggingFace community-driven open-source library of datasets"
 category = "dev"
 optional = false
@@ -387,6 +373,7 @@ packaging = "*"
 pandas = "*"
 pyarrow = ">=3.0.0,<4.0.0 || >4.0.0"
 requests = ">=2.19.0"
+responses = "<0.19"
 tqdm = ">=4.62.1"
 xxhash = "*"
 
@@ -394,14 +381,15 @@ xxhash = "*"
 apache-beam = ["apache-beam (>=2.26.0)"]
 audio = ["librosa"]
 benchmarks = ["numpy (==1.18.5)", "tensorflow (==2.3.0)", "torch (==1.6.0)", "transformers (==3.0.2)"]
-dev = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch", "aiobotocore", "boto3", "botocore", "faiss-cpu (>=1.6.4)", "fsspec", "moto[server,s3] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "transformers", "bs4", "conllu", "langdetect", "lxml", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "bert-score (>=0.3.6)", "rouge-score", "sacrebleu", "scipy", "seqeval", "scikit-learn", "jiwer", "sentencepiece", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "wget (>=3.2)", "pytorch-nlp (==0.5.0)", "pytorch-lightning", "fastBPE (==0.1.0)", "fairseq", "black (==21.4b0)", "flake8 (==3.7.9)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)", "importlib-resources"]
+dev = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "aiobotocore", "boto3", "botocore", "faiss-cpu (>=1.6.4)", "fsspec", "moto[s3,server] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "soundfile", "transformers", "bs4", "conllu", "h5py", "langdetect", "lxml", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "bert-score (>=0.3.6)", "rouge-score", "sacrebleu", "scipy", "seqeval", "scikit-learn", "jiwer", "sentencepiece", "torchmetrics (==0.6.0)", "mauve-text", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "Pillow (>=6.2.1)", "librosa", "wget (>=3.2)", "pytorch-nlp (==0.5.0)", "pytorch-lightning", "fastBPE (==0.1.0)", "fairseq", "black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)", "importlib-resources"]
 docs = ["docutils (==0.16.0)", "recommonmark", "sphinx (==3.1.2)", "sphinx-markdown-tables", "sphinx-rtd-theme (==0.4.3)", "sphinxext-opengraph (==0.4.1)", "sphinx-copybutton", "fsspec (<2021.9.0)", "s3fs", "sphinx-panels", "sphinx-inline-tabs", "myst-parser", "Markdown (!=3.3.5)"]
-quality = ["black (==21.4b0)", "flake8 (==3.7.9)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)"]
+quality = ["black (>=22.0,<23.0)", "flake8 (>=3.8.3)", "isort (>=5.0.0)", "pyyaml (>=5.3.1)"]
 s3 = ["fsspec", "boto3", "botocore", "s3fs"]
 tensorflow = ["tensorflow (>=2.2.0,!=2.6.0,!=2.6.1)"]
 tensorflow_gpu = ["tensorflow-gpu (>=2.2.0,!=2.6.0,!=2.6.1)"]
-tests = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch", "aiobotocore", "boto3", "botocore", "faiss-cpu (>=1.6.4)", "fsspec", "moto[server,s3] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "transformers", "bs4", "conllu", "langdetect", "lxml", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "bert-score (>=0.3.6)", "rouge-score", "sacrebleu", "scipy", "seqeval", "scikit-learn", "jiwer", "sentencepiece", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "wget (>=3.2)", "pytorch-nlp (==0.5.0)", "pytorch-lightning", "fastBPE (==0.1.0)", "fairseq", "importlib-resources"]
+tests = ["absl-py", "pytest", "pytest-datadir", "pytest-xdist", "apache-beam (>=2.26.0)", "elasticsearch (<8.0.0)", "aiobotocore", "boto3", "botocore", "faiss-cpu (>=1.6.4)", "fsspec", "moto[s3,server] (==2.0.4)", "rarfile (>=4.0)", "s3fs (==2021.08.1)", "tensorflow (>=2.3,!=2.6.0,!=2.6.1)", "torch", "torchaudio", "soundfile", "transformers", "bs4", "conllu", "h5py", "langdetect", "lxml", "mwparserfromhell", "nltk", "openpyxl", "py7zr", "tldextract", "zstandard", "bert-score (>=0.3.6)", "rouge-score", "sacrebleu", "scipy", "seqeval", "scikit-learn", "jiwer", "sentencepiece", "torchmetrics (==0.6.0)", "mauve-text", "toml (>=0.10.1)", "requests-file (>=1.5.1)", "tldextract (>=3.1.0)", "texttable (>=1.6.3)", "Werkzeug (>=1.0.1)", "six (>=1.15.0,<1.16.0)", "Pillow (>=6.2.1)", "librosa", "wget (>=3.2)", "pytorch-nlp (==0.5.0)", "pytorch-lightning", "fastBPE (==0.1.0)", "fairseq", "importlib-resources"]
 torch = ["torch"]
+vision = ["Pillow (>=6.2.1)"]
 
 [[package]]
 name = "debugpy"
@@ -413,7 +401,7 @@ python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*"
 
 [[package]]
 name = "decorator"
-version = "5.1.0"
+version = "5.1.1"
 description = "Decorators for Humans"
 category = "dev"
 optional = false
@@ -475,6 +463,17 @@ python-versions = "*"
 [package.dependencies]
 six = ">=1.12.0"
 
+[[package]]
+name = "docker-pycreds"
+version = "0.4.0"
+description = "Python bindings for the docker credentials store API"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = ">=1.4.0"
+
 [[package]]
 name = "einops"
 version = "0.3.2"
@@ -485,19 +484,19 @@ python-versions = "*"
 
 [[package]]
 name = "entrypoints"
-version = "0.3"
+version = "0.4"
 description = "Discover and load entry points from installed packages."
 category = "dev"
 optional = false
-python-versions = ">=2.7"
+python-versions = ">=3.6"
 
 [[package]]
 name = "filelock"
-version = "3.4.0"
+version = "3.6.0"
 description = "A platform independent file lock."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["furo (>=2021.8.17b43)", "sphinx (>=4.1)", "sphinx-autodoc-typehints (>=1.12)"]
@@ -531,14 +530,14 @@ testing = ["atari-py (==0.2.5)", "clu", "gym (==0.18.3)", "jaxlib", "jraph", "ml
 
 [[package]]
 name = "fonttools"
-version = "4.28.3"
+version = "4.31.2"
 description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=13.0.0)", "xattr"]
+all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
 graphite = ["lz4 (>=1.7.4.2)"]
 interpolatable = ["scipy", "munkres"]
 lxml = ["lxml (>=4.0,<5)"]
@@ -547,24 +546,24 @@ plot = ["matplotlib"]
 symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
-unicode = ["unicodedata2 (>=13.0.0)"]
+unicode = ["unicodedata2 (>=14.0.0)"]
 woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
 
 [[package]]
 name = "frozenlist"
-version = "1.2.0"
+version = "1.3.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "fsspec"
-version = "2022.1.0"
+version = "2022.2.0"
 description = "File-system specification"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 aiohttp = {version = "*", optional = true, markers = "extra == \"http\""}
@@ -614,16 +613,39 @@ python-dateutil = ">=2.8.1"
 [package.extras]
 dev = ["twine", "markdown", "flake8", "wheel"]
 
+[[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 = "3.1.27"
+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"
+typing-extensions = {version = ">=3.7.4.3", markers = "python_version < \"3.8\""}
+
 [[package]]
 name = "google-auth"
-version = "2.3.3"
+version = "2.6.2"
 description = "Google Authentication Library"
 category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
 
 [package.dependencies]
-cachetools = ">=2.0.0,<5.0"
+cachetools = ">=2.0.0,<6.0"
 pyasn1-modules = ">=0.2.1"
 rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""}
 six = ">=1.9.0"
@@ -661,7 +683,7 @@ six = "*"
 
 [[package]]
 name = "grpcio"
-version = "1.42.0"
+version = "1.44.0"
 description = "HTTP/2-based RPC framework"
 category = "dev"
 optional = false
@@ -671,7 +693,7 @@ python-versions = ">=3.6"
 six = ">=1.5.2"
 
 [package.extras]
-protobuf = ["grpcio-tools (>=1.42.0)"]
+protobuf = ["grpcio-tools (>=1.44.0)"]
 
 [[package]]
 name = "h5py"
@@ -687,7 +709,7 @@ numpy = ">=1.14.5"
 
 [[package]]
 name = "huggingface-hub"
-version = "0.2.1"
+version = "0.4.0"
 description = "Client library to download and publish models on the huggingface.co hub"
 category = "dev"
 optional = false
@@ -703,20 +725,20 @@ tqdm = "*"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-dev = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
-quality = ["black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
 tensorflow = ["tensorflow"]
 testing = ["pytest", "datasets"]
 torch = ["torch"]
+all = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
+dev = ["pytest", "datasets", "black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
+quality = ["black (>=20.8b1)", "isort (>=5.5.4)", "flake8 (>=3.8.3)"]
 
 [[package]]
 name = "identify"
-version = "2.4.0"
+version = "2.4.12"
 description = "File identification library for Python"
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7"
 
 [package.extras]
 license = ["ukkonen"]
@@ -731,20 +753,20 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "importlib-metadata"
-version = "4.8.2"
+version = "4.11.3"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
 zipp = ">=0.5"
 
 [package.extras]
-docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
 perf = ["ipython"]
-testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.0.1)", "packaging", "pep517", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy", "importlib-resources (>=1.3)"]
+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 (>=0.9.1)", "importlib-resources (>=1.3)"]
 
 [[package]]
 name = "importlib-resources"
@@ -763,7 +785,7 @@ testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-
 
 [[package]]
 name = "ipykernel"
-version = "6.6.0"
+version = "6.9.2"
 description = "IPython Kernel for Jupyter"
 category = "dev"
 optional = false
@@ -771,12 +793,12 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 appnope = {version = "*", markers = "platform_system == \"Darwin\""}
-argcomplete = {version = ">=1.12.3", markers = "python_version < \"3.8.0\""}
 debugpy = ">=1.0.0,<2.0"
-importlib-metadata = {version = "<5", markers = "python_version < \"3.8.0\""}
 ipython = ">=7.23.1"
 jupyter-client = "<8.0"
 matplotlib-inline = ">=0.1.0,<0.2.0"
+nest-asyncio = "*"
+psutil = "*"
 tornado = ">=4.2,<7.0"
 traitlets = ">=5.1.0,<6.0"
 
@@ -785,7 +807,7 @@ test = ["pytest (!=5.3.4)", "pytest-cov", "flaky", "ipyparallel"]
 
 [[package]]
 name = "ipython"
-version = "7.30.1"
+version = "7.32.0"
 description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
@@ -825,7 +847,7 @@ python-versions = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "7.6.5"
+version = "7.7.0"
 description = "IPython HTML widgets for Jupyter"
 category = "dev"
 optional = false
@@ -838,14 +860,14 @@ ipython-genutils = ">=0.2.0,<0.3.0"
 jupyterlab-widgets = {version = ">=1.0.0", markers = "python_version >= \"3.6\""}
 nbformat = ">=4.2.0"
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=3.5.0,<3.6.0"
+widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
 test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
 
 [[package]]
 name = "jax"
-version = "0.2.26"
+version = "0.2.28"
 description = "Differentiate, compile, and transform Numpy code."
 category = "main"
 optional = false
@@ -853,22 +875,22 @@ python-versions = ">=3.7"
 
 [package.dependencies]
 absl-py = "*"
-numpy = ">=1.18"
+numpy = ">=1.19"
 opt_einsum = "*"
 scipy = ">=1.2.1"
 typing_extensions = "*"
 
 [package.extras]
-cpu = ["jaxlib (==0.1.75)"]
-cuda = ["jaxlib (==0.1.75+cuda11.cudnn82)"]
-cuda11_cudnn805 = ["jaxlib (==0.1.75+cuda11.cudnn805)"]
-cuda11_cudnn82 = ["jaxlib (==0.1.75+cuda11.cudnn82)"]
+cpu = ["jaxlib (==0.1.76)"]
+cuda = ["jaxlib (==0.1.76+cuda11.cudnn82)"]
+cuda11_cudnn805 = ["jaxlib (==0.1.76+cuda11.cudnn805)"]
+cuda11_cudnn82 = ["jaxlib (==0.1.76+cuda11.cudnn82)"]
 minimum-jaxlib = ["jaxlib (==0.1.74)"]
-tpu = ["jaxlib (==0.1.75)", "libtpu-nightly (==0.1.dev20211208)", "requests"]
+tpu = ["jaxlib (==0.1.76)", "libtpu-nightly (==0.1.dev20220128)", "requests"]
 
 [[package]]
 name = "jaxlib"
-version = "0.1.75"
+version = "0.1.76"
 description = "XLA library for JAX"
 category = "main"
 optional = false
@@ -877,7 +899,7 @@ python-versions = ">=3.7"
 [package.dependencies]
 absl-py = "*"
 flatbuffers = ">=1.12,<3.0"
-numpy = ">=1.18"
+numpy = ">=1.19"
 scipy = "*"
 
 [[package]]
@@ -937,7 +959,7 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonschema"
-version = "4.2.1"
+version = "4.4.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "dev"
 optional = false
@@ -948,6 +970,7 @@ attrs = ">=17.4.0"
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
 pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
@@ -971,7 +994,7 @@ qtconsole = "*"
 
 [[package]]
 name = "jupyter-client"
-version = "7.1.0"
+version = "7.1.2"
 description = "Jupyter protocol implementation and client libraries"
 category = "dev"
 optional = false
@@ -992,7 +1015,7 @@ test = ["codecov", "coverage", "ipykernel", "ipython", "mock", "mypy", "pre-comm
 
 [[package]]
 name = "jupyter-console"
-version = "6.4.0"
+version = "6.4.3"
 description = "Jupyter terminal console"
 category = "dev"
 optional = false
@@ -1001,7 +1024,7 @@ python-versions = ">=3.6"
 [package.dependencies]
 ipykernel = "*"
 ipython = "*"
-jupyter-client = "*"
+jupyter-client = ">=7.0.0"
 prompt-toolkit = ">=2.0.0,<3.0.0 || >3.0.0,<3.0.1 || >3.0.1,<3.1.0"
 pygments = "*"
 
@@ -1010,7 +1033,7 @@ test = ["pexpect"]
 
 [[package]]
 name = "jupyter-core"
-version = "4.9.1"
+version = "4.9.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 category = "dev"
 optional = false
@@ -1022,46 +1045,47 @@ traitlets = "*"
 
 [[package]]
 name = "jupyter-server"
-version = "1.13.1"
+version = "1.15.6"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-anyio = ">=3.1.0,<4"
+anyio = ">=3.1.0"
 argon2-cffi = "*"
-ipython-genutils = "*"
 jinja2 = "*"
 jupyter-client = ">=6.1.1"
 jupyter-core = ">=4.6.0"
 nbconvert = "*"
-nbformat = "*"
+nbformat = ">=5.2.0"
+packaging = "*"
 prometheus-client = "*"
+pywinpty = {version = "*", markers = "os_name == \"nt\""}
 pyzmq = ">=17"
 Send2Trash = "*"
 terminado = ">=0.8.3"
 tornado = ">=6.1.0"
-traitlets = ">=4.2.1"
+traitlets = ">=5"
 websocket-client = "*"
 
 [package.extras]
-test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
+test = ["coverage", "pytest (>=6.0)", "pytest-cov", "pytest-mock", "pytest-timeout", "requests", "pytest-tornasync", "pytest-console-scripts", "ipykernel"]
 
 [[package]]
 name = "jupyterlab"
-version = "3.2.5"
+version = "3.3.2"
 description = "JupyterLab computational environment"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 ipython = "*"
 jinja2 = ">=2.1"
 jupyter-core = "*"
 jupyter-server = ">=1.4,<2.0"
-jupyterlab-server = ">=2.3,<3.0"
+jupyterlab-server = ">=2.10,<3.0"
 nbclassic = ">=0.2,<1.0"
 packaging = "*"
 tornado = ">=6.1.0"
@@ -1083,7 +1107,7 @@ pygments = ">=2.4.1,<3"
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.9.0"
+version = "2.10.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications ."
 category = "dev"
 optional = false
@@ -1104,7 +1128,7 @@ test = ["codecov", "ipykernel", "pytest (>=5.3.2)", "pytest-cov", "jupyter-serve
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "1.0.2"
+version = "1.1.0"
 description = "A JupyterLab extension."
 category = "dev"
 optional = false
@@ -1112,7 +1136,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "keras-nightly"
-version = "2.8.0.dev2021121308"
+version = "2.8.0.dev2021122108"
 description = "Deep learning for humans."
 category = "dev"
 optional = false
@@ -1137,12 +1161,15 @@ tests = ["pandas", "pillow", "tensorflow", "keras", "pytest", "pytest-xdist", "p
 
 [[package]]
 name = "kiwisolver"
-version = "1.3.2"
+version = "1.4.0"
 description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.dependencies]
+typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
+
 [[package]]
 name = "libclang"
 version = "13.0.0"
@@ -1327,11 +1354,11 @@ python-versions = "*"
 
 [[package]]
 name = "multidict"
-version = "5.2.0"
+version = "6.0.2"
 description = "multidict implementation"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "multiprocess"
@@ -1354,47 +1381,48 @@ python-versions = "*"
 
 [[package]]
 name = "nbclassic"
-version = "0.3.4"
+version = "0.3.7"
 description = "Jupyter Notebook as a Jupyter Server extension."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
-jupyter-server = ">=1.8,<2.0"
+jupyter-server = ">=1.8"
 notebook = "<7"
+notebook-shim = ">=0.1.0"
 
 [package.extras]
 test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
 
 [[package]]
 name = "nbclient"
-version = "0.5.9"
+version = "0.5.13"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 category = "dev"
 optional = false
-python-versions = ">=3.6.1"
+python-versions = ">=3.7.0"
 
 [package.dependencies]
 jupyter-client = ">=6.1.5"
 nbformat = ">=5.0"
 nest-asyncio = "*"
-traitlets = ">=4.2"
+traitlets = ">=5.0.0"
 
 [package.extras]
-dev = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
 sphinx = ["Sphinx (>=1.7)", "sphinx-book-theme", "mock", "moto", "myst-parser"]
-test = ["codecov", "coverage", "ipython", "ipykernel", "ipywidgets", "pytest (>=4.1)", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "tox", "xmltodict", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)", "black"]
+test = ["ipython (<8.0.0)", "ipykernel", "ipywidgets (<8.0.0)", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "check-manifest", "flake8", "mypy", "xmltodict", "black", "pip (>=18.1)", "wheel (>=0.31.0)", "setuptools (>=38.6.0)", "twine (>=1.11.0)"]
 
 [[package]]
 name = "nbconvert"
-version = "6.3.0"
+version = "6.4.4"
 description = "Converting Jupyter Notebooks"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
+beautifulsoup4 = "*"
 bleach = "*"
 defusedxml = "*"
 entrypoints = ">=0.2.2"
@@ -1410,29 +1438,28 @@ testpath = "*"
 traitlets = ">=5.0"
 
 [package.extras]
-all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
+all = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)", "tornado (>=4.0)", "sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 docs = ["sphinx (>=1.5.1)", "sphinx-rtd-theme", "nbsphinx (>=0.2.12)", "ipython"]
 serve = ["tornado (>=4.0)"]
-test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (==0.2.6)"]
-webpdf = ["pyppeteer (==0.2.6)"]
+test = ["pytest", "pytest-cov", "pytest-dependency", "ipykernel", "ipywidgets (>=7)", "pyppeteer (>=1,<1.1)"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
 
 [[package]]
 name = "nbformat"
-version = "5.1.3"
+version = "5.2.0"
 description = "The Jupyter Notebook format"
 category = "dev"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.7"
 
 [package.dependencies]
-ipython-genutils = "*"
 jsonschema = ">=2.4,<2.5.0 || >2.5.0"
 jupyter-core = "*"
 traitlets = ">=4.1"
 
 [package.extras]
 fast = ["fastjsonschema"]
-test = ["check-manifest", "fastjsonschema", "testpath", "pytest", "pytest-cov"]
+test = ["check-manifest", "fastjsonschema", "testpath", "pytest"]
 
 [[package]]
 name = "nest-asyncio"
@@ -1452,7 +1479,7 @@ python-versions = "*"
 
 [[package]]
 name = "notebook"
-version = "6.4.6"
+version = "6.4.10"
 description = "A web-based notebook environment for interactive computing"
 category = "dev"
 optional = false
@@ -1465,7 +1492,7 @@ ipython-genutils = "*"
 jinja2 = "*"
 jupyter-client = ">=5.3.4"
 jupyter-core = ">=4.6.1"
-nbconvert = "*"
+nbconvert = ">=5"
 nbformat = "*"
 nest-asyncio = ">=1.5"
 prometheus-client = "*"
@@ -1480,9 +1507,23 @@ docs = ["sphinx", "nbsphinx", "sphinxcontrib-github-alt", "sphinx-rtd-theme", "m
 json-logging = ["json-logging"]
 test = ["pytest", "coverage", "requests", "nbval", "selenium", "pytest-cov", "requests-unixsocket"]
 
+[[package]]
+name = "notebook-shim"
+version = "0.1.0"
+description = "A shim layer for notebook traits and config"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+jupyter-server = ">=1.8,<2.0"
+
+[package.extras]
+test = ["pytest", "pytest-tornasync", "pytest-console-scripts"]
+
 [[package]]
 name = "numpy"
-version = "1.21.4"
+version = "1.21.5"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "main"
 optional = false
@@ -1490,16 +1531,16 @@ python-versions = ">=3.7,<3.11"
 
 [[package]]
 name = "oauthlib"
-version = "3.1.1"
+version = "3.2.0"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
 
 [package.extras]
-rsa = ["cryptography (>=3.0.0,<4)"]
+rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
-signedtoken = ["cryptography (>=3.0.0,<4)", "pyjwt (>=2.0.0,<3)"]
+signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "opt-einsum"
@@ -1586,6 +1627,14 @@ category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
+[[package]]
+name = "pathtools"
+version = "0.1.2"
+description = "File system general utilities"
+category = "dev"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "pexpect"
 version = "4.8.0"
@@ -1607,19 +1656,19 @@ python-versions = "*"
 
 [[package]]
 name = "pillow"
-version = "8.4.0"
+version = "9.0.1"
 description = "Python Imaging Library (Fork)"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "platformdirs"
-version = "2.4.0"
+version = "2.5.1"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["Sphinx (>=4)", "furo (>=2021.7.5b38)", "proselint (>=0.10.2)", "sphinx-autodoc-typehints (>=1.12)"]
@@ -1641,7 +1690,7 @@ dev = ["pre-commit", "tox"]
 
 [[package]]
 name = "pre-commit"
-version = "2.16.0"
+version = "2.17.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 category = "dev"
 optional = false
@@ -1658,18 +1707,32 @@ virtualenv = ">=20.0.8"
 
 [[package]]
 name = "prometheus-client"
-version = "0.12.0"
+version = "0.13.1"
 description = "Python client for the Prometheus monitoring system."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.6"
 
 [package.extras]
 twisted = ["twisted"]
 
+[[package]]
+name = "promise"
+version = "2.3"
+description = "Promises/A+ implementation for Python"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+six = "*"
+
+[package.extras]
+test = ["pytest (>=2.7.3)", "pytest-cov", "coveralls", "futures", "pytest-benchmark", "mock"]
+
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.24"
+version = "3.0.28"
 description = "Library for building powerful interactive command lines in Python"
 category = "dev"
 optional = false
@@ -1680,12 +1743,23 @@ wcwidth = "*"
 
 [[package]]
 name = "protobuf"
-version = "3.19.1"
+version = "3.19.4"
 description = "Protocol Buffers"
 category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "psutil"
+version = "5.9.0"
+description = "Cross-platform lib for process and system monitoring in Python."
+category = "dev"
+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 = "ptyprocess"
 version = "0.7.0"
@@ -1704,11 +1778,11 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 
 [[package]]
 name = "pyarrow"
-version = "6.0.1"
+version = "7.0.0"
 description = "Python library for Apache Arrow"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 numpy = ">=1.16.6"
@@ -1742,7 +1816,7 @@ python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "pygments"
-version = "2.10.0"
+version = "2.11.2"
 description = "Pygments is a syntax highlighting package written in Python."
 category = "main"
 optional = false
@@ -1761,7 +1835,7 @@ Markdown = ">=3.2"
 
 [[package]]
 name = "pyparsing"
-version = "3.0.6"
+version = "3.0.7"
 description = "Python parsing module"
 category = "main"
 optional = false
@@ -1772,11 +1846,11 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyrsistent"
-version = "0.18.0"
+version = "0.18.1"
 description = "Persistent/Functional/Immutable data structures"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pytest"
@@ -1841,7 +1915,7 @@ tests = ["coverage (>=5.2.1,<6.0.0)", "invoke (>=1.4.1,<2.0.0)", "marshmallow (>
 
 [[package]]
 name = "pytz"
-version = "2021.3"
+version = "2022.1"
 description = "World timezone definitions, modern and historical"
 category = "dev"
 optional = false
@@ -1849,7 +1923,7 @@ python-versions = "*"
 
 [[package]]
 name = "pywin32"
-version = "302"
+version = "303"
 description = "Python for Window Extensions"
 category = "dev"
 optional = false
@@ -1857,11 +1931,11 @@ python-versions = "*"
 
 [[package]]
 name = "pywinpty"
-version = "1.1.6"
+version = "2.0.5"
 description = "Pseudo terminal support for Windows from Python."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pyyaml"
@@ -1896,7 +1970,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "qtconsole"
-version = "5.2.1"
+version = "5.2.2"
 description = "Jupyter Qt console"
 category = "dev"
 optional = false
@@ -1918,23 +1992,29 @@ test = ["flaky", "pytest", "pytest-qt"]
 
 [[package]]
 name = "qtpy"
-version = "1.11.3"
-description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5, PyQt4 and PySide) and additional custom QWidgets."
+version = "2.0.1"
+description = "Provides an abstraction layer on top of the various Qt bindings (PyQt5/6 and PySide2/6)."
 category = "dev"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*"
+python-versions = ">=3.6"
+
+[package.dependencies]
+packaging = "*"
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "pytest-cov (>=3.0.0)", "pytest-qt"]
 
 [[package]]
 name = "regex"
-version = "2021.11.10"
+version = "2022.3.15"
 description = "Alternative regular expression module, to replace re."
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "requests"
-version = "2.26.0"
+version = "2.27.1"
 description = "Python HTTP for Humans."
 category = "dev"
 optional = false
@@ -1952,7 +2032,7 @@ use_chardet_on_py3 = ["chardet (>=3.0.2,<5)"]
 
 [[package]]
 name = "requests-oauthlib"
-version = "1.3.0"
+version = "1.3.1"
 description = "OAuthlib authentication support for Requests."
 category = "dev"
 optional = false
@@ -1965,9 +2045,24 @@ requests = ">=2.0.0"
 [package.extras]
 rsa = ["oauthlib[signedtoken] (>=3.0.0)"]
 
+[[package]]
+name = "responses"
+version = "0.18.0"
+description = "A utility library for mocking out the `requests` Python library."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+requests = ">=2.0,<3.0"
+urllib3 = ">=1.25.10"
+
+[package.extras]
+tests = ["pytest (>=4.6)", "coverage (>=6.0.0)", "pytest-cov", "pytest-localserver", "flake8", "types-mock", "types-requests", "mypy"]
+
 [[package]]
 name = "rich"
-version = "10.16.0"
+version = "10.16.2"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "main"
 optional = false
@@ -2017,9 +2112,50 @@ nativelib = ["pyobjc-framework-cocoa", "pywin32"]
 objc = ["pyobjc-framework-cocoa"]
 win32 = ["pywin32"]
 
+[[package]]
+name = "sentry-sdk"
+version = "1.5.8"
+description = "Python client for Sentry (https://sentry.io)"
+category = "dev"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+certifi = "*"
+urllib3 = ">=1.10.0"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.5)"]
+beam = ["apache-beam (>=2.12)"]
+bottle = ["bottle (>=0.12.13)"]
+celery = ["celery (>=3)"]
+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)"]
+quart = ["quart (>=0.16.1)", "blinker (>=1.1)"]
+rq = ["rq (>=0.6)"]
+sanic = ["sanic (>=0.8)"]
+sqlalchemy = ["sqlalchemy (>=1.2)"]
+tornado = ["tornado (>=5)"]
+
+[[package]]
+name = "setproctitle"
+version = "1.2.2"
+description = "A Python module to customize the process title"
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+test = ["pytest (>=6.1,<6.2)"]
+
 [[package]]
 name = "setuptools-scm"
-version = "6.3.2"
+version = "6.4.2"
 description = "the blessed package to manage your versions by scm tags"
 category = "main"
 optional = false
@@ -2030,7 +2166,8 @@ packaging = ">=20.0"
 tomli = ">=1.0.0"
 
 [package.extras]
-toml = ["setuptools (>=42)", "tomli (>=1.0.0)"]
+test = ["pytest (>=6.2)", "virtualenv (>20)"]
+toml = ["setuptools (>=42)"]
 
 [[package]]
 name = "sh"
@@ -2040,6 +2177,14 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "shortuuid"
+version = "1.0.8"
+description = "A generator library for concise, unambiguous and URL-safe UUIDs."
+category = "dev"
+optional = false
+python-versions = ">=3.5"
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -2048,6 +2193,14 @@ category = "main"
 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 = "sniffio"
 version = "1.2.0"
@@ -2056,6 +2209,14 @@ category = "dev"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "soupsieve"
+version = "2.3.1"
+description = "A modern CSS selector implementation for Beautiful Soup."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "tabulate"
 version = "0.8.9"
@@ -2098,7 +2259,7 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "tensorboard-plugin-wit"
-version = "1.8.0"
+version = "1.8.1"
 description = "What-If Tool TensorBoard plugin."
 category = "dev"
 optional = false
@@ -2106,7 +2267,7 @@ python-versions = "*"
 
 [[package]]
 name = "tensorboardx"
-version = "2.4.1"
+version = "2.5"
 description = "TensorBoardX lets you watch Tensors Flow without Tensorflow"
 category = "main"
 optional = false
@@ -2115,14 +2276,22 @@ python-versions = "*"
 [package.dependencies]
 numpy = "*"
 protobuf = ">=3.8.0"
+six = "*"
 
 [[package]]
 name = "tensorflow-io-gcs-filesystem"
-version = "0.22.0"
+version = "0.24.0"
 description = "TensorFlow IO"
 category = "dev"
 optional = false
-python-versions = ">=3.6, <3.10"
+python-versions = ">=3.7, <3.11"
+
+[package.extras]
+tensorflow = ["tensorflow (>=2.8.0,<2.9.0)"]
+tensorflow-aarch64 = ["tensorflow-aarch64 (>=2.8.0,<2.9.0)"]
+tensorflow-cpu = ["tensorflow-cpu (>=2.8.0,<2.9.0)"]
+tensorflow-gpu = ["tensorflow-gpu (>=2.8.0,<2.9.0)"]
+tensorflow-rocm = ["tensorflow-rocm (>=2.8.0,<2.9.0)"]
 
 [[package]]
 name = "termcolor"
@@ -2134,11 +2303,11 @@ python-versions = "*"
 
 [[package]]
 name = "terminado"
-version = "0.12.1"
+version = "0.13.3"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.dependencies]
 ptyprocess = {version = "*", markers = "os_name != \"nt\""}
@@ -2150,18 +2319,18 @@ test = ["pytest"]
 
 [[package]]
 name = "testpath"
-version = "0.5.0"
+version = "0.6.0"
 description = "Test utilities for code working with files and commands"
 category = "dev"
 optional = false
 python-versions = ">= 3.5"
 
 [package.extras]
-test = ["pytest", "pathlib2"]
+test = ["pytest"]
 
 [[package]]
 name = "tf-estimator-nightly"
-version = "2.8.0.dev2021121309"
+version = "2.8.0.dev2021122109"
 description = "TensorFlow Estimator."
 category = "dev"
 optional = false
@@ -2207,11 +2376,11 @@ python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 
 [[package]]
 name = "tomli"
-version = "1.2.2"
+version = "2.0.1"
 description = "A lil' TOML parser"
 category = "main"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [[package]]
 name = "toolz"
@@ -2247,7 +2416,7 @@ python-versions = ">= 3.5"
 
 [[package]]
 name = "tqdm"
-version = "4.62.3"
+version = "4.63.0"
 description = "Fast, Extensible Progress Meter"
 category = "dev"
 optional = false
@@ -2274,7 +2443,7 @@ test = ["pytest"]
 
 [[package]]
 name = "treeo"
-version = "0.0.8"
+version = "0.0.9"
 description = ""
 category = "main"
 optional = false
@@ -2285,7 +2454,7 @@ typing-extensions = ">=3.7.0"
 
 [[package]]
 name = "treex"
-version = "0.6.5"
+version = "0.6.8"
 description = ""
 category = "main"
 optional = false
@@ -2297,11 +2466,11 @@ flax = ">=0.3.4,<0.4.0"
 optax = ">=0.0.9,<0.0.10"
 PyYAML = ">=5.4.1,<6.0.0"
 rich = ">=10.7.0,<11.0.0"
-treeo = ">=0.0.8,<0.0.9"
+treeo = ">=0.0.9,<0.0.10"
 
 [[package]]
 name = "typed-ast"
-version = "1.5.1"
+version = "1.5.2"
 description = "a fork of Python 2 and 3 ast modules with type comment support"
 category = "dev"
 optional = false
@@ -2326,7 +2495,7 @@ doc = ["mkdocs (>=1.1.2,<2.0.0)", "mkdocs-material (>=5.4.0,<6.0.0)", "markdown-
 
 [[package]]
 name = "typing-extensions"
-version = "4.0.1"
+version = "4.1.1"
 description = "Backported and Experimental Type Hints for Python 3.6+"
 category = "main"
 optional = false
@@ -2334,27 +2503,26 @@ python-versions = ">=3.6"
 
 [[package]]
 name = "urllib3"
-version = "1.26.7"
+version = "1.26.9"
 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)"]
+brotli = ["brotlicffi (>=0.8.0)", "brotli (>=1.0.9)", "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 = "virtualenv"
-version = "20.10.0"
+version = "20.13.4"
 description = "Virtual Python Environment builder"
 category = "dev"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [package.dependencies]
-"backports.entry-points-selectable" = ">=1.0.4"
 distlib = ">=0.3.1,<1"
 filelock = ">=3.2,<4"
 importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
@@ -2365,6 +2533,41 @@ six = ">=1.9.0,<2"
 docs = ["proselint (>=0.10.2)", "sphinx (>=3)", "sphinx-argparse (>=0.2.5)", "sphinx-rtd-theme (>=0.4.3)", "towncrier (>=21.3)"]
 testing = ["coverage (>=4)", "coverage-enable-subprocess (>=1)", "flaky (>=3)", "pytest (>=4)", "pytest-env (>=0.6.2)", "pytest-freezegun (>=0.4.1)", "pytest-mock (>=2)", "pytest-randomly (>=1)", "pytest-timeout (>=1)", "packaging (>=20.0)"]
 
+[[package]]
+name = "wandb"
+version = "0.12.11"
+description = "A CLI and library for interacting with the Weights and Biases API."
+category = "dev"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+Click = ">=7.0,<8.0.0 || >8.0.0"
+docker-pycreds = ">=0.4.0"
+GitPython = ">=1.0.0"
+pathtools = "*"
+promise = ">=2.0,<3"
+protobuf = ">=3.12.0"
+psutil = ">=5.0.0"
+python-dateutil = ">=2.6.1"
+PyYAML = "*"
+requests = ">=2.0.0,<3"
+sentry-sdk = ">=1.0.0"
+setproctitle = "*"
+shortuuid = ">=0.5.0"
+six = ">=1.13.0"
+yaspin = ">=1.0.0"
+
+[package.extras]
+aws = ["boto3"]
+azure = ["azure-storage-blob"]
+gcp = ["google-cloud-storage"]
+grpc = ["grpcio (>=1.27.2)"]
+kubeflow = ["kubernetes", "minio", "google-cloud-storage", "sh"]
+launch = ["jupyter-repo2docker", "nbconvert", "chardet", "iso8601", "typing-extensions", "yaspin"]
+media = ["numpy", "moviepy", "pillow", "bokeh", "soundfile", "plotly", "rdkit-pypi"]
+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)"]
+
 [[package]]
 name = "watchdog"
 version = "2.1.6"
@@ -2394,7 +2597,7 @@ python-versions = "*"
 
 [[package]]
 name = "websocket-client"
-version = "1.2.3"
+version = "1.3.1"
 description = "WebSocket client for Python with low level API options"
 category = "dev"
 optional = false
@@ -2407,7 +2610,7 @@ test = ["websockets"]
 
 [[package]]
 name = "werkzeug"
-version = "2.0.2"
+version = "2.0.3"
 description = "The comprehensive WSGI web application library."
 category = "dev"
 optional = false
@@ -2418,7 +2621,7 @@ watchdog = ["watchdog"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "3.5.2"
+version = "3.6.0"
 description = "IPython HTML widgets for Jupyter"
 category = "dev"
 optional = false
@@ -2429,7 +2632,7 @@ notebook = ">=4.4.1"
 
 [[package]]
 name = "wrapt"
-version = "1.13.3"
+version = "1.14.0"
 description = "Module for decorators, wrappers and monkey patching."
 category = "dev"
 optional = false
@@ -2437,11 +2640,11 @@ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
 
 [[package]]
 name = "xxhash"
-version = "2.0.2"
+version = "3.0.0"
 description = "Python binding for xxHash"
 category = "dev"
 optional = false
-python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = ">=3.6"
 
 [[package]]
 name = "yarl"
@@ -2456,22 +2659,33 @@ idna = ">=2.0"
 multidict = ">=4.0"
 typing-extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 
+[[package]]
+name = "yaspin"
+version = "2.1.0"
+description = "Yet Another Terminal Spinner"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2,<4.0.0"
+
+[package.dependencies]
+termcolor = ">=1.1.0,<2.0.0"
+
 [[package]]
 name = "zipp"
-version = "3.6.0"
+version = "3.7.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 
 [package.extras]
 docs = ["sphinx", "jaraco.packaging (>=8.2)", "rst.linker (>=1.9)"]
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 yarl = [
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@@ -4458,7 +4742,11 @@ yarl = [
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     {file = "yarl-1.7.2.tar.gz", hash = "sha256:45399b46d60c253327a460e99856752009fcee5f5d3c80b2f7c0cae1c38d56dd"},
 ]
+yaspin = [
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+]
 zipp = [
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 ]
diff --git a/pyproject.toml b/pyproject.toml
index d1446520..8002cd39 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -49,6 +49,8 @@ pre-commit = "^2.15.0"
 datasets = "^1.14.0"
 tf-nightly-cpu = "2.8.0.dev20211103"
 livereload = "^2.6.3"
+wandb = "^0.12.10"
+libclang = "^13.0.0"
 
 [build-system]
 requires = ["poetry>=0.12"]