diff --git a/deepsearch/model/examples/hf_ner_annotator/__init__.py b/deepsearch/model/examples/hf_ner_annotator/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/deepsearch/model/examples/hf_ner_annotator/main.py b/deepsearch/model/examples/hf_ner_annotator/main.py
new file mode 100644
index 00000000..bfe3f807
--- /dev/null
+++ b/deepsearch/model/examples/hf_ner_annotator/main.py
@@ -0,0 +1,50 @@
+from transformers.pipelines.token_classification import AggregationStrategy
+
+from deepsearch.model.examples.hf_ner_annotator.model import HuggingFaceNERAnnotator
+from deepsearch.model.server.config import Settings
+from deepsearch.model.server.model_app import ModelApp
+
+
+def run():
+    settings = Settings(api_key="example123")
+    app = ModelApp(settings)
+    app.register_model(
+        model=HuggingFaceNERAnnotator(
+            config=HuggingFaceNERAnnotator.Config(
+                model_name_or_path="elastic/distilbert-base-cased-finetuned-conll03-english",
+            ),
+        ),
+        name="elastic-distilbert",
+    )
+    app.register_model(
+        model=HuggingFaceNERAnnotator(
+            config=HuggingFaceNERAnnotator.Config(
+                model_name_or_path="elastic/distilbert-base-cased-finetuned-conll03-english",
+                aggregation_strategy=AggregationStrategy.AVERAGE,
+            ),
+        ),
+        name="elastic-distilbert-avg",
+    ),
+    app.register_model(
+        model=HuggingFaceNERAnnotator(
+            config=HuggingFaceNERAnnotator.Config(
+                model_name_or_path="StanfordAIMI/stanford-deidentifier-base",
+                aggregation_strategy=AggregationStrategy.AVERAGE,
+            )
+        ),
+        name="stanford-deidentifier-avg",
+    )
+    app.register_model(
+        model=HuggingFaceNERAnnotator(
+            config=HuggingFaceNERAnnotator.Config(
+                model_name_or_path="xlm-roberta-large-finetuned-conll03-english",
+                aggregation_strategy=AggregationStrategy.AVERAGE,
+            )
+        ),
+        name="xlm-roberta-avg",
+    )
+    app.run()
+
+
+if __name__ == "__main__":
+    run()
diff --git a/deepsearch/model/examples/hf_ner_annotator/model.py b/deepsearch/model/examples/hf_ner_annotator/model.py
new file mode 100644
index 00000000..66f27b95
--- /dev/null
+++ b/deepsearch/model/examples/hf_ner_annotator/model.py
@@ -0,0 +1,131 @@
+import os
+from typing import List, Optional, Union
+
+from fastapi import HTTPException, status
+from transformers import AutoModelForTokenClassification, AutoTokenizer, pipeline
+from transformers.pipelines.token_classification import AggregationStrategy
+
+from deepsearch.model.base.types import Kind, StrictModel
+from deepsearch.model.kinds.nlp.model import BaseNLPModel
+from deepsearch.model.kinds.nlp.types import (
+    AnnotateEntitiesOutput,
+    AnnotatePropertiesOutput,
+    AnnotateRelationshipsOutput,
+    AnnotationLabels,
+    EntityLabel,
+    NLPConfig,
+)
+
+
+class HuggingFaceNERAnnotator(BaseNLPModel):
+    class Config(StrictModel):
+        model_name_or_path: Union[str, os.PathLike]
+        aggregation_strategy: Optional[AggregationStrategy] = AggregationStrategy.NONE
+
+        class Config:
+            arbitrary_types_allowed = True
+
+    def __init__(self, config: Config) -> None:
+        super().__init__()
+
+        self._pipeline = pipeline(
+            task="token-classification",
+            model=AutoModelForTokenClassification.from_pretrained(
+                config.model_name_or_path
+            ),
+            tokenizer=AutoTokenizer.from_pretrained(config.model_name_or_path),
+            aggregation_strategy=config.aggregation_strategy,
+        )
+
+        label2id = self._pipeline.model.config.label2id
+        if config.aggregation_strategy == AggregationStrategy.NONE:
+            self._supported_entities = [
+                EntityLabel(key=k, description=k) for k in label2id
+            ]
+            self._label_name = "entity"
+        else:
+            entity_groups = {lbl.split("-")[-1] for lbl in label2id}
+            self._supported_entities = [
+                EntityLabel(key=k, description=k) for k in entity_groups
+            ]
+            self._label_name = "entity_group"
+
+        self._supported_ents_set = {k.key for k in self._supported_entities}
+
+        self._config = NLPConfig(
+            kind=Kind.NLPModel,
+            name="HuggingFaceNERAnnotator",
+            version="0.1.0",
+            supported_types=["text"],
+            labels=AnnotationLabels(
+                entities=self._supported_entities,
+                relationships=[],
+                properties=[],
+            ),
+        )
+
+    def get_nlp_config(self) -> NLPConfig:
+        return self._config
+
+    def annotate_batched_entities(
+        self, object_type: str, items: List[str], entity_names: Optional[List[str]]
+    ) -> AnnotateEntitiesOutput:
+        relevant_entities = self._resolve_relevant_entities(entity_names)
+        results = [
+            {
+                entity: [
+                    {
+                        "type": entity,
+                        "match": pip_res_entry["word"],
+                        "original": pip_res_entry["word"],
+                        "range": [pip_res_entry["start"], pip_res_entry["end"]],
+                    }
+                    for pip_res_entry in item_pip_res
+                    if pip_res_entry[self._label_name] == entity
+                ]
+                for entity in relevant_entities
+            }
+            for item_pip_res in [self._pipeline(item) for item in items]
+        ]
+        return results
+
+    def annotate_batched_relationships(
+        self,
+        object_type: str,
+        items: List[str],
+        entities: List[dict],
+        relationship_names: Optional[List[str]],
+    ) -> AnnotateRelationshipsOutput:
+        raise HTTPException(
+            status_code=status.HTTP_501_NOT_IMPLEMENTED,
+            detail="Relationship annotation not supported",
+        )
+
+    def annotate_batched_properties(
+        self,
+        object_type: str,
+        items: List[str],
+        entities: List[dict],
+        property_names: Optional[List[str]],
+    ) -> AnnotatePropertiesOutput:
+        raise HTTPException(
+            status_code=status.HTTP_501_NOT_IMPLEMENTED,
+            detail="Property annotation not supported",
+        )
+
+    def _resolve_relevant_entities(
+        self, entity_names: Optional[List[str]]
+    ) -> List[str]:
+        if not entity_names:
+            result = [x for x in self._supported_ents_set]
+        else:
+            result = []
+            for ent in entity_names:
+                if ent not in self._supported_ents_set:
+                    raise HTTPException(
+                        status_code=status.HTTP_400_BAD_REQUEST,
+                        detail=f"Requested entity '{ent}' not supported",
+                    )
+                else:
+                    result.append(ent)
+        return result
diff --git a/poetry.lock b/poetry.lock
index f0f1b933..ec3aa2f1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,5 +1,3 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
-
 [[package]]
 name = "anyio"
 version = "3.6.2"
@@ -7,10 +5,6 @@ description = "High level compatibility layer for multiple asynchronous event lo
 category = "main"
 optional = true
 python-versions = ">=3.6.2"
-files = [
-    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
-    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
-]
 
 [package.dependencies]
 idna = ">=2.8"
@@ -28,10 +22,6 @@ description = "Disable App Nap on macOS >= 10.9"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
-    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
-]
 
 [[package]]
 name = "astroid"
@@ -40,10 +30,6 @@ description = "An abstract syntax tree for Python with inference support."
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
-files = [
-    {file = "astroid-2.12.13-py3-none-any.whl", hash = "sha256:10e0ad5f7b79c435179d0d0f0df69998c4eef4597534aae44910db060baeb907"},
-    {file = "astroid-2.12.13.tar.gz", hash = "sha256:1493fe8bd3dfd73dc35bd53c9d5b6e49ead98497c47b2307662556a5692d29d7"},
-]
 
 [package.dependencies]
 lazy-object-proxy = ">=1.4.0"
@@ -60,10 +46,6 @@ description = "Annotate AST trees with source code positions"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "asttokens-2.2.1-py2.py3-none-any.whl", hash = "sha256:6b0ac9e93fb0335014d382b8fa9b3afa7df546984258005da0b9e7095b3deb1c"},
-    {file = "asttokens-2.2.1.tar.gz", hash = "sha256:4622110b2a6f30b77e1473affaa97e711bc2f07d3f10848420ff1898edbe94f3"},
-]
 
 [package.dependencies]
 six = "*"
@@ -78,10 +60,6 @@ description = "Classes Without Boilerplate"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
-files = [
-    {file = "attrs-22.1.0-py2.py3-none-any.whl", hash = "sha256:86efa402f67bf2df34f51a335487cf46b1ec130d02b8d39fd248abfd30da551c"},
-    {file = "attrs-22.1.0.tar.gz", hash = "sha256:29adc2665447e5191d0e7c568fde78b21f9672d344281d0c6e1ab085429b22b6"},
-]
 
 [package.extras]
 dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"]
@@ -96,10 +74,6 @@ description = "Specifications for callback functions passed in to an API"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "backcall-0.2.0-py2.py3-none-any.whl", hash = "sha256:fbbce6a29f263178a1f7915c1940bde0ec2b2a967566fe1c65c1dfb7422bd255"},
-    {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
-]
 
 [[package]]
 name = "black"
@@ -108,20 +82,6 @@ description = "The uncompromising code formatter."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "black-22.12.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9eedd20838bd5d75b80c9f5487dbcb06836a43833a37846cf1d8c1cc01cef59d"},
-    {file = "black-22.12.0-cp310-cp310-win_amd64.whl", hash = "sha256:159a46a4947f73387b4d83e87ea006dbb2337eab6c879620a3ba52699b1f4351"},
-    {file = "black-22.12.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d30b212bffeb1e252b31dd269dfae69dd17e06d92b87ad26e23890f3efea366f"},
-    {file = "black-22.12.0-cp311-cp311-win_amd64.whl", hash = "sha256:7412e75863aa5c5411886804678b7d083c7c28421210180d67dfd8cf1221e1f4"},
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-    {file = "black-22.12.0.tar.gz", hash = "sha256:229351e5a18ca30f447bf724d007f890f97e13af070bb6ad4c0a441cd7596a2f"},
-]
 
 [package.dependencies]
 click = ">=8.0.0"
@@ -146,10 +106,6 @@ description = "An easy safelist-based HTML-sanitizing tool."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "bleach-5.0.1-py3-none-any.whl", hash = "sha256:085f7f33c15bd408dd9b17a4ad77c577db66d76203e5984b1bd59baeee948b2a"},
-    {file = "bleach-5.0.1.tar.gz", hash = "sha256:0d03255c47eb9bd2f26aa9bb7f2107732e7e8fe195ca2f64709fcf3b0a4a085c"},
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 [package.dependencies]
 six = ">=1.9.0"
@@ -166,10 +122,6 @@ description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"},
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-]
 
 [[package]]
 name = "cffi"
@@ -178,72 +130,6 @@ description = "Foreign Function Interface for Python calling C code."
 category = "dev"
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 python-versions = "*"
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 pycparser = "*"
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 name = "charset-normalizer"
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@@ -282,10 +160,6 @@ description = "Composable command line interface toolkit"
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -297,10 +171,6 @@ description = "Logging integration for Click"
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 [package.dependencies]
 click = "*"
@@ -312,10 +182,6 @@ description = "Cross-platform colored terminal text."
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 [package.dependencies]
 cffi = ">=1.12"
@@ -371,10 +209,6 @@ description = "Decorators for Humans"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
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 [[package]]
 name = "dill"
@@ -383,10 +217,6 @@ description = "serialize all of python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
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@@ -398,10 +228,6 @@ description = "Distribution utilities"
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 [[package]]
 name = "docutils"
@@ -410,10 +236,6 @@ description = "Docutils -- Python Documentation Utilities"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [[package]]
 name = "dotty-dict"
@@ -422,10 +244,6 @@ description = "Dictionary wrapper for quick access to deeply nested keys."
 category = "dev"
 optional = false
 python-versions = ">=3.5,<4.0"
-files = [
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 [[package]]
 name = "exceptiongroup"
@@ -434,10 +252,6 @@ description = "Backport of PEP 654 (exception groups)"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [package.extras]
 test = ["pytest (>=6)"]
@@ -449,10 +263,6 @@ description = "Get the currently executing AST node of a frame, and other inform
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [package.extras]
 tests = ["asttokens", "littleutils", "pytest", "rich"]
@@ -464,10 +274,6 @@ description = "FastAPI framework, high performance, easy to learn, fast to code,
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 python-versions = ">=3.7"
-files = [
-    {file = "fastapi-0.95.2-py3-none-any.whl", hash = "sha256:d374dbc4ef2ad9b803899bd3360d34c534adc574546e25314ab72c0c4411749f"},
-    {file = "fastapi-0.95.2.tar.gz", hash = "sha256:4d9d3e8c71c73f11874bcf5e33626258d143252e329a01002f767306c64fb982"},
-]
 
 [package.dependencies]
 pydantic = ">=1.6.2,<1.7 || >1.7,<1.7.1 || >1.7.1,<1.7.2 || >1.7.2,<1.7.3 || >1.7.3,<1.8 || >1.8,<1.8.1 || >1.8.1,<2.0.0"
@@ -483,18 +289,46 @@ test = ["anyio[trio] (>=3.2.1,<4.0.0)", "black (==23.1.0)", "coverage[toml] (>=6
 name = "filelock"
 version = "3.12.0"
 description = "A platform independent file lock."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "filelock-3.12.0-py3-none-any.whl", hash = "sha256:ad98852315c2ab702aeb628412cbf7e95b7ce8c3bf9565670b4eaecf1db370a9"},
-    {file = "filelock-3.12.0.tar.gz", hash = "sha256:fc03ae43288c013d2ea83c8597001b1129db351aad9c57fe2409327916b8e718"},
-]
 
 [package.extras]
 docs = ["furo (>=2023.3.27)", "sphinx (>=6.1.3)", "sphinx-autodoc-typehints (>=1.23,!=1.23.4)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.2.3)", "diff-cover (>=7.5)", "pytest (>=7.3.1)", "pytest-cov (>=4)", "pytest-mock (>=3.10)", "pytest-timeout (>=2.1)"]
 
+[[package]]
+name = "fsspec"
+version = "2023.6.0"
+description = "File-system specification"
+category = "main"
+optional = true
+python-versions = ">=3.8"
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+devel = ["pytest", "pytest-cov"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "requests"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "ghp-import"
 version = "2.1.0"
@@ -502,10 +336,6 @@ description = "Copy your docs directly to the gh-pages branch."
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
-    {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
-]
 
 [package.dependencies]
 python-dateutil = ">=2.8.1"
@@ -520,10 +350,6 @@ description = "Git Object Database"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "gitdb-4.0.10-py3-none-any.whl", hash = "sha256:c286cf298426064079ed96a9e4a9d39e7f3e9bf15ba60701e95f5492f28415c7"},
-    {file = "gitdb-4.0.10.tar.gz", hash = "sha256:6eb990b69df4e15bad899ea868dc46572c3f75339735663b81de79b06f17eb9a"},
-]
 
 [package.dependencies]
 smmap = ">=3.0.1,<6"
@@ -535,10 +361,6 @@ description = "GitPython is a python library used to interact with Git repositor
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "GitPython-3.1.29-py3-none-any.whl", hash = "sha256:41eea0deec2deea139b459ac03656f0dd28fc4a3387240ec1d3c259a2c47850f"},
-    {file = "GitPython-3.1.29.tar.gz", hash = "sha256:cc36bfc4a3f913e66805a28e84703e419d9c264c1077e537b54f0e1af85dbefd"},
-]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
@@ -550,10 +372,6 @@ description = "Signatures for entire Python programs. Extract the structure, the
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "griffe-0.25.0-py3-none-any.whl", hash = "sha256:57527250e06c0fac5381c5ccc9695b6c46a3af51928d99364bf2e5fd9aabf37d"},
-    {file = "griffe-0.25.0.tar.gz", hash = "sha256:35d412d2235330a05c755f906458c70ee8a4eec85bc3de20f1fd79d0a501dc38"},
-]
 
 [package.dependencies]
 colorama = ">=0.4"
@@ -568,10 +386,35 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 category = "main"
 optional = true
 python-versions = ">=3.7"
-files = [
-    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
-    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
-]
+
+[[package]]
+name = "huggingface-hub"
+version = "0.16.3"
+description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
+category = "main"
+optional = true
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+filelock = "*"
+fsspec = "*"
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "black (>=23.1,<24.0)", "gradio", "jedi", "mypy (==0.982)", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "ruff (>=0.0.241)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+inference = ["aiohttp", "pydantic"]
+quality = ["black (>=23.1,<24.0)", "mypy (==0.982)", "ruff (>=0.0.241)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "gradio", "jedi", "numpy", "pydantic", "pytest", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["torch"]
+typing = ["pydantic", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3"]
 
 [[package]]
 name = "identify"
@@ -580,10 +423,6 @@ description = "File identification library for Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "identify-2.5.9-py2.py3-none-any.whl", hash = "sha256:a390fb696e164dbddb047a0db26e57972ae52fbd037ae68797e5ae2f4492485d"},
-    {file = "identify-2.5.9.tar.gz", hash = "sha256:906036344ca769539610436e40a684e170c3648b552194980bb7b617a8daeb9f"},
-]
 
 [package.extras]
 license = ["ukkonen"]
@@ -595,10 +434,6 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
-files = [
-    {file = "idna-3.4-py3-none-any.whl", hash = "sha256:90b77e79eaa3eba6de819a0c442c0b4ceefc341a7a2ab77d7562bf49f425c5c2"},
-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
-]
 
 [[package]]
 name = "importlib-metadata"
@@ -607,10 +442,6 @@ description = "Read metadata from Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "importlib_metadata-5.1.0-py3-none-any.whl", hash = "sha256:d84d17e21670ec07990e1044a99efe8d615d860fd176fc29ef5c306068fda313"},
-    {file = "importlib_metadata-5.1.0.tar.gz", hash = "sha256:d5059f9f1e8e41f80e9c56c2ee58811450c31984dfa625329ffd7c0dad88a73b"},
-]
 
 [package.dependencies]
 zipp = ">=0.5"
@@ -627,10 +458,6 @@ description = "iniconfig: brain-dead simple config-ini parsing"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "iniconfig-1.1.1-py2.py3-none-any.whl", hash = "sha256:011e24c64b7f47f6ebd835bb12a743f2fbe9a26d4cecaa7f53bc4f35ee9da8b3"},
-    {file = "iniconfig-1.1.1.tar.gz", hash = "sha256:bc3af051d7d14b2ee5ef9969666def0cd1a000e121eaea580d4a313df4b37f32"},
-]
 
 [[package]]
 name = "invoke"
@@ -639,10 +466,6 @@ description = "Pythonic task execution"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "invoke-1.7.3-py3-none-any.whl", hash = "sha256:d9694a865764dd3fd91f25f7e9a97fb41666e822bbb00e670091e3f43933574d"},
-    {file = "invoke-1.7.3.tar.gz", hash = "sha256:41b428342d466a82135d5ab37119685a989713742be46e42a3a399d685579314"},
-]
 
 [[package]]
 name = "ipython"
@@ -651,10 +474,6 @@ description = "IPython: Productive Interactive Computing"
 category = "dev"
 optional = false
 python-versions = ">=3.8"
-files = [
-    {file = "ipython-8.7.0-py3-none-any.whl", hash = "sha256:352042ddcb019f7c04e48171b4dd78e4c4bb67bf97030d170e154aac42b656d9"},
-    {file = "ipython-8.7.0.tar.gz", hash = "sha256:882899fe78d5417a0aa07f995db298fa28b58faeba2112d2e3a4c95fe14bb738"},
-]
 
 [package.dependencies]
 appnope = {version = "*", markers = "sys_platform == \"darwin\""}
@@ -690,10 +509,6 @@ description = "A Python utility / library to sort Python imports."
 category = "dev"
 optional = false
 python-versions = ">=3.6.1,<4.0"
-files = [
-    {file = "isort-5.10.1-py3-none-any.whl", hash = "sha256:6f62d78e2f89b4500b080fe3a81690850cd254227f27f75c3a0c491a1f351ba7"},
-    {file = "isort-5.10.1.tar.gz", hash = "sha256:e8443a5e7a020e9d7f97f1d7d9cd17c88bcb3bc7e218bf9cf5095fe550be2951"},
-]
 
 [package.extras]
 colors = ["colorama (>=0.4.3,<0.5.0)"]
@@ -708,10 +523,6 @@ description = "Utility functions for Python class constructs"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "jaraco.classes-3.2.3-py3-none-any.whl", hash = "sha256:2353de3288bc6b82120752201c6b1c1a14b058267fa424ed5ce5984e3b922158"},
-    {file = "jaraco.classes-3.2.3.tar.gz", hash = "sha256:89559fa5c1d3c34eff6f631ad80bb21f378dbcbb35dd161fd2c6b93f5be2f98a"},
-]
 
 [package.dependencies]
 more-itertools = "*"
@@ -727,10 +538,6 @@ description = "An autocompletion tool for Python that can be used for text edito
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "jedi-0.18.2-py2.py3-none-any.whl", hash = "sha256:203c1fd9d969ab8f2119ec0a3342e0b49910045abe6af0a3ae83a5764d54639e"},
-    {file = "jedi-0.18.2.tar.gz", hash = "sha256:bae794c30d07f6d910d32a7048af09b5a39ed740918da923c6b780790ebac612"},
-]
 
 [package.dependencies]
 parso = ">=0.8.0,<0.9.0"
@@ -747,10 +554,6 @@ description = "Low-level, pure Python DBus protocol wrapper."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "jeepney-0.8.0-py3-none-any.whl", hash = "sha256:c0a454ad016ca575060802ee4d590dd912e35c122fa04e70306de3d076cce755"},
-    {file = "jeepney-0.8.0.tar.gz", hash = "sha256:5efe48d255973902f6badc3ce55e2aa6c5c3b3bc642059ef3a91247bcfcc5806"},
-]
 
 [package.extras]
 test = ["async-timeout", "pytest", "pytest-asyncio (>=0.17)", "pytest-trio", "testpath", "trio"]
@@ -760,13 +563,9 @@ trio = ["async_generator", "trio"]
 name = "jinja2"
 version = "3.0.3"
 description = "A very fast and expressive template engine."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "Jinja2-3.0.3-py3-none-any.whl", hash = "sha256:077ce6014f7b40d03b47d1f1ca4b0fc8328a692bd284016f806ed0eaca390ad8"},
-    {file = "Jinja2-3.0.3.tar.gz", hash = "sha256:611bb273cd68f3b993fabdc4064fc858c5b47a973cb5aa7999ec1ba405c87cd7"},
-]
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -781,10 +580,6 @@ description = "Store and access your passwords safely."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "keyring-23.11.0-py3-none-any.whl", hash = "sha256:3dd30011d555f1345dec2c262f0153f2f0ca6bca041fb1dc4588349bb4c0ac1e"},
-    {file = "keyring-23.11.0.tar.gz", hash = "sha256:ad192263e2cdd5f12875dedc2da13534359a7e760e77f8d04b50968a821c2361"},
-]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.11.4", markers = "python_version < \"3.12\""}
@@ -804,27 +599,6 @@ description = "A fast and thorough lazy object proxy."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "lazy-object-proxy-1.8.0.tar.gz", hash = "sha256:c219a00245af0f6fa4e95901ed28044544f50152840c5b6a3e7b2568db34d156"},
-    {file = "lazy_object_proxy-1.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4fd031589121ad46e293629b39604031d354043bb5cdf83da4e93c2d7f3389fe"},
-    {file = "lazy_object_proxy-1.8.0-cp310-cp310-win32.whl", hash = "sha256:b70d6e7a332eb0217e7872a73926ad4fdc14f846e85ad6749ad111084e76df25"},
-    {file = "lazy_object_proxy-1.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:eb329f8d8145379bf5dbe722182410fe8863d186e51bf034d2075eb8d85ee25b"},
-    {file = "lazy_object_proxy-1.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:4e2d9f764f1befd8bdc97673261b8bb888764dfdbd7a4d8f55e4fbcabb8c3fb7"},
-    {file = "lazy_object_proxy-1.8.0-cp311-cp311-win32.whl", hash = "sha256:e20bfa6db17a39c706d24f82df8352488d2943a3b7ce7d4c22579cb89ca8896e"},
-    {file = "lazy_object_proxy-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:14010b49a2f56ec4943b6cf925f597b534ee2fe1f0738c84b3bce0c1a11ff10d"},
-    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:6850e4aeca6d0df35bb06e05c8b934ff7c533734eb51d0ceb2d63696f1e6030c"},
-    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-win32.whl", hash = "sha256:5b51d6f3bfeb289dfd4e95de2ecd464cd51982fe6f00e2be1d0bf94864d58acd"},
-    {file = "lazy_object_proxy-1.8.0-cp37-cp37m-win_amd64.whl", hash = "sha256:6f593f26c470a379cf7f5bc6db6b5f1722353e7bf937b8d0d0b3fba911998858"},
-    {file = "lazy_object_proxy-1.8.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c1c7c0433154bb7c54185714c6929acc0ba04ee1b167314a779b9025517eada"},
-    {file = "lazy_object_proxy-1.8.0-cp38-cp38-win32.whl", hash = "sha256:d176f392dbbdaacccf15919c77f526edf11a34aece58b55ab58539807b85436f"},
-    {file = "lazy_object_proxy-1.8.0-cp38-cp38-win_amd64.whl", hash = "sha256:afcaa24e48bb23b3be31e329deb3f1858f1f1df86aea3d70cb5c8578bfe5261c"},
-    {file = "lazy_object_proxy-1.8.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:71d9ae8a82203511a6f60ca5a1b9f8ad201cac0fc75038b2dc5fa519589c9288"},
-    {file = "lazy_object_proxy-1.8.0-cp39-cp39-win32.whl", hash = "sha256:8f6ce2118a90efa7f62dd38c7dbfffd42f468b180287b748626293bf12ed468f"},
-    {file = "lazy_object_proxy-1.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:eac3a9a5ef13b332c059772fd40b4b1c3d45a3a2b05e33a361dee48e54a4dad0"},
-    {file = "lazy_object_proxy-1.8.0-pp37-pypy37_pp73-any.whl", hash = "sha256:ae032743794fba4d171b5b67310d69176287b5bf82a21f588282406a79498891"},
-    {file = "lazy_object_proxy-1.8.0-pp38-pypy38_pp73-any.whl", hash = "sha256:7e1561626c49cb394268edd00501b289053a652ed762c58e1081224c8d881cec"},
-    {file = "lazy_object_proxy-1.8.0-pp39-pypy39_pp73-any.whl", hash = "sha256:ce58b2b3734c73e68f0e30e4e725264d4d6be95818ec0a0be4bb6bf9a7e79aa8"},
-]
 
 [[package]]
 name = "markdown"
@@ -833,10 +607,6 @@ description = "Python implementation of Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "Markdown-3.3.7-py3-none-any.whl", hash = "sha256:f5da449a6e1c989a4cea2631aa8ee67caa5a2ef855d551c88f9e309f4634c621"},
-    {file = "Markdown-3.3.7.tar.gz", hash = "sha256:cbb516f16218e643d8e0a95b309f77eb118cb138d39a4f27851e6a63581db874"},
-]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
@@ -848,51 +618,9 @@ testing = ["coverage", "pyyaml"]
 name = "markupsafe"
 version = "2.1.1"
 description = "Safely add untrusted strings to HTML/XML markup."
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:86b1f75c4e7c2ac2ccdaec2b9022845dbb81880ca318bb7a0a01fbf7813e3812"},
-    {file = "MarkupSafe-2.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f121a1420d4e173a5d96e47e9a0c0dcff965afdf1626d28de1460815f7c4ee7a"},
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 name = "matplotlib-inline"
@@ -901,10 +629,6 @@ description = "Inline Matplotlib backend for Jupyter"
 category = "dev"
 optional = false
 python-versions = ">=3.5"
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@@ -916,10 +640,6 @@ description = "McCabe checker, plugin for flake8"
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 python-versions = ">=3.6"
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@@ -940,10 +656,6 @@ description = "Project documentation with Markdown."
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@@ -985,10 +693,6 @@ description = "Documentation that simply works"
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@@ -1034,10 +730,6 @@ description = "Automatic documentation from sources, for MkDocs."
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@@ -1060,10 +752,6 @@ description = "A Python handler for mkdocstrings."
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@@ -1076,10 +764,20 @@ description = "More routines for operating on iterables, beyond itertools"
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+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
 
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@@ -1088,28 +786,6 @@ description = "Optional static typing for Python"
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@@ -1127,10 +803,21 @@ description = "Experimental type system extensions for programs checked with the
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+
+[[package]]
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+version = "3.1"
+description = "Python package for creating and manipulating graphs and networks"
+category = "main"
+optional = true
+python-versions = ">=3.8"
+
+[package.extras]
+default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
+developer = ["mypy (>=1.1)", "pre-commit (>=3.2)"]
+doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-theme (>=0.13)", "sphinx (>=6.1)", "sphinx-gallery (>=0.12)", "texext (>=0.6.7)"]
+extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
+test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
@@ -1139,25 +826,25 @@ description = "Node.js virtual environment builder"
 category = "dev"
 optional = false
 python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
-files = [
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-]
 
 [package.dependencies]
 setuptools = "*"
 
+[[package]]
+name = "numpy"
+version = "1.24.4"
+description = "Fundamental package for array computing in Python"
+category = "main"
+optional = true
+python-versions = ">=3.8"
+
 [[package]]
 name = "packaging"
 version = "22.0"
 description = "Core utilities for Python packages"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "packaging-22.0-py3-none-any.whl", hash = "sha256:957e2148ba0e1a3b282772e791ef1d8083648bc131c8ab0c1feba110ce1146c3"},
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-]
 
 [[package]]
 name = "parso"
@@ -1166,10 +853,6 @@ description = "A Python Parser"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
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 [package.extras]
 qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
@@ -1182,10 +865,6 @@ description = "Utility library for gitignore style pattern matching of file path
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
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-]
 
 [[package]]
 name = "pexpect"
@@ -1194,10 +873,6 @@ description = "Pexpect allows easy control of interactive console applications."
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [package.dependencies]
 ptyprocess = ">=0.5"
@@ -1209,10 +884,6 @@ description = "Tiny 'shelve'-like database with concurrency support"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [[package]]
 name = "pkginfo"
@@ -1221,10 +892,6 @@ description = "Query metadatdata from sdists / bdists / installed packages."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
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 [package.extras]
 testing = ["pytest", "pytest-cov"]
@@ -1236,10 +903,6 @@ description = "A small Python package for determining appropriate platform-speci
 category = "main"
 optional = false
 python-versions = ">=3.7"
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@@ -1252,10 +915,6 @@ description = "plugin and hook calling mechanisms for python"
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 [package.extras]
 dev = ["pre-commit", "tox"]
@@ -1268,10 +927,6 @@ description = "A framework for managing and maintaining multi-language pre-commi
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 python-versions = ">=3.7"
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 [package.dependencies]
 cfgv = ">=2.0.0"
@@ -1288,10 +943,6 @@ description = "Library for building powerful interactive command lines in Python
 category = "dev"
 optional = false
 python-versions = ">=3.6.2"
-files = [
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 [package.dependencies]
 wcwidth = "*"
@@ -1303,10 +954,6 @@ description = "Run a subprocess in a pseudo terminal"
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 optional = false
 python-versions = "*"
-files = [
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 [[package]]
 name = "pure-eval"
@@ -1315,10 +962,6 @@ description = "Safely evaluate AST nodes without side effects"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [package.extras]
 tests = ["pytest"]
@@ -1330,10 +973,6 @@ description = "C parser in Python"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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 [[package]]
 name = "pydantic"
@@ -1342,44 +981,6 @@ description = "Data validation and settings management using python type hints"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
 typing-extensions = ">=4.2.0"
@@ -1395,10 +996,6 @@ description = "Pygments is a syntax highlighting package written in Python."
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
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 [package.extras]
 plugins = ["importlib-metadata"]
@@ -1410,10 +1007,6 @@ description = "python code static checker"
 category = "dev"
 optional = false
 python-versions = ">=3.7.2"
-files = [
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 [package.dependencies]
 astroid = ">=2.12.13,<=2.14.0-dev0"
@@ -1437,10 +1030,6 @@ description = "Extension pack for Python Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
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 [package.dependencies]
 markdown = ">=3.2"
@@ -1452,10 +1041,6 @@ description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
 attrs = ">=19.2.0"
@@ -1476,10 +1061,6 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 [package.dependencies]
 six = ">=1.5"
@@ -1491,10 +1072,6 @@ description = "Read key-value pairs from a .env file and set them as environment
 category = "main"
 optional = true
 python-versions = ">=3.8"
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 [package.extras]
 cli = ["click (>=5.0)"]
@@ -1506,10 +1083,6 @@ description = "Interact with GitLab API"
 category = "dev"
 optional = false
 python-versions = ">=3.7.0"
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 [package.dependencies]
 requests = ">=2.25.0"
@@ -1526,10 +1099,6 @@ description = "Automatic Semantic Versioning for Python projects"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [package.dependencies]
 click = ">=7,<9"
@@ -1558,72 +1127,22 @@ description = ""
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
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 [[package]]
 name = "pyyaml"
 version = "6.0"
 description = "YAML parser and emitter for Python"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "pyyaml-env-tag"
+version = "0.1"
+description = "A custom YAML tag for referencing environment variables in YAML files. "
 category = "dev"
 optional = false
 python-versions = ">=3.6"
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-    {file = "PyYAML-6.0.tar.gz", hash = "sha256:68fb519c14306fec9720a2a5b45bc9f0c8d1b9c72adf45c37baedfcd949c35a2"},
-]
-
-[[package]]
-name = "pyyaml-env-tag"
-version = "0.1"
-description = "A custom YAML tag for referencing environment variables in YAML files. "
-category = "dev"
-optional = false
-python-versions = ">=3.6"
-files = [
-    {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"},
-    {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"},
-]
 
 [package.dependencies]
 pyyaml = "*"
@@ -1635,10 +1154,6 @@ description = "readme_renderer is a library for rendering \"readme\" description
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "readme_renderer-37.3-py3-none-any.whl", hash = "sha256:f67a16caedfa71eef48a31b39708637a6f4664c4394801a7b0d6432d13907343"},
-    {file = "readme_renderer-37.3.tar.gz", hash = "sha256:cd653186dfc73055656f090f227f5cb22a046d7f71a841dfa305f55c9a513273"},
-]
 
 [package.dependencies]
 bleach = ">=2.1.0"
@@ -1648,6 +1163,14 @@ Pygments = ">=2.5.1"
 [package.extras]
 md = ["cmarkgfm (>=0.8.0)"]
 
+[[package]]
+name = "regex"
+version = "2023.6.3"
+description = "Alternative regular expression module, to replace re."
+category = "main"
+optional = true
+python-versions = ">=3.6"
+
 [[package]]
 name = "requests"
 version = "2.28.1"
@@ -1655,10 +1178,6 @@ description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7, <4"
-files = [
-    {file = "requests-2.28.1-py3-none-any.whl", hash = "sha256:8fefa2a1a1365bf5520aac41836fbee479da67864514bdb821f31ce07ce65349"},
-    {file = "requests-2.28.1.tar.gz", hash = "sha256:7c5599b102feddaa661c826c56ab4fee28bfd17f5abca1ebbe3e7f19d7c97983"},
-]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -1677,10 +1196,6 @@ description = "A utility belt for advanced users of python-requests"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "requests-toolbelt-0.10.1.tar.gz", hash = "sha256:62e09f7ff5ccbda92772a29f394a49c3ad6cb181d568b1337626b2abb628a63d"},
-    {file = "requests_toolbelt-0.10.1-py2.py3-none-any.whl", hash = "sha256:18565aa58116d9951ac39baa288d3adb5b3ff975c4f25eee78555d89e8f247f7"},
-]
 
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
@@ -1692,14 +1207,29 @@ description = "Validating URI References per RFC 3986"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "rfc3986-2.0.0-py2.py3-none-any.whl", hash = "sha256:50b1502b60e289cb37883f3dfd34532b8873c7de9f49bb546641ce9cbd256ebd"},
-    {file = "rfc3986-2.0.0.tar.gz", hash = "sha256:97aacf9dbd4bfd829baad6e6309fa6573aaf1be3f6fa735c8ab05e46cecb261c"},
-]
 
 [package.extras]
 idna2008 = ["idna"]
 
+[[package]]
+name = "safetensors"
+version = "0.3.1"
+description = "Fast and Safe Tensor serialization"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.extras]
+all = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "flax (>=0.6.3)", "h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "isort (>=5.5.4)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "numpy (>=1.21.6)", "paddlepaddle (>=2.4.1)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)", "tensorflow (>=2.11.0)", "torch (>=1.10)"]
+dev = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "flax (>=0.6.3)", "h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "isort (>=5.5.4)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)", "numpy (>=1.21.6)", "paddlepaddle (>=2.4.1)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)", "tensorflow (>=2.11.0)", "torch (>=1.10)"]
+jax = ["flax (>=0.6.3)", "jax (>=0.3.25)", "jaxlib (>=0.3.25)"]
+numpy = ["numpy (>=1.21.6)"]
+paddlepaddle = ["paddlepaddle (>=2.4.1)"]
+quality = ["black (==22.3)", "click (==8.0.4)", "flake8 (>=3.8.3)", "isort (>=5.5.4)"]
+tensorflow = ["tensorflow (>=2.11.0)"]
+testing = ["h5py (>=3.7.0)", "huggingface-hub (>=0.12.1)", "numpy (>=1.21.6)", "pytest (>=7.2.0)", "pytest-benchmark (>=4.0.0)", "setuptools-rust (>=1.5.2)"]
+torch = ["torch (>=1.10)"]
+
 [[package]]
 name = "secretstorage"
 version = "3.3.3"
@@ -1707,10 +1237,6 @@ description = "Python bindings to FreeDesktop.org Secret Service API"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "SecretStorage-3.3.3-py3-none-any.whl", hash = "sha256:f356e6628222568e3af06f2eba8df495efa13b3b63081dafd4f7d9a7b7bc9f99"},
-    {file = "SecretStorage-3.3.3.tar.gz", hash = "sha256:2403533ef369eca6d2ba81718576c5e0f564d5cca1b58f73a8b23e7d4eeebd77"},
-]
 
 [package.dependencies]
 cryptography = ">=2.0"
@@ -1723,10 +1249,6 @@ description = "Python helper for Semantic Versioning (http://semver.org/)"
 category = "dev"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-files = [
-    {file = "semver-2.13.0-py2.py3-none-any.whl", hash = "sha256:ced8b23dceb22134307c1b8abfa523da14198793d9787ac838e70e29e77458d4"},
-    {file = "semver-2.13.0.tar.gz", hash = "sha256:fa0fe2722ee1c3f57eac478820c3a5ae2f624af8264cbdf9000c980ff7f75e3f"},
-]
 
 [[package]]
 name = "setuptools"
@@ -1735,10 +1257,6 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "setuptools-65.6.3-py3-none-any.whl", hash = "sha256:57f6f22bde4e042978bcd50176fdb381d7c21a9efa4041202288d3737a0c6a54"},
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-]
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
@@ -1752,10 +1270,6 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
-    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
-    {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
-]
 
 [[package]]
 name = "smmap"
@@ -1764,10 +1278,6 @@ description = "A pure Python implementation of a sliding window memory map manag
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "smmap-5.0.0-py3-none-any.whl", hash = "sha256:2aba19d6a040e78d8b09de5c57e96207b09ed71d8e55ce0959eeee6c8e190d94"},
-    {file = "smmap-5.0.0.tar.gz", hash = "sha256:c840e62059cd3be204b0c9c9f74be2c09d5648eddd4580d9314c3ecde0b30936"},
-]
 
 [[package]]
 name = "sniffio"
@@ -1776,10 +1286,6 @@ description = "Sniff out which async library your code is running under"
 category = "main"
 optional = true
 python-versions = ">=3.7"
-files = [
-    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
-    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
-]
 
 [[package]]
 name = "stack-data"
@@ -1788,10 +1294,6 @@ description = "Extract data from python stack frames and tracebacks for informat
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "stack_data-0.6.2-py3-none-any.whl", hash = "sha256:cbb2a53eb64e5785878201a97ed7c7b94883f48b87bfb0bbe8b623c74679e4a8"},
-    {file = "stack_data-0.6.2.tar.gz", hash = "sha256:32d2dd0376772d01b6cb9fc996f3c8b57a357089dec328ed4b6553d037eaf815"},
-]
 
 [package.dependencies]
 asttokens = ">=2.1.0"
@@ -1808,10 +1310,6 @@ description = "The little ASGI library that shines."
 category = "main"
 optional = true
 python-versions = ">=3.7"
-files = [
-    {file = "starlette-0.27.0-py3-none-any.whl", hash = "sha256:918416370e846586541235ccd38a474c08b80443ed31c578a418e2209b3eef91"},
-    {file = "starlette-0.27.0.tar.gz", hash = "sha256:6a6b0d042acb8d469a01eba54e9cda6cbd24ac602c4cd016723117d6a7e73b75"},
-]
 
 [package.dependencies]
 anyio = ">=3.4.0,<5"
@@ -1820,6 +1318,17 @@ typing-extensions = {version = ">=3.10.0", markers = "python_version < \"3.10\""
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart", "pyyaml"]
 
+[[package]]
+name = "sympy"
+version = "1.12"
+description = "Computer algebra system (CAS) in Python"
+category = "main"
+optional = true
+python-versions = ">=3.8"
+
+[package.dependencies]
+mpmath = ">=0.19"
+
 [[package]]
 name = "tabulate"
 version = "0.8.10"
@@ -1827,10 +1336,6 @@ description = "Pretty-print tabular data"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-files = [
-    {file = "tabulate-0.8.10-py3-none-any.whl", hash = "sha256:0ba055423dbaa164b9e456abe7920c5e8ed33fcc16f6d1b2f2d152c8e1e8b4fc"},
-    {file = "tabulate-0.8.10.tar.gz", hash = "sha256:6c57f3f3dd7ac2782770155f3adb2db0b1a269637e42f27599925e64b114f519"},
-]
 
 [package.extras]
 widechars = ["wcwidth"]
@@ -1842,10 +1347,19 @@ description = "A wrapper around the stdlib `tokenize` which roundtrips."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "tokenize_rt-5.0.0-py2.py3-none-any.whl", hash = "sha256:c67772c662c6b3dc65edf66808577968fb10badfc2042e3027196bed4daf9e5a"},
-    {file = "tokenize_rt-5.0.0.tar.gz", hash = "sha256:3160bc0c3e8491312d0485171dea861fc160a240f5f5766b72a1165408d10740"},
-]
+
+[[package]]
+name = "tokenizers"
+version = "0.13.3"
+description = "Fast and Customizable Tokenizers"
+category = "main"
+optional = true
+python-versions = "*"
+
+[package.extras]
+dev = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
+docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
+testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests"]
 
 [[package]]
 name = "toml"
@@ -1854,10 +1368,6 @@ description = "Python Library for Tom's Obvious, Minimal Language"
 category = "dev"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
-files = [
-    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
-    {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
-]
 
 [[package]]
 name = "tomli"
@@ -1866,10 +1376,6 @@ description = "A lil' TOML parser"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
-    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
-]
 
 [[package]]
 name = "tomlkit"
@@ -1878,10 +1384,24 @@ description = "Style preserving TOML library"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "tomlkit-0.11.6-py3-none-any.whl", hash = "sha256:07de26b0d8cfc18f871aec595fda24d95b08fef89d147caa861939f37230bf4b"},
-    {file = "tomlkit-0.11.6.tar.gz", hash = "sha256:71b952e5721688937fb02cf9d354dbcf0785066149d2855e44531ebdd2b65d73"},
-]
+
+[[package]]
+name = "torch"
+version = "2.0.1"
+description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
+category = "main"
+optional = true
+python-versions = ">=3.8.0"
+
+[package.dependencies]
+filelock = "*"
+jinja2 = "*"
+networkx = "*"
+sympy = "*"
+typing-extensions = "*"
+
+[package.extras]
+opt-einsum = ["opt-einsum (>=3.3)"]
 
 [[package]]
 name = "tqdm"
@@ -1890,10 +1410,6 @@ description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-files = [
-    {file = "tqdm-4.64.1-py2.py3-none-any.whl", hash = "sha256:6fee160d6ffcd1b1c68c65f14c829c22832bc401726335ce92c52d395944a6a1"},
-    {file = "tqdm-4.64.1.tar.gz", hash = "sha256:5f4f682a004951c1b450bc753c710e9280c5746ce6ffedee253ddbcbf54cf1e4"},
-]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -1911,10 +1427,6 @@ description = "Traitlets Python configuration system"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "traitlets-5.7.0-py3-none-any.whl", hash = "sha256:61832ea7b7f910f5745e27e9bb269a181fd15af76027d99560299209d5b17c94"},
-    {file = "traitlets-5.7.0.tar.gz", hash = "sha256:bd0fca5c890a09bf66b33cce67ca14156b080429bc39c7ef26b075a4bd4f9fc3"},
-]
 
 [package.extras]
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
@@ -1922,6 +1434,72 @@ lint = ["black (>=22.6.0)", "mdformat (>0.7)", "ruff (>=0.0.156)"]
 test = ["pre-commit", "pytest"]
 typing = ["mypy (>=0.990)"]
 
+[[package]]
+name = "transformers"
+version = "4.30.2"
+description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
+category = "main"
+optional = true
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+filelock = "*"
+huggingface-hub = ">=0.14.1,<1.0"
+numpy = ">=1.17"
+packaging = ">=20.0"
+pyyaml = ">=5.1"
+regex = "!=2019.12.17"
+requests = "*"
+safetensors = ">=0.3.1"
+tokenizers = ">=0.11.1,<0.11.3 || >0.11.3,<0.14"
+tqdm = ">=4.27"
+
+[package.extras]
+accelerate = ["accelerate (>=0.20.2)"]
+agents = ["Pillow", "accelerate (>=0.20.2)", "datasets (!=2.5.0)", "diffusers", "opencv-python", "sentencepiece (>=0.1.91,!=0.1.92)", "torch (>=1.9,!=1.12.0)"]
+all = ["Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.6.9)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf (<=3.20.3)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
+audio = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+codecarbon = ["codecarbon (==1.2.0)"]
+deepspeed = ["accelerate (>=0.20.2)", "deepspeed (>=0.8.3)"]
+deepspeed-testing = ["GitPython (<3.1.19)", "accelerate (>=0.20.2)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "deepspeed (>=0.8.3)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "optuna", "parameterized", "protobuf (<=3.20.3)", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "sentencepiece (>=0.1.91,!=0.1.92)", "timeout-decorator"]
+dev = ["GitPython (<3.1.19)", "Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "decord (==0.6.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "flax (>=0.4.1,<=0.6.9)", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+dev-tensorflow = ["GitPython (<3.1.19)", "Pillow", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "nltk", "onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timeout-decorator", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "urllib3 (<2.0.0)"]
+dev-torch = ["GitPython (<3.1.19)", "Pillow", "accelerate (>=0.20.2)", "beautifulsoup4", "black (>=23.1,<24.0)", "codecarbon (==1.2.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "fugashi (>=1.0)", "hf-doc-builder", "hf-doc-builder (>=0.3.0)", "ipadic (>=1.0.0,<2.0)", "isort (>=5.5.4)", "kenlm", "librosa", "nltk", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "optuna", "parameterized", "phonemizer", "protobuf (<=3.20.3)", "psutil", "pyctcdecode (>=0.4.0)", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "ray[tune]", "rhoknp (>=1.1.0,<1.3.1)", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "ruff (>=0.0.241,<=0.0.259)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "scikit-learn", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "timeout-decorator", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)", "urllib3 (<2.0.0)"]
+docs = ["Pillow", "accelerate (>=0.20.2)", "av (==9.2.0)", "codecarbon (==1.2.0)", "decord (==0.6.0)", "flax (>=0.4.1,<=0.6.9)", "hf-doc-builder", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "kenlm", "keras-nlp (>=0.3.1)", "librosa", "onnxconverter-common", "optax (>=0.0.8,<=0.1.4)", "optuna", "phonemizer", "protobuf (<=3.20.3)", "pyctcdecode (>=0.4.0)", "ray[tune]", "sentencepiece (>=0.1.91,!=0.1.92)", "sigopt", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx", "timm", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "torchaudio", "torchvision"]
+docs-specific = ["hf-doc-builder"]
+fairscale = ["fairscale (>0.3)"]
+flax = ["flax (>=0.4.1,<=0.6.9)", "jax (>=0.2.8,!=0.3.2,<=0.3.6)", "jaxlib (>=0.1.65,<=0.3.6)", "optax (>=0.0.8,<=0.1.4)"]
+flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+ftfy = ["ftfy"]
+integrations = ["optuna", "ray[tune]", "sigopt"]
+ja = ["fugashi (>=1.0)", "ipadic (>=1.0.0,<2.0)", "rhoknp (>=1.1.0,<1.3.1)", "sudachidict-core (>=20220729)", "sudachipy (>=0.6.6)", "unidic (>=1.0.2)", "unidic-lite (>=1.0.7)"]
+modelcreation = ["cookiecutter (==1.7.3)"]
+natten = ["natten (>=0.14.6)"]
+onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)", "tf2onnx"]
+onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
+optuna = ["optuna"]
+quality = ["GitPython (<3.1.19)", "black (>=23.1,<24.0)", "datasets (!=2.5.0)", "hf-doc-builder (>=0.3.0)", "isort (>=5.5.4)", "ruff (>=0.0.241,<=0.0.259)", "urllib3 (<2.0.0)"]
+ray = ["ray[tune]"]
+retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+sagemaker = ["sagemaker (>=2.31.0)"]
+sentencepiece = ["protobuf (<=3.20.3)", "sentencepiece (>=0.1.91,!=0.1.92)"]
+serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
+sigopt = ["sigopt"]
+sklearn = ["scikit-learn"]
+speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+testing = ["GitPython (<3.1.19)", "beautifulsoup4", "black (>=23.1,<24.0)", "cookiecutter (==1.7.3)", "datasets (!=2.5.0)", "dill (<0.3.5)", "evaluate (>=0.2.0)", "faiss-cpu", "hf-doc-builder (>=0.3.0)", "nltk", "parameterized", "protobuf (<=3.20.3)", "psutil", "pytest (>=7.2.0)", "pytest-timeout", "pytest-xdist", "rjieba", "rouge-score (!=0.0.7,!=0.0.8,!=0.1,!=0.1.1)", "sacrebleu (>=1.4.12,<2.0.0)", "sacremoses", "timeout-decorator"]
+tf = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
+tf-cpu = ["keras-nlp (>=0.3.1)", "onnxconverter-common", "tensorflow-cpu (>=2.4,<2.13)", "tensorflow-text (<2.13)", "tf2onnx"]
+tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
+timm = ["timm"]
+tokenizers = ["tokenizers (>=0.11.1,!=0.11.3,<0.14)"]
+torch = ["accelerate (>=0.20.2)", "torch (>=1.9,!=1.12.0)"]
+torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
+torch-vision = ["Pillow", "torchvision"]
+torchhub = ["filelock", "huggingface-hub (>=0.14.1,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf (<=3.20.3)", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.11.1,!=0.11.3,<0.14)", "torch (>=1.9,!=1.12.0)", "tqdm (>=4.27)"]
+video = ["av (==9.2.0)", "decord (==0.6.0)"]
+vision = ["Pillow"]
+
 [[package]]
 name = "twine"
 version = "3.8.0"
@@ -1929,10 +1507,6 @@ description = "Collection of utilities for publishing packages on PyPI"
 category = "dev"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "twine-3.8.0-py3-none-any.whl", hash = "sha256:d0550fca9dc19f3d5e8eadfce0c227294df0a2a951251a4385797c8a6198b7c8"},
-    {file = "twine-3.8.0.tar.gz", hash = "sha256:8efa52658e0ae770686a13b675569328f1fba9837e5de1867bfe5f46a9aefe19"},
-]
 
 [package.dependencies]
 colorama = ">=0.4.3"
@@ -1953,10 +1527,6 @@ description = "Typer, build great CLIs. Easy to code. Based on Python type hints
 category = "main"
 optional = false
 python-versions = ">=3.6"
-files = [
-    {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"},
-    {file = "typer-0.9.0.tar.gz", hash = "sha256:50922fd79aea2f4751a8e0408ff10d2662bd0c8bbfa84755a699f3bada2978b2"},
-]
 
 [package.dependencies]
 click = ">=7.1.1,<9.0.0"
@@ -1975,10 +1545,6 @@ description = "Typing stubs for requests"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "types-requests-2.28.11.5.tar.gz", hash = "sha256:a7df37cc6fb6187a84097da951f8e21d335448aa2501a6b0a39cbd1d7ca9ee2a"},
-    {file = "types_requests-2.28.11.5-py3-none-any.whl", hash = "sha256:091d4a5a33c1b4f20d8b1b952aa8fa27a6e767c44c3cf65e56580df0b05fd8a9"},
-]
 
 [package.dependencies]
 types-urllib3 = "<1.27"
@@ -1990,10 +1556,6 @@ description = "Typing stubs for tabulate"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "types-tabulate-0.8.11.tar.gz", hash = "sha256:17a5fa3b5ca453815778fc9865e8ecd0118b07b2b9faff3e2b06fe448174dd5e"},
-    {file = "types_tabulate-0.8.11-py3-none-any.whl", hash = "sha256:af811268241e8fb87b63c052c87d1e329898a93191309d5d42111372232b2e0e"},
-]
 
 [[package]]
 name = "types-tqdm"
@@ -2002,10 +1564,6 @@ description = "Typing stubs for tqdm"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "types-tqdm-4.64.7.9.tar.gz", hash = "sha256:aecd96552e9c3b87e1926cb312734f135426ffc3254d8e64cfeb3ba591ef72c5"},
-    {file = "types_tqdm-4.64.7.9-py3-none-any.whl", hash = "sha256:8871999c7f4a8cd24655dcb44cfcca03efd931a9b49e62530a8880bd909c5474"},
-]
 
 [[package]]
 name = "types-urllib3"
@@ -2014,10 +1572,6 @@ description = "Typing stubs for urllib3"
 category = "dev"
 optional = false
 python-versions = "*"
-files = [
-    {file = "types-urllib3-1.26.25.4.tar.gz", hash = "sha256:eec5556428eec862b1ac578fb69aab3877995a99ffec9e5a12cf7fbd0cc9daee"},
-    {file = "types_urllib3-1.26.25.4-py3-none-any.whl", hash = "sha256:ed6b9e8a8be488796f72306889a06a3fc3cb1aa99af02ab8afb50144d7317e49"},
-]
 
 [[package]]
 name = "typing-extensions"
@@ -2026,10 +1580,6 @@ description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "main"
 optional = false
 python-versions = ">=3.7"
-files = [
-    {file = "typing_extensions-4.4.0-py3-none-any.whl", hash = "sha256:16fa4864408f655d35ec496218b85f79b3437c829e93320c7c9215ccfd92489e"},
-    {file = "typing_extensions-4.4.0.tar.gz", hash = "sha256:1511434bb92bf8dd198c12b1cc812e800d4181cfcb867674e0f8279cc93087aa"},
-]
 
 [[package]]
 name = "urllib3"
@@ -2038,10 +1588,6 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 category = "main"
 optional = false
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     {file = "wrapt-1.14.1-cp37-cp37m-win_amd64.whl", hash = "sha256:709fe01086a55cf79d20f741f39325018f4df051ef39fe921b1ebe780a66184c"},
     {file = "wrapt-1.14.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:8c0ce1e99116d5ab21355d8ebe53d9460366704ea38ae4d9f6933188f327b456"},
     {file = "wrapt-1.14.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:e3fb1677c720409d5f671e39bac6c9e0e422584e5f518bfd50aa4cbbea02433f"},
@@ -2241,28 +2746,7 @@ files = [
     {file = "wrapt-1.14.1-cp39-cp39-win_amd64.whl", hash = "sha256:dee60e1de1898bde3b238f18340eec6148986da0455d8ba7848d50470a7a32fb"},
     {file = "wrapt-1.14.1.tar.gz", hash = "sha256:380a85cf89e0e69b7cfbe2ea9f765f004ff419f34194018a6827ac0e3edfed4d"},
 ]
-
-[[package]]
-name = "zipp"
-version = "3.11.0"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
+zipp = [
     {file = "zipp-3.11.0-py3-none-any.whl", hash = "sha256:83a28fcb75844b5c0cdaf5aa4003c2d728c77e05f5aeabe8e95e56727005fbaa"},
     {file = "zipp-3.11.0.tar.gz", hash = "sha256:a7a22e05929290a67401440b39690ae6563279bced5f314609d9d03798f56766"},
 ]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
-testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
-
-[extras]
-all = ["fastapi", "uvicorn", "anyio", "python-dotenv"]
-api = ["fastapi", "uvicorn", "anyio", "python-dotenv"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = "^3.8"
-content-hash = "f0f21c13fda9d265fe51034b06b068f02e60add027aad3c3397b35f3883e6705"
diff --git a/pyproject.toml b/pyproject.toml
index c4359d11..eba43d87 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -51,6 +51,8 @@ uvicorn = { version = "^0.21.1", optional = true }
 anyio = { version = "^3.6.2", optional = true }
 # for Pydantic Dotenv support (https://docs.pydantic.dev/latest/usage/settings/#dotenv-env-support):
 python-dotenv = { version = "^1.0.0", optional = true }
+transformers = { version = "^4.30.2", optional = true }
+torch = { version = "^2.0.1", optional = true }
 
 [tool.poetry.extras]
 # MANUAL MAINTENANCE REQUIRED: for every change in the extras, "all" must be updated,
@@ -64,11 +66,22 @@ api = [
     "python-dotenv",
 ]
 
+api-examples = [
+    "fastapi",
+    "uvicorn",
+    "anyio",
+    "python-dotenv",
+    "transformers",
+    "torch",
+]
+
 all = [
     "fastapi",
     "uvicorn",
     "anyio",
     "python-dotenv",
+    "transformers",
+    "torch",
 ]
 
 [tool.poetry.group.dev.dependencies]
@@ -153,6 +166,10 @@ ignore_missing_imports = true
 module = "pluggy.*"
 ignore_missing_imports = true
 
+[[tool.mypy.overrides]]
+module = "transformers.*"
+ignore_missing_imports = true
+
 [tool.semantic_release]
 # for default values check:
 # https://github.com/relekang/python-semantic-release/blob/master/semantic_release/defaults.cfg