From b310ce07bc28d0190825306bb83e6adc8fc582d7 Mon Sep 17 00:00:00 2001
From: Eugene Yurtsev <eyurtsev@gmail.com>
Date: Thu, 13 Feb 2025 01:48:27 -0500
Subject: [PATCH] docs: add scripts for notebook conversion (#3406)

* Update notebook conversion code
* Convert one more file

---------

Co-authored-by: Ben Burns <803016+benjamincburns@users.noreply.github.com>
---
 docs/_scripts/generate_api_reference_links.py |  97 +-
 docs/_scripts/notebook_convert.py             |  17 +-
 .../md_executable/index.md.j2                 |   2 +-
 docs/_scripts/notebook_hooks.py               |   7 +-
 docs/docs/concepts/breakpoints.md             |   2 +-
 docs/docs/concepts/low_level.md               |   2 +-
 docs/docs/how-tos/index.md                    |   2 +-
 docs/docs/how-tos/state-reducers.ipynb        | 430 --------
 docs/docs/how-tos/state-reducers.md           | 220 +++++
 docs/docs/prebuilt.md                         |   5 +-
 docs/mkdocs.yml                               |   2 +-
 docs/poetry.lock                              | 915 +++++++++++++++++-
 docs/pyproject.toml                           |   8 +-
 13 files changed, 1234 insertions(+), 475 deletions(-)
 delete mode 100644 docs/docs/how-tos/state-reducers.ipynb
 create mode 100644 docs/docs/how-tos/state-reducers.md

diff --git a/docs/_scripts/generate_api_reference_links.py b/docs/_scripts/generate_api_reference_links.py
index 18b6bd332..cfa91ddfa 100644
--- a/docs/_scripts/generate_api_reference_links.py
+++ b/docs/_scripts/generate_api_reference_links.py
@@ -1,8 +1,11 @@
 import importlib
+from importlib.machinery import ModuleSpec
+import importlib.util
 import inspect
 import logging
 import re
 from functools import lru_cache
+import sys
 from typing import List, Literal, Optional
 
 from typing_extensions import TypedDict
@@ -72,9 +75,8 @@ def _make_regular_expression(pkg_prefix: str) -> re.Pattern:
     if not pkg_prefix.isidentifier():
         raise ValueError(f"Invalid package prefix: {pkg_prefix}")
     return re.compile(
-        r"from\s+(" + pkg_prefix + "(?:_\w+)?(?:\.\w+)*?)\s+import\s+"
-        r"((?:\w+(?:,\s*)?)*"  # Match zero or more words separated by a comma+optional ws
-        r"(?:\s*\(.*?\))?)",  # Match optional parentheses block
+        r"from\s+(" + pkg_prefix + r"(?:_\w+)?(?:\.\w+)*?)\s+import\s+\(?"
+        r"((?:\w+(?:,\s*)?)*)\s*\)?",  # Match zero or more words separated by a comma+optional ws
         re.DOTALL,  # Match newlines as well
     )
 
@@ -85,22 +87,57 @@ _IMPORT_LANGGRAPH_RE = _make_regular_expression("langgraph")
 
 
 @lru_cache(maxsize=10_000)
-def _get_full_module_name(module_path: str, class_name: str) -> Optional[str]:
+def _get_full_module_name(
+    module_path: str, class_name: str | None, doc_title: str
+) -> Optional[str]:
     """Get full module name using inspect, with LRU cache to memoize results."""
     try:
-        module = importlib.import_module(module_path)
-        class_ = getattr(module, class_name)
-        module = inspect.getmodule(class_)
-        if module is None:
-            # For constants, inspect.getmodule() might return None
-            # In this case, we'll return the original module_path
-            return module_path
+        if module_path in sys.modules:
+            module = sys.modules[module_path]
+        else:
+            spec: ModuleSpec | None = importlib.util.find_spec(module_path)
+            if spec is not None:
+                module = importlib.util.module_from_spec(spec)
+                sys.modules[module_path] = module
+                spec.loader.exec_module(module)
+
+        if class_name is not None:
+            class_ = getattr(module, class_name)
+
+            if re.match(r"\w+\s+as\s+\w+", class_name):
+                # Handle cases like "A as B"
+                class_name, _ = class_name.split(" as ")
+
+            module = inspect.getmodule(class_)
+            if module is None:
+                # For constants, inspect.getmodule() might return None
+                # In this case, we'll return the original module_path
+                return module_path
         return module.__name__
     except AttributeError as e:
-        logger.warning(f"API Reference: Could not find module for {class_name}, {e}")
+        if class_name is not None:
+            # the class_name might actually be a module
+            # e.g. from langchain import hub
+            # try to import it as a module, and if that doesn't work, throw
+            if class_name is not None:
+                module_name = _get_full_module_name(
+                    f"{module_path}.{class_name}", None, doc_title
+                )
+                if module_name is not None:
+                    # return the name of the parent module, rather than the name of the class as though it were a module
+                    return module.__name__
+                logger.warning(
+                    f"API Reference: Could not find module for {class_name} in {module_path}, imported in doc {doc_title}, {e}"
+                )
+            # don't log if we're trying to import the "hub" part as though it were a module
+        logger.warning(
+            f"API Reference: Could not find module for {module_path}, imported in doc {doc_title}, {e}"
+        )
         return None
     except ImportError as e:
-        logger.warning(f"API Reference: Failed to load for class {class_name}, {e}")
+        logger.warning(
+            f"API Reference: Failed to import module {module_path} {doc_title}, {e}"
+        )
         return None
 
 
@@ -160,7 +197,22 @@ def _get_imports(
             if imp.strip()
         ]
         for class_name in imported_classes:
-            module_path = _get_full_module_name(module, class_name)
+            if module == "langchain_core.messages" and class_name == ")":
+                print("WARNING: ", file=sys.stderr)
+                print(
+                    f"WARNING: Trying to import {class_name} from {module} in doc {doc_title}",
+                    file=sys.stderr,
+                )
+                print("WARNING: ", file=sys.stderr)
+                print("WARNING:", import_match.group(0), file=sys.stderr)
+                print("WARNING: ", file=sys.stderr)
+                print(
+                    "\n".join([f"WARNING: {line}" for line in code.splitlines()]),
+                    file=sys.stderr,
+                )
+                print("WARNING: ", file=sys.stderr)
+
+            module_path = _get_full_module_name(module, class_name, doc_title)
             if not module_path:
                 continue
             if len(module_path.split(".")) < 2:
@@ -230,7 +282,7 @@ def get_imports(code: str, doc_title: str) -> List[ImportInformation]:
     return all_imports
 
 
-def update_markdown_with_imports(markdown: str) -> str:
+def update_markdown_with_imports(markdown: str, file_name: str) -> str:
     """Update markdown to include API reference links for imports in Python code blocks.
 
     This function scans the markdown content for Python code blocks, extracts any imports, and appends links to their API documentation.
@@ -250,7 +302,8 @@ def update_markdown_with_imports(markdown: str) -> str:
         This function will append an API reference link to the `TextGenerator` class from the `langchain.nlp` module if it's recognized.
     """
     code_block_pattern = re.compile(
-        r'(?P<indent>[ \t]*)```(?P<language>python|py)\n(?P<code>.*?)\n(?P=indent)```', re.DOTALL
+        r"(?P<indent>[ \t]*)```(?P<language>python|py)\n(?P<code>.*?)\n(?P=indent)```",
+        re.DOTALL,
     )
 
     def replace_code_block(match: re.Match) -> str:
@@ -262,11 +315,11 @@ def update_markdown_with_imports(markdown: str) -> str:
         Returns:
             str: The modified code block with API reference links appended if applicable.
         """
-        indent = match.group('indent')
-        code_block = match.group('code')
-        language = match.group('language')  # Preserve the language from the regex match
+        indent = match.group("indent")
+        code_block = match.group("code")
+        language = match.group("language")  # Preserve the language from the regex match
         # Retrieve import information from the code block
-        imports = get_imports(code_block, "__unused__")
+        imports = get_imports(code_block, file_name)
 
         original_code_block = match.group(0)
         # If no imports are found, return the original code block
@@ -274,11 +327,11 @@ def update_markdown_with_imports(markdown: str) -> str:
             return original_code_block
 
         # Generate API reference links for each import
-        api_links = ' | '.join(
+        api_links = " | ".join(
             f'<a href="{imp["docs"]}">{imp["imported"]}</a>' for imp in imports
         )
         # Return the code block with appended API reference links
-        return f'{original_code_block}\n\n{indent}API Reference: {api_links}'
+        return f"{original_code_block}\n\n{indent}API Reference: {api_links}"
 
     # Apply the replace_code_block function to all matches in the markdown
     updated_markdown = code_block_pattern.sub(replace_code_block, markdown)
diff --git a/docs/_scripts/notebook_convert.py b/docs/_scripts/notebook_convert.py
index d897fd397..ed863a6a5 100644
--- a/docs/_scripts/notebook_convert.py
+++ b/docs/_scripts/notebook_convert.py
@@ -7,6 +7,7 @@ from typing import Literal, Optional
 import nbformat
 from nbconvert.exporters import MarkdownExporter
 from nbconvert.preprocessors import Preprocessor
+import glob
 
 
 class EscapePreprocessor(Preprocessor):
@@ -181,11 +182,19 @@ def _convert_notebooks(
         raise ValueError("Either --output_dir or --replace must be specified")
 
     output_dir_path = DOCS if replace else Path(output_dir)
-    notebooks = list(DOCS.rglob(pattern))
 
-    file_names = [notebook.name for notebook in notebooks]
+    # Get the directory where the script was executed
+    base_dir = os.getcwd()
+    # Build the full search pattern using the current working directory as the base
+    full_pattern = os.path.join(base_dir, args.pattern)
 
-    for notebook in notebooks:
+    # Use glob with recursive search enabled
+    matching_files = glob.glob(full_pattern, recursive=True)
+    paths = [Path(file) for file in matching_files]
+
+    file_names = [notebook.name for notebook in paths]
+
+    for notebook in paths:
         markdown = convert_notebook(notebook, mode="exec")
         markdown_path = output_dir_path / notebook.relative_to(DOCS).with_suffix(".md")
         markdown_path.parent.mkdir(parents=True, exist_ok=True)
@@ -215,7 +224,7 @@ def _convert_notebooks(
             return match.group(0)
 
         # Process all markdown files in the output directory.
-        for path in output_dir_path.rglob("*.md"):
+        for path in output_dir_path.rglob("**/*.md"):
             with open(path, "r", encoding="utf-8") as f:
                 content = f.read()
             new_content = re.sub(link_pattern, replace_link, content)
diff --git a/docs/_scripts/notebook_convert_templates/md_executable/index.md.j2 b/docs/_scripts/notebook_convert_templates/md_executable/index.md.j2
index e784b6b07..736e678e0 100644
--- a/docs/_scripts/notebook_convert_templates/md_executable/index.md.j2
+++ b/docs/_scripts/notebook_convert_templates/md_executable/index.md.j2
@@ -6,7 +6,7 @@
 {%- if 'magics_language' in cell.metadata  -%}
     {{ cell.metadata.magics_language}}
 {%- elif 'name' in nb.metadata.get('language_info', {}) -%}
-    {{ nb.metadata.language_info.name }} exec="on" source="above" session="1"
+    {{ nb.metadata.language_info.name }} exec="on" source="above" session="1" result="ansi"
 {%- endif %}
 {{ cell.source}}
 ```
diff --git a/docs/_scripts/notebook_hooks.py b/docs/_scripts/notebook_hooks.py
index e5d9dec8e..b05e93f4e 100644
--- a/docs/_scripts/notebook_hooks.py
+++ b/docs/_scripts/notebook_hooks.py
@@ -183,7 +183,7 @@ def handle_vcr_setup(
             id = _hash_string(code)
 
         if session is not None and session != "":
-            logger.info(f"new session {session} on page {document_filename}")
+            logger.info(f"new {language} session {session} on page {document_filename}")
 
         cassette_prefix = document_filename.replace(".md", "").replace(os.path.sep, "_")
 
@@ -239,8 +239,7 @@ def handle_vcr_teardown(
     if document_filename is None:
         logger.warning(f"no document filename found while tearing down {session}!")
     else:
-        logger.info(f"tearing down {session} on {document_filename}")
-        logger.info(traceback.format_stack())
+        logger.info(f"tearing down {language} {session} on {document_filename}")
 
     kwargs = dict(
         code=code,
@@ -274,7 +273,7 @@ def _on_page_markdown_with_config(
 
     # Append API reference links to code blocks
     if add_api_references:
-        markdown = update_markdown_with_imports(markdown)
+        markdown = update_markdown_with_imports(markdown, page.file.src_path)
     # Apply highlight comments to code blocks
     markdown = _highlight_code_blocks(markdown)
 
diff --git a/docs/docs/concepts/breakpoints.md b/docs/docs/concepts/breakpoints.md
index c38431071..2e4eefcb2 100644
--- a/docs/docs/concepts/breakpoints.md
+++ b/docs/docs/concepts/breakpoints.md
@@ -88,7 +88,7 @@ We recommend that you [**use the `interrupt` function instead**](#the-interrupt-
 
 ??? node "`NodeInterrupt` exception"
 
-    The developer can define some *condition* that must be met for a breakpoint to be triggered. This concept of [dynamic breakpoints](./low_level.md#dynamic-breakpoints) is useful when the developer wants to halt the graph under *a particular condition*. This uses a `NodeInterrupt`, which is a special type of exception that can be raised from within a node based upon some condition. As an example, we can define a dynamic breakpoint that triggers when the `input` is longer than 5 characters.
+    The developer can define some *condition* that must be met for a breakpoint to be triggered. This concept of _dynamic breakpoints_ is useful when the developer wants to halt the graph under *a particular condition*. This uses a `NodeInterrupt`, which is a special type of exception that can be raised from within a node based upon some condition. As an example, we can define a dynamic breakpoint that triggers when the `input` is longer than 5 characters.
 
     ```python
     def my_node(state: State) -> State:
diff --git a/docs/docs/concepts/low_level.md b/docs/docs/concepts/low_level.md
index 83905d19d..fa482899b 100644
--- a/docs/docs/concepts/low_level.md
+++ b/docs/docs/concepts/low_level.md
@@ -494,7 +494,7 @@ Read more about how the `interrupt` is used for **human-in-the-loop** workflows
 
 ## Breakpoints
 
-Breakpoints pause graph execution at specific points and enable stepping through execution step by step. Breakpoints are powered by LangGraph's [**persistence layer**](./persistence.md), which saves the state after each graph step. Breakpoints can also be used to enable [**human-in-the-loop**](./human_in_the_loop.md) workflows, though we recommend using the [`interrupt` function](#interrupt-function) for this purpose.
+Breakpoints pause graph execution at specific points and enable stepping through execution step by step. Breakpoints are powered by LangGraph's [**persistence layer**](./persistence.md), which saves the state after each graph step. Breakpoints can also be used to enable [**human-in-the-loop**](./human_in_the_loop.md) workflows, though we recommend using the [`interrupt` function](#interrupt) for this purpose.
 
 Read more about breakpoints in the [Breakpoints conceptual guide](./breakpoints.md).
 
diff --git a/docs/docs/how-tos/index.md b/docs/docs/how-tos/index.md
index 03dd84012..22cd938c4 100644
--- a/docs/docs/how-tos/index.md
+++ b/docs/docs/how-tos/index.md
@@ -11,7 +11,7 @@ Here you’ll find answers to “How do I...?” types of questions. These guide
 
 ### Graph API Basics
 
-- [How to update graph state from nodes](state-reducers.ipynb)
+- [How to update graph state from nodes](state-reducers.md)
 - [How to create a sequence of steps](sequence.ipynb)
 - [How to create branches for parallel execution](branching.ipynb)
 - [How to create and control loops with recursion limits](recursion-limit.ipynb)
diff --git a/docs/docs/how-tos/state-reducers.ipynb b/docs/docs/how-tos/state-reducers.ipynb
deleted file mode 100644
index dd66a15c0..000000000
--- a/docs/docs/how-tos/state-reducers.ipynb
+++ /dev/null
@@ -1,430 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# How to update graph state from nodes\n",
-    "\n",
-    "This guide demonstrates how to define and update [state](../../concepts/low_level/#state) in LangGraph. We will demonstrate:\n",
-    "\n",
-    "1. How to use state to define a graph's [schema](../../concepts/low_level/#schema)\n",
-    "2. How to use [reducers](../../concepts/low_level/#reducers) to control how state updates are processed.\n",
-    "\n",
-    "We will use [messages](../../concepts/low_level/#messagesstate) in our examples. This represents a versatile formulation of state for many LLM applications. See our [concepts page](../../concepts/low_level/#working-with-messages-in-graph-state) for more detail.\n",
-    "\n",
-    "## Setup\n",
-    "\n",
-    "First, let's install langgraph:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%%capture --no-stderr\n",
-    "%pip install -U langgraph"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "<div class=\"admonition tip\">\n",
-    "     <p class=\"admonition-title\">Set up <a href=\"https://smith.langchain.com\">LangSmith</a> for better debugging</p>\n",
-    "     <p style=\"padding-top: 5px;\">\n",
-    "         Sign up for LangSmith to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM aps built with LangGraph — read more about how to get started in the <a href=\"https://docs.smith.langchain.com\">docs</a>. \n",
-    "     </p>\n",
-    " </div>"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Example graph\n",
-    "\n",
-    "### Define state\n",
-    "[State](../../concepts/low_level/#state) in LangGraph can be a `TypedDict`, `Pydantic` model, or dataclass. Below we will use `TypedDict`. See [this guide](../../how-tos/state-model) for detail on using Pydantic.\n",
-    "\n",
-    "By default, graphs will have the same input and output schema, and the state determines that schema. See [this guide](../../how-tos/input_output_schema/) for how to define distinct input and output schemas.\n",
-    "\n",
-    "Let's consider a simple example:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langchain_core.messages import AnyMessage\n",
-    "from typing_extensions import TypedDict\n",
-    "\n",
-    "\n",
-    "class State(TypedDict):\n",
-    "    messages: list[AnyMessage]\n",
-    "    extra_field: int"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This state tracks a list of [message](https://python.langchain.com/docs/concepts/messages/) objects, as well as an extra integer field.\n",
-    "\n",
-    "### Define graph structure\n",
-    "\n",
-    "Let's build an example graph with a single node. Our [node](../../concepts/low_level/#nodes) is just a Python function that reads our graph's state and makes updates to it. The first argument to this function will always be the state:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langchain_core.messages import AIMessage\n",
-    "\n",
-    "\n",
-    "def node(state: State):\n",
-    "    messages = state[\"messages\"]\n",
-    "    new_message = AIMessage(\"Hello!\")\n",
-    "\n",
-    "    return {\"messages\": messages + [new_message], \"extra_field\": 10}"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This node simply appends a message to our message list, and populates an extra field.\n",
-    "\n",
-    "!!! important\n",
-    "\n",
-    "    Nodes should return updates to the state directly, instead of mutating the state.\n",
-    "\n",
-    "Let's next define a simple graph containing this node. We use [StateGraph](../../concepts/low_level/#stategraph) to define a graph that operates on this state. We then use [add_node](../../concepts/low_level/#messagesstate) populate our graph."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langgraph.graph import StateGraph\n",
-    "\n",
-    "graph_builder = StateGraph(State)\n",
-    "graph_builder.add_node(node)\n",
-    "graph_builder.set_entry_point(\"node\")\n",
-    "graph = graph_builder.compile()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "LangGraph provides built-in utilities for visualizing your graph. Let's inspect our graph. See [this guide](../../how-tos/visualization) for detail on visualization."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": "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",
-      "text/plain": [
-       "<IPython.core.display.Image object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "from IPython.display import Image, display\n",
-    "\n",
-    "display(Image(graph.get_graph().draw_mermaid_png()))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "In this case, our graph just executes a single node."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Use graph\n",
-    "\n",
-    "Let's proceed with a simple invocation:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'messages': [HumanMessage(content='Hi', additional_kwargs={}, response_metadata={}),\n",
-       "  AIMessage(content='Hello!', additional_kwargs={}, response_metadata={})],\n",
-       " 'extra_field': 10}"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "from langchain_core.messages import HumanMessage\n",
-    "\n",
-    "result = graph.invoke({\"messages\": [HumanMessage(\"Hi\")]})\n",
-    "result"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Note that:\n",
-    "\n",
-    "- We kicked off invocation by updating a single key of the state.\n",
-    "- We receive the entire state in the invocation result.\n",
-    "\n",
-    "For convenience, we frequently inspect the content of [message objects](https://python.langchain.com/docs/concepts/messages/) via pretty-print:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "================================\u001b[1m Human Message \u001b[0m=================================\n",
-      "\n",
-      "Hi\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "\n",
-      "Hello!\n"
-     ]
-    }
-   ],
-   "source": [
-    "for message in result[\"messages\"]:\n",
-    "    message.pretty_print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Process state updates with reducers\n",
-    "\n",
-    "Each key in the state can have its own independent [reducer](../../concepts/low_level/#reducers) function, which controls how updates from nodes are applied. If no reducer function is explicitly specified then it is assumed that all updates to the key should override it.\n",
-    "\n",
-    "For `TypedDict` state schemas, we can define reducers by annotating the corresponding field of the state with a reducer function.\n",
-    "\n",
-    "In the earlier example, our node updated the `\"messages\"` key in the state by appending a message to it. Below, we add a reducer to this key, such that updates are automatically appended:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from typing_extensions import Annotated\n",
-    "\n",
-    "\n",
-    "def add(left, right):\n",
-    "    \"\"\"Can also import `add` from the `operator` built-in.\"\"\"\n",
-    "    return left + right\n",
-    "\n",
-    "\n",
-    "class State(TypedDict):\n",
-    "    # highlight-next-line\n",
-    "    messages: Annotated[list[AnyMessage], add]\n",
-    "    extra_field: int"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now our node can be simplified:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def node(state: State):\n",
-    "    new_message = AIMessage(\"Hello!\")\n",
-    "    # highlight-next-line\n",
-    "    return {\"messages\": [new_message], \"extra_field\": 10}"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "================================\u001b[1m Human Message \u001b[0m=================================\n",
-      "\n",
-      "Hi\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "\n",
-      "Hello!\n"
-     ]
-    }
-   ],
-   "source": [
-    "from langgraph.graph import START\n",
-    "\n",
-    "\n",
-    "graph = StateGraph(State).add_node(node).add_edge(START, \"node\").compile()\n",
-    "\n",
-    "result = graph.invoke({\"messages\": [HumanMessage(\"Hi\")]})\n",
-    "\n",
-    "for message in result[\"messages\"]:\n",
-    "    message.pretty_print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### MessagesState\n",
-    "\n",
-    "In practice, there are additional considerations for updating lists of messages:\n",
-    "\n",
-    "- We may wish to update an existing message in the state.\n",
-    "- We may want to accept short-hands for [message formats](../../concepts/low_level/#using-messages-in-your-graph), such as [OpenAI format](https://python.langchain.com/docs/concepts/messages/#openai-format).\n",
-    "\n",
-    "LangGraph includes a built-in reducer `add_messages` that handles these considerations:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langgraph.graph.message import add_messages\n",
-    "\n",
-    "\n",
-    "class State(TypedDict):\n",
-    "    # highlight-next-line\n",
-    "    messages: Annotated[list[AnyMessage], add_messages]\n",
-    "    extra_field: int\n",
-    "\n",
-    "\n",
-    "def node(state: State):\n",
-    "    new_message = AIMessage(\"Hello!\")\n",
-    "    return {\"messages\": [new_message], \"extra_field\": 10}\n",
-    "\n",
-    "\n",
-    "graph = StateGraph(State).add_node(node).set_entry_point(\"node\").compile()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "================================\u001b[1m Human Message \u001b[0m=================================\n",
-      "\n",
-      "Hi\n",
-      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
-      "\n",
-      "Hello!\n"
-     ]
-    }
-   ],
-   "source": [
-    "# highlight-next-line\n",
-    "input_message = {\"role\": \"user\", \"content\": \"Hi\"}\n",
-    "\n",
-    "result = graph.invoke({\"messages\": [input_message]})\n",
-    "\n",
-    "for message in result[\"messages\"]:\n",
-    "    message.pretty_print()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "This is a versatile representation of state for applications involving [chat models](https://python.langchain.com/docs/concepts/chat_models/). LangGraph includes a pre-built `MessagesState` for convenience, so that we can have:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from langgraph.graph import MessagesState\n",
-    "\n",
-    "\n",
-    "class State(MessagesState):\n",
-    "    extra_field: int"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Next steps\n",
-    "\n",
-    "- Continue with the [Graph API Basics](../../how-tos/#graph-api-basics) guides.\n",
-    "- See more detail on [state management](../../how-tos/#state-management)."
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.10.4"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/docs/docs/how-tos/state-reducers.md b/docs/docs/how-tos/state-reducers.md
new file mode 100644
index 000000000..3853f7c2c
--- /dev/null
+++ b/docs/docs/how-tos/state-reducers.md
@@ -0,0 +1,220 @@
+# How to update graph state from nodes
+
+This guide demonstrates how to define and update [state](../concepts/low_level.md/#state) in LangGraph. We will demonstrate:
+
+1. How to use state to define a graph's [schema](../concepts/low_level.md/#schema)
+2. How to use [reducers](../concepts/low_level.md/#reducers) to control how state updates are processed.
+
+We will use [messages](../concepts/low_level.md/#messagesstate) in our examples. This represents a versatile formulation of state for many LLM applications. See our [concepts page](../concepts/low_level.md/#working-with-messages-in-graph-state) for more detail.
+
+## Setup
+
+First, let's install langgraph:
+
+
+```python
+%%capture --no-stderr
+%pip install -U langgraph
+```
+
+<div class="admonition tip">
+     <p class="admonition-title">Set up <a href="https://smith.langchain.com">LangSmith</a> for better debugging</p>
+     <p style="padding-top: 5px;">
+         Sign up for LangSmith to quickly spot issues and improve the performance of your LangGraph projects. LangSmith lets you use trace data to debug, test, and monitor your LLM aps built with LangGraph — read more about how to get started in the <a href="https://docs.smith.langchain.com">docs</a>. 
+     </p>
+ </div>
+
+## Example graph
+
+### Define state
+[State](../concepts/low_level.md/#state) in LangGraph can be a `TypedDict`, `Pydantic` model, or dataclass. Below we will use `TypedDict`. See [this guide](../how-tos/state-model.ipynb) for detail on using Pydantic.
+
+By default, graphs will have the same input and output schema, and the state determines that schema. See [this guide](../how-tos/input_output_schema.ipynb) for how to define distinct input and output schemas.
+
+Let's consider a simple example:
+
+
+```python exec="on" source="above" session="1"
+from langchain_core.messages import AnyMessage
+from typing_extensions import TypedDict
+
+
+class State(TypedDict):
+    messages: list[AnyMessage]
+    extra_field: int
+```
+
+This state tracks a list of [message](https://python.langchain.com/docs/concepts/messages/) objects, as well as an extra integer field.
+
+### Define graph structure
+
+Let's build an example graph with a single node. Our [node](../concepts/low_level.md#nodes) is just a Python function that reads our graph's state and makes updates to it. The first argument to this function will always be the state:
+
+```python exec="on" source="above" session="1"
+from langchain_core.messages import AIMessage
+
+
+def node(state: State):
+    messages = state["messages"]
+    new_message = AIMessage("Hello!")
+
+    return {"messages": messages + [new_message], "extra_field": 10}
+```
+
+This node simply appends a message to our message list, and populates an extra field.
+
+!!! important
+
+    Nodes should return updates to the state directly, instead of mutating the state.
+
+Let's next define a simple graph containing this node. We use [StateGraph](../concepts/low_level.md#stategraph) to define a graph that operates on this state. We then use [add_node](../concepts/low_level.md#messagesstate) populate our graph.
+
+
+```python exec="on" source="above" session="1"
+from langgraph.graph import StateGraph
+
+graph_builder = StateGraph(State)
+graph_builder.add_node(node)
+graph_builder.set_entry_point("node")
+graph = graph_builder.compile()
+```
+
+LangGraph provides built-in utilities for visualizing your graph. Let's inspect our graph. See [this guide](../how-tos/visualization.ipynb) for detail on visualization.
+
+
+```python
+from IPython.display import Image, display
+
+display(Image(graph.get_graph().draw_mermaid_png()))
+```
+
+![](data:image/png;base64,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)
+
+In this case, our graph just executes a single node.
+
+### Use graph
+
+Let's proceed with a simple invocation:
+
+
+```python exec="on" source="above" session="1" result="ansi"
+from langchain_core.messages import HumanMessage
+
+result = graph.invoke({"messages": [HumanMessage("Hi")]})
+result
+```
+
+Note that:
+
+- We kicked off invocation by updating a single key of the state.
+- We receive the entire state in the invocation result.
+
+For convenience, we frequently inspect the content of [message objects](https://python.langchain.com/docs/concepts/messages/) via pretty-print:
+
+
+```python exec="on" source="above" session="1" result="ansi"
+for message in result["messages"]:
+    message.pretty_print()
+```
+
+## Process state updates with reducers
+
+Each key in the state can have its own independent [reducer](../concepts/low_level.md#reducers) function, which controls how updates from nodes are applied. If no reducer function is explicitly specified then it is assumed that all updates to the key should override it.
+
+For `TypedDict` state schemas, we can define reducers by annotating the corresponding field of the state with a reducer function.
+
+In the earlier example, our node updated the `"messages"` key in the state by appending a message to it. Below, we add a reducer to this key, such that updates are automatically appended:
+
+
+```python exec="on" source="above" session="1"
+from typing_extensions import Annotated
+
+
+def add(left, right):
+    """Can also import `add` from the `operator` built-in."""
+    return left + right
+
+
+class State(TypedDict):
+    # highlight-next-line
+    messages: Annotated[list[AnyMessage], add]
+    extra_field: int
+```
+
+Now our node can be simplified:
+
+
+```python exec="on" source="above" session="1"
+def node(state: State):
+    new_message = AIMessage("Hello!")
+    # highlight-next-line
+    return {"messages": [new_message], "extra_field": 10}
+```
+
+
+```python exec="on" source="above" session="1" result="ansi"
+from langgraph.graph import START
+
+
+graph = StateGraph(State).add_node(node).add_edge(START, "node").compile()
+
+result = graph.invoke({"messages": [HumanMessage("Hi")]})
+
+for message in result["messages"]:
+    message.pretty_print()
+```
+
+### MessagesState
+
+In practice, there are additional considerations for updating lists of messages:
+
+- We may wish to update an existing message in the state.
+- We may want to accept short-hands for [message formats](../concepts/low_level.md#using-messages-in-your-graph), such as [OpenAI format](https://python.langchain.com/docs/concepts/messages/#openai-format).
+
+LangGraph includes a built-in reducer `add_messages` that handles these considerations:
+
+
+```python exec="on" source="above" session="1"
+from langgraph.graph.message import add_messages
+
+
+class State(TypedDict):
+    # highlight-next-line
+    messages: Annotated[list[AnyMessage], add_messages]
+    extra_field: int
+
+
+def node(state: State):
+    new_message = AIMessage("Hello!")
+    return {"messages": [new_message], "extra_field": 10}
+
+
+graph = StateGraph(State).add_node(node).set_entry_point("node").compile()
+```
+
+
+```python exec="on" source="above" session="1" result="ansi"
+# highlight-next-line
+input_message = {"role": "user", "content": "Hi"}
+
+result = graph.invoke({"messages": [input_message]})
+
+for message in result["messages"]:
+    message.pretty_print()
+```
+
+This is a versatile representation of state for applications involving [chat models](https://python.langchain.com/docs/concepts/chat_models/). LangGraph includes a pre-built `MessagesState` for convenience, so that we can have:
+
+
+```python exec="on" source="above" session="1"
+from langgraph.graph import MessagesState
+
+
+class State(MessagesState):
+    extra_field: int
+```
+
+## Next steps
+
+- Continue with the [Graph API Basics](index.md#graph-api-basics) guides.
+- See more detail on [state management](index.md#state-management).
diff --git a/docs/docs/prebuilt.md b/docs/docs/prebuilt.md
index 44b5b5827..6a579b97e 100644
--- a/docs/docs/prebuilt.md
+++ b/docs/docs/prebuilt.md
@@ -12,8 +12,9 @@ below. These libraries can extend LangGraph's functionality in various ways.
 [//]: # (This file is automatically generated using a script in docs/_scripts. Do not edit this file directly!)
 | Name | GitHub URL | Description | Weekly Downloads |
 | --- | --- | --- | --- |
-| **trustcall** | [hinthornw/trustcall](https://github.com/hinthornw/trustcall) | Tenacious tool calling built on LangGraph | 6976 |
-| **langgraph-supervisor** | [langchain-ai/langgraph-supervisor](https://github.com/langchain-ai/langgraph-supervisor) | Build supervisor multi-agent systems with LangGraph | 421 |
+| **trustcall** | [hinthornw/trustcall](https://github.com/hinthornw/trustcall) | Tenacious tool calling built on LangGraph | 8803 |
+| **langgraph-supervisor** | [langchain-ai/langgraph-supervisor](https://github.com/langchain-ai/langgraph-supervisor) | Build supervisor multi-agent systems with LangGraph | 636 |
+| **breeze-agent** | [andrestorres123/breeze-agent](https://github.com/andrestorres123/breeze-agent) | A streamlined research system built inspired on STORM and built on LangGraph | 184 |
 
 ## ✨ Contributing Your Library
 
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index cf945b3d3..56603d4d6 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -123,7 +123,7 @@ nav:
           - LangGraph: how-tos#langgraph
           - Graph API Basics:
               - Graph API Basics: how-tos#graph-api-basics
-              - how-tos/state-reducers.ipynb
+              - how-tos/state-reducers.md
               - how-tos/sequence.ipynb
               - how-tos/branching.ipynb
               - how-tos/recursion-limit.ipynb
diff --git a/docs/poetry.lock b/docs/poetry.lock
index 3515f8a1f..46f77bb2b 100644
--- a/docs/poetry.lock
+++ b/docs/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -6,6 +6,8 @@ version = "2.4.3"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
+groups = ["main", "docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
     {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
@@ -17,6 +19,8 @@ version = "3.11.12"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiohttp-3.11.12-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:aa8a8caca81c0a3e765f19c6953416c58e2f4cc1b84829af01dd1c771bb2f91f"},
     {file = "aiohttp-3.11.12-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:84ede78acde96ca57f6cf8ccb8a13fbaf569f6011b9a52f870c662d4dc8cd854"},
@@ -120,6 +124,8 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -134,6 +140,8 @@ version = "0.20.0"
 description = "asyncio bridge to the standard sqlite3 module"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "aiosqlite-0.20.0-py3-none-any.whl", hash = "sha256:36a1deaca0cac40ebe32aac9977a6e2bbc7f5189f23f4a54d5908986729e5bd6"},
     {file = "aiosqlite-0.20.0.tar.gz", hash = "sha256:6d35c8c256637f4672f843c31021464090805bf925385ac39473fb16eaaca3d7"},
@@ -152,6 +160,8 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -163,6 +173,8 @@ version = "0.45.2"
 description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anthropic-0.45.2-py3-none-any.whl", hash = "sha256:ecd746f7274451dfcb7e1180571ead624c7e1195d1d46cb7c70143d2aedb4d35"},
     {file = "anthropic-0.45.2.tar.gz", hash = "sha256:32a18b9ecd12c91b2be4cae6ca2ab46a06937b5aa01b21308d97a6d29794fb5e"},
@@ -187,6 +199,8 @@ version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
     {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -209,6 +223,8 @@ version = "1.4.4"
 description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
     {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
@@ -220,6 +236,8 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "platform_system == \"Darwin\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -231,6 +249,8 @@ version = "23.1.0"
 description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
     {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
@@ -251,6 +271,8 @@ version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
     {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
@@ -288,6 +310,8 @@ version = "1.3.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
     {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
@@ -307,6 +331,8 @@ version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
     {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
@@ -324,6 +350,8 @@ version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -339,6 +367,8 @@ version = "2.0.4"
 description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
     {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
@@ -353,10 +383,12 @@ version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
 files = [
     {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
     {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
 ]
+markers = {docs = "python_version < \"3.11\"", test = "python_full_version < \"3.11.3\""}
 
 [[package]]
 name = "attrs"
@@ -364,6 +396,8 @@ version = "25.1.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
     {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
@@ -383,6 +417,8 @@ version = "0.3.2"
 description = "A programming framework for agentic AI"
 optional = false
 python-versions = "<3.13,>=3.8"
+groups = ["test"]
+markers = "python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "autogen-0.3.2-py3-none-any.whl", hash = "sha256:e37a9df0ad84cde3429ec63298b8e9eb4e6306a28eec2627171e14b9a61ea64d"},
     {file = "autogen-0.3.2.tar.gz", hash = "sha256:9f8a1170ac2e5a1fc9efc3cfa6e23261dd014db97b17c8c416f97ee14951bc7b"},
@@ -436,6 +472,8 @@ version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
@@ -450,6 +488,8 @@ version = "2.2.1"
 description = "Function decoration for backoff and retry"
 optional = false
 python-versions = ">=3.7,<4.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
@@ -461,6 +501,8 @@ version = "4.2.1"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "bcrypt-4.2.1-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:1340411a0894b7d3ef562fb233e4b6ed58add185228650942bdc885362f32c17"},
     {file = "bcrypt-4.2.1-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1ee315739bc8387aa36ff127afc99120ee452924e0df517a8f3e4c0187a0f5f"},
@@ -499,6 +541,8 @@ version = "4.13.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
     {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
@@ -521,6 +565,8 @@ version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
@@ -539,6 +585,8 @@ version = "1.2.2.post1"
 description = "A simple, correct Python build frontend"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "build-1.2.2.post1-py3-none-any.whl", hash = "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5"},
     {file = "build-1.2.2.post1.tar.gz", hash = "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7"},
@@ -564,6 +612,8 @@ version = "0.14.2"
 description = "httplib2 caching for requests"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cachecontrol-0.14.2-py3-none-any.whl", hash = "sha256:ebad2091bf12d0d200dfc2464330db638c5deb41d546f6d7aca079e87290f3b0"},
     {file = "cachecontrol-0.14.2.tar.gz", hash = "sha256:7d47d19f866409b98ff6025b6a0fca8e4c791fb31abbd95f622093894ce903a2"},
@@ -585,6 +635,8 @@ version = "5.5.1"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
     {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
@@ -596,6 +648,8 @@ version = "1.7.1"
 description = "cffi-based cairo bindings for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cairocffi-1.7.1-py3-none-any.whl", hash = "sha256:9803a0e11f6c962f3b0ae2ec8ba6ae45e957a146a004697a1ac1bbf16b073b3f"},
     {file = "cairocffi-1.7.1.tar.gz", hash = "sha256:2e48ee864884ec4a3a34bfa8c9ab9999f688286eb714a15a43ec9d068c36557b"},
@@ -615,6 +669,8 @@ version = "2.7.1"
 description = "A Simple SVG Converter based on Cairo"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "CairoSVG-2.7.1-py3-none-any.whl", hash = "sha256:8a5222d4e6c3f86f1f7046b63246877a63b49923a1cd202184c3a634ef546b3b"},
     {file = "CairoSVG-2.7.1.tar.gz", hash = "sha256:432531d72347291b9a9ebfb6777026b607563fd8719c46ee742db0aef7271ba0"},
@@ -637,6 +693,8 @@ version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -648,6 +706,8 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -727,6 +787,8 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -828,6 +890,8 @@ version = "0.7.6"
 description = "Chromas fork of hnswlib"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "chroma_hnswlib-0.7.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f35192fbbeadc8c0633f0a69c3d3e9f1a4eab3a46b65458bbcbcabdd9e895c36"},
     {file = "chroma_hnswlib-0.7.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f007b608c96362b8f0c8b6b2ac94f67f83fcbabd857c378ae82007ec92f4d82"},
@@ -869,6 +933,8 @@ version = "0.5.23"
 description = "Chroma."
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "chromadb-0.5.23-py3-none-any.whl", hash = "sha256:ffe5bdd7276d12cb682df0d38a13aa37573e6a3678e71889ac45f539ae05ad7e"},
     {file = "chromadb-0.5.23.tar.gz", hash = "sha256:360a12b9795c5a33cb1f839d14410ccbde662ef1accd36153b0ae22312edabd1"},
@@ -910,6 +976,8 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -918,16 +986,42 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
+[[package]]
+name = "cohere"
+version = "5.13.12"
+description = ""
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "cohere-5.13.12-py3-none-any.whl", hash = "sha256:2a043591a3e5280b47716a6b311e4c7f58e799364113a9cb81b50cd4f6c95f7e"},
+    {file = "cohere-5.13.12.tar.gz", hash = "sha256:97bb9ac107e580780b941acbabd3aa5e71960e6835398292c46aaa8a0a4cab88"},
+]
+
+[package.dependencies]
+fastavro = ">=1.9.4,<2.0.0"
+httpx = ">=0.21.2"
+httpx-sse = "0.4.0"
+pydantic = ">=1.9.2"
+pydantic-core = ">=2.18.2,<3.0.0"
+requests = ">=2.0.0,<3.0.0"
+tokenizers = ">=0.15,<1"
+types-requests = ">=2.0.0,<3.0.0"
+typing_extensions = ">=4.0.0"
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["docs", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {docs = "python_version <= \"3.11\" or python_version >= \"3.12\"", test = "(platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"}
 
 [[package]]
 name = "coloredlogs"
@@ -935,6 +1029,8 @@ version = "15.0.1"
 description = "Colored terminal output for Python's logging module"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
     {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
@@ -952,6 +1048,8 @@ version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -969,6 +1067,8 @@ version = "1.3.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "contourpy-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab"},
     {file = "contourpy-1.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124"},
@@ -1042,6 +1142,8 @@ version = "0.9.5"
 description = "A python port of YUI CSS Compressor"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "csscompressor-0.9.5.tar.gz", hash = "sha256:afa22badbcf3120a4f392e4d22f9fff485c044a1feda4a950ecc5eba9dd31a05"},
 ]
@@ -1052,6 +1154,8 @@ version = "0.7.0"
 description = "CSS selectors for Python ElementTree"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cssselect2-0.7.0-py3-none-any.whl", hash = "sha256:fd23a65bfd444595913f02fc71f6b286c29261e354c41d722ca7a261a49b5969"},
     {file = "cssselect2-0.7.0.tar.gz", hash = "sha256:1ccd984dab89fc68955043aca4e1b03e0cf29cad9880f6e28e3ba7a74b14aa5a"},
@@ -1071,6 +1175,8 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -1086,6 +1192,8 @@ version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
     {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
@@ -1101,6 +1209,8 @@ version = "1.8.12"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "debugpy-1.8.12-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:a2ba7ffe58efeae5b8fad1165357edfe01464f9aef25e814e891ec690e7dd82a"},
     {file = "debugpy-1.8.12-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cbbd4149c4fc5e7d508ece083e78c17442ee13b0e69bfa6bd63003e486770f45"},
@@ -1136,17 +1246,61 @@ version = "5.1.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
     {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
 ]
 
+[[package]]
+name = "deeplake"
+version = "4.1.6"
+description = "Data Lake for Multi-Modal AI Search"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "deeplake-4.1.6-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:0f26eb9bcf6d8e36eba26dfb17907159e859a1a04d331eef9856f80b9ff50068"},
+    {file = "deeplake-4.1.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:560b2de64a3a4f36c804c449d1e09ee62a66483ca18d2facd8af47540d936a35"},
+    {file = "deeplake-4.1.6-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:5dbde5379443b71f0beaa8ac3aeac1060c8c6e43a3a5f3a4885f3d3ed3ea6620"},
+    {file = "deeplake-4.1.6-cp310-cp310-manylinux2014_x86_64.whl", hash = "sha256:2d4266c16ef8a964dda3cb7b747ffaa6065e041ce56f36c645ada1c9c9754a89"},
+    {file = "deeplake-4.1.6-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:21879ec718245b0544974839ab97c176721e9158d844becae3e7430744c79a53"},
+    {file = "deeplake-4.1.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6172defd1b380a8066c9729bcfc14929cd9dc84a52ca2ebbc47342b408fcaa6c"},
+    {file = "deeplake-4.1.6-cp311-cp311-manylinux2014_aarch64.whl", hash = "sha256:fa7e389af20dc30f300d3d331bc4113583a2005499d264a83e436b4ae45fdabc"},
+    {file = "deeplake-4.1.6-cp311-cp311-manylinux2014_x86_64.whl", hash = "sha256:25e0c33730c7c6a5991b1f5bf691f013dcee38f7720f3ece534fbc7bdaf8e05d"},
+    {file = "deeplake-4.1.6-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:dcbf19eb779119ddf67faeca39a3220891b648f90c8ae14aeeabfa07705a0d41"},
+    {file = "deeplake-4.1.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:9b10464b0c889a33943b4c9ccd02ed8406c46c8db0b792247e621d40fca82fd6"},
+    {file = "deeplake-4.1.6-cp312-cp312-manylinux2014_aarch64.whl", hash = "sha256:90e63f29536a834d214a80590643979ce75c785e8bcfecfeb478c9f34697b809"},
+    {file = "deeplake-4.1.6-cp312-cp312-manylinux2014_x86_64.whl", hash = "sha256:cf453995fda94c3d329ac12fbdcb5108a785221574ee4ad164304487794ec65c"},
+    {file = "deeplake-4.1.6-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:8c41974384fff67f925378101eba4107f7e59eafb92f9d1c912a45498fdef67c"},
+    {file = "deeplake-4.1.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:4760a3d8163ccba90d96135bc18f0dd4a977201d78d8782b4a9ffb6df5b3849a"},
+    {file = "deeplake-4.1.6-cp313-cp313-manylinux2014_aarch64.whl", hash = "sha256:d660cc6fbf7991e2b0f069c155b7de2b297cac1ed2b955ba13b21acb05939bd8"},
+    {file = "deeplake-4.1.6-cp313-cp313-manylinux2014_x86_64.whl", hash = "sha256:458478de542e2bf8f15df3173043e56cf16dffae903a85879bd956671b68239d"},
+    {file = "deeplake-4.1.6-cp37-cp37m-manylinux2014_aarch64.whl", hash = "sha256:e28f5533a2825ab901b728c10165443a23c87b8399780916adc21369875c8bbb"},
+    {file = "deeplake-4.1.6-cp37-cp37m-manylinux2014_x86_64.whl", hash = "sha256:1753c0a735c14961c245c9bce5bf5bab861c9626004f9f2f25fde196cd5585a0"},
+    {file = "deeplake-4.1.6-cp38-cp38-macosx_10_12_x86_64.whl", hash = "sha256:a5607142f5d8e9bdcb170e93296c87cd32441b5db55b2a9f32167c3023b164a6"},
+    {file = "deeplake-4.1.6-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:b1810022033fa7825694021a619799179290bea6a7bd48cd41bd7c5b401a978c"},
+    {file = "deeplake-4.1.6-cp38-cp38-manylinux2014_aarch64.whl", hash = "sha256:64ff611f19d0b5f0ecce286503aed3bd9fb432b2370d3d1decfabdde23b375ad"},
+    {file = "deeplake-4.1.6-cp38-cp38-manylinux2014_x86_64.whl", hash = "sha256:be0a70916846a74c69632e49046eb9051a321609941eeaef7fddeb99173bd9e4"},
+    {file = "deeplake-4.1.6-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:02932d6cc2d26e27e704823794fc9e5bce46af4767c604ec2f299b8146d2fdae"},
+    {file = "deeplake-4.1.6-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:93580e25bb44f12dd8413df508ee3e4eb5b554ab45d905ff363b935f389f6b6f"},
+    {file = "deeplake-4.1.6-cp39-cp39-manylinux2014_aarch64.whl", hash = "sha256:6e3130c93c7a1489fab756b2b0cdab915925db4b2d718432984e5567533c825b"},
+    {file = "deeplake-4.1.6-cp39-cp39-manylinux2014_x86_64.whl", hash = "sha256:5ba08ad1511a27ef3f594cfcf3ec8010eb35ac6016e0598d036190a43113e255"},
+]
+
+[package.dependencies]
+numpy = "*"
+
 [[package]]
 name = "defusedxml"
 version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -1158,6 +1312,8 @@ version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
     {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
@@ -1175,6 +1331,8 @@ version = "5.6.3"
 description = "Disk Cache -- Disk and file backed persistent cache."
 optional = false
 python-versions = ">=3"
+groups = ["test"]
+markers = "python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
     {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
@@ -1186,6 +1344,8 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -1197,6 +1357,8 @@ version = "2.7.0"
 description = "DNS toolkit"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "dnspython-2.7.0-py3-none-any.whl", hash = "sha256:b4c34b7d10b51bcc3a5071e7b8dee77939f1e878477eeecc965e9835f63c6c86"},
     {file = "dnspython-2.7.0.tar.gz", hash = "sha256:ce9c432eda0dc91cf618a5cedf1a4e142651196bbcd2c80e89ed5a907e5cfaf1"},
@@ -1217,6 +1379,8 @@ version = "7.1.0"
 description = "A Python library for the Docker Engine API."
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0"},
     {file = "docker-7.1.0.tar.gz", hash = "sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c"},
@@ -1239,6 +1403,8 @@ version = "0.9"
 description = "Module for converting between datetime.timedelta and Go's Duration strings."
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "durationpy-0.9-py3-none-any.whl", hash = "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38"},
     {file = "durationpy-0.9.tar.gz", hash = "sha256:fd3feb0a69a0057d582ef643c355c40d2fa1c942191f914d12203b1a01ac722a"},
@@ -1250,6 +1416,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -1264,6 +1432,8 @@ version = "2.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
     {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"},
@@ -1278,6 +1448,8 @@ version = "0.115.8"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fastapi-0.115.8-py3-none-any.whl", hash = "sha256:753a96dd7e036b34eeef8babdfcfe3f28ff79648f86551eb36bfc1b0bf4a8cbf"},
     {file = "fastapi-0.115.8.tar.gz", hash = "sha256:0ce9111231720190473e222cdf0f07f7206ad7e53ea02beb1d2dc36e2f0741e9"},
@@ -1292,12 +1464,62 @@ typing-extensions = ">=4.8.0"
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=3.1.5)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.18)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
 
+[[package]]
+name = "fastavro"
+version = "1.10.0"
+description = "Fast read/write of AVRO files"
+optional = false
+python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "fastavro-1.10.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1a9fe0672d2caf0fe54e3be659b13de3cad25a267f2073d6f4b9f8862acc31eb"},
+    {file = "fastavro-1.10.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:86dd0410770e0c99363788f0584523709d85e57bb457372ec5c285a482c17fe6"},
+    {file = "fastavro-1.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:190e80dc7d77d03a6a8597a026146b32a0bbe45e3487ab4904dc8c1bebecb26d"},
+    {file = "fastavro-1.10.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:bf570d63be9155c3fdc415f60a49c171548334b70fff0679a184b69c29b6bc61"},
+    {file = "fastavro-1.10.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e07abb6798e95dccecaec316265e35a018b523d1f3944ad396d0a93cb95e0a08"},
+    {file = "fastavro-1.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:37203097ed11d0b8fd3c004904748777d730cafd26e278167ea602eebdef8eb2"},
+    {file = "fastavro-1.10.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:d183c075f527ab695a27ae75f210d4a86bce660cda2f85ae84d5606efc15ef50"},
+    {file = "fastavro-1.10.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7a95a2c0639bffd7c079b59e9a796bfc3a9acd78acff7088f7c54ade24e4a77"},
+    {file = "fastavro-1.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0a678153b5da1b024a32ec3f611b2e7afd24deac588cb51dd1b0019935191a6d"},
+    {file = "fastavro-1.10.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:67a597a5cfea4dddcf8b49eaf8c2b5ffee7fda15b578849185bc690ec0cd0d8f"},
+    {file = "fastavro-1.10.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1fd689724760b17f69565d8a4e7785ed79becd451d1c99263c40cb2d6491f1d4"},
+    {file = "fastavro-1.10.0-cp311-cp311-win_amd64.whl", hash = "sha256:4f949d463f9ac4221128a51e4e34e2562f401e5925adcadfd28637a73df6c2d8"},
+    {file = "fastavro-1.10.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:cfe57cb0d72f304bd0dcc5a3208ca6a7363a9ae76f3073307d095c9d053b29d4"},
+    {file = "fastavro-1.10.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:74e517440c824cb65fb29d3e3903a9406f4d7c75490cef47e55c4c82cdc66270"},
+    {file = "fastavro-1.10.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:203c17d44cadde76e8eecb30f2d1b4f33eb478877552d71f049265dc6f2ecd10"},
+    {file = "fastavro-1.10.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6575be7f2b5f94023b5a4e766b0251924945ad55e9a96672dc523656d17fe251"},
+    {file = "fastavro-1.10.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe471deb675ed2f01ee2aac958fbf8ebb13ea00fa4ce7f87e57710a0bc592208"},
+    {file = "fastavro-1.10.0-cp312-cp312-win_amd64.whl", hash = "sha256:567ff515f2a5d26d9674b31c95477f3e6022ec206124c62169bc2ffaf0889089"},
+    {file = "fastavro-1.10.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:82263af0adfddb39c85f9517d736e1e940fe506dfcc35bc9ab9f85e0fa9236d8"},
+    {file = "fastavro-1.10.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:566c193109ff0ff84f1072a165b7106c4f96050078a4e6ac7391f81ca1ef3efa"},
+    {file = "fastavro-1.10.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e400d2e55d068404d9fea7c5021f8b999c6f9d9afa1d1f3652ec92c105ffcbdd"},
+    {file = "fastavro-1.10.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9b8227497f71565270f9249fc9af32a93644ca683a0167cfe66d203845c3a038"},
+    {file = "fastavro-1.10.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8e62d04c65461b30ac6d314e4197ad666371e97ae8cb2c16f971d802f6c7f514"},
+    {file = "fastavro-1.10.0-cp313-cp313-win_amd64.whl", hash = "sha256:86baf8c9740ab570d0d4d18517da71626fe9be4d1142bea684db52bd5adb078f"},
+    {file = "fastavro-1.10.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5bccbb6f8e9e5b834cca964f0e6ebc27ebe65319d3940b0b397751a470f45612"},
+    {file = "fastavro-1.10.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b0132f6b0b53f61a0a508a577f64beb5de1a5e068a9b4c0e1df6e3b66568eec4"},
+    {file = "fastavro-1.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ca37a363b711202c6071a6d4787e68e15fa3ab108261058c4aae853c582339af"},
+    {file = "fastavro-1.10.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:cf38cecdd67ca9bd92e6e9ba34a30db6343e7a3bedf171753ee78f8bd9f8a670"},
+    {file = "fastavro-1.10.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:f4dd10e0ed42982122d20cdf1a88aa50ee09e5a9cd9b39abdffb1aa4f5b76435"},
+    {file = "fastavro-1.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:aaef147dc14dd2d7823246178fd06fc5e477460e070dc6d9e07dd8193a6bc93c"},
+    {file = "fastavro-1.10.0.tar.gz", hash = "sha256:47bf41ac6d52cdfe4a3da88c75a802321321b37b663a900d12765101a5d6886f"},
+]
+
+[package.extras]
+codecs = ["cramjam", "lz4", "zstandard"]
+lz4 = ["lz4"]
+snappy = ["cramjam"]
+zstandard = ["zstandard"]
+
 [[package]]
 name = "fastjsonschema"
 version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -1312,6 +1534,8 @@ version = "3.17.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "filelock-3.17.0-py3-none-any.whl", hash = "sha256:533dc2f7ba78dc2f0f531fc6c4940addf7b70a481e269a5a3b93be94ffbe8338"},
     {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
@@ -1328,6 +1552,8 @@ version = "0.15.12"
 description = "Python client library for the Fireworks.ai Generative AI Platform"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fireworks_ai-0.15.12-py3-none-any.whl", hash = "sha256:3fbf3f89e65ccfc46c88b71246b9d4fdf3301955ac4050193d8f4b4058cb193a"},
     {file = "fireworks_ai-0.15.12.tar.gz", hash = "sha256:2380a53d92244c608fd398f8d97b97380d899f3ff710091f4b50917b75119ec2"},
@@ -1349,6 +1575,8 @@ version = "2.3.3"
 description = "A fast library for automated machine learning and tuning"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "FLAML-2.3.3-py3-none-any.whl", hash = "sha256:7f866da9d8a961715d26f7b4b68ac2ed6da8c1e3802630148257b098c5dbac04"},
     {file = "flaml-2.3.3.tar.gz", hash = "sha256:f3237d3e4970b93800ff175389362a8de6d68af4bc333c211931791e9b26debe"},
@@ -1386,6 +1614,8 @@ version = "25.2.10"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"},
     {file = "flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e"},
@@ -1397,6 +1627,8 @@ version = "4.56.0"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fonttools-4.56.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:331954d002dbf5e704c7f3756028e21db07097c19722569983ba4d74df014000"},
     {file = "fonttools-4.56.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8d1613abd5af2f93c05867b3a3759a56e8bf97eb79b1da76b2bc10892f96ff16"},
@@ -1470,6 +1702,8 @@ version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -1481,6 +1715,8 @@ version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1582,6 +1818,8 @@ version = "2025.2.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "fsspec-2025.2.0-py3-none-any.whl", hash = "sha256:9de2ad9ce1f85e1931858535bc882543171d197001a0a5eb2ddc04f1781ab95b"},
     {file = "fsspec-2025.2.0.tar.gz", hash = "sha256:1c24b16eaa0a1798afa0337aa0db9b256718ab2a89c425371f5628d22c3b6afd"},
@@ -1621,6 +1859,8 @@ version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
     {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
@@ -1638,6 +1878,8 @@ version = "4.0.12"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "gitdb-4.0.12-py3-none-any.whl", hash = "sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf"},
     {file = "gitdb-4.0.12.tar.gz", hash = "sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571"},
@@ -1652,6 +1894,8 @@ version = "3.1.44"
 description = "GitPython is a Python library used to interact with Git repositories"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "GitPython-3.1.44-py3-none-any.whl", hash = "sha256:9e0e10cda9bed1ee64bc9a6de50e7e38a9c9943241cd7f585f6df3ed28011110"},
     {file = "gitpython-3.1.44.tar.gz", hash = "sha256:c87e30b26253bf5418b01b0660f818967f3c503193838337fe5e573331249269"},
@@ -1670,6 +1914,8 @@ version = "2.38.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
     {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
@@ -1694,6 +1940,8 @@ version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
     {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
@@ -1711,6 +1959,8 @@ version = "2.8.2"
 description = "Python bindings for GPT4All"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "gpt4all-2.8.2-py3-none-macosx_10_15_universal2.whl", hash = "sha256:41d6de60fe1f9c9a29bcbb585c5eb39083893cf00db0b836de1f2d88e2fbbb17"},
     {file = "gpt4all-2.8.2-py3-none-manylinux1_x86_64.whl", hash = "sha256:c61e977afa72475c076211fd9b59a88334fc0062615be8c2f7716363a21fbafa"},
@@ -1733,6 +1983,8 @@ version = "0.8"
 description = "Graph and drawing algorithms framework"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grandalf-0.8-py3-none-any.whl", hash = "sha256:793ca254442f4a79252ea9ff1ab998e852c1e071b863593e5383afee906b4185"},
     {file = "grandalf-0.8.tar.gz", hash = "sha256:2813f7aab87f0d20f334a3162ccfbcbf085977134a17a5b516940a93a77ea974"},
@@ -1750,6 +2002,8 @@ version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "greenlet-3.1.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:0bbae94a29c9e5c7e4a2b7f0aae5c17e8e90acbfd3bf6270eeba60c39fce3563"},
     {file = "greenlet-3.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fde093fb93f35ca72a556cf72c92ea3ebfda3d79fc35bb19fbe685853869a83"},
@@ -1836,6 +2090,8 @@ version = "1.5.7"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "griffe-1.5.7-py3-none-any.whl", hash = "sha256:4af8ec834b64de954d447c7b6672426bb145e71605c74a4e22d510cc79fe7d8b"},
     {file = "griffe-1.5.7.tar.gz", hash = "sha256:465238c86deaf1137761f700fb343edd8ffc846d72f6de43c3c345ccdfbebe92"},
@@ -1850,6 +2106,8 @@ version = "1.70.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "grpcio-1.70.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:95469d1977429f45fe7df441f586521361e235982a0b39e33841549143ae2851"},
     {file = "grpcio-1.70.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:ed9718f17fbdb472e33b869c77a16d0b55e166b100ec57b016dc7de9c8d236bf"},
@@ -1917,6 +2175,8 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1928,6 +2188,8 @@ version = "0.1.13"
 description = "An HTML Minifier"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "htmlmin2-0.1.13-py3-none-any.whl", hash = "sha256:75609f2a42e64f7ce57dbff28a39890363bde9e7e5885db633317efbdf8c79a2"},
 ]
@@ -1938,6 +2200,8 @@ version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -1959,6 +2223,8 @@ version = "0.6.4"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httptools-0.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3c73ce323711a6ffb0d247dcd5a550b8babf0f757e86a52558fe5b86d6fefcc0"},
     {file = "httptools-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345c288418f0944a6fe67be8e6afa9262b18c7626c3ef3c28adc5eabc06a68da"},
@@ -2014,6 +2280,8 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -2038,6 +2306,8 @@ version = "0.4.0"
 description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
     {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
@@ -2049,6 +2319,8 @@ version = "0.7.1"
 description = "WebSockets support for HTTPX"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "httpx_ws-0.7.1-py3-none-any.whl", hash = "sha256:7970e470840d8e6c17bd45ed4e7af06f9144a4a9decab2ff226f3ff9accb65b4"},
     {file = "httpx_ws-0.7.1.tar.gz", hash = "sha256:72f355d4b9b16d8fa59e5e68efdfcb1f3c7dca944901b373791245c8f67f9f95"},
@@ -2060,12 +2332,30 @@ httpcore = ">=1.0.4"
 httpx = ">=0.23.1"
 wsproto = "*"
 
+[[package]]
+name = "hub"
+version = "3.0.1"
+description = "Activeloop Deep Lake"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "hub-3.0.1-py3-none-any.whl", hash = "sha256:16d20fbf44700b438dc372d697ee683f0d7c58b178ad01d2daf81efe88bc692d"},
+    {file = "hub-3.0.1.tar.gz", hash = "sha256:3866425914ed522090f0634887f06ff77517e8e6d7b9370e42009d774b725514"},
+]
+
+[package.dependencies]
+deeplake = "*"
+
 [[package]]
 name = "huggingface-hub"
 version = "0.28.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "huggingface_hub-0.28.1-py3-none-any.whl", hash = "sha256:aa6b9a3ffdae939b72c464dbb0d7f99f56e649b55c3d52406f49e0a5a620c0a7"},
     {file = "huggingface_hub-0.28.1.tar.gz", hash = "sha256:893471090c98e3b6efbdfdacafe4052b20b84d59866fb6f54c33d9af18c303ae"},
@@ -2100,6 +2390,8 @@ version = "10.0"
 description = "Human friendly output for text interfaces using Python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
     {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
@@ -2114,6 +2406,8 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -2128,6 +2422,8 @@ version = "8.5.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"},
     {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"},
@@ -2151,6 +2447,8 @@ version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
     {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
@@ -2170,6 +2468,8 @@ version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -2203,6 +2503,8 @@ version = "8.32.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipython-8.32.0-py3-none-any.whl", hash = "sha256:cae85b0c61eff1fc48b0a8002de5958b6528fa9c8defb1894da63f42613708aa"},
     {file = "ipython-8.32.0.tar.gz", hash = "sha256:be2c91895b0b9ea7ba49d33b23e2040c352b33eb6a519cca7ce6e0c743444251"},
@@ -2241,6 +2543,8 @@ version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
     {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
@@ -2262,6 +2566,8 @@ version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -2276,6 +2582,8 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2295,6 +2603,8 @@ version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
     {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -2312,6 +2622,8 @@ version = "0.8.2"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jiter-0.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ca8577f6a413abe29b079bc30f907894d7eb07a865c4df69475e868d73e71c7b"},
     {file = "jiter-0.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b25bd626bde7fb51534190c7e3cb97cee89ee76b76d7585580e22f34f5e3f393"},
@@ -2397,6 +2709,8 @@ version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -2408,6 +2722,8 @@ version = "3.0.1"
 description = "JavaScript minifier."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsmin-3.0.1.tar.gz", hash = "sha256:c0959a121ef94542e807a674142606f7e90214a2b3d1eb17300244bbb5cc2bfc"},
 ]
@@ -2418,6 +2734,8 @@ version = "0.10.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "json5-0.10.0-py3-none-any.whl", hash = "sha256:19b23410220a7271e8377f81ba8aacba2fdd56947fbb137ee5977cbe1f5e8dfa"},
     {file = "json5-0.10.0.tar.gz", hash = "sha256:e66941c8f0a02026943c52c2eb34ebeb2a6f819a0be05920a6f5243cd30fd559"},
@@ -2432,6 +2750,8 @@ version = "4.0.0"
 description = "Library with helpers for the jsonlines file format"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonlines-4.0.0-py3-none-any.whl", hash = "sha256:185b334ff2ca5a91362993f42e83588a360cf95ce4b71a73548502bda52a7c55"},
     {file = "jsonlines-4.0.0.tar.gz", hash = "sha256:0c6d2c09117550c089995247f605ae4cf77dd1533041d366351f6f298822ea74"},
@@ -2446,6 +2766,8 @@ version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -2460,6 +2782,8 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2471,6 +2795,8 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2500,6 +2826,8 @@ version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
@@ -2514,6 +2842,8 @@ version = "1.1.1"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter-1.1.1-py2.py3-none-any.whl", hash = "sha256:7a59533c22af65439b24bbe60373a4e95af8f16ac65a6c00820ad378e3f7cc83"},
     {file = "jupyter-1.1.1.tar.gz", hash = "sha256:d55467bceabdea49d7e3624af7e33d59c37fff53ed3a350e1ac957bed731de7a"},
@@ -2533,6 +2863,8 @@ version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -2555,6 +2887,8 @@ version = "6.6.3"
 description = "Jupyter terminal console"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_console-6.6.3-py3-none-any.whl", hash = "sha256:309d33409fcc92ffdad25f0bcdf9a4a9daa61b6f341177570fdac03de5352485"},
     {file = "jupyter_console-6.6.3.tar.gz", hash = "sha256:566a4bf31c87adbfadf22cdf846e3069b59a71ed5da71d6ba4d8aaad14a53539"},
@@ -2579,6 +2913,8 @@ version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -2599,6 +2935,8 @@ version = "0.12.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
     {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
@@ -2625,6 +2963,8 @@ version = "2.2.5"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
     {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
@@ -2639,6 +2979,8 @@ version = "2.15.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_server-2.15.0-py3-none-any.whl", hash = "sha256:872d989becf83517012ee669f09604aa4a28097c0bd90b2f424310156c2cdae3"},
     {file = "jupyter_server-2.15.0.tar.gz", hash = "sha256:9d446b8697b4f7337a1b7cdcac40778babdd93ba614b6d68ab1c0c918f1c4084"},
@@ -2675,6 +3017,8 @@ version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -2694,6 +3038,8 @@ version = "4.3.5"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyterlab-4.3.5-py3-none-any.whl", hash = "sha256:571bbdee20e4c5321ab5195bc41cf92a75a5cff886be5e57ce78dfa37a5e9fdb"},
     {file = "jupyterlab-4.3.5.tar.gz", hash = "sha256:c779bf72ced007d7d29d5bcef128e7fdda96ea69299e19b04a43635a7d641f9d"},
@@ -2728,6 +3074,8 @@ version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -2739,6 +3087,8 @@ version = "2.27.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
     {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
@@ -2764,6 +3114,8 @@ version = "3.0.13"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "jupyterlab_widgets-3.0.13-py3-none-any.whl", hash = "sha256:e3cda2c233ce144192f1e29914ad522b2f4c40e77214b0cc97377ca3d323db54"},
     {file = "jupyterlab_widgets-3.0.13.tar.gz", hash = "sha256:a2966d385328c1942b683a8cd96b89b8dd82c8b8f81dda902bb2bc06d46f5bed"},
@@ -2775,6 +3127,8 @@ version = "1.4.8"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -2864,6 +3218,8 @@ version = "32.0.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "kubernetes-32.0.0-py2.py3-none-any.whl", hash = "sha256:60fd8c29e8e43d9c553ca4811895a687426717deba9c0a66fb2dcc3f5ef96692"},
     {file = "kubernetes-32.0.0.tar.gz", hash = "sha256:319fa840345a482001ac5d6062222daeb66ec4d1bcb3087402aed685adf0aecb"},
@@ -2891,6 +3247,8 @@ version = "0.3.18"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain-0.3.18-py3-none-any.whl", hash = "sha256:1a6e629f02a25962aa5b16932e8f073248104a66804ed5af1f78618ad7c1d38d"},
     {file = "langchain-0.3.18.tar.gz", hash = "sha256:311ac227a995545ff7c3f74c7767930c5349edef0b39f19d3105b86d39316b69"},
@@ -2934,6 +3292,8 @@ version = "0.2.4"
 description = "An integration package connecting AnthropicMessages and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_anthropic-0.2.4-py3-none-any.whl", hash = "sha256:bcb6c2d0df4a67aff52816621079d6e743b260911caccf313a72b33b7edece6f"},
     {file = "langchain_anthropic-0.2.4.tar.gz", hash = "sha256:0382d4c7b5236839b703f7b72b3e06de4bb5be99104b193f719adbe34c49562b"},
@@ -2945,12 +3305,34 @@ defusedxml = ">=0.7.1,<0.8.0"
 langchain-core = ">=0.3.15,<0.4.0"
 pydantic = ">=2.7.4,<3.0.0"
 
+[[package]]
+name = "langchain-cohere"
+version = "0.4.2"
+description = "An integration package connecting Cohere and LangChain"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "langchain_cohere-0.4.2-py3-none-any.whl", hash = "sha256:1d4e5f9212daa64d997785de7a79e3e1c3971acba1d987f1a99a9a1be6acfb40"},
+    {file = "langchain_cohere-0.4.2.tar.gz", hash = "sha256:96971055a806b63e388d08e4663fc16957cf07ad234a1524ef31f039790bb35b"},
+]
+
+[package.dependencies]
+cohere = ">=5.12.0,<6.0"
+langchain-community = ">=0.3.0,<0.4.0"
+langchain-core = ">=0.3.27,<0.4.0"
+pydantic = ">=2,<3"
+types-pyyaml = ">=6.0.12.20240917,<7.0.0.0"
+
 [[package]]
 name = "langchain-community"
 version = "0.3.17"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_community-0.3.17-py3-none-any.whl", hash = "sha256:13bbd87d681b0df67bafa294321613b13ac524f173c92f11048d40c74e585f0b"},
     {file = "langchain_community-0.3.17.tar.gz", hash = "sha256:d8547a3d4f8307950be88ca638cd6ab1abe2440d0012e401a172ba4a39aa8044"},
@@ -2979,6 +3361,8 @@ version = "0.3.34"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_core-0.3.34-py3-none-any.whl", hash = "sha256:a057ebeddd2158d3be14bde341b25640ddf958b6989bd6e47160396f5a8202ae"},
     {file = "langchain_core-0.3.34.tar.gz", hash = "sha256:26504cf1e8e6c310adad907b890d4e3c147581cfa7434114f6dc1134fe4bc6d3"},
@@ -3002,6 +3386,8 @@ version = "0.3.4"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_experimental-0.3.4-py3-none-any.whl", hash = "sha256:2e587306aea36b60fa5e5fc05dc7281bee9f60a806f0bf9d30916e0ee096af80"},
     {file = "langchain_experimental-0.3.4.tar.gz", hash = "sha256:937c4259ee4a639c618d19acf0e2c5c2898ef127050346edc5655259aa281a21"},
@@ -3017,6 +3403,8 @@ version = "0.2.7"
 description = "An integration package connecting Fireworks and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_fireworks-0.2.7-py3-none-any.whl", hash = "sha256:15fd8b21f69ac45728efb058a08f58ab013f5212601d14d12fba793f6e7cbb8a"},
     {file = "langchain_fireworks-0.2.7.tar.gz", hash = "sha256:cc6a04d5d5735bdea642de524cb4bca544b8ed8ca867a1d64ec47ea14367210a"},
@@ -3029,12 +3417,34 @@ langchain-core = ">=0.3.33,<0.4.0"
 openai = ">=1.10.0,<2.0.0"
 requests = ">=2,<3"
 
+[[package]]
+name = "langchain-mistralai"
+version = "0.2.6"
+description = "An integration package connecting Mistral and LangChain"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "langchain_mistralai-0.2.6-py3-none-any.whl", hash = "sha256:a7fde8094641e89309e2ee0db57fa06a1270b461c19d44e5d93e518270bbafee"},
+    {file = "langchain_mistralai-0.2.6.tar.gz", hash = "sha256:a861c6a5858a933ce63abb2cf9ea59e91d87103da2ddf08694a69a26be339d35"},
+]
+
+[package.dependencies]
+httpx = ">=0.25.2,<1"
+httpx-sse = ">=0.3.1,<1"
+langchain-core = ">=0.3.33,<0.4.0"
+pydantic = ">=2,<3"
+tokenizers = ">=0.15.1,<1"
+
 [[package]]
 name = "langchain-nomic"
 version = "0.1.4"
 description = "An integration package connecting Nomic and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_nomic-0.1.4-py3-none-any.whl", hash = "sha256:64c12ad069db0d8368b039d40a20730981be5147e7c35a24d7f286477c53c290"},
     {file = "langchain_nomic-0.1.4.tar.gz", hash = "sha256:fa3103f373e1f6b01abcaf23f9f746f66c29f43d593271e2be0b64a285b3ef36"},
@@ -3045,12 +3455,31 @@ langchain-core = ">=0.2.43,<0.3.0 || >0.3.0,<0.3.1 || >0.3.1,<0.3.2 || >0.3.2,<0
 nomic = ">=3.1.2,<4.0.0"
 pillow = ">=10.3.0,<11.0.0"
 
+[[package]]
+name = "langchain-ollama"
+version = "0.2.3"
+description = "An integration package connecting Ollama and LangChain"
+optional = false
+python-versions = "<4.0,>=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "langchain_ollama-0.2.3-py3-none-any.whl", hash = "sha256:c47700ca68b013358b1e954493ecafb3bd10fa2cda71a9f15ba7897587a9aab2"},
+    {file = "langchain_ollama-0.2.3.tar.gz", hash = "sha256:d13fe8735176b652ca6e6656d7902c1265e8c0601097569f7c95433f3d034b38"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.3.33,<0.4.0"
+ollama = ">=0.4.4,<1"
+
 [[package]]
 name = "langchain-openai"
 version = "0.3.4"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_openai-0.3.4-py3-none-any.whl", hash = "sha256:58d0c014620eb92f4f46ff9daf584c2a7794896b1379eb85ad7be8d9f3493b61"},
     {file = "langchain_openai-0.3.4.tar.gz", hash = "sha256:c6645745a1d1bf19f21ea6fa473a746bd464053ff57ce563215e6165a0c4b9f1"},
@@ -3067,6 +3496,8 @@ version = "0.3.6"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langchain_text_splitters-0.3.6-py3-none-any.whl", hash = "sha256:e5d7b850f6c14259ea930be4a964a65fa95d9df7e1dbdd8bad8416db72292f4e"},
     {file = "langchain_text_splitters-0.3.6.tar.gz", hash = "sha256:c537972f4b7c07451df431353a538019ad9dadff7a1073ea363946cea97e1bee"},
@@ -3077,10 +3508,12 @@ langchain-core = ">=0.3.34,<1.0.0"
 
 [[package]]
 name = "langgraph"
-version = "0.2.70"
+version = "0.2.71"
 description = "Building stateful, multi-actor applications with LLMs"
 optional = false
 python-versions = ">=3.9.0,<4.0"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -3095,10 +3528,12 @@ url = "../libs/langgraph"
 
 [[package]]
 name = "langgraph-checkpoint"
-version = "2.0.11"
+version = "2.0.13"
 description = "Library with base interfaces for LangGraph checkpoint savers."
 optional = false
 python-versions = "^3.9.0,<4.0"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -3116,6 +3551,8 @@ version = "0.1.0"
 description = "Library with a MongoDB implementation of LangGraph checkpoint saver."
 optional = false
 python-versions = "<4.0.0,>=3.9.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langgraph_checkpoint_mongodb-0.1.0-py3-none-any.whl", hash = "sha256:52f20956b36e0275ff805a1eea1db4c1a7e5e0ffe0a1ade65969004fa1654703"},
     {file = "langgraph_checkpoint_mongodb-0.1.0.tar.gz", hash = "sha256:3165c134ad5c82a3fe02fef04c81dcd48a3f5d031e07a9d1cb84457241f76793"},
@@ -3129,10 +3566,12 @@ pymongo = ">=4.9.0,<4.10.0"
 
 [[package]]
 name = "langgraph-checkpoint-postgres"
-version = "2.0.13"
+version = "2.0.14"
 description = "Library with a Postgres implementation of LangGraph checkpoint saver."
 optional = false
 python-versions = "^3.9.0,<4.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -3148,10 +3587,12 @@ url = "../libs/checkpoint-postgres"
 
 [[package]]
 name = "langgraph-checkpoint-sqlite"
-version = "2.0.3"
+version = "2.0.4"
 description = "Library with a SQLite implementation of LangGraph checkpoint saver."
 optional = false
 python-versions = "^3.9.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -3169,6 +3610,8 @@ version = "0.1.51"
 description = "SDK for interacting with LangGraph API"
 optional = false
 python-versions = "^3.9.0,<4.0"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = []
 develop = true
 
@@ -3186,6 +3629,8 @@ version = "0.2.11"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "langsmith-0.2.11-py3-none-any.whl", hash = "sha256:084cf66a7f093c25e6b30fb4005008ec5fa9843110e2f0b265ce133c6a0225e6"},
     {file = "langsmith-0.2.11.tar.gz", hash = "sha256:edf070349dbfc63dc4fc30e22533a11d77768e99ef269399b221c48fee25c737"},
@@ -3211,6 +3656,8 @@ version = "0.7.3"
 description = "Python logging made (stupidly) simple"
 optional = false
 python-versions = "<4.0,>=3.5"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"},
     {file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"},
@@ -3229,6 +3676,8 @@ version = "3.7"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
     {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
@@ -3244,6 +3693,8 @@ version = "0.4.0"
 description = "Markdown extension: a classier syntax for admonitions"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "markdown_callouts-0.4.0-py3-none-any.whl", hash = "sha256:ed0da38f29158d93116a0d0c6ecaf9df90b37e0d989b5337d678ee6e6d6550b7"},
     {file = "markdown_callouts-0.4.0.tar.gz", hash = "sha256:7ed2c90486967058a73a547781121983839522d67041ae52c4979616f1b2b746"},
@@ -3258,6 +3709,8 @@ version = "0.8.1"
 description = "A Python-Markdown extension which provides an 'include' function"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "markdown-include-0.8.1.tar.gz", hash = "sha256:1d0623e0fc2757c38d35df53752768356162284259d259c486b4ab6285cdbbe3"},
     {file = "markdown_include-0.8.1-py3-none-any.whl", hash = "sha256:32f0635b9cfef46997b307e2430022852529f7a5b87c0075c504283e7cc7db53"},
@@ -3275,6 +3728,8 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -3299,6 +3754,8 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -3369,6 +3826,8 @@ version = "3.26.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
     {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
@@ -3388,6 +3847,8 @@ version = "3.10.0"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "matplotlib-3.10.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2c5829a5a1dd5a71f0e31e6e8bb449bc0ee9dbfb05ad28fc0c6b55101b3a4be6"},
     {file = "matplotlib-3.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a2a43cbefe22d653ab34bb55d42384ed30f611bcbdea1f8d7f431011a2e1c62e"},
@@ -3445,6 +3906,8 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -3459,6 +3922,8 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -3470,6 +3935,8 @@ version = "1.3.4"
 description = "A deep merge function for 🐍."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
     {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
@@ -3481,6 +3948,8 @@ version = "3.1.1"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mistune-3.1.1-py3-none-any.whl", hash = "sha256:02106ac2aa4f66e769debbfa028509a275069dcffce0dfa578edd7b991ee700a"},
     {file = "mistune-3.1.1.tar.gz", hash = "sha256:e0740d635f515119f7d1feb6f9b192ee60f0cc649f80a8f944f905706a21654c"},
@@ -3495,6 +3964,8 @@ version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"},
     {file = "mkdocs-1.6.1.tar.gz", hash = "sha256:7b432f01d928c084353ab39c57282f29f92136665bdd6abf7c1ec8d822ef86f2"},
@@ -3525,6 +3996,8 @@ version = "1.0.1"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_autorefs-1.0.1-py3-none-any.whl", hash = "sha256:aacdfae1ab197780fb7a2dac92ad8a3d8f7ca8049a9cbe56a4218cd52e8da570"},
     {file = "mkdocs_autorefs-1.0.1.tar.gz", hash = "sha256:f684edf847eced40b570b57846b15f0bf57fb93ac2c510450775dcf16accb971"},
@@ -3541,6 +4014,8 @@ version = "1.0.2"
 description = "A mkdocs plugin that lets you exclude files or trees."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs-exclude-1.0.2.tar.gz", hash = "sha256:ba6fab3c80ddbe3fd31d3e579861fd3124513708271180a5f81846da8c7e2a51"},
 ]
@@ -3554,6 +4029,8 @@ version = "0.2.0"
 description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
     {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
@@ -3570,6 +4047,8 @@ version = "2.5.0"
 description = "An MkDocs plugin to create a list of contributors on the page. The git-committers plugin will seed the template context with a list of GitHub or GitLab committers and other useful GIT info such as last modified date"
 optional = false
 python-versions = "<4,>=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_git_committers_plugin_2-2.5.0-py3-none-any.whl", hash = "sha256:1778becf98ccdc5fac809ac7b62cf01d3c67d6e8432723dffbb823307d1193c4"},
     {file = "mkdocs_git_committers_plugin_2-2.5.0.tar.gz", hash = "sha256:a01f17369e79ca28651681cddf212770e646e6191954bad884ca3067316aae60"},
@@ -3586,6 +4065,8 @@ version = "9.6.3"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_material-9.6.3-py3-none-any.whl", hash = "sha256:1125622067e26940806701219303b27c0933e04533560725d97ec26fd16a39cf"},
     {file = "mkdocs_material-9.6.3.tar.gz", hash = "sha256:c87f7d1c39ce6326da5e10e232aed51bae46252e646755900f4b0fc9192fa832"},
@@ -3617,6 +4098,8 @@ version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
     {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
@@ -3628,6 +4111,8 @@ version = "0.8.0"
 description = "An MkDocs plugin to minify HTML, JS or CSS files prior to being written to disk"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs-minify-plugin-0.8.0.tar.gz", hash = "sha256:bc11b78b8120d79e817308e2b11539d790d21445eb63df831e393f76e52e753d"},
     {file = "mkdocs_minify_plugin-0.8.0-py3-none-any.whl", hash = "sha256:5fba1a3f7bd9a2142c9954a6559a57e946587b21f133165ece30ea145c66aee6"},
@@ -3645,6 +4130,8 @@ version = "1.17.1"
 description = "MkDocs plugin which generates a static RSS feed using git log and page.meta."
 optional = false
 python-versions = "<4,>=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocs_rss_plugin-1.17.1-py2.py3-none-any.whl", hash = "sha256:ff81f0ece33befd5a0152c196132e15eb93b4b9f7f53644c6d3db8e9a529e186"},
     {file = "mkdocs_rss_plugin-1.17.1.tar.gz", hash = "sha256:9371d30afb0eda7288c946a89b419aa7a0b8e212d2219584c2dbd23ece93a991"},
@@ -3668,6 +4155,8 @@ version = "0.25.2"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocstrings-0.25.2-py3-none-any.whl", hash = "sha256:9e2cda5e2e12db8bb98d21e3410f3f27f8faab685a24b03b06ba7daa5b92abfc"},
     {file = "mkdocstrings-0.25.2.tar.gz", hash = "sha256:5cf57ad7f61e8be3111a2458b4e49c2029c9cb35525393b179f9c916ca8042dc"},
@@ -3694,6 +4183,8 @@ version = "1.10.9"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mkdocstrings_python-1.10.9-py3-none-any.whl", hash = "sha256:cbe98710a6757dfd4dff79bf36cb9731908fb4c69dd2736b15270ae7a488243d"},
     {file = "mkdocstrings_python-1.10.9.tar.gz", hash = "sha256:f344aaa47e727d8a2dc911e063025e58e2b7fb31a41110ccc3902aa6be7ca196"},
@@ -3710,6 +4201,8 @@ version = "5.1.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"},
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"},
@@ -3808,6 +4301,8 @@ version = "1.6"
 description = "An implementation of time.monotonic() for Python 2 & < 3.3"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "monotonic-1.6-py2.py3-none-any.whl", hash = "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"},
     {file = "monotonic-1.6.tar.gz", hash = "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7"},
@@ -3819,6 +4314,8 @@ version = "3.7.0"
 description = "Non-blocking MongoDB driver for Tornado or asyncio"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "motor-3.7.0-py3-none-any.whl", hash = "sha256:61bdf1afded179f008d423f98066348157686f25a90776ea155db5f47f57d605"},
     {file = "motor-3.7.0.tar.gz", hash = "sha256:0dfa1f12c812bd90819c519b78bed626b5a9dbb29bba079ccff2bfa8627e0fec"},
@@ -3843,6 +4340,8 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -3860,6 +4359,8 @@ version = "1.1.0"
 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7ad442d527a7e358a469faf43fda45aaf4ac3249c8310a82f0ccff9164e5dccd"},
     {file = "msgpack-1.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:74bed8f63f8f14d75eec75cf3d04ad581da6b914001b474a5d3cd3372c8cc27d"},
@@ -3933,6 +4434,8 @@ version = "6.1.0"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
     {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
@@ -4037,6 +4540,8 @@ version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 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"},
@@ -4048,6 +4553,8 @@ version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.9.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"},
     {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"},
@@ -4070,6 +4577,8 @@ version = "7.16.6"
 description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"},
     {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"},
@@ -4106,6 +4615,8 @@ version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -4127,6 +4638,8 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -4138,6 +4651,8 @@ version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -4157,6 +4672,8 @@ version = "3.4.1"
 description = "The official Nomic python client."
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "nomic-3.4.1.tar.gz", hash = "sha256:509f152474834aac9c0931f4e5ed943c281359dd367ed765626c4ac802d383ba"},
 ]
@@ -4187,6 +4704,8 @@ version = "7.3.2"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "notebook-7.3.2-py3-none-any.whl", hash = "sha256:e5f85fc59b69d3618d73cf27544418193ff8e8058d5bf61d315ce4f473556288"},
     {file = "notebook-7.3.2.tar.gz", hash = "sha256:705e83a1785f45b383bf3ee13cb76680b92d24f56fb0c7d2136fe1d850cd3ca8"},
@@ -4210,6 +4729,8 @@ version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
     {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
@@ -4227,6 +4748,8 @@ version = "2.10.2"
 description = "Fast numerical expression evaluator for NumPy"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numexpr-2.10.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5b0e82d2109c1d9e63fcd5ea177d80a11b881157ab61178ddbdebd4c561ea46"},
     {file = "numexpr-2.10.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3fc2b8035a0c2cdc352e58c3875cb668836018065cbf5752cb531015d9a568d8"},
@@ -4275,6 +4798,8 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main", "docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -4320,6 +4845,8 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -4330,12 +4857,31 @@ rsa = ["cryptography (>=3.0.0)"]
 signals = ["blinker (>=1.4.0)"]
 signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
+[[package]]
+name = "ollama"
+version = "0.4.7"
+description = "The official Python client for Ollama."
+optional = false
+python-versions = "<4.0,>=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "ollama-0.4.7-py3-none-any.whl", hash = "sha256:85505663cca67a83707be5fb3aeff0ea72e67846cea5985529d8eca4366564a1"},
+    {file = "ollama-0.4.7.tar.gz", hash = "sha256:891dcbe54f55397d82d289c459de0ea897e103b86a3f1fad0fdb1895922a75ff"},
+]
+
+[package.dependencies]
+httpx = ">=0.27,<0.29"
+pydantic = ">=2.9.0,<3.0.0"
+
 [[package]]
 name = "onnxruntime"
 version = "1.20.1"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "onnxruntime-1.20.1-cp310-cp310-macosx_13_0_universal2.whl", hash = "sha256:e50ba5ff7fed4f7d9253a6baf801ca2883cc08491f9d32d78a80da57256a5439"},
     {file = "onnxruntime-1.20.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7b2908b50101a19e99c4d4e97ebb9905561daf61829403061c1adc1b588bc0de"},
@@ -4374,6 +4920,8 @@ version = "1.61.1"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "openai-1.61.1-py3-none-any.whl", hash = "sha256:72b0826240ce26026ac2cd17951691f046e5be82ad122d20a8e1b30ca18bd11e"},
     {file = "openai-1.61.1.tar.gz", hash = "sha256:ce1851507218209961f89f3520e06726c0aa7d0512386f0f977e3ac3e4f2472e"},
@@ -4399,6 +4947,8 @@ version = "1.30.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_api-1.30.0-py3-none-any.whl", hash = "sha256:d5f5284890d73fdf47f843dda3210edf37a38d66f44f2b5aedc1e89ed455dc09"},
     {file = "opentelemetry_api-1.30.0.tar.gz", hash = "sha256:375893400c1435bf623f7dfb3bcd44825fe6b56c34d0667c542ea8257b1a1240"},
@@ -4414,6 +4964,8 @@ version = "1.30.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_exporter_otlp_proto_common-1.30.0-py3-none-any.whl", hash = "sha256:5468007c81aa9c44dc961ab2cf368a29d3475977df83b4e30aeed42aa7bc3b38"},
     {file = "opentelemetry_exporter_otlp_proto_common-1.30.0.tar.gz", hash = "sha256:ddbfbf797e518411857d0ca062c957080279320d6235a279f7b64ced73c13897"},
@@ -4428,6 +4980,8 @@ version = "1.30.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_exporter_otlp_proto_grpc-1.30.0-py3-none-any.whl", hash = "sha256:2906bcae3d80acc54fd1ffcb9e44d324e8631058b502ebe4643ca71d1ff30830"},
     {file = "opentelemetry_exporter_otlp_proto_grpc-1.30.0.tar.gz", hash = "sha256:d0f10f0b9b9a383b7d04a144d01cb280e70362cccc613987e234183fd1f01177"},
@@ -4448,6 +5002,8 @@ version = "0.51b0"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_instrumentation-0.51b0-py3-none-any.whl", hash = "sha256:c6de8bd26b75ec8b0e54dff59e198946e29de6a10ec65488c357d4b34aa5bdcf"},
     {file = "opentelemetry_instrumentation-0.51b0.tar.gz", hash = "sha256:4ca266875e02f3988536982467f7ef8c32a38b8895490ddce9ad9604649424fa"},
@@ -4465,6 +5021,8 @@ version = "0.51b0"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_instrumentation_asgi-0.51b0-py3-none-any.whl", hash = "sha256:e8072993db47303b633c6ec1bc74726ba4d32bd0c46c28dfadf99f79521a324c"},
     {file = "opentelemetry_instrumentation_asgi-0.51b0.tar.gz", hash = "sha256:b3fe97c00f0bfa934371a69674981d76591c68d937b6422a5716ca21081b4148"},
@@ -4486,6 +5044,8 @@ version = "0.51b0"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_instrumentation_fastapi-0.51b0-py3-none-any.whl", hash = "sha256:10513bbc11a1188adb9c1d2c520695f7a8f2b5f4de14e8162098035901cd6493"},
     {file = "opentelemetry_instrumentation_fastapi-0.51b0.tar.gz", hash = "sha256:1624e70f2f4d12ceb792d8a0c331244cd6723190ccee01336273b4559bc13abc"},
@@ -4507,6 +5067,8 @@ version = "1.30.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_proto-1.30.0-py3-none-any.whl", hash = "sha256:c6290958ff3ddacc826ca5abbeb377a31c2334387352a259ba0df37c243adc11"},
     {file = "opentelemetry_proto-1.30.0.tar.gz", hash = "sha256:afe5c9c15e8b68d7c469596e5b32e8fc085eb9febdd6fb4e20924a93a0389179"},
@@ -4521,6 +5083,8 @@ version = "1.30.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_sdk-1.30.0-py3-none-any.whl", hash = "sha256:14fe7afc090caad881addb6926cec967129bd9260c4d33ae6a217359f6b61091"},
     {file = "opentelemetry_sdk-1.30.0.tar.gz", hash = "sha256:c9287a9e4a7614b9946e933a67168450b9ab35f08797eb9bc77d998fa480fa18"},
@@ -4537,6 +5101,8 @@ version = "0.51b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_semantic_conventions-0.51b0-py3-none-any.whl", hash = "sha256:fdc777359418e8d06c86012c3dc92c88a6453ba662e941593adb062e48c2eeae"},
     {file = "opentelemetry_semantic_conventions-0.51b0.tar.gz", hash = "sha256:3fabf47f35d1fd9aebcdca7e6802d86bd5ebc3bc3408b7e3248dde6e87a18c47"},
@@ -4552,6 +5118,8 @@ version = "0.51b0"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "opentelemetry_util_http-0.51b0-py3-none-any.whl", hash = "sha256:0561d7a6e9c422b9ef9ae6e77eafcfcd32a2ab689f5e801475cbb67f189efa20"},
     {file = "opentelemetry_util_http-0.51b0.tar.gz", hash = "sha256:05edd19ca1cc3be3968b1e502fd94816901a365adbeaab6b6ddb974384d3a0b9"},
@@ -4563,6 +5131,8 @@ version = "3.10.15"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "orjson-3.10.15-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:552c883d03ad185f720d0c09583ebde257e41b9521b74ff40e08b7dec4559c04"},
     {file = "orjson-3.10.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:616e3e8d438d02e4854f70bfdc03a6bcdb697358dbaa6bcd19cbe24d24ece1f8"},
@@ -4651,6 +5221,8 @@ version = "7.7.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
 optional = false
 python-versions = ">=3.6"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -4662,6 +5234,8 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -4673,6 +5247,8 @@ version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
     {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
@@ -4688,6 +5264,8 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -4774,6 +5352,8 @@ version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -4785,6 +5365,8 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -4800,6 +5382,8 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -4811,6 +5395,8 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "(sys_platform != \"win32\" and sys_platform != \"emscripten\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -4825,6 +5411,8 @@ version = "10.4.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pillow-10.4.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e"},
     {file = "pillow-10.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d"},
@@ -4922,6 +5510,8 @@ version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -4938,6 +5528,8 @@ version = "3.12.1"
 description = "Integrate PostHog into any python application."
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "posthog-3.12.1-py2.py3-none-any.whl", hash = "sha256:f749bb4aa4610678c3ea71e0f491cfb2dce570196b9753a04260ff08e52dfb6d"},
     {file = "posthog-3.12.1.tar.gz", hash = "sha256:319036f83436981b3bdc750b0ed067b5439c510ed601933f8fc043d0989c73c6"},
@@ -4962,6 +5554,8 @@ version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -4976,6 +5570,8 @@ version = "3.0.50"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "prompt_toolkit-3.0.50-py3-none-any.whl", hash = "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"},
     {file = "prompt_toolkit-3.0.50.tar.gz", hash = "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab"},
@@ -4990,6 +5586,8 @@ version = "0.2.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:6b3f39a85d671436ee3d12c017f8fdea38509e4f25b28eb25877293c98c243f6"},
     {file = "propcache-0.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39d51fbe4285d5db5d92a929e3e21536ea3dd43732c5b177c7ef03f918dff9f2"},
@@ -5081,6 +5679,8 @@ version = "5.29.3"
 description = ""
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "protobuf-5.29.3-cp310-abi3-win32.whl", hash = "sha256:3ea51771449e1035f26069c4c7fd51fba990d07bc55ba80701c78f886bf9c888"},
     {file = "protobuf-5.29.3-cp310-abi3-win_amd64.whl", hash = "sha256:a4fa6f80816a9a0678429e84973f2f98cbc218cca434abe8db2ad0bffc98503a"},
@@ -5101,6 +5701,8 @@ version = "6.1.1"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "psutil-6.1.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:9ccc4316f24409159897799b83004cb1e24f9819b0dcf9c0b68bdcb6cefee6a8"},
     {file = "psutil-6.1.1-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:ca9609c77ea3b8481ab005da74ed894035936223422dc591d6772b147421f777"},
@@ -5131,12 +5733,15 @@ version = "3.2.4"
 description = "PostgreSQL database adapter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "psycopg-3.2.4-py3-none-any.whl", hash = "sha256:43665368ccd48180744cab26b74332f46b63b7e06e8ce0775547a3533883d381"},
     {file = "psycopg-3.2.4.tar.gz", hash = "sha256:f26f1346d6bf1ef5f5ef1714dd405c67fb365cfd1c6cea07de1792747b167b92"},
 ]
 
 [package.dependencies]
+psycopg-binary = {version = "3.2.4", optional = true, markers = "implementation_name != \"pypy\" and extra == \"binary\""}
 typing-extensions = {version = ">=4.6", markers = "python_version < \"3.13\""}
 tzdata = {version = "*", markers = "sys_platform == \"win32\""}
 
@@ -5148,12 +5753,90 @@ docs = ["Sphinx (>=5.0)", "furo (==2022.6.21)", "sphinx-autobuild (>=2021.3.14)"
 pool = ["psycopg-pool"]
 test = ["anyio (>=4.0)", "mypy (>=1.14)", "pproxy (>=2.7)", "pytest (>=6.2.5)", "pytest-cov (>=3.0)", "pytest-randomly (>=3.5)"]
 
+[[package]]
+name = "psycopg-binary"
+version = "3.2.4"
+description = "PostgreSQL database adapter for Python -- C optimisation distribution"
+optional = false
+python-versions = ">=3.8"
+groups = ["docs"]
+markers = "implementation_name != \"pypy\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
+files = [
+    {file = "psycopg_binary-3.2.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c716f75b5c0388fc5283b5124046292c727511dd8c6aa59ca2dc644b9a2ed0cd"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e2e8050347018f596a63f5dccbb92fb68bca52b13912cb8fc40184b24c0e534f"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:04171f9af9ab567c0fd339bac06f2c75836db839cebac5bd07824778dafa7f0e"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e7ba7b2ff25a6405826f627fb7d0f1e06e5c08ae25ffabc74a5e9ec7b0a63b85"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2e58eeba520d405b2ad72dffaafd04d0b592bef870e718bf37c261e89a75450a"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb18cfbb1cfc8172786ceefd314f0faa05c40ea93b3db7194d0f6bbbbfedb42a"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:769804b4f753ddec9403183a6d4577d5b696fc49c2451421013fb06d6fa2f288"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:7d4f0c9b01eb933ce35bb32a54205f48d7bc36bf455565afe269cabcb7973955"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:26aed7ff8691ba810de95718d3bc81a43fd48a4036c3641ef711eb5f71fc7106"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8a4b65eaf44dfed0b47e6ebd392e88cd3cff62ea11652d92db6fefeb2608ed25"},
+    {file = "psycopg_binary-3.2.4-cp310-cp310-win_amd64.whl", hash = "sha256:a9fa48a2dc54c4e906d7dd781031d227d1b13966deff7e5ece5b037588643190"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d092b0aa80b8c3ee0701a7252cbfb0bdb742e1f74aaf0c1a13ef22c05c9266ab"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3955381dacc6d15f3838d5f25445ee99f80882876a163f8de0c01ffc54aeef4a"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:04144d1963aa3309247980f1a742b98e15f60d68ea9745143c433f99aaeb70d7"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:eac61931bc90c1c6fdc648452894d3a434a005ffefaf12819b4709548c894bf2"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c09b765960480c4586758a3c16f0ee0db6f7e2f31c88cccb5e7d7024215468cd"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:220de8efcc276e42ba7cc7ed613145b1274b6b5de321a1396fb6b6ce1758d34c"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:b558d3de315d18819ce477908e27518cbdd3275717c6193b58dde36f0443e167"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e3b4c9b9a112d43533f7dbdedbb1188107d4ddcd262e2a2af41b4de0caf7d053"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:870df866f789bb641a350897c1751c293b9420f46be4eb366d190ff5f2f2ffd8"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:89506e268fb95428fb0f8f7abe48032e66cf47390469e11a4fe989f7407a5d88"},
+    {file = "psycopg_binary-3.2.4-cp311-cp311-win_amd64.whl", hash = "sha256:7ddf1494cc3bf60761c01265c44dfc7a7fd63f21308c403c14f5dd91702df84d"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3ac24b3d421127ebe8662eba2c1e149a12f0f5b6795e66c1811a3f59111456bb"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f702f36204127984dd212eb57bb328676abdfe8a56f179e408a806d5e520aa11"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:610cd2013ee0849154fcff34b0cca17f720c91c7430ca094a61f1e5ff1d38e15"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:95da59edd95f6b6488799c9710fafc2d5750e3ec6328ec991f7a9be04efe6886"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b71e98e3186f08473962e1ea4bfbc4387ecc398644b794cb112ad0a4276e3789"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ccf4f71c3a0d46bc74207bf7997f010a6586414161dd10f3dd026ec059942ef"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:244e1dd33b694792b7bc7a3d412a535ba39116218b07d8936b4591567f4121e9"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:f8dc8f4de5130c6278dd5e34b18ad8324a74658a7adb72d4e67ca97f9aeaaf3c"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:c336e58a48061a9189d3ba8c19f00fe5d9570219e6f7f954b923ad5c33e5bc71"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:9633c5dc6796d11766d2475e62335b67e5f99f119f40ba1675c1d23208d7709d"},
+    {file = "psycopg_binary-3.2.4-cp312-cp312-win_amd64.whl", hash = "sha256:295c25e56b430d786a475c5c2cef266b0b27c0a6fcaadf9d83a4cdcfb76f971f"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:81ab801c0d35830c876bf0d1edc8e7dd2f73aa2b04fe24eb812159c0b054d149"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c09e02ce1124eb6638b3381df050a8cf88aedfad4522f939945cda49050a990c"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a249cdc6a5c2b5088a8677acba66b291e5237524739ab3d27498e1ef189312f5"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d2960ba8a5c0ad75e184f6d8bf76bdf023708999efe75fe4e13445136c1cd206"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3dae2e50b0d3425c167eebbedc3553f7c811dbc0dbfc737b6877f68a03be7daf"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03bf7ee7e0002c2cce43ecb923ec510358056eb2e44a96afaeb0424518f35206"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5f5c85eeb63b1a8a6b026eef57f5da36ff215ce9a6a3bb8e20a409670d6cfbda"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:8c7b95899d4d6d23c5cc46cb3419e8e6ca68d867509432ee1487042564a1ea55"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:fa4acea9ca20a567c3872a5afab2084751530bb57b8fb6b52820d5c54e7c8c3b"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5c487f35a1905bb15da927c1fc05f70f3d29f0e21fb4ba21d360a0da9c755f20"},
+    {file = "psycopg_binary-3.2.4-cp313-cp313-win_amd64.whl", hash = "sha256:80297c3a9f7b5a6afdb0d8f220661ccd796e5c9128c44b32c41267f7daefd37f"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:22cf23d037310ae08feceea5e24f727b1ef816867188dbec2edde2e7237b0004"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a3409151b91df85ef99a72d137aba289e1d7b5d4ac7750b37183674421903e04"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1145c3c038e6dbe7127309cc9bbe209bce5743f9f02a2a65c4f9478bd794598e"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:21d369bac7606157ef2699a0ff65c8d43d274f0178fd03241babb5f86b7586f7"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:158fa0dbda433e0069bd2b6ffdf357c9fcdb84ec5e3b353fb8206636873b54f9"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:4a56b55072a3e0629e6421a7f6fdd4eecc0eba4e9cedaaf2e7578ac62c336680"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:d993ecfa7f2ac30108d57e7418732d70aa399ccb4a8ca1cf415638679fb32e8b"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:a5b68ba52bdf3ed86a8a1f1ac809ecd775ffd7bb611438d3ab9e1ee572742f95"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:90423ff7a0c1f4001b8d54e6c7866f5bbb778f3f4272a70a7926878fe7d8763c"},
+    {file = "psycopg_binary-3.2.4-cp38-cp38-win_amd64.whl", hash = "sha256:5a462bdd427330418fa2a011b6494103edd94cacd4f5b00e598bcbd1c8d20fb9"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:2ddec5deed4c93a1bd73f210bed6dadbabc470ac1f9ebf55fa260e48396fd61f"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:8bd54787d894261ff48d5c4b7f23e281c05c9a5ac67355eff7d29cfbcde640cd"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1ae8cf8694d01788be5f418f6cada813e2b86cef67efba9c60cb9371cee9eb9"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0958dd3bfffbdef86594a6fa45255d4389ade94d17572bdf5207a900166a3cba"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6b9558f9d101907e412ea12c355e8989c811d382d893ba6a541c091e6d916164"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:279faafe9a4cdaeeee7844c19cccb865328bd55a2bf4012fef8d7040223a5245"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:196d8426a9220d29c118eec6074034648267c176d220cb42c49b3c9c396f0dbc"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:166e68b1e42862b18570d636a7b615630552daeab8b129083aa094f848be64b0"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:b84c3f51969d33266640c218ad5bb5f8487e6a991db7a95b2c3c46fbda37a77c"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:501113e4d84887c03f83c7d8886c0744fe088fd6b633b919ebf7af4f0f7186be"},
+    {file = "psycopg_binary-3.2.4-cp39-cp39-win_amd64.whl", hash = "sha256:e889fe21c578c6c533c8550e1b3ba5d2cc5d151890458fa5fbfc2ca3b2324cfa"},
+]
+
 [[package]]
 name = "psycopg-pool"
 version = "3.2.4"
 description = "Connection Pool for Psycopg"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "psycopg_pool-3.2.4-py3-none-any.whl", hash = "sha256:f6a22cff0f21f06d72fb2f5cb48c618946777c49385358e0c88d062c59cbd224"},
     {file = "psycopg_pool-3.2.4.tar.gz", hash = "sha256:61774b5bbf23e8d22bedc7504707135aaf744679f8ef9b3fe29942920746a6ed"},
@@ -5168,6 +5851,8 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "(os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\") and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -5179,6 +5864,8 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -5193,6 +5880,8 @@ version = "19.0.0"
 description = "Python library for Apache Arrow"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyarrow-19.0.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:c318eda14f6627966997a7d8c374a87d084a94e4e38e9abbe97395c215830e0c"},
     {file = "pyarrow-19.0.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:62ef8360ff256e960f57ce0299090fb86423afed5e46f18f1225f960e05aae3d"},
@@ -5247,6 +5936,8 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -5258,6 +5949,8 @@ version = "0.4.1"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyasn1_modules-0.4.1-py3-none-any.whl", hash = "sha256:49bfa96b45a292b711e986f222502c1c9a5e1f4e568fc30e2574a6c7d07838fd"},
     {file = "pyasn1_modules-0.4.1.tar.gz", hash = "sha256:c28e2dbf9c06ad61c71a075c7e0f9fd0f1b0bb2d2ad4377f240d33ac2ab60a7c"},
@@ -5272,6 +5965,8 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
@@ -5283,6 +5978,8 @@ version = "2.10.6"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic-2.10.6-py3-none-any.whl", hash = "sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584"},
     {file = "pydantic-2.10.6.tar.gz", hash = "sha256:ca5daa827cce33de7a42be142548b0096bf05a7e7b365aebfa5f8eeec7128236"},
@@ -5303,6 +6000,8 @@ version = "2.27.2"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2d367ca20b2f14095a8f4fa1210f5a7b78b8a20009ecced6b12818f455b1e9fa"},
     {file = "pydantic_core-2.27.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:491a2b73db93fab69731eaee494f320faa4e093dbed776be1a829c2eb222c34c"},
@@ -5415,6 +6114,8 @@ version = "2.7.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pydantic_settings-2.7.1-py3-none-any.whl", hash = "sha256:590be9e6e24d06db33a4262829edef682500ef008565a969c73d39d5f8bfb3fd"},
     {file = "pydantic_settings-2.7.1.tar.gz", hash = "sha256:10c9caad35e64bfb3c2fbf70a078c0e25cc92499782e5200747f942a065dec93"},
@@ -5435,6 +6136,8 @@ version = "11.1.1"
 description = "A rough port of Node.js's EventEmitter to Python with a few tricks of its own"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyee-11.1.1-py3-none-any.whl", hash = "sha256:9e4cdd7c2f9fcf247db94bad39a260aceffefdbe52286ce71be01959de34a5c2"},
     {file = "pyee-11.1.1.tar.gz", hash = "sha256:82e1eb1853f8497c4ff1a0c7fa26b9cd2f1253e2b6ffb93b4700fda907017302"},
@@ -5452,6 +6155,8 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -5466,6 +6171,8 @@ version = "0.3.0"
 description = ""
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pygments-ansi-color-0.3.0.tar.gz", hash = "sha256:7018954cf5b11d1e734383a1bafab5af613213f246109417fee3f76da26d5431"},
     {file = "pygments_ansi_color-0.3.0-py3-none-any.whl", hash = "sha256:7eb063feaecadad9d4d1fd3474cbfeadf3486b64f760a8f2a00fc25392180aba"},
@@ -5480,6 +6187,8 @@ version = "2.10.1"
 description = "JSON Web Token implementation in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyJWT-2.10.1-py3-none-any.whl", hash = "sha256:dcdd193e30abefd5debf142f9adfcdd2b58004e644f25406ffaebd50bd98dacb"},
     {file = "pyjwt-2.10.1.tar.gz", hash = "sha256:3cc5772eb20009233caf06e9d8a0577824723b44e6648ee0a2aedb6cf9381953"},
@@ -5497,6 +6206,8 @@ version = "10.14.3"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pymdown_extensions-10.14.3-py3-none-any.whl", hash = "sha256:05e0bee73d64b9c71a4ae17c72abc2f700e8bc8403755a00580b49a4e9f189e9"},
     {file = "pymdown_extensions-10.14.3.tar.gz", hash = "sha256:41e576ce3f5d650be59e900e4ceff231e0aed2a88cf30acaee41e02f063a061b"},
@@ -5515,6 +6226,8 @@ version = "4.9.2"
 description = "Python driver for MongoDB <http://www.mongodb.org>"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pymongo-4.9.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ab8d54529feb6e29035ba8f0570c99ad36424bc26486c238ad7ce28597bc43c8"},
     {file = "pymongo-4.9.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f928bdc152a995cbd0b563fab201b2df873846d11f7a41d1f8cc8a01b35591ab"},
@@ -5596,6 +6309,8 @@ version = "3.2.1"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
     {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
@@ -5610,6 +6325,8 @@ version = "0.48.9"
 description = "A SQL query builder API for Python"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyPika-0.48.9.tar.gz", hash = "sha256:838836a61747e7c8380cd1b7ff638694b7a7335345d0f559b04b2cd832ad5378"},
 ]
@@ -5620,6 +6337,8 @@ version = "2.0.0"
 description = "Headless chrome/chromium automation library (unofficial port of puppeteer)"
 optional = false
 python-versions = ">=3.8,<4.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyppeteer-2.0.0-py3-none-any.whl", hash = "sha256:96f4c574fb36f1d15e02746303ab742b98941f0da58337187e7c1d2ef982adea"},
     {file = "pyppeteer-2.0.0.tar.gz", hash = "sha256:4af63473ff36a746a53347b2336a49efda669bcd781e400bc1799b81838358d9"},
@@ -5640,6 +6359,8 @@ version = "1.2.0"
 description = "Wrappers to call pyproject.toml-based build backend hooks."
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyproject_hooks-1.2.0-py3-none-any.whl", hash = "sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"},
     {file = "pyproject_hooks-1.2.0.tar.gz", hash = "sha256:1e859bd5c40fae9448642dd871adf459e5e2084186e8d2c2a79a824c970da1f8"},
@@ -5651,6 +6372,8 @@ version = "3.5.4"
 description = "A python implementation of GNU readline."
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "sys_platform == \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"},
     {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"},
@@ -5665,6 +6388,8 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -5679,6 +6404,8 @@ version = "1.0.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"},
     {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"},
@@ -5693,6 +6420,8 @@ version = "3.2.1"
 description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "python_json_logger-3.2.1-py3-none-any.whl", hash = "sha256:cdc17047eb5374bd311e748b42f99d71223f3b0e186f4206cc5d52aefe85b090"},
     {file = "python_json_logger-3.2.1.tar.gz", hash = "sha256:8eb0554ea17cb75b05d2848bc14fb02fbdbd9d6972120781b974380bfa162008"},
@@ -5707,6 +6436,8 @@ version = "2025.1"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pytz-2025.1-py2.py3-none-any.whl", hash = "sha256:89dd22dca55b46eac6eda23b2d72721bf1bdfef212645d81513ef5d03038de57"},
     {file = "pytz-2025.1.tar.gz", hash = "sha256:c2db42be2a2518b28e65f9207c4d05e6ff547d1efa4086469ef855e4ab70178e"},
@@ -5718,6 +6449,7 @@ version = "308"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
+groups = ["docs", "test"]
 files = [
     {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"},
     {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"},
@@ -5738,6 +6470,7 @@ files = [
     {file = "pywin32-308-cp39-cp39-win32.whl", hash = "sha256:7873ca4dc60ab3287919881a7d4f88baee4a6e639aa6962de25a98ba6b193341"},
     {file = "pywin32-308-cp39-cp39-win_amd64.whl", hash = "sha256:71b3322d949b4cc20776436a9c9ba0eeedcbc9c650daa536df63f0ff111bb920"},
 ]
+markers = {docs = "platform_python_implementation != \"PyPy\" and (python_version <= \"3.11\" or python_version >= \"3.12\") and sys_platform == \"win32\"", test = "python_version < \"3.13\" and sys_platform == \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"}
 
 [[package]]
 name = "pywinpty"
@@ -5745,6 +6478,8 @@ version = "2.0.15"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "os_name == \"nt\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "pywinpty-2.0.15-cp310-cp310-win_amd64.whl", hash = "sha256:8e7f5de756a615a38b96cd86fa3cd65f901ce54ce147a3179c45907fa11b4c4e"},
     {file = "pywinpty-2.0.15-cp311-cp311-win_amd64.whl", hash = "sha256:9a6bcec2df2707aaa9d08b86071970ee32c5026e10bcc3cc5f6f391d85baf7ca"},
@@ -5761,6 +6496,8 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -5823,6 +6560,8 @@ version = "0.1"
 description = "A custom YAML tag for referencing environment variables in YAML files. "
 optional = false
 python-versions = ">=3.6"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyyaml_env_tag-0.1-py3-none-any.whl", hash = "sha256:af31106dec8a4d68c60207c1886031cbf839b68aa7abccdb19868200532c2069"},
     {file = "pyyaml_env_tag-0.1.tar.gz", hash = "sha256:70092675bda14fdec33b31ba77e7543de9ddc88f2e5b99160396572d11525bdb"},
@@ -5837,6 +6576,8 @@ version = "26.2.1"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "pyzmq-26.2.1-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:f39d1227e8256d19899d953e6e19ed2ccb689102e6d85e024da5acf410f301eb"},
     {file = "pyzmq-26.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a23948554c692df95daed595fdd3b76b420a4939d7a8a28d6d7dea9711878641"},
@@ -5958,6 +6699,8 @@ version = "5.2.1"
 description = "Python client for Redis database and key-value store"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "redis-5.2.1-py3-none-any.whl", hash = "sha256:ee7e1056b9aea0f04c6c2ed59452947f34c4940ee025f5dd83e6a6418b6989e4"},
     {file = "redis-5.2.1.tar.gz", hash = "sha256:16f2e22dff21d5125e8481515e386711a34cbec50f0e44413dd7d9c060a54e0f"},
@@ -5976,6 +6719,8 @@ version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
     {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -5992,6 +6737,8 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -6095,6 +6842,8 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -6116,6 +6865,8 @@ version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = false
 python-versions = ">=3.4"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -6134,6 +6885,8 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -6148,6 +6901,8 @@ version = "0.1.4"
 description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -6162,6 +6917,8 @@ version = "0.1.1"
 description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -6173,6 +6930,8 @@ version = "13.9.4"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rich-13.9.4-py3-none-any.whl", hash = "sha256:6049d5e6ec054bf2779ab3358186963bac2ea89175919d699e378b99738c2a90"},
     {file = "rich-13.9.4.tar.gz", hash = "sha256:439594978a49a09530cff7ebc4b5c7103ef57baf48d5ea3184f21d9a2befa098"},
@@ -6192,6 +6951,8 @@ version = "0.22.3"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rpds_py-0.22.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:6c7b99ca52c2c1752b544e310101b98a659b720b21db00e65edca34483259967"},
     {file = "rpds_py-0.22.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:be2eb3f2495ba669d2a985f9b426c1797b7d48d6963899276d22f23e33d47e37"},
@@ -6304,6 +7065,8 @@ version = "4.9"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
     {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
@@ -6318,6 +7081,8 @@ version = "0.6.9"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "ruff-0.6.9-py3-none-linux_armv6l.whl", hash = "sha256:064df58d84ccc0ac0fcd63bc3090b251d90e2a372558c0f057c3f75ed73e1ccd"},
     {file = "ruff-0.6.9-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:140d4b5c9f5fc7a7b074908a78ab8d384dd7f6510402267bc76c37195c02a7ec"},
@@ -6345,6 +7110,8 @@ version = "1.6.1"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -6399,6 +7166,8 @@ version = "1.15.1"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "scipy-1.15.1-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:c64ded12dcab08afff9e805a67ff4480f5e69993310e093434b10e85dc9d43e1"},
     {file = "scipy-1.15.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5b190b935e7db569960b48840e5bef71dc513314cc4e79a1b7d14664f57fd4ff"},
@@ -6456,6 +7225,8 @@ version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
@@ -6472,6 +7243,8 @@ version = "75.8.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"},
     {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"},
@@ -6492,6 +7265,8 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -6503,6 +7278,8 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -6514,6 +7291,8 @@ version = "5.0.2"
 description = "A pure Python implementation of a sliding window memory map manager"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e"},
     {file = "smmap-5.0.2.tar.gz", hash = "sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5"},
@@ -6525,6 +7304,8 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -6536,6 +7317,8 @@ version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -6547,6 +7330,8 @@ version = "2.0.38"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "SQLAlchemy-2.0.38-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5e1d9e429028ce04f187a9f522818386c8b076723cdbe9345708384f49ebcec6"},
     {file = "SQLAlchemy-2.0.38-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b87a90f14c68c925817423b0424381f0e16d80fc9a1a1046ef202ab25b19a444"},
@@ -6642,6 +7427,8 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -6661,6 +7448,8 @@ version = "0.45.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "starlette-0.45.3-py3-none-any.whl", hash = "sha256:dfb6d332576f136ec740296c7e8bb8c8a7125044e7c6da30744718880cdd059d"},
     {file = "starlette-0.45.3.tar.gz", hash = "sha256:2cbcba2a75806f8a41c722141486f37c28e30a0921c5f6fe4346cb0dcee1302f"},
@@ -6678,6 +7467,8 @@ version = "1.13.3"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"},
     {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"},
@@ -6695,6 +7486,8 @@ version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
     {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
@@ -6710,6 +7503,8 @@ version = "2.5.0"
 description = "ANSI color formatting for output in terminal"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version < \"3.13\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "termcolor-2.5.0-py3-none-any.whl", hash = "sha256:37b17b5fc1e604945c2642c872a3764b5d547a48009871aea3edd3afa180afb8"},
     {file = "termcolor-2.5.0.tar.gz", hash = "sha256:998d8d27da6d48442e8e1f016119076b690d962507531df4890fcd2db2ef8a6f"},
@@ -6724,6 +7519,8 @@ version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -6745,6 +7542,8 @@ version = "3.5.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.8"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
     {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
@@ -6756,6 +7555,8 @@ version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b07e33283463089c81ef1467180e3e00ab00d46c2c4bbcef0acab5f771d6695e"},
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"},
@@ -6803,6 +7604,8 @@ version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -6821,6 +7624,8 @@ version = "0.20.3"
 description = ""
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tokenizers-0.20.3-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:31ccab28dbb1a9fe539787210b0026e22debeab1662970f61c2d921f7557f7e4"},
     {file = "tokenizers-0.20.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c6361191f762bda98c773da418cf511cbaa0cb8d0a1196f16f8c0119bde68ff8"},
@@ -6950,6 +7755,8 @@ version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version < \"3.11\""
 files = [
     {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"},
     {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"},
@@ -6991,6 +7798,8 @@ version = "6.4.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
@@ -7011,6 +7820,8 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -7032,6 +7843,8 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -7047,6 +7860,8 @@ version = "0.15.1"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typer-0.15.1-py3-none-any.whl", hash = "sha256:7994fb7b8155b64d3402518560648446072864beefd44aa2dc36972a5972e847"},
     {file = "typer-0.15.1.tar.gz", hash = "sha256:a0588c0a7fa68a1978a069818657778f86abe6ff5ea6abf472f940a08bfe4f0a"},
@@ -7064,17 +7879,63 @@ version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
     {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
 ]
 
+[[package]]
+name = "types-pyyaml"
+version = "6.0.12.20241230"
+description = "Typing stubs for PyYAML"
+optional = false
+python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "types_PyYAML-6.0.12.20241230-py3-none-any.whl", hash = "sha256:fa4d32565219b68e6dee5f67534c722e53c00d1cfc09c435ef04d7353e1e96e6"},
+    {file = "types_pyyaml-6.0.12.20241230.tar.gz", hash = "sha256:7f07622dbd34bb9c8b264fe860a17e0efcad00d50b5f27e93984909d9363498c"},
+]
+
+[[package]]
+name = "types-requests"
+version = "2.31.0.6"
+description = "Typing stubs for requests"
+optional = false
+python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"},
+    {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"},
+]
+
+[package.dependencies]
+types-urllib3 = "*"
+
+[[package]]
+name = "types-urllib3"
+version = "1.26.25.14"
+description = "Typing stubs for urllib3"
+optional = false
+python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+files = [
+    {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"},
+    {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -7086,6 +7947,8 @@ version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
 optional = false
 python-versions = "*"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
     {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
@@ -7101,10 +7964,12 @@ version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["docs", "test"]
 files = [
     {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
+markers = {docs = "sys_platform == \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")", test = "python_version <= \"3.11\" or python_version >= \"3.12\""}
 
 [[package]]
 name = "uri-template"
@@ -7112,6 +7977,8 @@ version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -7126,6 +7993,8 @@ version = "1.26.20"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"},
     {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"},
@@ -7142,6 +8011,8 @@ version = "0.34.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
     {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -7168,6 +8039,8 @@ version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["test"]
+markers = "platform_python_implementation != \"PyPy\" and (python_version <= \"3.11\" or python_version >= \"3.12\") and (sys_platform != \"win32\" and sys_platform != \"cygwin\")"
 files = [
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"},
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"},
@@ -7219,6 +8092,8 @@ version = "6.0.2"
 description = "Automatically mock your HTTP interactions to simplify and speed up testing"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "vcrpy-6.0.2-py2.py3-none-any.whl", hash = "sha256:40370223861181bc76a5e5d4b743a95058bb1ad516c3c08570316ab592f56cad"},
     {file = "vcrpy-6.0.2.tar.gz", hash = "sha256:88e13d9111846745898411dbc74a75ce85870af96dd320d75f1ee33158addc09"},
@@ -7242,6 +8117,8 @@ version = "6.0.0"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26"},
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112"},
@@ -7284,6 +8161,8 @@ version = "1.0.4"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "watchfiles-1.0.4-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ba5bb3073d9db37c64520681dd2650f8bd40902d991e7b4cfaeece3e32561d08"},
     {file = "watchfiles-1.0.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9f25d0ba0fe2b6d2c921cf587b2bf4c451860086534f40c384329fb96e2044d1"},
@@ -7367,6 +8246,8 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -7378,6 +8259,8 @@ version = "24.11.1"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.9"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -7389,6 +8272,8 @@ version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -7400,6 +8285,8 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -7416,6 +8303,8 @@ version = "10.4"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.7"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "websockets-10.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d58804e996d7d2307173d56c297cf7bc132c52df27a3efaac5e8d43e36c21c48"},
     {file = "websockets-10.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bc0b82d728fe21a0d03e65f81980abbbcb13b5387f733a1a870672c5be26edab"},
@@ -7494,6 +8383,8 @@ version = "4.0.13"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
+groups = ["docs"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
     {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
@@ -7505,6 +8396,8 @@ version = "1.2.0"
 description = "A small Python utility to set file creation time on Windows"
 optional = false
 python-versions = ">=3.5"
+groups = ["test"]
+markers = "sys_platform == \"win32\" and (python_version <= \"3.11\" or python_version >= \"3.12\")"
 files = [
     {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"},
     {file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"},
@@ -7519,6 +8412,8 @@ version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"},
@@ -7607,6 +8502,8 @@ version = "1.2.0"
 description = "WebSockets state-machine based protocol implementation"
 optional = false
 python-versions = ">=3.7.0"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "wsproto-1.2.0-py3-none-any.whl", hash = "sha256:b9acddd652b585d75b20477888c56642fdade28bdfd3579aa24a4d2c037dd736"},
     {file = "wsproto-1.2.0.tar.gz", hash = "sha256:ad565f26ecb92588a3e43bc3d96164de84cd9902482b130d0ddbaa9664a85065"},
@@ -7621,6 +8518,8 @@ version = "1.18.3"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
+groups = ["docs", "test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"},
     {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"},
@@ -7717,6 +8616,8 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
+groups = ["test"]
+markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
@@ -7731,6 +8632,6 @@ test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools",
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "bc1f863f6bdae35b8b76512ba7082897f82cf6ff19525f7b9af63f2dd994a1f3"
+content-hash = "06debb82135affdb2baf1fdcc028c062c236121508d787588cd0de1db2da11e4"
diff --git a/docs/pyproject.toml b/docs/pyproject.toml
index 9d3de4fdf..b916ed75a 100644
--- a/docs/pyproject.toml
+++ b/docs/pyproject.toml
@@ -9,7 +9,7 @@ readme = "README.md"
 [tool.poetry.dependencies]
 python = "^3.10"
 aiohappyeyeballs = "2.4.3"
-pygments-ansi-color = ">=0.3"
+hub = "^3.0.1"
 
 [tool.poetry.group.docs.dependencies]
 langgraph = { path = "../libs/langgraph/", develop = true }
@@ -17,6 +17,7 @@ langgraph-checkpoint = { path = "../libs/checkpoint/", develop = true }
 langgraph-checkpoint-sqlite = { path = "../libs/checkpoint-sqlite", develop = true }
 langgraph-checkpoint-postgres = { path = "../libs/checkpoint-postgres", develop = true }
 langgraph-sdk = {path = "../libs/sdk-py", develop = true}
+langchain-ollama = "^0.2.3"
 mkdocs = "^1.6.0"
 mkdocs-autorefs = ">=1.0.1,<1.1.0"
 mkdocstrings = "^0.25.1"
@@ -28,10 +29,14 @@ mkdocs-material = {extras = ["imaging"], version = "^9.5.27"}
 markdown-callouts = "^0.4.0"
 markdown-include = "^0.8.1"
 mkdocs-exclude = "^1.0.2"
+psycopg = {extras = ["binary"], version = "^3.2.0"}
+psycopg-pool = "^3.2.0"
+pygments-ansi-color = ">=0.3"
 vcrpy = "^6.0.1"
 click = "^8.1.7"
 ruff = "^0.6.8"
 jupyter = "^1.1.1"
+langchain-cohere = "^0.4.2"
 
 [tool.poetry.group.test.dependencies]
 langchain = "^0.3.8"
@@ -41,6 +46,7 @@ langchain-nomic = "^0.1.3"
 langchain-fireworks = "^0.2.0"
 langchain-community = "^0.3.0"
 langchain-experimental = "^0.3.2"
+langchain-mistralai = "^0.2.6"
 langgraph-checkpoint-mongodb = "^0.1.0"
 langsmith = "^0.2.0"
 chromadb = "^0.5.5"