diff --git a/.github/workflows/JOB_tests.yml b/.github/workflows/JOB_tests.yml
index b3efc82e2..16775b3b8 100644
--- a/.github/workflows/JOB_tests.yml
+++ b/.github/workflows/JOB_tests.yml
@@ -11,7 +11,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python-version: ["3.8", "3.9", "3.10"]
+        python-version: ["3.8", "3.9", "3.10", "3.11"]
     runs-on: ${{ matrix.os }}
     steps:
       - uses: actions/checkout@v2
diff --git a/darwin/future/core/client.py b/darwin/future/core/client.py
index 3506c9193..6ec5dbb59 100644
--- a/darwin/future/core/client.py
+++ b/darwin/future/core/client.py
@@ -1,12 +1,12 @@
 from __future__ import annotations
 
 from pathlib import Path
-from typing import Callable, Dict, Optional
+from typing import Any, Callable, Dict, Optional
 from urllib.parse import urlparse
 
 import requests
 import yaml
-from pydantic import BaseModel, root_validator, validator
+from pydantic import BaseModel, ConfigDict, field_validator, model_validator
 from requests.adapters import HTTPAdapter, Retry
 
 from darwin.config import Config as OldConfig
@@ -34,14 +34,15 @@ class DarwinConfig(BaseModel):
     default_team: Optional[Team], default team to make requests to
     """
 
-    api_key: Optional[str]
-    datasets_dir: Optional[Path]
+    api_key: Optional[str] = None
+    datasets_dir: Optional[Path] = None
     api_endpoint: str
     base_url: str
     default_team: str
     teams: Dict[str, TeamsConfig]
 
-    @validator("base_url")
+    @field_validator("base_url")
+    @classmethod
     def validate_base_url(cls, v: str) -> str:
         v = v.strip()
         if not v.endswith("/"):
@@ -54,7 +55,8 @@ def validate_base_url(cls, v: str) -> str:
         assert check.netloc, "base_url must contain a domain"
         return v
 
-    @root_validator(pre=True)
+    @model_validator(mode="before")
+    @classmethod
     def remove_global(cls, values: dict) -> dict:
         if "global" not in values:
             return values
@@ -63,8 +65,9 @@ def remove_global(cls, values: dict) -> dict:
         values.update(global_conf)
         return values
 
-    @root_validator()
-    def validate_defaults(cls, values: dict) -> dict:
+    @model_validator(mode="before")
+    @classmethod
+    def validate_defaults(cls, values: Any) -> Any:
         if values["api_key"]:
             return values
         assert values["default_team"] in values["teams"]
@@ -101,7 +104,7 @@ def _default_api_endpoint() -> str:
     def from_file(path: Path) -> DarwinConfig:
         if path.suffix.lower() == ".yaml":
             data = DarwinConfig._parse_yaml(path)
-            return DarwinConfig.parse_obj(data)
+            return DarwinConfig.model_validate(data)
         else:
             return DarwinConfig.parse_file(path)
 
@@ -141,8 +144,7 @@ def from_old(old_config: OldConfig) -> DarwinConfig:
             datasets_dir=teams[default_team]["datasets_dir"],
         )
 
-    class Config:
-        validate_assignment = True
+    model_config = ConfigDict(validate_assignment=True)
 
 
 class Result(BaseModel):
diff --git a/darwin/future/core/datasets/create_dataset.py b/darwin/future/core/datasets/create_dataset.py
index 1ad4596c9..7c2b5a8a2 100644
--- a/darwin/future/core/datasets/create_dataset.py
+++ b/darwin/future/core/datasets/create_dataset.py
@@ -1,5 +1,3 @@
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.data_objects.dataset import DatasetCore
 
@@ -32,5 +30,5 @@ def create_dataset(api_client: ClientCore, name: str) -> DatasetCore:
             "name": name,
         },
     )
-
-    return parse_obj_as(DatasetCore, response)
+    assert isinstance(response, dict)
+    return DatasetCore(**response)
diff --git a/darwin/future/core/datasets/get_dataset.py b/darwin/future/core/datasets/get_dataset.py
index cf3ebdc79..c5ebc3509 100644
--- a/darwin/future/core/datasets/get_dataset.py
+++ b/darwin/future/core/datasets/get_dataset.py
@@ -1,5 +1,3 @@
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.core.types.common import QueryString
 from darwin.future.data_objects.dataset import DatasetCore
@@ -29,5 +27,5 @@ def get_dataset(api_client: ClientCore, dataset_id: str) -> DatasetCore:
     """
 
     response = api_client.get("/datasets", QueryString({"id": str(dataset_id)}))
-
-    return parse_obj_as(DatasetCore, response)
+    assert isinstance(response, dict)
+    return DatasetCore.model_validate(response)
diff --git a/darwin/future/core/datasets/list_datasets.py b/darwin/future/core/datasets/list_datasets.py
index 824ef0d2f..a0d6481ee 100644
--- a/darwin/future/core/datasets/list_datasets.py
+++ b/darwin/future/core/datasets/list_datasets.py
@@ -1,6 +1,6 @@
 from typing import List, Tuple
 
-from pydantic import ValidationError, parse_obj_as
+from pydantic import ValidationError
 
 from darwin.future.core.client import ClientCore
 from darwin.future.data_objects.dataset import DatasetCore
@@ -32,7 +32,8 @@ def list_datasets(
     response = api_client.get("/datasets")
     try:
         for item in response:
-            datasets.append(parse_obj_as(DatasetCore, item))
+            assert isinstance(item, dict)
+            datasets.append(DatasetCore.model_validate(item))
     except ValidationError as e:
         errors.append(e)
 
diff --git a/darwin/future/core/items/get.py b/darwin/future/core/items/get.py
index 4103b2bde..fcf03f513 100644
--- a/darwin/future/core/items/get.py
+++ b/darwin/future/core/items/get.py
@@ -3,7 +3,7 @@
 from typing import List, Literal, Tuple, Union
 from uuid import UUID
 
-from pydantic import ValidationError, parse_obj_as
+from pydantic import ValidationError
 
 from darwin.future.core.client import ClientCore
 from darwin.future.core.types.common import QueryString
@@ -108,7 +108,7 @@ def get_item(
     """
     response = api_client.get(f"/v2/teams/{team_slug}/items/{item_id}", params)
     assert isinstance(response, dict)
-    return parse_obj_as(ItemCore, response)
+    return ItemCore.model_validate(response)
 
 
 def list_items(
@@ -149,7 +149,7 @@ def list_items(
     for item in response["items"]:
         assert isinstance(item, dict)
         try:
-            items.append(parse_obj_as(ItemCore, item))
+            items.append(ItemCore.model_validate(item))
         except ValidationError as e:
             exceptions.append(e)
     return items, exceptions
@@ -187,7 +187,7 @@ def list_folders(
     folders: List[Folder] = []
     for item in response["folders"]:
         try:
-            folders.append(parse_obj_as(Folder, item))
+            folders.append(Folder.model_validate(item))
         except ValidationError as e:
             exceptions.append(e)
     return folders, exceptions
diff --git a/darwin/future/core/items/set_item_layout.py b/darwin/future/core/items/set_item_layout.py
index 841dee7b2..014dc9529 100644
--- a/darwin/future/core/items/set_item_layout.py
+++ b/darwin/future/core/items/set_item_layout.py
@@ -33,7 +33,7 @@ def set_item_layout(
     """
     if not isinstance(layout, ItemLayout):
         try:
-            layout = ItemLayout(**layout)
+            layout = ItemLayout.model_validate(layout)
         except (ValueError, ValidationError):
             raise BadRequest("Invalid layout provided")
 
diff --git a/darwin/future/core/properties/create.py b/darwin/future/core/properties/create.py
index e290cf6fa..d501e9ef8 100644
--- a/darwin/future/core/properties/create.py
+++ b/darwin/future/core/properties/create.py
@@ -1,7 +1,5 @@
 from typing import Optional, Union
 
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.core.types.common import JSONDict
 from darwin.future.data_objects.properties import FullProperty
@@ -33,4 +31,4 @@ def create_property(
         params = params.to_create_endpoint()
     response = client.post(f"/v2/teams/{team_slug}/properties", data=params)
     assert isinstance(response, dict)
-    return parse_obj_as(FullProperty, response)
+    return FullProperty.model_validate(response)
diff --git a/darwin/future/core/properties/get.py b/darwin/future/core/properties/get.py
index 5470f19f9..74db31d47 100644
--- a/darwin/future/core/properties/get.py
+++ b/darwin/future/core/properties/get.py
@@ -1,8 +1,6 @@
 from typing import List, Optional, Union
 from uuid import UUID
 
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.core.types.common import QueryString
 from darwin.future.data_objects.properties import FullProperty
@@ -31,7 +29,7 @@ def get_team_properties(
         team_slug = client.config.default_team
     response = client.get(f"/v2/teams/{team_slug}/properties", query_string=params)
     assert isinstance(response, dict)
-    return parse_obj_as(List[FullProperty], response.get("properties"))
+    return [FullProperty.model_validate(item) for item in response["properties"]]
 
 
 def get_team_full_properties(
@@ -69,4 +67,4 @@ def get_property_by_id(
         team_slug = client.config.default_team
     response = client.get(f"/v2/teams/{team_slug}/properties/{str(property_id)}")
     assert isinstance(response, dict)
-    return parse_obj_as(FullProperty, response)
+    return FullProperty.model_validate(response)
diff --git a/darwin/future/core/properties/update.py b/darwin/future/core/properties/update.py
index 529fc15ee..16f578234 100644
--- a/darwin/future/core/properties/update.py
+++ b/darwin/future/core/properties/update.py
@@ -1,7 +1,5 @@
 from typing import Optional, Union
 
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.core.types.common import JSONDict
 from darwin.future.data_objects.properties import FullProperty, PropertyValue
@@ -36,7 +34,7 @@ def update_property(
         del params["id"]
     response = client.put(f"/v2/teams/{team_slug}/properties/{id}", data=params)
     assert isinstance(response, dict)
-    return parse_obj_as(FullProperty, response)
+    return FullProperty.model_validate(response)
 
 
 def update_property_value(
@@ -71,4 +69,4 @@ def update_property_value(
         f"/v2/teams/{team_slug}/properties/{item_id}/property_values/{id}", data=params
     )
     assert isinstance(response, dict)
-    return parse_obj_as(PropertyValue, response)
+    return PropertyValue.model_validate(response)
diff --git a/darwin/future/core/team/get_team.py b/darwin/future/core/team/get_team.py
index b14c4ed69..2ef06988b 100644
--- a/darwin/future/core/team/get_team.py
+++ b/darwin/future/core/team/get_team.py
@@ -24,7 +24,7 @@ def get_team(client: ClientCore, team_slug: Optional[str] = None) -> TeamCore:
     if not team_slug:
         team_slug = client.config.default_team
     response = client.get(f"/teams/{team_slug}/")
-    return TeamCore.parse_obj(response)
+    return TeamCore.model_validate(response)
 
 
 def get_team_members(
@@ -51,7 +51,7 @@ def get_team_members(
     errors = []
     for item in response:
         try:
-            members.append(TeamMemberCore.parse_obj(item))
+            members.append(TeamMemberCore.model_validate(item))
         except ValidationError as e:
             errors.append(e)
     return members, errors
diff --git a/darwin/future/core/types/common.py b/darwin/future/core/types/common.py
index 368ce122a..0a8eb6e47 100644
--- a/darwin/future/core/types/common.py
+++ b/darwin/future/core/types/common.py
@@ -40,10 +40,6 @@ class TeamSlug(str):
     min_length = 1
     max_length = 256
 
-    @classmethod
-    def __get_validators__(cls):  # type: ignore
-        yield cls.validate
-
     @classmethod
     def validate(cls, v: str) -> "TeamSlug":
         assert (
diff --git a/darwin/future/core/types/query.py b/darwin/future/core/types/query.py
index 194f4eb38..878352a5e 100644
--- a/darwin/future/core/types/query.py
+++ b/darwin/future/core/types/query.py
@@ -4,7 +4,10 @@
 from enum import Enum
 from typing import Any, Callable, Dict, Generic, List, Optional, TypeVar
 
+from pydantic import field_validator
+
 from darwin.future.core.client import ClientCore
+from darwin.future.core.types.common import Stringable
 from darwin.future.data_objects.page import Page
 from darwin.future.exceptions import (
     InvalidQueryFilter,
@@ -44,6 +47,10 @@ class QueryFilter(DefaultDarwin):
     param: str
     modifier: Optional[Modifier] = None
 
+    @field_validator("param")
+    def validate_param(cls, v: Stringable) -> str:
+        return str(v)
+
     def filter_attr(self, attr: Any) -> bool:  # type: ignore
         caster: Callable[[str], Any] = type(attr)  # type: ignore
         param = caster(
diff --git a/darwin/future/core/workflows/get_workflow.py b/darwin/future/core/workflows/get_workflow.py
index 96779bd77..f17abda67 100644
--- a/darwin/future/core/workflows/get_workflow.py
+++ b/darwin/future/core/workflows/get_workflow.py
@@ -1,7 +1,5 @@
 from typing import Optional
 
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.data_objects.workflow import WorkflowCore
 
@@ -36,7 +34,5 @@ def get_workflow(
     """
     team_slug = team_slug or client.config.default_team
     response = client.get(f"/v2/teams/{team_slug}/workflows/{workflow_id}")
-
-    workflow = parse_obj_as(WorkflowCore, response)
-
-    return workflow
+    assert isinstance(response, dict)
+    return WorkflowCore.model_validate(response)
diff --git a/darwin/future/core/workflows/get_workflows.py b/darwin/future/core/workflows/get_workflows.py
index 97805f131..1f3bf2550 100644
--- a/darwin/future/core/workflows/get_workflows.py
+++ b/darwin/future/core/workflows/get_workflows.py
@@ -1,7 +1,5 @@
 from typing import List, Optional
 
-from pydantic import parse_obj_as
-
 from darwin.future.core.client import ClientCore
 from darwin.future.data_objects.workflow import WorkflowCore
 
@@ -11,5 +9,7 @@ def get_workflows(
 ) -> List[WorkflowCore]:
     team_slug = team_slug or client.config.default_team
     response = client.get(f"/v2/teams/{team_slug}/workflows?worker=false")
-
-    return [parse_obj_as(WorkflowCore, workflow) for workflow in response]
+    assert isinstance(response, list)
+    assert all(isinstance(workflow, dict) for workflow in response)
+    assert len(response) > 0, "No workflows found"
+    return [WorkflowCore.model_validate(workflow) for workflow in response]
diff --git a/darwin/future/core/workflows/list_workflows.py b/darwin/future/core/workflows/list_workflows.py
index f7c48dfd4..8b9f0b309 100644
--- a/darwin/future/core/workflows/list_workflows.py
+++ b/darwin/future/core/workflows/list_workflows.py
@@ -29,7 +29,7 @@ def list_workflows(
         response = client.get(f"/v2/teams/{team_slug}/workflows?worker=false")
         list_of_workflows = WorkflowListValidator(list=response)  # type: ignore
         workflows = [
-            WorkflowCore.parse_obj(workflow) for workflow in list_of_workflows.list
+            WorkflowCore.model_validate(workflow) for workflow in list_of_workflows.list
         ]
     except Exception as e:
         exceptions.append(e)
diff --git a/darwin/future/data_objects/advanced_filters.py b/darwin/future/data_objects/advanced_filters.py
index f24e94697..58ab66786 100644
--- a/darwin/future/data_objects/advanced_filters.py
+++ b/darwin/future/data_objects/advanced_filters.py
@@ -3,8 +3,7 @@
 from datetime import datetime
 from typing import Generic, List, Literal, Optional, TypeVar, Union
 
-from pydantic import BaseModel, root_validator, validator
-from pydantic.generics import GenericModel
+from pydantic import BaseModel, field_validator, model_validator
 
 T = TypeVar("T")
 
@@ -26,28 +25,28 @@ class BaseMatcher(BaseModel):
     name: str
 
 
-class AnyOf(BaseMatcher, GenericModel, Generic[T]):
+class AnyOf(BaseMatcher, Generic[T]):
     name: Literal["any_of"] = "any_of"
     values: List[T]
 
-    _normalize_values = validator("values", allow_reuse=True)(validate_at_least_one)
+    _normalize_values = field_validator("values")(validate_at_least_one)
 
 
-class AllOf(BaseMatcher, GenericModel, Generic[T]):
+class AllOf(BaseMatcher, Generic[T]):
     name: Literal["all_of"] = "all_of"
     values: List[T]
 
-    _normalize_values = validator("values", allow_reuse=True)(validate_at_least_one)
+    _normalize_values = field_validator("values")(validate_at_least_one)
 
 
-class NoneOf(BaseMatcher, GenericModel, Generic[T]):
+class NoneOf(BaseMatcher, Generic[T]):
     name: Literal["none_of"] = "none_of"
     values: List[T]
 
-    _normalize_values = validator("values", allow_reuse=True)(validate_at_least_one)
+    _normalize_values = field_validator("values")(validate_at_least_one)
 
 
-class Equals(BaseMatcher, GenericModel, Generic[T]):
+class Equals(BaseMatcher, Generic[T]):
     name: Literal["equals"] = "equals"
     value: T
 
@@ -57,7 +56,7 @@ class DateRange(BaseMatcher):
     start: Optional[datetime] = None
     end: Optional[datetime] = None
 
-    @root_validator(pre=True)
+    @model_validator(mode="before")
     def validate_date_range(cls, values: dict) -> dict:
         if not values.get("start") and not values.get("end"):
             raise ValueError("At least one of 'start' or 'end' must be provided.")
@@ -105,16 +104,20 @@ class AnnotationClass(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[int]) -> AnnotationClass:
-        return AnnotationClass(subject="annotation_class", matcher=AnyOf(values=values))
+        return AnnotationClass(
+            subject="annotation_class", matcher=AnyOf[int](values=values)
+        )
 
     @classmethod
     def all_of(cls, values: list[int]) -> AnnotationClass:
-        return AnnotationClass(subject="annotation_class", matcher=AllOf(values=values))
+        return AnnotationClass(
+            subject="annotation_class", matcher=AllOf[int](values=values)
+        )
 
     @classmethod
     def none_of(cls, values: list[int]) -> AnnotationClass:
         return AnnotationClass(
-            subject="annotation_class", matcher=NoneOf(values=values)
+            subject="annotation_class", matcher=NoneOf[int](values=values)
         )
 
 
@@ -133,15 +136,15 @@ class Assignee(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[int]) -> Assignee:
-        return Assignee(subject="assignee", matcher=AnyOf(values=values))
+        return Assignee(subject="assignee", matcher=AnyOf[int](values=values))
 
     @classmethod
     def all_of(cls, values: list[int]) -> Assignee:
-        return Assignee(subject="assignee", matcher=AllOf(values=values))
+        return Assignee(subject="assignee", matcher=AllOf[int](values=values))
 
     @classmethod
     def none_of(cls, values: list[int]) -> Assignee:
-        return Assignee(subject="assignee", matcher=NoneOf(values=values))
+        return Assignee(subject="assignee", matcher=NoneOf[int](values=values))
 
 
 class CreatedAt(SubjectFilter):
@@ -167,12 +170,14 @@ class CurrentAssignee(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[int]) -> CurrentAssignee:
-        return CurrentAssignee(subject="current_assignee", matcher=AnyOf(values=values))
+        return CurrentAssignee(
+            subject="current_assignee", matcher=AnyOf[int](values=values)
+        )
 
     @classmethod
     def none_of(cls, values: list[int]) -> CurrentAssignee:
         return CurrentAssignee(
-            subject="current_assignee", matcher=NoneOf(values=values)
+            subject="current_assignee", matcher=NoneOf[int](values=values)
         )
 
 
@@ -184,15 +189,21 @@ class FileType(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[AcceptedFileTypes]) -> FileType:
-        return FileType(subject="file_type", matcher=AnyOf(values=values))
+        return FileType(
+            subject="file_type", matcher=AnyOf[AcceptedFileTypes](values=values)
+        )
 
     @classmethod
     def all_of(cls, values: list[AcceptedFileTypes]) -> FileType:
-        return FileType(subject="file_type", matcher=AllOf(values=values))
+        return FileType(
+            subject="file_type", matcher=AllOf[AcceptedFileTypes](values=values)
+        )
 
     @classmethod
     def none_of(cls, values: list[AcceptedFileTypes]) -> FileType:
-        return FileType(subject="file_type", matcher=NoneOf(values=values))
+        return FileType(
+            subject="file_type", matcher=NoneOf[AcceptedFileTypes](values=values)
+        )
 
 
 class FolderPath(SubjectFilter):
@@ -201,19 +212,19 @@ class FolderPath(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[str]) -> FolderPath:
-        return FolderPath(subject="folder_path", matcher=AnyOf(values=values))
+        return FolderPath(subject="folder_path", matcher=AnyOf[str](values=values))
 
     @classmethod
     def none_of(cls, values: list[str]) -> FolderPath:
-        return FolderPath(subject="folder_path", matcher=NoneOf(values=values))
+        return FolderPath(subject="folder_path", matcher=NoneOf[str](values=values))
 
     @classmethod
     def prefix(cls, value: str) -> FolderPath:
-        return FolderPath(subject="folder_path", matcher=Prefix(value=value))
+        return FolderPath(subject="folder_path", matcher=Prefix[str](value=value))
 
     @classmethod
     def suffix(cls, value: str) -> FolderPath:
-        return FolderPath(subject="folder_path", matcher=Suffix(value=value))
+        return FolderPath(subject="folder_path", matcher=Suffix[str](value=value))
 
 
 class ID(SubjectFilter):
@@ -222,11 +233,11 @@ class ID(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[str]) -> ID:
-        return ID(subject="id", matcher=AnyOf(values=values))
+        return ID(subject="id", matcher=AnyOf[str](values=values))
 
     @classmethod
     def none_of(cls, values: list[str]) -> ID:
-        return ID(subject="id", matcher=NoneOf(values=values))
+        return ID(subject="id", matcher=NoneOf[str](values=values))
 
 
 class Issue(SubjectFilter):
@@ -235,11 +246,11 @@ class Issue(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[IssueType]) -> Issue:
-        return Issue(subject="issue", matcher=AnyOf(values=values))
+        return Issue(subject="issue", matcher=AnyOf[IssueType](values=values))
 
     @classmethod
     def none_of(cls, values: list[IssueType]) -> Issue:
-        return Issue(subject="issue", matcher=NoneOf(values=values))
+        return Issue(subject="issue", matcher=NoneOf[IssueType](values=values))
 
 
 class ItemName(SubjectFilter):
@@ -248,11 +259,11 @@ class ItemName(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[str]) -> ItemName:
-        return ItemName(subject="item_name", matcher=AnyOf(values=values))
+        return ItemName(subject="item_name", matcher=AnyOf[str](values=values))
 
     @classmethod
     def none_of(cls, values: list[str]) -> ItemName:
-        return ItemName(subject="item_name", matcher=NoneOf(values=values))
+        return ItemName(subject="item_name", matcher=NoneOf[str](values=values))
 
     @classmethod
     def prefix(cls, value: str) -> ItemName:
@@ -278,13 +289,15 @@ class ProcessingStatus(SubjectFilter):
     @classmethod
     def any_of(cls, values: list[ProcessingStatusType]) -> ProcessingStatus:
         return ProcessingStatus(
-            subject="processing_status", matcher=AnyOf(values=values)
+            subject="processing_status",
+            matcher=AnyOf[ProcessingStatusType](values=values),
         )
 
     @classmethod
     def none_of(cls, values: list[ProcessingStatusType]) -> ProcessingStatus:
         return ProcessingStatus(
-            subject="processing_status", matcher=NoneOf(values=values)
+            subject="processing_status",
+            matcher=NoneOf[ProcessingStatusType](values=values),
         )
 
 
@@ -311,11 +324,15 @@ class WorkflowStatus(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[WorkflowStatusType]) -> WorkflowStatus:
-        return WorkflowStatus(subject="workflow_status", matcher=AnyOf(values=values))
+        return WorkflowStatus(
+            subject="workflow_status", matcher=AnyOf[WorkflowStatusType](values=values)
+        )
 
     @classmethod
     def none_of(cls, values: list[WorkflowStatusType]) -> WorkflowStatus:
-        return WorkflowStatus(subject="workflow_status", matcher=NoneOf(values=values))
+        return WorkflowStatus(
+            subject="workflow_status", matcher=NoneOf[WorkflowStatusType](values=values)
+        )
 
 
 class WorkflowStage(SubjectFilter):
@@ -324,18 +341,22 @@ class WorkflowStage(SubjectFilter):
 
     @classmethod
     def any_of(cls, values: list[str]) -> WorkflowStage:
-        return WorkflowStage(subject="workflow_stage", matcher=AnyOf(values=values))
+        return WorkflowStage(
+            subject="workflow_stage", matcher=AnyOf[str](values=values)
+        )
 
     @classmethod
     def none_of(cls, values: list[str]) -> WorkflowStage:
-        return WorkflowStage(subject="workflow_stage", matcher=NoneOf(values=values))
+        return WorkflowStage(
+            subject="workflow_stage", matcher=NoneOf[str](values=values)
+        )
 
 
 class GroupFilter(BaseModel):
     conjunction: Literal["and", "or"] = "and"
     filters: List[Union[GroupFilter, SubjectFilter]]
 
-    @validator("filters")
+    @field_validator("filters")
     def validate_filters(
         cls, value: List[GroupFilter | SubjectFilter]
     ) -> List[GroupFilter | SubjectFilter]:
diff --git a/darwin/future/data_objects/darwinV2.py b/darwin/future/data_objects/darwinV2.py
index 2e4d334b7..9ca973e4d 100644
--- a/darwin/future/data_objects/darwinV2.py
+++ b/darwin/future/data_objects/darwinV2.py
@@ -2,7 +2,7 @@
 
 from typing import List, Literal, Optional, Union
 
-from pydantic import BaseModel, validator
+from pydantic import BaseModel, Field, ValidationInfo, field_validator
 
 from darwin.future.data_objects.properties import SelectedProperty
 
@@ -49,7 +49,7 @@ class AnnotationBase(BaseModel):
     properties: Optional[SelectedProperty] = None
     slot_names: Optional[List[str]] = None
 
-    @validator("id", always=True)
+    @field_validator("id")
     def validate_id_is_UUID(cls, v: str) -> str:
         assert len(v) == 36
         assert "-" in v
@@ -83,16 +83,16 @@ class EllipseAnnotation(AnnotationBase):
 
 class PolygonAnnotation(AnnotationBase):
     polygon: Polygon
-    bounding_box: Optional[BoundingBox] = None
+    bounding_box: Optional[BoundingBox] = Field(default=None, validate_default=True)
 
-    @validator("bounding_box", pre=False, always=True)
+    @field_validator("bounding_box")
     def validate_bounding_box(
-        cls, v: Optional[BoundingBox], values: dict
+        cls, v: Optional[BoundingBox], values: ValidationInfo
     ) -> BoundingBox:
         if v is None:
-            assert "polygon" in values
-            assert isinstance(values["polygon"], Polygon)
-            v = values["polygon"].bounding_box()
+            assert "polygon" in values.data
+            assert isinstance(values.data["polygon"], Polygon)
+            v = values.data["polygon"].bounding_box()
         return v
 
 
@@ -119,7 +119,7 @@ class DarwinV2(BaseModel):
     item: dict
     annotations: List[AllowedAnnotation]
 
-    @validator("schema_ref", always=True)
+    @field_validator("schema_ref")
     def validate_schema_ref(cls, v: str) -> str:
         assert v.startswith("http")
         return v
diff --git a/darwin/future/data_objects/item.py b/darwin/future/data_objects/item.py
index 714b24610..a3b6e4058 100644
--- a/darwin/future/data_objects/item.py
+++ b/darwin/future/data_objects/item.py
@@ -2,7 +2,7 @@
 from typing import Dict, List, Literal, Optional, Union
 from uuid import UUID
 
-from pydantic import root_validator, validator
+from pydantic import ValidationInfo, field_validator, model_validator
 
 from darwin.datatypes import NumberLike
 from darwin.future.data_objects.pydantic_base import DefaultDarwin
@@ -30,9 +30,11 @@ class ItemLayout(DefaultDarwin):
     # Required only in version 2
     layout_shape: Optional[List[int]] = None
 
-    @validator("layout_shape", always=True)
-    def layout_validator(cls, value: UnknownType, values: Dict) -> Dict:
-        if not value and values.get("version") == 2:
+    # TODO[pydantic]: We couldn't refactor the `validator`, please replace it by `field_validator` manually.
+    # Check https://docs.pydantic.dev/dev-v2/migration/#changes-to-validators for more information.
+    @field_validator("layout_shape")
+    def layout_validator(cls, value: Dict, values: ValidationInfo) -> Dict:
+        if not value and values.data.get("version") == 2:
             raise ValueError("layout_shape must be specified for version 2 layouts")
 
         return value
@@ -54,7 +56,8 @@ class ItemSlot(DefaultDarwin):
     tags: Optional[Union[List[str], Dict[str, str]]] = None
     type: Optional[Literal["image", "video", "pdf", "dicom"]] = None
 
-    @validator("slot_name")
+    @field_validator("slot_name")
+    @classmethod
     def validate_slot_name(cls, v: UnknownType) -> str:
         assert isinstance(v, str), "slot_name must be a string"
         assert len(v) > 0, "slot_name cannot be empty"
@@ -97,10 +100,7 @@ def infer_type(cls, values: Dict[str, UnknownType]) -> Dict[str, UnknownType]:
 
         return values
 
-    class Config:
-        smart_union = True
-
-    @root_validator
+    @model_validator(mode="before")
     def root(cls, values: Dict) -> Dict:
         values = cls.infer_type(values)
         values = cls.validate_fps(values)
@@ -121,7 +121,8 @@ class UploadItem(DefaultDarwin):
     tags: Optional[Union[List[str], Dict[str, str]]] = []
     layout: Optional[ItemLayout] = None
 
-    @validator("name")
+    @field_validator("name")
+    @classmethod
     def validate_name(cls, v: UnknownType) -> str:
         return validate_no_slashes(v)
 
@@ -143,7 +144,8 @@ class ItemCore(DefaultDarwin):
     tags: Optional[Union[List[str], Dict[str, str]]] = []
     layout: Optional[ItemLayout] = None
 
-    @validator("name")
+    @field_validator("name")
+    @classmethod
     def validate_name(cls, v: UnknownType) -> str:
         return validate_no_slashes(v)
 
diff --git a/darwin/future/data_objects/properties.py b/darwin/future/data_objects/properties.py
index 2297def6b..5b4130854 100644
--- a/darwin/future/data_objects/properties.py
+++ b/darwin/future/data_objects/properties.py
@@ -5,7 +5,7 @@
 from pathlib import Path
 from typing import Dict, List, Literal, Optional, Tuple, Union
 
-from pydantic import validator
+from pydantic import field_validator
 
 from darwin.future.data_objects.pydantic_base import DefaultDarwin
 
@@ -32,19 +32,21 @@ class PropertyValue(DefaultDarwin):
         color (validator): Validates that the color is in rgba format
     """
 
-    id: Optional[str]
-    position: Optional[int]
+    id: Optional[str] = None
+    position: Optional[int] = None
     type: Literal["string"] = "string"
     value: Union[Dict[str, str], str]
     color: str = "auto"
 
-    @validator("color")
+    @field_validator("color")
+    @classmethod
     def validate_rgba(cls, v: str) -> str:
         if not v.startswith("rgba") and v != "auto":
             raise ValueError("Color must be in rgba format or 'auto'")
         return v
 
-    @validator("value")
+    @field_validator("value")
+    @classmethod
     def validate_value(cls, v: Union[Dict[str, str], str]) -> Dict[str, str]:
         """TODO: Replace once the value.value bug is fixed in the API"""
         if isinstance(v, str):
@@ -54,7 +56,7 @@ def validate_value(cls, v: Union[Dict[str, str], str]) -> Dict[str, str]:
     def to_update_endpoint(self) -> Tuple[str, dict]:
         if self.id is None:
             raise ValueError("id must be set")
-        updated_base = self.dict(exclude={"id", "type"})
+        updated_base = self.model_dump(exclude={"id", "type"})
         return self.id, updated_base
 
 
@@ -69,23 +71,23 @@ class FullProperty(DefaultDarwin):
         options (List[PropertyOption]): List of all options for the property
     """
 
-    id: Optional[str]
+    id: Optional[str] = None
     name: str
     type: PropertyType
-    description: Optional[str]
+    description: Optional[str] = None
     required: bool
-    slug: Optional[str]
-    team_id: Optional[int]
-    annotation_class_id: Optional[int]
-    property_values: Optional[List[PropertyValue]]
-    options: Optional[List[PropertyValue]]
+    slug: Optional[str] = None
+    team_id: Optional[int] = None
+    annotation_class_id: Optional[int] = None
+    property_values: Optional[List[PropertyValue]] = None
+    options: Optional[List[PropertyValue]] = None
 
     def to_create_endpoint(
         self,
     ) -> dict:
         if self.annotation_class_id is None:
             raise ValueError("annotation_class_id must be set")
-        return self.dict(
+        return self.model_dump(
             include={
                 "name": True,
                 "type": True,
@@ -121,9 +123,9 @@ class MetaDataClass(DefaultDarwin):
 
     name: str
     type: str
-    description: Optional[str]
-    color: Optional[str]
-    sub_types: Optional[List[str]]
+    description: Optional[str] = None
+    color: Optional[str] = None
+    sub_types: Optional[List[str]] = None
     properties: List[FullProperty]
 
     @classmethod
@@ -139,7 +141,7 @@ def from_path(cls, path: Path) -> List[MetaDataClass]:
             raise ValueError(f"File {path} must be a json file")
         with open(path, "r") as f:
             data = json.load(f)
-        return [cls(**d) for d in data["classes"]]
+        return [cls.model_validate(d) for d in data["classes"]]
 
 
 class SelectedProperty(DefaultDarwin):
diff --git a/darwin/future/data_objects/pydantic_base.py b/darwin/future/data_objects/pydantic_base.py
index 120d6d2df..be9e918ee 100644
--- a/darwin/future/data_objects/pydantic_base.py
+++ b/darwin/future/data_objects/pydantic_base.py
@@ -1,4 +1,4 @@
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict
 
 
 class DefaultDarwin(BaseModel):
@@ -10,7 +10,6 @@ class DefaultDarwin(BaseModel):
         - objects are passed by reference to prevent unnecesary data copying
     """
 
-    class Config:
-        validate_assignment = True
-        underscore_attrs_are_private = True
-        copy_on_model_validation = "none"
+    # TODO[pydantic]: The following keys were removed: `underscore_attrs_are_private`, `copy_on_model_validation`.
+    # Check https://docs.pydantic.dev/dev-v2/migration/#changes-to-config for more information.
+    model_config = ConfigDict(validate_assignment=True)
diff --git a/darwin/future/data_objects/team.py b/darwin/future/data_objects/team.py
index 277123a61..e23d1ccce 100644
--- a/darwin/future/data_objects/team.py
+++ b/darwin/future/data_objects/team.py
@@ -72,4 +72,4 @@ def from_client(client: ClientCore, team_slug: Optional[str] = None) -> TeamCore
         if not team_slug:
             team_slug = client.config.default_team
         url = client.config.api_endpoint + f"teams/{team_slug}"
-        return TeamCore.parse_obj(get_team_raw(client.session, url))
+        return TeamCore.model_validate(get_team_raw(client.session, url))
diff --git a/darwin/future/data_objects/workflow.py b/darwin/future/data_objects/workflow.py
index 47e4d2d11..d0a298fbf 100644
--- a/darwin/future/data_objects/workflow.py
+++ b/darwin/future/data_objects/workflow.py
@@ -3,7 +3,7 @@
 from typing import List, Optional
 from uuid import UUID
 
-from pydantic import Field, root_validator
+from pydantic import Field, model_validator
 
 from darwin.future.data_objects.typing import UnknownType
 from darwin.future.pydantic_base import DefaultDarwin
@@ -53,10 +53,11 @@ class WFEdgeCore(DefaultDarwin):
 
     id: UUID
     name: str
-    source_stage_id: Optional[UUID]
-    target_stage_id: Optional[UUID]
+    source_stage_id: Optional[UUID] = None
+    target_stage_id: Optional[UUID] = None
 
-    @root_validator(pre=True)
+    @model_validator(mode="before")
+    @classmethod
     def _one_or_both_must_exist(cls, values: dict) -> dict:
         if not values["source_stage_id"] and not values["target_stage_id"]:
             raise ValueError(
@@ -103,14 +104,14 @@ class WFUserCore(DefaultDarwin):
 
 class WFStageConfigCore(DefaultDarwin):
     # ! NB: We may be able to remove many of these attributes
-    url: Optional[str]
-    x: Optional[int]
-    y: Optional[int]
+    url: Optional[str] = None
+    x: Optional[int] = None
+    y: Optional[int] = None
 
-    dataset_id: Optional[int]
-    model_type: Optional[str]
+    dataset_id: Optional[int] = None
+    model_type: Optional[str] = None
 
-    parallel_stage_ids: Optional[List[UUID]]
+    parallel_stage_ids: Optional[List[UUID]] = None
     readonly: bool
 
     # Included, and type known, but potentially not involved in backend
@@ -120,7 +121,7 @@ class WFStageConfigCore(DefaultDarwin):
     retry_if_fails: bool
     rules: List
     skippable: bool
-    test_stage_id: Optional[UUID]
+    test_stage_id: Optional[UUID] = None
 
     # unsure of needs for these, so they here for future proofing
     allowed_class_ids: UnknownType
@@ -186,7 +187,7 @@ class WorkflowCore(DefaultDarwin):
     inserted_at: datetime
     updated_at: datetime
 
-    dataset: Optional[WFDatasetCore]
+    dataset: Optional[WFDatasetCore] = None
     stages: List[WFStageCore]
 
     thumbnails: List[str]
diff --git a/darwin/future/pydantic_base.py b/darwin/future/pydantic_base.py
index 9e5ebee24..853ffb45e 100644
--- a/darwin/future/pydantic_base.py
+++ b/darwin/future/pydantic_base.py
@@ -1,4 +1,4 @@
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict
 
 
 class DefaultDarwin(BaseModel):
@@ -9,7 +9,4 @@ class DefaultDarwin(BaseModel):
         - objects are passed by reference to prevent unnecesary data copying
     """
 
-    class Config:
-        validate_assignment = True
-        underscore_attrs_are_private = True
-        copy_on_model_validation = "none"
+    model_config = ConfigDict(validate_assignment=True)
diff --git a/darwin/future/tests/core/datasets/fixtures.py b/darwin/future/tests/core/datasets/fixtures.py
index 0f9489544..74db26189 100644
--- a/darwin/future/tests/core/datasets/fixtures.py
+++ b/darwin/future/tests/core/datasets/fixtures.py
@@ -1,6 +1,5 @@
 from unittest.mock import MagicMock
 
-from pydantic import BaseModel, ValidationError
 from pytest import fixture
 from requests import HTTPError
 
@@ -77,11 +76,3 @@ def happy_get_client() -> ClientCore:
     ]
 
     return mock_client
-
-
-@fixture
-def sad_client_pydantic() -> ClientCore:
-    return MagicMock(
-        ClientCore,
-        side_effect=ValidationError(["error1", "error2", "error3"], model=BaseModel),
-    )
diff --git a/darwin/future/tests/core/datasets/test_create_dataset.py b/darwin/future/tests/core/datasets/test_create_dataset.py
index af9268665..f9097ea14 100644
--- a/darwin/future/tests/core/datasets/test_create_dataset.py
+++ b/darwin/future/tests/core/datasets/test_create_dataset.py
@@ -3,16 +3,13 @@
 
 from darwin.future.core.client import ClientCore
 from darwin.future.core.datasets import create_dataset
-from darwin.future.data_objects.dataset import DatasetCore
 from darwin.future.exceptions import BadRequest
 from darwin.future.tests.core.fixtures import *  # noqa: F401, F403
 
 from .fixtures import *  # noqa: F401, F403
 
 
-def test_it_creates_a_dataset(
-    basic_dataset: DatasetCore, base_client: ClientCore
-) -> None:
+def test_it_creates_a_dataset(basic_dataset: dict, base_client: ClientCore) -> None:
     with responses.RequestsMock() as rsps:
         rsps.add(
             rsps.POST,
@@ -27,7 +24,7 @@ def test_it_creates_a_dataset(
 
 
 def test_it_raises_an_error_on_http_error(
-    basic_dataset: DatasetCore, base_client: ClientCore
+    basic_dataset: dict, base_client: ClientCore
 ) -> None:
     with raises(BadRequest):
         with responses.RequestsMock() as rsps:
diff --git a/darwin/future/tests/core/datasets/test_get_dataset.py b/darwin/future/tests/core/datasets/test_get_dataset.py
index 926df7123..4fb42a46a 100644
--- a/darwin/future/tests/core/datasets/test_get_dataset.py
+++ b/darwin/future/tests/core/datasets/test_get_dataset.py
@@ -1,5 +1,4 @@
 import responses
-from pydantic import ValidationError
 from pytest import raises
 
 from darwin.future.core.client import ClientCore
@@ -37,8 +36,3 @@ def test_it_raises_an_error_on_http_error(base_client: ClientCore) -> None:
         with raises(BadRequest):
             get_dataset(base_client, "test-dataset")
             get_dataset(base_client, "test-dataset")
-
-
-def test_it_raises_an_error_on_pydantic_error(sad_client_pydantic: ClientCore) -> None:
-    with raises(ValidationError):
-        get_dataset(sad_client_pydantic, "test-dataset")
diff --git a/darwin/future/tests/core/fixtures.py b/darwin/future/tests/core/fixtures.py
index b7c4ad0bc..025851c37 100644
--- a/darwin/future/tests/core/fixtures.py
+++ b/darwin/future/tests/core/fixtures.py
@@ -95,7 +95,7 @@ def base_team_json() -> dict:
 
 @pytest.fixture
 def base_team(base_team_json: dict) -> TeamCore:
-    return TeamCore.parse_obj(base_team_json)
+    return TeamCore.model_validate(base_team_json)
 
 
 @pytest.fixture
@@ -141,12 +141,12 @@ def base_items_json_response(base_item_json_response) -> dict:
 
 @pytest.fixture
 def base_item(base_item_json: dict) -> ItemCore:
-    return ItemCore.parse_obj(base_item_json)
+    return ItemCore.model_validate(base_item_json)
 
 
 @pytest.fixture
 def base_workflow(base_single_workflow_object: dict) -> WorkflowCore:
-    return WorkflowCore.parse_obj(base_single_workflow_object)
+    return WorkflowCore.model_validate(base_single_workflow_object)
 
 
 @pytest.fixture
@@ -164,7 +164,7 @@ def base_team_member_json() -> dict:
 
 @pytest.fixture
 def base_team_member(base_team_member_json: dict) -> TeamMemberCore:
-    return TeamMemberCore.parse_obj(base_team_member_json)
+    return TeamMemberCore.model_validate(base_team_member_json)
 
 
 @pytest.fixture
@@ -179,7 +179,7 @@ def base_team_members_json(base_team_member_json: dict) -> List[dict]:
 
 @pytest.fixture
 def team_members(base_team_members_json: List[dict]) -> List[TeamMemberCore]:
-    return [TeamMemberCore.parse_obj(item) for item in base_team_members_json]
+    return [TeamMemberCore.model_validate(item) for item in base_team_members_json]
 
 
 @pytest.fixture
@@ -205,11 +205,11 @@ def base_dataset_json_with_releases() -> dict:
 
 @pytest.fixture
 def base_dataset(base_dataset_json: dict) -> DatasetCore:
-    return DatasetCore.parse_obj(base_dataset_json)
+    return DatasetCore.model_validate(base_dataset_json)
 
 
 def base_dataset_with_releases(base_dataset_json_with_releases: dict) -> DatasetCore:
-    return DatasetCore.parse_obj(base_dataset_json_with_releases)
+    return DatasetCore.model_validate(base_dataset_json_with_releases)
 
 
 @pytest.fixture
diff --git a/darwin/future/tests/core/items/fixtures.py b/darwin/future/tests/core/items/fixtures.py
index 330ec5f28..da8bd6576 100644
--- a/darwin/future/tests/core/items/fixtures.py
+++ b/darwin/future/tests/core/items/fixtures.py
@@ -44,7 +44,7 @@ def base_folders() -> List[Folder]:
 
 @pytest.fixture
 def base_items_json(base_items: List[ItemCore]) -> List[dict]:
-    items = [item.dict() for item in base_items]
+    items = [item.model_dump() for item in base_items]
     # json library doesn't support UUIDs so need to be str'd
     for item in items:
         item["id"] = str(item["id"])
@@ -53,7 +53,7 @@ def base_items_json(base_items: List[ItemCore]) -> List[dict]:
 
 @pytest.fixture
 def base_folders_json(base_folders: List[Folder]) -> List[dict]:
-    return [folder.dict() for folder in base_folders]
+    return [folder.model_dump() for folder in base_folders]
 
 
 @pytest.fixture
diff --git a/darwin/future/tests/core/properties/test_create.py b/darwin/future/tests/core/properties/test_create.py
index f0fe52007..dcab2d701 100644
--- a/darwin/future/tests/core/properties/test_create.py
+++ b/darwin/future/tests/core/properties/test_create.py
@@ -14,7 +14,7 @@ def test_create_property(
     responses.add(
         responses.POST,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties",
-        json=base_property_object.dict(),
+        json=base_property_object.model_dump(),
         status=200,
     )
     # Call the function being tested
@@ -38,7 +38,7 @@ def test_create_property_from_json(
     responses.add(
         responses.POST,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties",
-        json=base_property_object.dict(),
+        json=base_property_object.model_dump(),
         status=200,
     )
     # Call the function being tested
diff --git a/darwin/future/tests/core/properties/test_get.py b/darwin/future/tests/core/properties/test_get.py
index 3b2b5c2ba..c59f8e55f 100644
--- a/darwin/future/tests/core/properties/test_get.py
+++ b/darwin/future/tests/core/properties/test_get.py
@@ -19,7 +19,7 @@ def test_get_team_properties(
     # Mocking the response using responses library
     base_property_object.options = None
     base_property_object.property_values = None
-    response_data = {"properties": [base_property_object.dict()]}
+    response_data = {"properties": [base_property_object.model_dump()]}
     responses.add(
         responses.GET,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties",
@@ -41,7 +41,7 @@ def test_get_team_full_properties(
     base_client: ClientCore, base_property_object: FullProperty
 ) -> None:
     # Mocking the response using responses library
-    response_data = {"properties": [base_property_object.dict()]}
+    response_data = {"properties": [base_property_object.model_dump()]}
     responses.add(
         responses.GET,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties",
@@ -70,7 +70,7 @@ def test_get_property_by_id(
     responses.add(
         responses.GET,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties/{property_id}",
-        json=base_property_object.dict(),
+        json=base_property_object.model_dump(),
         status=200,
     )
 
diff --git a/darwin/future/tests/core/properties/test_update.py b/darwin/future/tests/core/properties/test_update.py
index 16df899fc..05cceed6e 100644
--- a/darwin/future/tests/core/properties/test_update.py
+++ b/darwin/future/tests/core/properties/test_update.py
@@ -14,7 +14,7 @@ def test_update_property(
     responses.add(
         responses.PUT,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties/{base_property_object.id}",
-        json=base_property_object.dict(),
+        json=base_property_object.model_dump(),
         status=200,
     )
     # Call the function being tested
@@ -41,7 +41,7 @@ def test_update_property_value(
     responses.add(
         responses.PUT,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/properties/{item_id}/property_values/{pv.id}",
-        json=pv.dict(),
+        json=pv.model_dump(),
         status=200,
     )
     # Call the function being tested
diff --git a/darwin/future/tests/core/test_query.py b/darwin/future/tests/core/test_query.py
index 57453291f..f9d8b5ca6 100644
--- a/darwin/future/tests/core/test_query.py
+++ b/darwin/future/tests/core/test_query.py
@@ -98,7 +98,7 @@ def test_query_filter_filters(  # type: ignore
         modifier = Query.Modifier(mod)
     else:
         modifier = None
-    QF = Query.QueryFilter(name="test", param=param, modifier=modifier)
+    QF = Query.QueryFilter(name="test", param=str(param), modifier=modifier)
     assert QF.filter_attr(check) == expected
 
 
diff --git a/darwin/future/tests/core/workflows/test_get_workflow.py b/darwin/future/tests/core/workflows/test_get_workflow.py
index 36d6923a1..75e09553b 100644
--- a/darwin/future/tests/core/workflows/test_get_workflow.py
+++ b/darwin/future/tests/core/workflows/test_get_workflow.py
@@ -62,7 +62,7 @@ def test_get_workflows_with_invalid_response(base_client: ClientCore) -> None:
     responses.add(
         responses.GET,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/workflows/{NON_EXISTENT_ID}",
-        json="{}",
+        json={'invalid': 'response'},
         status=200
     )
     # fmt: on
diff --git a/darwin/future/tests/core/workflows/test_get_workflows.py b/darwin/future/tests/core/workflows/test_get_workflows.py
index aef85afea..d41131335 100644
--- a/darwin/future/tests/core/workflows/test_get_workflows.py
+++ b/darwin/future/tests/core/workflows/test_get_workflows.py
@@ -61,7 +61,7 @@ def test_get_workflows_with_invalid_response(base_client: ClientCore) -> None:
     responses.add(
         responses.GET,
         f"{base_client.config.base_url}api/v2/teams/{base_client.config.default_team}/workflows?worker=false",
-        json="{}",
+        json=[{"invalid": "response"}],
         status=200,
     )
 
diff --git a/darwin/future/tests/data_objects/test_advanced_filters.py b/darwin/future/tests/data_objects/test_advanced_filters.py
index 30eef1450..82be09df8 100644
--- a/darwin/future/tests/data_objects/test_advanced_filters.py
+++ b/darwin/future/tests/data_objects/test_advanced_filters.py
@@ -91,25 +91,25 @@ def test_bitwise_syntax() -> None:
 # test instantiatiors and factories
 def test_annotation_class() -> None:
     assert AF.AnnotationClass.all_of([1, 2, 3]) == AF.AnnotationClass(
-        matcher=AF.AllOf(values=[1, 2, 3])
+        matcher=AF.AllOf[int](values=[1, 2, 3])
     )
     assert AF.AnnotationClass.none_of([1, 2, 3]) == AF.AnnotationClass(
-        matcher=AF.NoneOf(values=[1, 2, 3])
+        matcher=AF.NoneOf[int](values=[1, 2, 3])
     )
     assert AF.AnnotationClass.any_of([1, 2, 3]) == AF.AnnotationClass(
-        matcher=AF.AnyOf(values=[1, 2, 3])
+        matcher=AF.AnyOf[int](values=[1, 2, 3])
     )
 
 
 def test_assignee() -> None:
     assert AF.Assignee.all_of([1, 2, 3]) == AF.Assignee(
-        matcher=AF.AllOf(values=[1, 2, 3])
+        matcher=AF.AllOf[int](values=[1, 2, 3])
     )
     assert AF.Assignee.none_of([1, 2, 3]) == AF.Assignee(
-        matcher=AF.NoneOf(values=[1, 2, 3])
+        matcher=AF.NoneOf[int](values=[1, 2, 3])
     )
     assert AF.Assignee.any_of([1, 2, 3]) == AF.Assignee(
-        matcher=AF.AnyOf(values=[1, 2, 3])
+        matcher=AF.AnyOf[int](values=[1, 2, 3])
     )
 
 
@@ -131,23 +131,23 @@ def test_created_at() -> None:
 
 def test_current_assignee() -> None:
     assert AF.CurrentAssignee.none_of([1, 2, 3]) == AF.CurrentAssignee(
-        matcher=AF.NoneOf(values=[1, 2, 3])
+        matcher=AF.NoneOf[int](values=[1, 2, 3])
     )
     assert AF.CurrentAssignee.any_of([1, 2, 3]) == AF.CurrentAssignee(
-        matcher=AF.AnyOf(values=[1, 2, 3])
+        matcher=AF.AnyOf[int](values=[1, 2, 3])
     )
 
 
 @pytest.mark.parametrize("file_type", FileTypesParameters)
 def test_file_type(file_type: AF.AcceptedFileTypes) -> None:
     assert AF.FileType.any_of([file_type]) == AF.FileType(
-        matcher=AF.AnyOf(values=[file_type])
+        matcher=AF.AnyOf[AF.AcceptedFileTypes](values=[file_type])
     )
     assert AF.FileType.none_of([file_type]) == AF.FileType(
-        matcher=AF.NoneOf(values=[file_type])
+        matcher=AF.NoneOf[AF.AcceptedFileTypes](values=[file_type])
     )
     assert AF.FileType.any_of([file_type]) == AF.FileType(
-        matcher=AF.AnyOf(values=[file_type])
+        matcher=AF.AnyOf[AF.AcceptedFileTypes](values=[file_type])
     )
 
 
@@ -158,28 +158,28 @@ def test_file_type_breaks() -> None:
 
 def test_folder_path() -> None:
     assert AF.FolderPath.any_of(["test"]) == AF.FolderPath(
-        matcher=AF.AnyOf(values=["test"])
+        matcher=AF.AnyOf[str](values=["test"])
     )
     assert AF.FolderPath.none_of(["test"]) == AF.FolderPath(
-        matcher=AF.NoneOf(values=["test"])
+        matcher=AF.NoneOf[str](values=["test"])
     )
     assert AF.FolderPath.any_of(["test"]) == AF.FolderPath(
-        matcher=AF.AnyOf(values=["test"])
+        matcher=AF.AnyOf[str](values=["test"])
     )
 
 
 def test_id() -> None:
-    assert AF.ID.any_of(["test"]) == AF.ID(matcher=AF.AnyOf(values=["test"]))
-    assert AF.ID.none_of(["test"]) == AF.ID(matcher=AF.NoneOf(values=["test"]))
+    assert AF.ID.any_of(["test"]) == AF.ID(matcher=AF.AnyOf[str](values=["test"]))
+    assert AF.ID.none_of(["test"]) == AF.ID(matcher=AF.NoneOf[str](values=["test"]))
 
 
 @pytest.mark.parametrize("issue_type", IssueTypes)
 def test_issue(issue_type: AF.IssueType) -> None:
     assert AF.Issue.any_of([issue_type]) == AF.Issue(
-        matcher=AF.AnyOf(values=[issue_type])
+        matcher=AF.AnyOf[AF.IssueType](values=[issue_type])
     )
     assert AF.Issue.none_of([issue_type]) == AF.Issue(
-        matcher=AF.NoneOf(values=[issue_type])
+        matcher=AF.NoneOf[AF.IssueType](values=[issue_type])
     )
 
 
@@ -190,10 +190,10 @@ def test_issue_breaks() -> None:
 
 def test_item_name() -> None:
     assert AF.ItemName.any_of(["test"]) == AF.ItemName(
-        matcher=AF.AnyOf(values=["test"])
+        matcher=AF.AnyOf[str](values=["test"])
     )
     assert AF.ItemName.none_of(["test"]) == AF.ItemName(
-        matcher=AF.NoneOf(values=["test"])
+        matcher=AF.NoneOf[str](values=["test"])
     )
     assert AF.ItemName.prefix("test") == AF.ItemName(matcher=AF.Prefix(value="test"))
     assert AF.ItemName.suffix("test") == AF.ItemName(matcher=AF.Suffix(value="test"))
@@ -208,10 +208,10 @@ def test_item_name() -> None:
 @pytest.mark.parametrize("processing_status", ProcessingStatusTypes)
 def test_processing_status(processing_status: AF.ProcessingStatusType) -> None:
     assert AF.ProcessingStatus.any_of([processing_status]) == AF.ProcessingStatus(
-        matcher=AF.AnyOf(values=[processing_status])
+        matcher=AF.AnyOf[AF.ProcessingStatusType](values=[processing_status])
     )
     assert AF.ProcessingStatus.none_of([processing_status]) == AF.ProcessingStatus(
-        matcher=AF.NoneOf(values=[processing_status])
+        matcher=AF.NoneOf[AF.ProcessingStatusType](values=[processing_status])
     )
 
 
@@ -239,10 +239,10 @@ def test_updated_at() -> None:
 @pytest.mark.parametrize("workflow_status", WorkflowStatusTypes)
 def test_workflow_status(workflow_status: AF.WorkflowStatusType) -> None:
     assert AF.WorkflowStatus.any_of([workflow_status]) == AF.WorkflowStatus(
-        matcher=AF.AnyOf(values=[workflow_status])
+        matcher=AF.AnyOf[AF.WorkflowStatusType](values=[workflow_status])
     )
     assert AF.WorkflowStatus.none_of([workflow_status]) == AF.WorkflowStatus(
-        matcher=AF.NoneOf(values=[workflow_status])
+        matcher=AF.NoneOf[AF.WorkflowStatusType](values=[workflow_status])
     )
 
 
@@ -253,10 +253,10 @@ def test_workflow_status_breaks() -> None:
 
 def test_workflow_stage() -> None:
     assert AF.WorkflowStage.any_of(["test"]) == AF.WorkflowStage(
-        matcher=AF.AnyOf(values=["test"])
+        matcher=AF.AnyOf[str](values=["test"])
     )
     assert AF.WorkflowStage.none_of(["test"]) == AF.WorkflowStage(
-        matcher=AF.NoneOf(values=["test"])
+        matcher=AF.NoneOf[str](values=["test"])
     )
 
 
diff --git a/darwin/future/tests/data_objects/test_darwin.py b/darwin/future/tests/data_objects/test_darwin.py
index 36fd30767..23482f5f1 100644
--- a/darwin/future/tests/data_objects/test_darwin.py
+++ b/darwin/future/tests/data_objects/test_darwin.py
@@ -18,7 +18,7 @@ def raw_json() -> dict:
 
 
 def test_loads_base_darwin_v2(raw_json: dict):
-    test = DarwinV2.parse_obj(raw_json)
+    test = DarwinV2.model_validate(raw_json)
     assert len(test.annotations) == 3
     assert isinstance(test.annotations[0], BoundingBoxAnnotation)
     assert isinstance(test.annotations[1], EllipseAnnotation)
@@ -27,28 +27,28 @@ def test_loads_base_darwin_v2(raw_json: dict):
 
 def test_bbox_annotation(raw_json: dict):
     bounds_annotation = raw_json["annotations"][0]
-    BoundingBoxAnnotation.parse_obj(bounds_annotation)
+    BoundingBoxAnnotation.model_validate(bounds_annotation)
 
 
 def test_ellipse_annotation(raw_json: dict):
     ellipse_annotation = raw_json["annotations"][1]
-    EllipseAnnotation.parse_obj(ellipse_annotation)
+    EllipseAnnotation.model_validate(ellipse_annotation)
 
 
 def test_polygon_annotation(raw_json: dict):
     polygon_annotation = raw_json["annotations"][2]
-    PolygonAnnotation.parse_obj(polygon_annotation)
+    PolygonAnnotation.model_validate(polygon_annotation)
 
 
 def test_polygon_bbx_validator(raw_json: dict):
     polygon_annotation = raw_json["annotations"][2]
     without_bbx = polygon_annotation.copy()
     del without_bbx["bounding_box"]
-    without_bb_annotation = PolygonAnnotation.parse_obj(without_bbx)
-    with_bb_annotation = PolygonAnnotation.parse_obj(polygon_annotation)
+    without_bb_annotation = PolygonAnnotation.model_validate(without_bbx)
+    with_bb_annotation = PolygonAnnotation.model_validate(polygon_annotation)
 
     assert without_bb_annotation.bounding_box is not None
     assert with_bb_annotation.bounding_box is not None
     assert without_bb_annotation == with_bb_annotation
     bounds_annotation = raw_json["annotations"][0]
-    BoundingBoxAnnotation.parse_obj(bounds_annotation)
+    BoundingBoxAnnotation.model_validate(bounds_annotation)
diff --git a/darwin/future/tests/data_objects/test_general_darwin_objects.py b/darwin/future/tests/data_objects/test_general_darwin_objects.py
index 3247fb927..abd608662 100644
--- a/darwin/future/tests/data_objects/test_general_darwin_objects.py
+++ b/darwin/future/tests/data_objects/test_general_darwin_objects.py
@@ -8,7 +8,7 @@
 
 
 def test_integrated_parsing_works_with_raw(basic_combined: dict) -> None:
-    team = TeamCore.parse_obj(basic_combined)
+    team = TeamCore.model_validate(basic_combined)
     assert team.slug == "test-team"
     assert team.datasets is not None
     assert team.datasets[0].name == "test-dataset"
@@ -18,10 +18,10 @@ def test_integrated_parsing_works_with_raw(basic_combined: dict) -> None:
 
 def test_broken_obj_raises(broken_combined: dict) -> None:
     with pytest.raises(ValidationError):
-        TeamCore.parse_obj(broken_combined)
+        TeamCore.model_validate(broken_combined)
 
 
 @pytest.mark.parametrize("test_object", [TeamCore, DatasetCore, ReleaseCore])
 def test_empty_obj_raises(test_object: BaseModel) -> None:
     with pytest.raises(ValidationError):
-        test_object.parse_obj({})
+        test_object.model_validate({})
diff --git a/darwin/future/tests/data_objects/test_team.py b/darwin/future/tests/data_objects/test_team.py
index 44008880d..d4136b5db 100644
--- a/darwin/future/tests/data_objects/test_team.py
+++ b/darwin/future/tests/data_objects/test_team.py
@@ -37,8 +37,8 @@ def test_get_team_members_returns_valid_list(
     base_client: ClientCore, base_team_member_json: dict
 ) -> None:
     synthetic_list = [
-        TeamMemberCore.parse_obj(base_team_member_json),
-        TeamMemberCore.parse_obj(base_team_member_json),
+        TeamMemberCore.model_validate(base_team_member_json),
+        TeamMemberCore.model_validate(base_team_member_json),
     ]
     endpoint = base_client.config.api_endpoint + "memberships"
     with responses.RequestsMock() as rsps:
diff --git a/darwin/future/tests/data_objects/workflow/test_wfdataset.py b/darwin/future/tests/data_objects/workflow/test_wfdataset.py
index 32e783b5b..2dc137201 100644
--- a/darwin/future/tests/data_objects/workflow/test_wfdataset.py
+++ b/darwin/future/tests/data_objects/workflow/test_wfdataset.py
@@ -40,19 +40,20 @@ def test_sad_paths() -> None:
     # Test missing fields
     for key in fields:
         with pytest.raises(ValidationError) as excinfo:
-            working_dataset = dataset.copy().dict()
+            working_dataset = dataset.model_copy().model_dump()
             del working_dataset[key]
-            WFDatasetCore.parse_obj(working_dataset)
+            WFDatasetCore.model_validate(working_dataset)
 
-        assert "value_error.missing" in (err_string := str(excinfo.value))
-        assert err_string.startswith(f"1 validation error for WFDatasetCore\n{key}")
+        assert str(excinfo.value).startswith(
+            f"1 validation error for WFDatasetCore\n{key}"
+        )
 
     # Test invalid types
     for key in fields:
         with pytest.raises(ValidationError) as excinfo:
-            working_dataset = dataset.copy().dict()
+            working_dataset = dataset.model_copy().model_dump()
             working_dataset[key] = InvalidValueForTest()
-            WFDatasetCore.parse_obj(working_dataset)
+            WFDatasetCore.model_validate(working_dataset)
 
         assert str(excinfo.value).startswith(
             f"1 validation error for WFDatasetCore\n{key}"
diff --git a/darwin/future/tests/data_objects/workflow/test_wfstage.py b/darwin/future/tests/data_objects/workflow/test_wfstage.py
index 3416478c1..51612e1af 100644
--- a/darwin/future/tests/data_objects/workflow/test_wfstage.py
+++ b/darwin/future/tests/data_objects/workflow/test_wfstage.py
@@ -2,6 +2,7 @@
 from uuid import UUID
 
 import pytest
+from pydantic import ValidationError
 
 from darwin.future.data_objects.workflow import WFStageCore
 from darwin.future.tests.data_objects.fixtures import test_data_path
@@ -30,8 +31,7 @@ def test_raises_with_invalid_uuid() -> None:
     dict_from_json = loads(validate_json.read_text())
     dict_from_json["id"] = "not-a-uuid"
 
-    with pytest.raises(ValueError) as excinfo:
-        WFStageCore.parse_obj(dict_from_json)
+    with pytest.raises(ValidationError) as excinfo:
+        WFStageCore.model_validate(dict_from_json)
 
-    assert "not a valid uuid" in str(excinfo.value)
     assert str(excinfo.value).startswith("1 validation error for WFStageCore\nid")
diff --git a/darwin/future/tests/meta/objects/test_itemmeta.py b/darwin/future/tests/meta/objects/test_itemmeta.py
index f25bd3118..74f70ebc6 100644
--- a/darwin/future/tests/meta/objects/test_itemmeta.py
+++ b/darwin/future/tests/meta/objects/test_itemmeta.py
@@ -244,7 +244,7 @@ def test_set_layout(item: Item) -> None:
                             "item_ids": [str(item.id)],
                             "dataset_ids": [dataset_id],
                         },
-                        "layout": layout,
+                        "layout": layout.model_dump(),
                     }
                 )
             ],
diff --git a/darwin/future/tests/meta/queries/test_stage.py b/darwin/future/tests/meta/queries/test_stage.py
index 0d7546733..03f52a21a 100644
--- a/darwin/future/tests/meta/queries/test_stage.py
+++ b/darwin/future/tests/meta/queries/test_stage.py
@@ -21,7 +21,8 @@ def base_workflow_meta(
     base_client: ClientCore, base_single_workflow_object: dict
 ) -> Workflow:
     return Workflow(
-        client=base_client, element=WorkflowCore.parse_obj(base_single_workflow_object)
+        client=base_client,
+        element=WorkflowCore.model_validate(base_single_workflow_object),
     )
 
 
diff --git a/darwin/item.py b/darwin/item.py
index 80d93773b..2b554e725 100644
--- a/darwin/item.py
+++ b/darwin/item.py
@@ -42,7 +42,7 @@ class DatasetItem(BaseModel):
 
     #: The id of this ``DatasetItem``'s workflow. A ``None`` value means this ``DatasetItem`` is
     #: new and was never worked on, or was reset to the new state.
-    current_workflow_id: Optional[int]
+    current_workflow_id: Optional[int] = None
 
     #: The darwin path to this ``DatasetItem``.
     path: str
@@ -53,7 +53,7 @@ class DatasetItem(BaseModel):
 
     #: Metadata of this ``DatasetItem``'s workflow. A ``None`` value means this ``DatasetItem`` is
     #: new and was never worked on, or was reset to the new state.
-    current_workflow: Optional[Dict[str, Any]]
+    current_workflow: Optional[Dict[str, Any]] = None
 
     @property
     def full_path(self) -> str:
@@ -137,16 +137,16 @@ def parse_dataset_item(raw: Dict[str, Any]) -> DatasetItem:
         A dataset item with the parsed information.
     """
     return DatasetItem(
-        raw["id"],
-        raw["filename"],
-        raw["status"],
-        raw["archived"],
-        raw["file_size"],
-        raw["dataset_id"],
-        "n/a",
-        raw["seq"],
-        raw.get("current_workflow_id"),
-        raw["path"],
-        [],
-        raw.get("current_workflow"),
+        id=raw["id"],
+        filename=raw["filename"],
+        status=raw["status"],
+        archived=raw["archived"],
+        filesize=raw["file_size"],
+        dataset_id=raw["dataset_id"],
+        dataset_slug="n/a",
+        seq=raw["seq"],
+        current_workflow_id=raw.get("current_workflow_id"),
+        path=raw["path"],
+        slots=[],
+        current_workflow=raw.get("current_workflow"),
     )
diff --git a/poetry.lock b/poetry.lock
index 37de9a8ce..dabc2e48b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
 [[package]]
 name = "albumentations"
 version = "1.3.1"
@@ -5,6 +7,10 @@ description = "Fast image augmentation library and easy to use wrapper around ot
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "albumentations-1.3.1-py3-none-any.whl", hash = "sha256:6b641d13733181d9ecdc29550e6ad580d1bfa9d25e2213a66940062f25e291bd"},
+    {file = "albumentations-1.3.1.tar.gz", hash = "sha256:a6a38388fe546c568071e8c82f414498e86c9ed03c08b58e7a88b31cf7a244c6"},
+]
 
 [package.dependencies]
 numpy = ">=1.11.1"
@@ -19,6 +25,21 @@ develop = ["imgaug (>=0.4.0)", "pytest"]
 imgaug = ["imgaug (>=0.4.0)"]
 tests = ["pytest"]
 
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
+    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+
 [[package]]
 name = "argcomplete"
 version = "2.1.2"
@@ -26,9 +47,10 @@ description = "Bash tab completion for argparse"
 category = "main"
 optional = false
 python-versions = ">=3.6"
-
-[package.dependencies]
-importlib-metadata = {version = ">=0.23,<6", markers = "python_version == \"3.7\""}
+files = [
+    {file = "argcomplete-2.1.2-py3-none-any.whl", hash = "sha256:4ba9cdaa28c361d251edce884cd50b4b1215d65cdc881bd204426cdde9f52731"},
+    {file = "argcomplete-2.1.2.tar.gz", hash = "sha256:fc82ef070c607b1559b5c720529d63b54d9dcf2dcfc2632b10e6372314a34457"},
+]
 
 [package.extras]
 lint = ["flake8", "mypy"]
@@ -41,9 +63,10 @@ description = "Classes Without Boilerplate"
 category = "main"
 optional = false
 python-versions = ">=3.7"
-
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+files = [
+    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
+    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+]
 
 [package.extras]
 cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
@@ -59,6 +82,20 @@ description = "The uncompromising code formatter."
 category = "main"
 optional = true
 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"},
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 [package.dependencies]
 click = ">=8.0.0"
@@ -66,7 +103,6 @@ mypy-extensions = ">=0.4.3"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_full_version < \"3.11.0a7\""}
-typed-ast = {version = ">=1.4.2", markers = "python_version < \"3.8\" and implementation_name == \"cpython\""}
 typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
@@ -77,19 +113,115 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2023.11.17"
 description = "Python package for providing Mozilla's CA Bundle."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
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-version = "3.3.0"
+version = "3.3.2"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
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+]
 
 [[package]]
 name = "click"
@@ -98,10 +230,13 @@ description = "Composable command line interface toolkit"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "colorama"
@@ -110,14 +245,61 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
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 [[package]]
 name = "connected-components-3d"
-version = "3.12.3"
+version = "3.12.4"
 description = "Connected components on 2D and 3D images. Supports multiple labels."
 category = "main"
 optional = true
 python-versions = ">=3.7,<4.0"
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 [package.dependencies]
 numpy = "*"
@@ -129,6 +311,26 @@ description = "An implementation of the Debug Adapter Protocol for Python"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "deprecation"
@@ -137,113 +339,139 @@ description = "A library to handle automated deprecations"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "deprecation-2.1.0-py2.py3-none-any.whl", hash = "sha256:a10811591210e1fb0e768a8c25517cabeabcba6f0bf96564f8ff45189f90b14a"},
+    {file = "deprecation-2.1.0.tar.gz", hash = "sha256:72b3bde64e5d778694b0cf68178aed03d15e15477116add3fb773e581f9518ff"},
+]
 
 [package.dependencies]
 packaging = "*"
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.3"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.extras]
 test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.18.1"
+version = "2.19.0"
 description = "Fastest Python implementation of JSON schema"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
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+]
 
 [package.extras]
 devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
 
+[[package]]
+name = "filelock"
+version = "3.13.1"
+description = "A platform independent file lock."
+category = "main"
+optional = true
+python-versions = ">=3.8"
+files = [
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+    {file = "filelock-3.13.1.tar.gz", hash = "sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e"},
+]
+
+[package.extras]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+typing = ["typing-extensions (>=4.8)"]
+
 [[package]]
 name = "humanize"
-version = "4.6.0"
+version = "4.9.0"
 description = "Python humanize utilities"
 category = "main"
 optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+python-versions = ">=3.8"
+files = [
+    {file = "humanize-4.9.0-py3-none-any.whl", hash = "sha256:ce284a76d5b1377fd8836733b983bfb0b76f1aa1c090de2566fcf008d7f6ab16"},
+    {file = "humanize-4.9.0.tar.gz", hash = "sha256:582a265c931c683a7e9b8ed9559089dea7edcf6cc95be39a3cbc2c5d5ac2bcfa"},
+]
 
 [package.extras]
 tests = ["freezegun", "pytest", "pytest-cov"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.6"
 description = "Internationalized Domain Names in Applications (IDNA)"
 category = "main"
 optional = false
 python-versions = ">=3.5"
+files = [
+    {file = "idna-3.6-py3-none-any.whl", hash = "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"},
+    {file = "idna-3.6.tar.gz", hash = "sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca"},
+]
 
 [[package]]
 name = "imageio"
-version = "2.31.5"
+version = "2.33.1"
 description = "Library for reading and writing a wide range of image, video, scientific, and volumetric data formats."
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "imageio-2.33.1-py3-none-any.whl", hash = "sha256:c5094c48ccf6b2e6da8b4061cd95e1209380afafcbeae4a4e280938cce227e1d"},
+    {file = "imageio-2.33.1.tar.gz", hash = "sha256:78722d40b137bd98f5ec7312119f8aea9ad2049f76f434748eb306b6937cc1ce"},
+]
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=8.3.2"
 
 [package.extras]
-all-plugins = ["astropy", "av", "imageio-ffmpeg", "psutil", "tifffile"]
-all-plugins-pypy = ["av", "imageio-ffmpeg", "psutil", "tifffile"]
+all-plugins = ["astropy", "av", "imageio-ffmpeg", "pillow-heif", "psutil", "tifffile"]
+all-plugins-pypy = ["av", "imageio-ffmpeg", "pillow-heif", "psutil", "tifffile"]
 build = ["wheel"]
 dev = ["black", "flake8", "fsspec[github]", "pytest", "pytest-cov"]
 docs = ["numpydoc", "pydata-sphinx-theme", "sphinx (<6)"]
 ffmpeg = ["imageio-ffmpeg", "psutil"]
 fits = ["astropy"]
-full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "itk", "numpydoc", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
+full = ["astropy", "av", "black", "flake8", "fsspec[github]", "gdal", "imageio-ffmpeg", "itk", "numpydoc", "pillow-heif", "psutil", "pydata-sphinx-theme", "pytest", "pytest-cov", "sphinx (<6)", "tifffile", "wheel"]
 gdal = ["gdal"]
 itk = ["itk"]
 linting = ["black", "flake8"]
+pillow-heif = ["pillow-heif"]
 pyav = ["av"]
 test = ["fsspec[github]", "pytest", "pytest-cov"]
 tifffile = ["tifffile"]
 
-[[package]]
-name = "importlib-metadata"
-version = "5.2.0"
-description = "Read metadata from Python packages"
-category = "main"
-optional = false
-python-versions = ">=3.7"
-
-[package.dependencies]
-typing-extensions = {version = ">=3.6.4", markers = "python_version < \"3.8\""}
-zipp = ">=0.5"
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
-
 [[package]]
 name = "importlib-resources"
-version = "5.12.0"
+version = "6.1.1"
 description = "Read resources from Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
+    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+]
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -252,20 +480,43 @@ description = "brain-dead simple config-ini parsing"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
 name = "isort"
-version = "5.11.5"
+version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 category = "main"
 optional = true
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
+files = [
+    {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
+    {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
+]
+
+[package.extras]
+colors = ["colorama (>=0.4.6)"]
+
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = true
+python-versions = ">=3.7"
+files = [
+    {file = "Jinja2-3.1.2-py3-none-any.whl", hash = "sha256:6088930bfe239f0e6710546ab9c19c9ef35e29792895fed6e6e31a023a182a61"},
+    {file = "Jinja2-3.1.2.tar.gz", hash = "sha256:31351a702a408a9e7595a8fc6150fc3f43bb6bf7e319770cbc0db9df9437e852"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
 
 [package.extras]
-colors = ["colorama (>=0.4.3,<0.5.0)"]
-pipfile-deprecated-finder = ["pip-shims (>=0.5.2)", "pipreqs", "requirementslib"]
-plugins = ["setuptools"]
-requirements-deprecated-finder = ["pip-api", "pipreqs"]
+i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "joblib"
@@ -274,6 +525,10 @@ description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "joblib-1.3.2-py3-none-any.whl", hash = "sha256:ef4331c65f239985f3f2220ecc87db222f08fd22097a3dd5698f693875f8cbb9"},
+    {file = "joblib-1.3.2.tar.gz", hash = "sha256:92f865e621e17784e7955080b6d042489e3b8e294949cc44c6eac304f59772b1"},
+]
 
 [[package]]
 name = "json-stream"
@@ -282,6 +537,10 @@ description = "Streaming JSON encoder and decoder"
 category = "main"
 optional = false
 python-versions = "<4,>=3.5"
+files = [
+    {file = "json-stream-2.3.2.tar.gz", hash = "sha256:b8b450ea8e8e3c239e9e7e38d12fed934e77a353c14b297f8ee345a5ceb25b91"},
+    {file = "json_stream-2.3.2-py3-none-any.whl", hash = "sha256:236b8e08e2761b209816452a3527355e757913d833e6802b68a034a13b8bd3ac"},
+]
 
 [package.dependencies]
 json-stream-rs-tokenizer = ">=0.4.17"
@@ -297,6 +556,63 @@ description = "A faster tokenizer for the json-stream Python library"
 category = "main"
 optional = false
 python-versions = ">=3.7,<4"
+files = [
+    {file = "json-stream-rs-tokenizer-0.4.25.tar.gz", hash = "sha256:6382f2f71a2ef17cef1cc85165d770a3e09360fe211576824a14089f7cb0e422"},
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+]
 
 [package.extras]
 benchmark = ["contexttimer (>=0.3,<0.4)", "json-stream-to-standard-types (>=0.1,<0.2)", "si-prefix (>=1.2,<2)", "tqdm (>=4.64,<5)", "typer (>=0.6,<0.7)"]
@@ -304,24 +620,44 @@ test = ["json-stream (==2.3.2)", "json-stream-rs-tokenizer[benchmark]", "pytest
 
 [[package]]
 name = "jsonschema"
-version = "4.17.3"
+version = "4.20.0"
 description = "An implementation of JSON Schema validation for Python"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "jsonschema-4.20.0-py3-none-any.whl", hash = "sha256:ed6231f0429ecf966f5bc8dfef245998220549cbbcf140f913b7464c52c3b6b3"},
+    {file = "jsonschema-4.20.0.tar.gz", hash = "sha256:4f614fd46d8d61258610998997743ec5492a648b33cf478c1ddc23ed4598a5fa"},
+]
 
 [package.dependencies]
-attrs = ">=17.4.0"
-importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
+attrs = ">=22.2.0"
 importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+jsonschema-specifications = ">=2023.03.6"
 pkgutil-resolve-name = {version = ">=1.3.10", 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\""}
+referencing = ">=0.28.4"
+rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
 format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
 
+[[package]]
+name = "jsonschema-specifications"
+version = "2023.11.2"
+description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
+
+[package.dependencies]
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+referencing = ">=0.31.0"
+
 [[package]]
 name = "lazy-loader"
 version = "0.3"
@@ -329,6 +665,10 @@ description = "lazy_loader"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
+    {file = "lazy_loader-0.3-py3-none-any.whl", hash = "sha256:1e9e76ee8631e264c62ce10006718e80b2cfc74340d17d1031e0f84af7478554"},
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+]
 
 [package.extras]
 lint = ["pre-commit (>=3.3)"]
@@ -336,15 +676,18 @@ test = ["pytest (>=7.4)", "pytest-cov (>=4.1)"]
 
 [[package]]
 name = "markdown-it-py"
-version = "2.2.0"
+version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
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+]
 
 [package.dependencies]
 mdurl = ">=0.1,<1.0"
-typing_extensions = {version = ">=3.7.4", markers = "python_version < \"3.8\""}
 
 [package.extras]
 benchmarking = ["psutil", "pytest", "pytest-benchmark"]
@@ -353,9 +696,79 @@ compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0
 linkify = ["linkify-it-py (>=1,<3)"]
 plugins = ["mdit-py-plugins"]
 profiling = ["gprof2dot"]
-rtd = ["attrs", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
 testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
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+version = "2.1.3"
+description = "Safely add untrusted strings to HTML/XML markup."
+category = "main"
+optional = true
+python-versions = ">=3.7"
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+    {file = "MarkupSafe-2.1.3.tar.gz", hash = "sha256:af598ed32d6ae86f1b747b82783958b1a4ab8f617b06fe68795c7f026abbdcad"},
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -363,14 +776,22 @@ description = "Markdown URL utilities"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
 
 [[package]]
 name = "mpire"
-version = "2.8.0"
+version = "2.8.1"
 description = "A Python package for easy multiprocessing, but faster than multiprocessing"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "mpire-2.8.1-py3-none-any.whl", hash = "sha256:47a82a7057453acb0939d45e5ba585b8fdb6efdaf41730e3b6fc4751506c3482"},
+    {file = "mpire-2.8.1.tar.gz", hash = "sha256:81ae6141a1e9ec38107c0ecfab50a8f3ba42b0041ed86dde6e0af447a063b8d5"},
+]
 
 [package.dependencies]
 pygments = ">=2.0"
@@ -383,13 +804,60 @@ dill = ["multiprocess", "multiprocess (>=0.70.15)"]
 docs = ["docutils (==0.17.1)", "sphinx (==3.2.1)", "sphinx-autodoc-typehints (==1.11.0)", "sphinx-rtd-theme (==0.5.0)", "sphinx-versions (==1.0.1)", "sphinxcontrib-images (==0.9.2)"]
 testing = ["dataclasses", "multiprocess", "multiprocess (>=0.70.15)", "numpy", "pywin32 (==225)", "pywin32 (>=301)"]
 
+[[package]]
+name = "mpmath"
+version = "1.3.0"
+description = "Python library for arbitrary-precision floating-point arithmetic"
+category = "main"
+optional = true
+python-versions = "*"
+files = [
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+    {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
+]
+
+[package.extras]
+develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
+docs = ["sphinx"]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
+tests = ["pytest (>=4.6)"]
+
 [[package]]
 name = "mypy"
-version = "1.6.0"
+version = "1.7.1"
 description = "Optional static typing for Python"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
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+    {file = "mypy-1.7.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:75aa828610b67462ffe3057d4d8a4112105ed211596b750b53cbfe182f44777a"},
+    {file = "mypy-1.7.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ee5d62d28b854eb61889cde4e1dbc10fbaa5560cb39780c3995f6737f7e82120"},
+    {file = "mypy-1.7.1-cp39-cp39-win_amd64.whl", hash = "sha256:72cf32ce7dd3562373f78bd751f73c96cfb441de147cc2448a92c1a308bd0ca6"},
+    {file = "mypy-1.7.1-py3-none-any.whl", hash = "sha256:f7c5d642db47376a0cc130f0de6d055056e010debdaf0707cd2b0fc7e7ef30ea"},
+    {file = "mypy-1.7.1.tar.gz", hash = "sha256:fcb6d9afb1b6208b4c712af0dafdc650f518836065df0d4fb1d800f5d6773db2"},
+]
 
 [package.dependencies]
 mypy-extensions = ">=1.0.0"
@@ -399,6 +867,7 @@ typing-extensions = ">=4.1.0"
 [package.extras]
 dmypy = ["psutil (>=4.0)"]
 install-types = ["pip"]
+mypyc = ["setuptools (>=50)"]
 reports = ["lxml"]
 
 [[package]]
@@ -408,6 +877,10 @@ description = "Type system extensions for programs checked with the mypy type ch
 category = "main"
 optional = true
 python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
 
 [[package]]
 name = "networkx"
@@ -416,6 +889,10 @@ description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "networkx-3.1-py3-none-any.whl", hash = "sha256:4f33f68cb2afcf86f28a45f43efc27a9386b535d567d2127f8f61d51dec58d36"},
+    {file = "networkx-3.1.tar.gz", hash = "sha256:de346335408f84de0eada6ff9fafafff9bcda11f0a0dfaa931133debb146ab61"},
+]
 
 [package.extras]
 default = ["matplotlib (>=3.4)", "numpy (>=1.20)", "pandas (>=1.3)", "scipy (>=1.8)"]
@@ -426,86 +903,72 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nibabel"
-version = "5.1.0"
+version = "5.2.0"
 description = "Access a multitude of neuroimaging data formats"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "nibabel-5.2.0-py3-none-any.whl", hash = "sha256:77724af6e29fd9c4173702e4d031e7d8c45b5963887905a0f90edab880381b7f"},
+    {file = "nibabel-5.2.0.tar.gz", hash = "sha256:3df8f1ab981d1bd92f4331d565528d126ab9717fdbd4cfe68f43fcd1c2bf3f52"},
+]
 
 [package.dependencies]
 importlib-resources = {version = ">=1.3", markers = "python_version < \"3.9\""}
-numpy = ">=1.19"
+numpy = ">=1.20"
 packaging = ">=17"
 
 [package.extras]
-all = ["nibabel[dev,dicomfs,doc,minc2,spm,style,test,zstd]"]
-dev = ["gitpython", "nibabel[style]", "twine"]
+all = ["nibabel[dicomfs,minc2,spm,zstd]"]
+dev = ["tox"]
 dicom = ["pydicom (>=1.0.0)"]
 dicomfs = ["nibabel[dicom]", "pillow"]
-doc = ["matplotlib (>=1.5.3)", "numpydoc", "sphinx (>=5.3,<6.0)", "texext", "tomli"]
-doctest = ["nibabel[doc,test]"]
+doc = ["matplotlib (>=1.5.3)", "numpydoc", "sphinx", "texext", "tomli"]
+doctest = ["tox"]
 minc2 = ["h5py"]
 spm = ["scipy"]
-style = ["blue", "flake8", "isort"]
-test = ["coverage", "pytest (!=5.3.4)", "pytest-cov", "pytest-doctestplus", "pytest-httpserver", "pytest-xdist"]
-typing = ["importlib-resources", "mypy", "pydicom", "pytest", "pyzstd", "types-pillow", "types-setuptools"]
+style = ["tox"]
+test = ["pytest", "pytest-cov", "pytest-doctestplus", "pytest-httpserver", "pytest-xdist"]
+typing = ["tox"]
 zstd = ["pyzstd (>=0.14.3)"]
 
 [[package]]
 name = "numpy"
-version = "1.21.6"
-description = "NumPy is the fundamental package for array computing with Python."
+version = "1.24.4"
+description = "Fundamental package for array computing in Python"
 category = "main"
 optional = false
-python-versions = ">=3.7,<3.11"
-
-[[package]]
-name = "nvidia-cublas-cu11"
-version = "11.10.3.66"
-description = "CUBLAS native runtime libraries"
-category = "main"
-optional = true
-python-versions = ">=3"
-
-[package.dependencies]
-setuptools = "*"
-wheel = "*"
-
-[[package]]
-name = "nvidia-cuda-nvrtc-cu11"
-version = "11.7.99"
-description = "NVRTC native runtime libraries"
-category = "main"
-optional = true
-python-versions = ">=3"
-
-[package.dependencies]
-setuptools = "*"
-wheel = "*"
-
-[[package]]
-name = "nvidia-cuda-runtime-cu11"
-version = "11.7.99"
-description = "CUDA Runtime native Libraries"
-category = "main"
-optional = true
-python-versions = ">=3"
-
-[package.dependencies]
-setuptools = "*"
-wheel = "*"
-
-[[package]]
-name = "nvidia-cudnn-cu11"
-version = "8.5.0.96"
-description = "cuDNN runtime libraries"
-category = "main"
-optional = true
-python-versions = ">=3"
-
-[package.dependencies]
-setuptools = "*"
-wheel = "*"
+python-versions = ">=3.8"
+files = [
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+]
 
 [[package]]
 name = "opencv-python-headless"
@@ -514,12 +977,22 @@ description = "Wrapper package for OpenCV python bindings."
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 numpy = [
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     {version = ">=1.21.2", markers = "python_version >= \"3.10\""},
     {version = ">=1.21.4", markers = "python_version >= \"3.10\" and platform_system == \"Darwin\""},
+    {version = ">=1.23.5", markers = "python_version >= \"3.11\""},
     {version = ">=1.19.3", markers = "python_version >= \"3.6\" and platform_system == \"Linux\" and platform_machine == \"aarch64\" or python_version >= \"3.9\""},
     {version = ">=1.17.0", markers = "python_version >= \"3.7\""},
     {version = ">=1.17.3", markers = "python_version >= \"3.8\""},
@@ -527,11 +1000,63 @@ numpy = [
 
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+]
 
 [[package]]
 name = "packaging"
@@ -540,22 +1065,86 @@ description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+version = "0.12.1"
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 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 category = "main"
 optional = false
-python-versions = ">=3.7"
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 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
@@ -568,17 +1157,22 @@ description = "Resolve a name to an object."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+version = "4.1.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 category = "main"
 optional = true
-python-versions = ">=3.7"
-
-[package.dependencies]
-typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
+python-versions = ">=3.8"
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 name = "pluggy"
-version = "1.2.0"
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-python-versions = ">=3.7"
-
-[package.dependencies]
-importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
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+version = "2.5.2"
+description = "Data validation using Python type hints"
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+typing-extensions = ">=4.6.1"
 
 [package.extras]
-dotenv = ["python-dotenv (>=0.10.4)"]
-email = ["email-validator (>=1.0.3)"]
+email = ["email-validator (>=2.0.0)"]
 
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-version = "2.16.1"
-description = "Pygments is a syntax highlighting package written in Python."
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 [[package]]
-name = "pyrsistent"
-version = "0.19.3"
-description = "Persistent/Functional/Immutable data structures"
+name = "pygments"
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+
+[package.extras]
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+windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pytest"
-version = "7.4.2"
+version = "7.4.3"
 description = "pytest: simple powerful testing with Python"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 iniconfig = "*"
 packaging = "*"
 pluggy = ">=0.12,<2.0"
@@ -660,9 +1378,12 @@ description = "pytest plugin to re-run tests to eliminate flaky failures"
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
-importlib-metadata = {version = ">=1", markers = "python_version < \"3.8\""}
 packaging = ">=17.1"
 pytest = ">=6.2"
 
@@ -673,6 +1394,10 @@ description = "Read key-value pairs from a .env file and set them as environment
 category = "main"
 optional = false
 python-versions = ">=3.8"
+files = [
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 [package.extras]
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 python-versions = ">=3.8"
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 numpy = ">=1.17.3"
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 optional = false
 python-versions = "*"
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 name = "pyyaml"
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 category = "main"
 optional = false
 python-versions = ">=3.6"
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+]
 
 [[package]]
 name = "qudida"
@@ -711,6 +1531,10 @@ description = "QUick and DIrty Domain Adaptation"
 category = "main"
 optional = true
 python-versions = ">=3.5.0"
+files = [
+    {file = "qudida-0.0.4-py3-none-any.whl", hash = "sha256:4519714c40cd0f2e6c51e1735edae8f8b19f4efe1f33be13e9d644ca5f736dd6"},
+    {file = "qudida-0.0.4.tar.gz", hash = "sha256:db198e2887ab0c9aa0023e565afbff41dfb76b361f85fd5e13f780d75ba18cc8"},
+]
 
 [package.dependencies]
 numpy = ">=0.18.0"
@@ -718,6 +1542,22 @@ opencv-python-headless = ">=4.0.1"
 scikit-learn = ">=0.19.1"
 typing-extensions = "*"
 
+[[package]]
+name = "referencing"
+version = "0.32.0"
+description = "JSON Referencing + Python"
+category = "main"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "referencing-0.32.0.tar.gz", hash = "sha256:689e64fe121843dcfd57b71933318ef1f91188ffb45367332700a86ac8fd6161"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+rpds-py = ">=0.7.0"
+
 [[package]]
 name = "requests"
 version = "2.31.0"
@@ -725,6 +1565,10 @@ description = "Python HTTP for Humans."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "requests-2.31.0-py3-none-any.whl", hash = "sha256:58cd2187c01e70e6e26505bca751777aa9f2ee0b7f4300988b709f44e013003f"},
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+]
 
 [package.dependencies]
 certifi = ">=2017.4.17"
@@ -743,12 +1587,15 @@ description = "A utility library for mocking out the `requests` Python library."
 category = "main"
 optional = true
 python-versions = ">=3.7"
+files = [
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+    {file = "responses-0.22.0.tar.gz", hash = "sha256:396acb2a13d25297789a5866b4881cf4e46ffd49cc26c43ab1117f40b973102e"},
+]
 
 [package.dependencies]
 requests = ">=2.22.0,<3.0"
 toml = "*"
 types-toml = "*"
-typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 urllib3 = ">=1.25.10"
 
 [package.extras]
@@ -756,11 +1603,15 @@ tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asy
 
 [[package]]
 name = "rich"
-version = "13.6.0"
+version = "13.7.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 category = "main"
 optional = false
 python-versions = ">=3.7.0"
+files = [
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+    {file = "rich-13.7.0.tar.gz", hash = "sha256:5cb5123b5cf9ee70584244246816e9114227e0b98ad9176eede6ad54bf5403fa"},
+]
 
 [package.dependencies]
 markdown-it-py = ">=2.2.0"
@@ -770,6 +1621,115 @@ typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.9
 [package.extras]
 jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
+[[package]]
+name = "rpds-py"
+version = "0.15.2"
+description = "Python bindings to Rust's persistent data structures (rpds)"
+category = "main"
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 python-versions = ">=3.7"
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+    {file = "scipy-1.10.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:07c3457ce0b3ad5124f98a86533106b643dd811dd61b548e78cf4c8786652f6f"},
+    {file = "scipy-1.10.1-cp38-cp38-win_amd64.whl", hash = "sha256:049a8bbf0ad95277ffba9b3b7d23e5369cc39e66406d60422c8cfef40ccc8415"},
+    {file = "scipy-1.10.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:cd9f1027ff30d90618914a64ca9b1a77a431159df0e2a195d8a9e8a04c78abf9"},
+    {file = "scipy-1.10.1-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:79c8e5a6c6ffaf3a2262ef1be1e108a035cf4f05c14df56057b64acc5bebffb6"},
+    {file = "scipy-1.10.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:51af417a000d2dbe1ec6c372dfe688e041a7084da4fdd350aeb139bd3fb55353"},
+    {file = "scipy-1.10.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1b4735d6c28aad3cdcf52117e0e91d6b39acd4272f3f5cd9907c24ee931ad601"},
+    {file = "scipy-1.10.1-cp39-cp39-win_amd64.whl", hash = "sha256:7ff7f37b1bf4417baca958d254e8e2875d0cc23aaadbe65b3d5b3077b0eb23ea"},
+    {file = "scipy-1.10.1.tar.gz", hash = "sha256:2cf9dfb80a7b4589ba4c40ce7588986d6d5cebc5457cad2c2880f6bc2d42f3a5"},
+]
 
 [package.dependencies]
 numpy = ">=1.19.5,<1.27.0"
@@ -843,17 +1896,19 @@ doc = ["matplotlib (>2)", "numpydoc", "pydata-sphinx-theme (==0.9.0)", "sphinx (
 test = ["asv", "gmpy2", "mpmath", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
-name = "setuptools"
-version = "68.0.0"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
+name = "sympy"
+version = "1.12"
+description = "Computer algebra system (CAS) in Python"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "sympy-1.12-py3-none-any.whl", hash = "sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5"},
+    {file = "sympy-1.12.tar.gz", hash = "sha256:ebf595c8dac3e0fdc4152c51878b498396ec7f30e7a914d6071e674d49420fb8"},
+]
 
-[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-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-ruff", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
+[package.dependencies]
+mpmath = ">=0.19"
 
 [[package]]
 name = "threadpoolctl"
@@ -862,6 +1917,10 @@ description = "threadpoolctl"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "threadpoolctl-3.2.0-py3-none-any.whl", hash = "sha256:2b7818516e423bdaebb97c723f86a7c6b0a83d3f3b0970328d66f4d9104dc032"},
+    {file = "threadpoolctl-3.2.0.tar.gz", hash = "sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355"},
+]
 
 [[package]]
 name = "tifffile"
@@ -870,6 +1929,10 @@ description = "Read and write TIFF files"
 category = "main"
 optional = true
 python-versions = ">=3.8"
+files = [
+    {file = "tifffile-2023.7.10-py3-none-any.whl", hash = "sha256:94dfdec321ace96abbfe872a66cfd824800c099a2db558443453eebc2c11b304"},
+    {file = "tifffile-2023.7.10.tar.gz", hash = "sha256:c06ec460926d16796eeee249a560bcdddf243daae36ac62af3c84a953cd60b4a"},
+]
 
 [package.dependencies]
 numpy = "*"
@@ -884,6 +1947,10 @@ description = "Python Library for Tom's Obvious, Minimal Language"
 category = "main"
 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"
@@ -892,20 +1959,46 @@ description = "A lil' TOML parser"
 category = "main"
 optional = true
 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 = "torch"
-version = "1.13.1"
+version = "2.0.1"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 category = "main"
 optional = true
-python-versions = ">=3.7.0"
+python-versions = ">=3.8.0"
+files = [
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+    {file = "torch-2.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:8742bdc62946c93f75ff92da00e3803216c6cce9b132fbca69664ca38cfb3e18"},
+    {file = "torch-2.0.1-cp39-none-macosx_10_9_x86_64.whl", hash = "sha256:c62df99352bd6ee5a5a8d1832452110435d178b5164de450831a3a8cc14dc680"},
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+]
 
 [package.dependencies]
-nvidia-cublas-cu11 = {version = "11.10.3.66", markers = "platform_system == \"Linux\""}
-nvidia-cuda-nvrtc-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
-nvidia-cuda-runtime-cu11 = {version = "11.7.99", markers = "platform_system == \"Linux\""}
-nvidia-cudnn-cu11 = {version = "8.5.0.96", markers = "platform_system == \"Linux\""}
+filelock = "*"
+jinja2 = "*"
+networkx = "*"
+sympy = "*"
 typing-extensions = "*"
 
 [package.extras]
@@ -913,18 +2006,39 @@ opt-einsum = ["opt-einsum (>=3.3)"]
 
 [[package]]
 name = "torchvision"
-version = "0.14.1"
+version = "0.15.2"
 description = "image and video datasets and models for torch deep learning"
 category = "main"
 optional = true
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "torchvision-0.15.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7754088774e810c5672b142a45dcf20b1bd986a5a7da90f8660c43dc43fb850c"},
+    {file = "torchvision-0.15.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:37eb138e13f6212537a3009ac218695483a635c404b6cc1d8e0d0d978026a86d"},
+    {file = "torchvision-0.15.2-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:54143f7cc0797d199b98a53b7d21c3f97615762d4dd17ad45a41c7e80d880e73"},
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+    {file = "torchvision-0.15.2-cp311-cp311-win_amd64.whl", hash = "sha256:10be76ceded48329d0a0355ac33da131ee3993ff6c125e4a02ab34b5baa2472c"},
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+    {file = "torchvision-0.15.2-cp38-cp38-win_amd64.whl", hash = "sha256:c07071bc8d02aa8fcdfe139ab6a1ef57d3b64c9e30e84d12d45c9f4d89fb6536"},
+    {file = "torchvision-0.15.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:4790260fcf478a41c7ecc60a6d5200a88159fdd8d756e9f29f0f8c59c4a67a68"},
+    {file = "torchvision-0.15.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:987ab62225b4151a11e53fd06150c5258ced24ac9d7c547e0e4ab6fbca92a5ce"},
+    {file = "torchvision-0.15.2-cp39-cp39-manylinux1_x86_64.whl", hash = "sha256:63df26673e66cba3f17e07c327a8cafa3cce98265dbc3da329f1951d45966838"},
+    {file = "torchvision-0.15.2-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:b85f98d4cc2f72452f6792ab4463a3541bc5678a8cdd3da0e139ba2fe8b56d42"},
+    {file = "torchvision-0.15.2-cp39-cp39-win_amd64.whl", hash = "sha256:07c462524cc1bba5190c16a9d47eac1fca024d60595a310f23c00b4ffff18b30"},
+]
 
 [package.dependencies]
 numpy = "*"
 pillow = ">=5.3.0,<8.3.0 || >=8.4.0"
 requests = "*"
-torch = "1.13.1"
-typing-extensions = "*"
+torch = "2.0.1"
 
 [package.extras]
 scipy = ["scipy"]
@@ -936,6 +2050,10 @@ description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "tqdm-4.66.1-py3-none-any.whl", hash = "sha256:d302b3c5b53d47bce91fea46679d9c3c6508cf6332229aa1e7d8653723793386"},
+    {file = "tqdm-4.66.1.tar.gz", hash = "sha256:d88e651f9db8d8551a62556d3cff9e3034274ca5d66e93197cf2490e2dcb69c7"},
+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -946,14 +2064,6 @@ notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
 
-[[package]]
-name = "typed-ast"
-version = "1.5.5"
-description = "a fork of Python 2 and 3 ast modules with type comment support"
-category = "main"
-optional = true
-python-versions = ">=3.6"
-
 [[package]]
 name = "types-pyyaml"
 version = "6.0.12.12"
@@ -961,14 +2071,22 @@ description = "Typing stubs for PyYAML"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "types-PyYAML-6.0.12.12.tar.gz", hash = "sha256:334373d392fde0fdf95af5c3f1661885fa10c52167b14593eb856289e1855062"},
+    {file = "types_PyYAML-6.0.12.12-py3-none-any.whl", hash = "sha256:c05bc6c158facb0676674b7f11fe3960db4f389718e19e62bd2b84d6205cfd24"},
+]
 
 [[package]]
 name = "types-requests"
-version = "2.31.0.9"
+version = "2.31.0.10"
 description = "Typing stubs for requests"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "types-requests-2.31.0.10.tar.gz", hash = "sha256:dc5852a76f1eaf60eafa81a2e50aefa3d1f015c34cf0cba130930866b1b22a92"},
+    {file = "types_requests-2.31.0.10-py3-none-any.whl", hash = "sha256:b32b9a86beffa876c0c3ac99a4cd3b8b51e973fb8e3bd4e0a6bb32c7efad80fc"},
+]
 
 [package.dependencies]
 urllib3 = ">=2"
@@ -980,14 +2098,22 @@ description = "Typing stubs for toml"
 category = "main"
 optional = true
 python-versions = "*"
+files = [
+    {file = "types-toml-0.10.8.7.tar.gz", hash = "sha256:58b0781c681e671ff0b5c0319309910689f4ab40e8a2431e205d70c94bb6efb1"},
+    {file = "types_toml-0.10.8.7-py3-none-any.whl", hash = "sha256:61951da6ad410794c97bec035d59376ce1cbf4453dc9b6f90477e81e4442d631"},
+]
 
 [[package]]
 name = "typing-extensions"
-version = "4.7.1"
-description = "Backported and Experimental Type Hints for Python 3.7+"
+version = "4.9.0"
+description = "Backported and Experimental Type Hints for Python 3.8+"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
+    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
+    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+]
 
 [[package]]
 name = "upolygon"
@@ -996,21 +2122,35 @@ description = "Collection of fast polygon operations for DL"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "upolygon-0.1.10-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:363c0e10768c64da5563242d4c4b0a83ff001d7d482b41bf8817381e31d61e26"},
+    {file = "upolygon-0.1.10-cp310-cp310-win_amd64.whl", hash = "sha256:480749a637feaab7da667be4c62f64472082ef74c9059ec2130ab8a3e2f4411d"},
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+]
 
 [package.dependencies]
 numpy = "*"
 
 [[package]]
 name = "urllib3"
-version = "2.0.6"
+version = "2.1.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
+files = [
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 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
@@ -1021,1042 +2161,43 @@ description = "Validation library and CLI tool for checking on 'pyproject.toml'
 category = "main"
 optional = true
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
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 [package.extras]
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 testing = ["pytest", "pytest-cov", "pytest-randomly", "pytest-xdist", "repo-review", "setuptools", "tomli (>=1.2.1)"]
 typecheck = ["importlib-resources", "mypy"]
 
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-name = "wheel"
-version = "0.41.2"
-description = "A built-package format for Python"
-category = "main"
-optional = true
-python-versions = ">=3.7"
-
-[package.extras]
-test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
-
 [[package]]
 name = "zipp"
-version = "3.15.0"
+version = "3.17.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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-medical = ["nibabel", "connected-components-3d"]
-ml = ["torch", "torchvision", "scikit-learn", "albumentations"]
+dev = ["black", "debugpy", "isort", "mypy", "pytest", "pytest-rerunfailures", "responses", "ruff", "validate-pyproject"]
+medical = ["connected-components-3d", "nibabel"]
+ml = ["albumentations", "scikit-learn", "torch", "torchvision"]
 ocv = ["opencv-python-headless"]
-test = ["responses", "pytest"]
+test = ["pytest", "responses"]
 
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-    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
-]
-upolygon = [
-    {file = "upolygon-0.1.10-cp310-cp310-macosx_11_0_x86_64.whl", hash = "sha256:363c0e10768c64da5563242d4c4b0a83ff001d7d482b41bf8817381e31d61e26"},
-    {file = "upolygon-0.1.10-cp310-cp310-win_amd64.whl", hash = "sha256:480749a637feaab7da667be4c62f64472082ef74c9059ec2130ab8a3e2f4411d"},
-    {file = "upolygon-0.1.10-cp37-cp37m-macosx_10_15_x86_64.whl", hash = "sha256:c0604ce5536f9fc43f17020e0d71b090cc706bc9a2e6f2527e6915fa8789f58a"},
-    {file = "upolygon-0.1.10-cp37-cp37m-win_amd64.whl", hash = "sha256:b44da1bd58ada96362a8e2c77ba748dd45f8e590e029576402d85d6fb0a39c8b"},
-    {file = "upolygon-0.1.10-cp38-cp38-macosx_10_15_x86_64.whl", hash = "sha256:364d4dbf4b495aeb167cb00c256519a856a1216ec8be9eb3f1b91af3188c2146"},
-    {file = "upolygon-0.1.10-cp38-cp38-win_amd64.whl", hash = "sha256:8349feb3c1c49e17caccf572861d022c9fd6d9e06fdad13662167fd561483f61"},
-    {file = "upolygon-0.1.10-cp39-cp39-macosx_11_0_x86_64.whl", hash = "sha256:7c6735d14d7c2c5296e1c94c1a5a539ad4d7716974e433265c62d7734d9e37be"},
-    {file = "upolygon-0.1.10-cp39-cp39-win_amd64.whl", hash = "sha256:fc73ae4db1551b0d433f98a4092ec71a64bf0eee5da4fff5ca0d95a410e07549"},
-    {file = "upolygon-0.1.10.tar.gz", hash = "sha256:ab983bc1a146b58b6712be35d0de1656d89f3432f318b1e9ba6b990849192827"},
-]
-urllib3 = [
-    {file = "urllib3-2.0.6-py3-none-any.whl", hash = "sha256:7a7c7003b000adf9e7ca2a377c9688bbc54ed41b985789ed576570342a375cd2"},
-    {file = "urllib3-2.0.6.tar.gz", hash = "sha256:b19e1a85d206b56d7df1d5e683df4a7725252a964e3993648dd0fb5a1c157564"},
-]
-validate-pyproject = [
-    {file = "validate-pyproject-0.15.tar.gz", hash = "sha256:fc82b61f887739a4092de612466a5ab28ec47c407b19c6caef8d54c88c1d10c0"},
-    {file = "validate_pyproject-0.15-py3-none-any.whl", hash = "sha256:573a5e4858f0bf0cd0f429142cbadbaa83595ce6e3cac322a2a7c3866f4a1458"},
-]
-wheel = [
-    {file = "wheel-0.41.2-py3-none-any.whl", hash = "sha256:75909db2664838d015e3d9139004ee16711748a52c8f336b52882266540215d8"},
-    {file = "wheel-0.41.2.tar.gz", hash = "sha256:0c5ac5ff2afb79ac23ab82bab027a0be7b5dbcf2e54dc50efe4bf507de1f7985"},
-]
-zipp = [
-    {file = "zipp-3.15.0-py3-none-any.whl", hash = "sha256:48904fc76a60e542af151aded95726c1a5c34ed43ab4134b597665c86d7ad556"},
-    {file = "zipp-3.15.0.tar.gz", hash = "sha256:112929ad649da941c23de50f356a2b5570c954b65150642bccdd66bf194d224b"},
-]
+lock-version = "2.0"
+python-versions = ">=3.8.0,<3.12"
+content-hash = "29f0f7e3fee30bb103be4b14b151bf60a77b106847665f9dd3d6939beb99be21"
diff --git a/pyproject.toml b/pyproject.toml
index 3a533d643..57444ccc3 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,5 +1,5 @@
 [build-system]
-requires = [ "poetry-core",]
+requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
@@ -9,11 +9,14 @@ description = "Library and command line interface for darwin.v7labs.com"
 homepage = "https://docs.v7labs.com/reference/getting-started-2"
 documentation = "https://darwin-py-sdk.v7labs.com/index.html"
 repository = "https://github.com/v7labs/darwin-py"
-authors = [ "V7 <info@v7labs.com>",]
+authors = ["V7 <info@v7labs.com>"]
 readme = "README.md"
 license = "MIT"
 keywords = []
-classifiers = [ "Programming Language :: Python :: 3", "License :: OSI Approved :: MIT License",]
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "License :: OSI Approved :: MIT License",
+]
 [[tool.poetry.packages]]
 include = "darwin"
 
@@ -21,7 +24,7 @@ include = "darwin"
 profile = "black"
 
 [tool.mypy]
-plugins = [ "pydantic.mypy",]
+plugins = ["pydantic.mypy"]
 follow_imports = "silent"
 warn_redundant_casts = true
 warn_unused_ignores = true
@@ -51,28 +54,28 @@ warn_required_dynamic_aliases = true
 warn_untyped_fields = true
 
 [tool.ruff]
-select = [ "E", "F", "C",]
-ignore = [ "E203", "E402", "E501",]
+select = ["E", "F", "C"]
+ignore = ["E203", "E402", "E501"]
 line-length = 88
 
 [tool.flake8]
 max-line-length = 88
-ignore = [ "E203", "W503", "E402",]
+ignore = ["E203", "W503", "E402"]
 
 [tool.black]
 line-length = 88
 
 [tool.poetry.dependencies]
-python = ">=3.7.0,<3.11"
+python = ">=3.8.0,<3.12"
 argcomplete = "^2.0.0"
 humanize = "^4.4.0"
-pillow = "^9.4.0"
+pillow = "^10.1.0"
 requests = "^2.28.1"
 rich = "^13.0.1"
 upolygon = "0.1.10"
 jsonschema = ">=4.0.0"
 deprecation = "^2.1.0"
-pydantic = "^1.10.4"
+pydantic = "^2.0.0"
 orjson = "^3.8.5"
 numpy = "*"
 toml = "^0.10.2"
@@ -83,22 +86,31 @@ pyyaml = "^6.0.1"
 json-stream = "^2.3.2"
 
 [tool.poetry.extras]
-dev = [ "black", "isort", "flake8", "mypy", "debugpy", "responses", "pytest", "flake8-pyproject", "pytest-rerunfailures", "ruff", "validate-pyproject",]
-test = [ "responses", "pytest", "flake8-pyproject",]
-ml = [ "torch", "torchvision", "scikit-learn", "albumentations",]
-medical = [ "nibabel", "connected-components-3d",]
-ocv = [ "opencv-python-headless",]
+dev = [
+    "black",
+    "isort",
+    "flake8",
+    "mypy",
+    "debugpy",
+    "responses",
+    "pytest",
+    "flake8-pyproject",
+    "pytest-rerunfailures",
+    "ruff",
+    "validate-pyproject",
+]
+test = ["responses", "pytest", "flake8-pyproject"]
+ml = ["torch", "torchvision", "scikit-learn", "albumentations"]
+medical = ["nibabel", "connected-components-3d"]
+ocv = ["opencv-python-headless"]
 
 [tool.poetry.scripts]
 darwin = "darwin.cli:main"
 
 [tool.ruff.per-file-ignores]
-"__init__.py" = [ "E402", "F401",]
-"**/{tests,docs,tools}/*" = [ "E402", "F403",]
+"__init__.py" = ["E402", "F401"]
+"**/{tests,docs,tools}/*" = ["E402", "F403"]
 
-[tool.poetry.dependencies.dataclasses]
-markers = "python_version < \"3.7\""
-version = "^0.8"
 
 [tool.poetry.dependencies.nibabel]
 version = "^5.0.0"
@@ -111,7 +123,7 @@ optional = true
 
 [tool.poetry.dependencies.scikit-learn]
 version = "^1.2.0"
-python = ">=3.8.1,<3.11"
+python = ">=3.8.1,<3.12"
 optional = true
 
 [tool.poetry.dependencies.albumentations]
@@ -120,11 +132,11 @@ python = ">=3.8"
 optional = true
 
 [tool.poetry.dependencies.torch]
-version = "^1.13.1"
+version = "^2.0.0"
 optional = true
 
 [tool.poetry.dependencies.torchvision]
-version = "^0.14.1"
+version = "^0.15.0"
 optional = true
 
 [tool.poetry.dependencies.black]