Archives
/
langchain
mirror of https://github.com/hwchase17/langchain
2
0
Fork 1
Code Issues Packages Projects Releases Wiki Activity

Using langchain input types (#11204)

Browse Source 
Using langchain input type
pull/11231/head
Eugene Yurtsev 11 months ago committed by GitHub
parent 77c7c9ab97
commit 572968fee3
No known key found for this signature in database
GPG Key ID: 4AEE18F83AFDEB23
9 changed files with 602 additions and 518 deletions
Show Stats Download Patch File Download Diff File

38
libs/langserve/langserve/client.py
Unescape Escape View File

@ -9,7 +9,6 @@ from urllib.parse import urljoin
import httpx import httpx
from langchain.callbacks.tracers.log_stream import RunLogPatch from langchain.callbacks.tracers.log_stream import RunLogPatch
from langchain.load.dump import dumpd from langchain.load.dump import dumpd
from langchain.load.load import load, loads
from langchain.schema.runnable import Runnable from langchain.schema.runnable import Runnable
from langchain.schema.runnable.config import ( from langchain.schema.runnable.config import (
RunnableConfig, RunnableConfig,
@ -19,6 +18,8 @@ from langchain.schema.runnable.config import (
) )
from langchain.schema.runnable.utils import Input, Output from langchain.schema.runnable.utils import Input, Output
from langserve.serialization import simple_dumpd, simple_loads
def _without_callbacks(config: Optional[RunnableConfig]) -> RunnableConfig: def _without_callbacks(config: Optional[RunnableConfig]) -> RunnableConfig:
"""Evict callbacks from the config since those are definitely not supported.""" """Evict callbacks from the config since those are definitely not supported."""
@ -111,6 +112,7 @@ class RemoteRunnable(Runnable[Input, Output]):
self.url = url self.url = url
self.sync_client = httpx.Client(base_url=url, timeout=timeout) self.sync_client = httpx.Client(base_url=url, timeout=timeout)
self.async_client = httpx.AsyncClient(base_url=url, timeout=timeout) self.async_client = httpx.AsyncClient(base_url=url, timeout=timeout)
# Register cleanup handler once RemoteRunnable is garbage collected # Register cleanup handler once RemoteRunnable is garbage collected
weakref.finalize(self, _close_clients, self.sync_client, self.async_client) weakref.finalize(self, _close_clients, self.sync_client, self.async_client)
@ -121,13 +123,13 @@ class RemoteRunnable(Runnable[Input, Output]):
response = self.sync_client.post( response = self.sync_client.post(
"/invoke", "/invoke",
json={ json={
"input": dumpd(input), "input": simple_dumpd(input),
"config": _without_callbacks(config), "config": _without_callbacks(config),
"kwargs": kwargs, "kwargs": kwargs,
}, },
) )
_raise_for_status(response) _raise_for_status(response)
return load(response.json())["output"] return simple_loads(response.text)["output"]
def invoke( def invoke(
self, input: Input, config: Optional[RunnableConfig] = None, **kwargs: Any self, input: Input, config: Optional[RunnableConfig] = None, **kwargs: Any
@ -142,13 +144,13 @@ class RemoteRunnable(Runnable[Input, Output]):
response = await self.async_client.post( response = await self.async_client.post(
"/invoke", "/invoke",
json={ json={
"input": dumpd(input), "input": simple_dumpd(input),
"config": _without_callbacks(config), "config": _without_callbacks(config),
"kwargs": kwargs, "kwargs": kwargs,
}, },
) )
_raise_for_status(response) _raise_for_status(response)
return load(response.json())["output"] return simple_loads(response.text)["output"]
async def ainvoke( async def ainvoke(
self, input: Input, config: Optional[RunnableConfig] = None, **kwargs: Any self, input: Input, config: Optional[RunnableConfig] = None, **kwargs: Any
@ -180,13 +182,13 @@ class RemoteRunnable(Runnable[Input, Output]):
response = self.sync_client.post( response = self.sync_client.post(
"/batch", "/batch",
json={ json={
"inputs": dumpd(inputs), "inputs": simple_dumpd(inputs),
"config": _config, "config": _config,
"kwargs": kwargs, "kwargs": kwargs,
}, },
) )
_raise_for_status(response) _raise_for_status(response)
return load(response.json())["output"] return simple_loads(response.text)["output"]
def batch( def batch(
self, self,
@ -222,13 +224,13 @@ class RemoteRunnable(Runnable[Input, Output]):
response = await self.async_client.post( response = await self.async_client.post(
"/batch", "/batch",
json={ json={
"inputs": dumpd(inputs), "inputs": simple_dumpd(inputs),
"config": _config, "config": _config,
"kwargs": kwargs, "kwargs": kwargs,
}, },
) )
_raise_for_status(response) _raise_for_status(response)
return load(response.json())["output"] return simple_loads(response.text)["output"]
async def abatch( async def abatch(
self, self,
@ -259,11 +261,11 @@ class RemoteRunnable(Runnable[Input, Output]):
run_manager = callback_manager.on_chain_start( run_manager = callback_manager.on_chain_start(
dumpd(self), dumpd(self),
dumpd(input), simple_dumpd(input),
name=config.get("run_name"), name=config.get("run_name"),
) )
data = { data = {
"input": dumpd(input), "input": simple_dumpd(input),
"config": _without_callbacks(config), "config": _without_callbacks(config),
"kwargs": kwargs, "kwargs": kwargs,
} }
@ -283,7 +285,7 @@ class RemoteRunnable(Runnable[Input, Output]):
) as event_source: ) as event_source:
for sse in event_source.iter_sse(): for sse in event_source.iter_sse():
if sse.event == "data": if sse.event == "data":
chunk = loads(sse.data) chunk = simple_loads(sse.data)
yield chunk yield chunk
if final_output: if final_output:
@ -313,11 +315,11 @@ class RemoteRunnable(Runnable[Input, Output]):
run_manager = await callback_manager.on_chain_start( run_manager = await callback_manager.on_chain_start(
dumpd(self), dumpd(self),
dumpd(input), simple_dumpd(input),
name=config.get("run_name"), name=config.get("run_name"),
) )
data = { data = {
"input": dumpd(input), "input": simple_dumpd(input),
"config": _without_callbacks(config), "config": _without_callbacks(config),
"kwargs": kwargs, "kwargs": kwargs,
} }
@ -334,7 +336,7 @@ class RemoteRunnable(Runnable[Input, Output]):
) as event_source: ) as event_source:
async for sse in event_source.aiter_sse(): async for sse in event_source.aiter_sse():
if sse.event == "data": if sse.event == "data":
chunk = loads(sse.data) chunk = simple_loads(sse.data)
yield chunk yield chunk
if final_output: if final_output:
@ -383,11 +385,11 @@ class RemoteRunnable(Runnable[Input, Output]):
run_manager = await callback_manager.on_chain_start( run_manager = await callback_manager.on_chain_start(
dumpd(self), dumpd(self),
dumpd(input), simple_dumpd(input),
name=config.get("run_name"), name=config.get("run_name"),
) )
data = { data = {
"input": dumpd(input), "input": simple_dumpd(input),
"config": _without_callbacks(config), "config": _without_callbacks(config),
"kwargs": kwargs, "kwargs": kwargs,
"include_names": include_names, "include_names": include_names,
@ -410,7 +412,7 @@ class RemoteRunnable(Runnable[Input, Output]):
) as event_source: ) as event_source:
async for sse in event_source.aiter_sse(): async for sse in event_source.aiter_sse():
if sse.event == "data": if sse.event == "data":
data = loads(sse.data) data = simple_loads(sse.data)
chunk = RunLogPatch(*data["ops"]) chunk = RunLogPatch(*data["ops"])
yield chunk yield chunk

94
libs/langserve/langserve/serialization.py
Unescape Escape View File

@ -0,0 +1,94 @@
"""Serialization module for Well Known LangChain objects.
Specialized JSON serialization for well known LangChain objects that
can be expected to be frequently transmitted between chains.
"""
import json
from typing import Any, Union
from langchain.prompts.base import StringPromptValue
from langchain.prompts.chat import ChatPromptValueConcrete
from langchain.schema.document import Document
from langchain.schema.messages import (
AIMessage,
AIMessageChunk,
ChatMessage,
ChatMessageChunk,
FunctionMessage,
FunctionMessageChunk,
HumanMessage,
HumanMessageChunk,
SystemMessage,
SystemMessageChunk,
)
from pydantic import BaseModel, ValidationError
class WellKnownLCObject(BaseModel):
"""A well known LangChain object."""
__root__: Union[
Document,
HumanMessage,
SystemMessage,
ChatMessage,
FunctionMessage,
AIMessage,
HumanMessageChunk,
SystemMessageChunk,
ChatMessageChunk,
FunctionMessageChunk,
AIMessageChunk,
StringPromptValue,
ChatPromptValueConcrete,
]
# Custom JSON Encoder
class _LangChainEncoder(json.JSONEncoder):
"""Custom JSON Encoder that can encode pydantic objects as well."""
def default(self, obj) -> Any:
if isinstance(obj, BaseModel):
return obj.dict()
return super().default(obj)
# Custom JSON Decoder
class _LangChainDecoder(json.JSONDecoder):
"""Custom JSON Decoder that handles well known LangChain objects."""
def __init__(self, *args: Any, **kwargs: Any) -> None:
"""Initialize the LangChainDecoder."""
super().__init__(object_hook=self.decoder, *args, **kwargs)
def decoder(self, value) -> Any:
"""Decode the value."""
if isinstance(value, dict):
try:
obj = WellKnownLCObject.parse_obj(value)
return obj.__root__
except ValidationError:
return {key: self.decoder(v) for key, v in value.items()}
elif isinstance(value, list):
return [self.decoder(item) for item in value]
else:
return value
# PUBLIC API
def simple_dumpd(obj: Any) -> Any:
"""Convert the given object to a JSON serializable object."""
return json.loads(json.dumps(obj, cls=_LangChainEncoder))
def simple_dumps(obj: Any) -> str:
"""Dump the given object as a JSON string."""
return json.dumps(obj, cls=_LangChainEncoder)
def simple_loads(s: str) -> Any:
"""Load the given JSON string."""
return json.loads(s, cls=_LangChainDecoder)

82
libs/langserve/langserve/server.py
Unescape Escape View File

@ -1,31 +1,31 @@
from inspect import isclass
from typing import ( from typing import (
Any, Any,
AsyncIterator, AsyncIterator,
Dict, Dict,
List, List,
Literal,
Mapping, Mapping,
Sequence, Sequence,
Type, Type,
Union, Union,
) )
from langchain.load.dump import dumpd, dumps
from langchain.load.load import load
from langchain.schema.runnable import Runnable from langchain.schema.runnable import Runnable
from typing_extensions import Annotated from typing_extensions import Annotated
try: try:
from pydantic.v1 import BaseModel from pydantic.v1 import BaseModel
except ImportError: except ImportError:
from pydantic import BaseModel from pydantic import BaseModel, create_model
from langserve.serialization import simple_dumpd, simple_dumps
from langserve.validation import ( from langserve.validation import (
create_batch_request_model, create_batch_request_model,
create_invoke_request_model, create_invoke_request_model,
create_runnable_config_model, create_runnable_config_model,
create_stream_log_request_model, create_stream_log_request_model,
create_stream_request_model, create_stream_request_model,
replace_lc_object_types,
) )
try: try:
@ -66,6 +66,31 @@ class BatchResponse(BaseModel):
""" """
def _unpack_input(validated_model: BaseModel) -> Any:
"""Unpack the decoded input from the validated model."""
if hasattr(validated_model, "__root__"):
return validated_model.__root__
else:
return validated_model
_MODEL_REGISTRY = {}
def _resolve_input_type(input_type: Union[Type, BaseModel]) -> BaseModel:
if isclass(input_type) and issubclass(input_type, BaseModel):
input_type_ = input_type
else:
input_type_ = create_model("Input", __root__=(input_type, ...))
hash_ = input_type_.schema_json()
if hash_ not in _MODEL_REGISTRY:
_MODEL_REGISTRY[hash_] = input_type_
return _MODEL_REGISTRY[hash_]
# PUBLIC API # PUBLIC API
@ -74,7 +99,7 @@ def add_routes(
runnable: Runnable, runnable: Runnable,
*, *,
path: str = "", path: str = "",
input_type: Type = Any, input_type: Union[Type, Literal["auto"], BaseModel] = "auto",
config_keys: Sequence[str] = (), config_keys: Sequence[str] = (),
) -> None: ) -> None:
"""Register the routes on the given FastAPI app or APIRouter. """Register the routes on the given FastAPI app or APIRouter.
@ -83,9 +108,9 @@ def add_routes(
app: The FastAPI app or APIRouter to which routes should be added. app: The FastAPI app or APIRouter to which routes should be added.
runnable: The runnable to wrap, must not be stateful. runnable: The runnable to wrap, must not be stateful.
path: A path to prepend to all routes. path: A path to prepend to all routes.
input_type: Optional type to define a schema for the input part of the request. input_type: type to use for input validation.
If not provided, any input that can be de-serialized with LangChain's Default is "auto" which will use the InputType of the runnable.
serializer will be accepted. User is free to provide a custom type annotation.
config_keys: list of config keys that will be accepted, by default config_keys: list of config keys that will be accepted, by default
no config keys are accepted. no config keys are accepted.
""" """
@ -98,19 +123,22 @@ def add_routes(
"Use `pip install sse_starlette` to install." "Use `pip install sse_starlette` to install."
) )
input_type = replace_lc_object_types(input_type) if input_type == "auto":
input_type_ = _resolve_input_type(runnable.input_schema)
else:
input_type_ = _resolve_input_type(input_type)
namespace = path or "" namespace = path or ""
model_namespace = path.strip("/").replace("/", "_") model_namespace = path.strip("/").replace("/", "_")
config = create_runnable_config_model(model_namespace, config_keys) config = create_runnable_config_model(model_namespace, config_keys)
InvokeRequest = create_invoke_request_model(model_namespace, input_type, config) InvokeRequest = create_invoke_request_model(model_namespace, input_type_, config)
BatchRequest = create_batch_request_model(model_namespace, input_type, config) BatchRequest = create_batch_request_model(model_namespace, input_type_, config)
# Stream request is the same as invoke request, but with a different response type # Stream request is the same as invoke request, but with a different response type
StreamRequest = create_stream_request_model(model_namespace, input_type, config) StreamRequest = create_stream_request_model(model_namespace, input_type_, config)
StreamLogRequest = create_stream_log_request_model( StreamLogRequest = create_stream_log_request_model(
model_namespace, input_type, config model_namespace, input_type_, config
) )
@app.post( @app.post(
@ -124,25 +152,25 @@ def add_routes(
# Request is first validated using InvokeRequest which takes into account # Request is first validated using InvokeRequest which takes into account
# config_keys as well as input_type. # config_keys as well as input_type.
# After validation, the input is loaded using LangChain's load function. # After validation, the input is loaded using LangChain's load function.
input = load(request.dict()["input"])
config = _project_dict(request.config, config_keys) config = _project_dict(request.config, config_keys)
output = await runnable.ainvoke(input, config=config, **request.kwargs) output = await runnable.ainvoke(
return InvokeResponse(output=dumpd(output)) _unpack_input(request.input), config=config, **request.kwargs
)
return InvokeResponse(output=simple_dumpd(output))
# #
@app.post(f"{namespace}/batch", response_model=BatchResponse) @app.post(f"{namespace}/batch", response_model=BatchResponse)
async def batch(request: Annotated[BatchRequest, BatchRequest]) -> BatchResponse: async def batch(request: Annotated[BatchRequest, BatchRequest]) -> BatchResponse:
"""Invoke the runnable with the given inputs and config.""" """Invoke the runnable with the given inputs and config."""
# Request is first validated using InvokeRequest which takes into account
# config_keys as well as input_type.
# After validation, the input is loaded using LangChain's load function.
inputs = load(request.dict()["inputs"])
if isinstance(request.config, list): if isinstance(request.config, list):
config = [_project_dict(config, config_keys) for config in request.config] config = [_project_dict(config, config_keys) for config in request.config]
else: else:
config = _project_dict(request.config, config_keys) config = _project_dict(request.config, config_keys)
inputs = [_unpack_input(input_) for input_ in request.inputs]
output = await runnable.abatch(inputs, config=config, **request.kwargs) output = await runnable.abatch(inputs, config=config, **request.kwargs)
return BatchResponse(output=dumpd(output))
return BatchResponse(output=simple_dumpd(output))
@app.post(f"{namespace}/stream") @app.post(f"{namespace}/stream")
async def stream( async def stream(
@ -152,17 +180,17 @@ def add_routes(
# Request is first validated using InvokeRequest which takes into account # Request is first validated using InvokeRequest which takes into account
# config_keys as well as input_type. # config_keys as well as input_type.
# After validation, the input is loaded using LangChain's load function. # After validation, the input is loaded using LangChain's load function.
input = load(request.dict()["input"]) input_ = _unpack_input(request.input)
config = _project_dict(request.config, config_keys) config = _project_dict(request.config, config_keys)
async def _stream() -> AsyncIterator[dict]: async def _stream() -> AsyncIterator[dict]:
"""Stream the output of the runnable.""" """Stream the output of the runnable."""
async for chunk in runnable.astream( async for chunk in runnable.astream(
input, input_,
config=config, config=config,
**request.kwargs, **request.kwargs,
): ):
yield {"data": dumps(chunk), "event": "data"} yield {"data": simple_dumps(chunk), "event": "data"}
yield {"event": "end"} yield {"event": "end"}
return EventSourceResponse(_stream()) return EventSourceResponse(_stream())
@ -175,13 +203,13 @@ def add_routes(
# Request is first validated using InvokeRequest which takes into account # Request is first validated using InvokeRequest which takes into account
# config_keys as well as input_type. # config_keys as well as input_type.
# After validation, the input is loaded using LangChain's load function. # After validation, the input is loaded using LangChain's load function.
input = load(request.dict()["input"]) input_ = _unpack_input(request.input)
config = _project_dict(request.config, config_keys) config = _project_dict(request.config, config_keys)
async def _stream_log() -> AsyncIterator[dict]: async def _stream_log() -> AsyncIterator[dict]:
"""Stream the output of the runnable.""" """Stream the output of the runnable."""
async for run_log_patch in runnable.astream_log( async for run_log_patch in runnable.astream_log(
input, input_,
config=config, config=config,
include_names=request.include_names, include_names=request.include_names,
include_types=request.include_types, include_types=request.include_types,
@ -193,7 +221,7 @@ def add_routes(
): ):
# Temporary adapter # Temporary adapter
yield { yield {
"data": dumps({"ops": run_log_patch.ops}), "data": simple_dumps({"ops": run_log_patch.ops}),
"event": "data", "event": "data",
} }
yield {"event": "end"} yield {"event": "end"}

100
libs/langserve/langserve/validation.py
Unescape Escape View File

@ -1,13 +1,11 @@
import typing from typing import List, Optional, Sequence, Type, Union
from typing import Any, List, Optional, Sequence, Type, Union, get_args, get_origin
from langchain.load.serializable import Serializable
from langchain.schema.runnable import RunnableConfig from langchain.schema.runnable import RunnableConfig
try: try:
from pydantic.v1 import BaseModel, Field, create_model from pydantic.v1 import BaseModel, Field, create_model
except ImportError: except ImportError:
from pydantic import BaseModel, Field, create_model, validator from pydantic import BaseModel, Field, create_model
from typing_extensions import TypedDict from typing_extensions import TypedDict
@ -104,97 +102,3 @@ def create_stream_log_request_model(
) )
stream_log_request.update_forward_refs() stream_log_request.update_forward_refs()
return stream_log_request return stream_log_request
_TYPE_REGISTRY = {}
_SEEN_NAMES = set()
def _create_lc_object_validator(expected_id: Sequence[str]) -> Type[BaseModel]:
"""Create a validator for lc objects.
An LCObject is used to validate LangChain objects in dict representation.
The model is associated with a validator that checks that the id of the LCObject
matches the expected id. This is used to ensure that the LCObject is of the
correct type.
For OpenAPI docs to work, each unique LCObject must have a unique name.
The models are added to the registry to avoid creating duplicate models.
Args:
model_id: The expected id of the LCObject.
Returns:
A pydantic model that can be used to validate LCObjects.
"""
expected_id = tuple(expected_id)
model_id = tuple(["pydantic"]) + expected_id
if model_id in _TYPE_REGISTRY:
return _TYPE_REGISTRY[model_id]
model_name = model_id[-1]
if model_name in _SEEN_NAMES:
# Use fully qualified name
_name = ".".join(model_id)
else:
_name = model_name
if _name in _SEEN_NAMES:
raise AssertionError(f"Duplicate model name: {_name}")
_SEEN_NAMES.add(model_name)
class LCObject(BaseModel):
id: List[str]
lc: Any
type: str
kwargs: Any
@validator("id", allow_reuse=True)
def validate_id_namespace(cls, id: Sequence[str]) -> None:
"""Validate that the LCObject is one of the allowed types."""
if tuple(id) != expected_id:
raise ValueError(f"LCObject id {id} is not allowed: {model_id}")
return id
# Update the name of the model to make it unique.
model = create_model(_name, __base__=LCObject)
_TYPE_REGISTRY[model_id] = model
return model
def replace_lc_object_types(type_annotation: typing.Any) -> typing.Any:
"""Recursively replaces all LangChain objects with a serialized representation.
Args:
type_annotation: The type annotation to replace.
Returns:
The type annotation with all LCObject types replaced.
"""
origin = get_origin(type_annotation)
args = get_args(type_annotation)
if args:
if isinstance(args, (list, tuple)):
new_args = [replace_lc_object_types(arg) for arg in args]
if isinstance(origin, type):
if origin is list:
return typing.List[new_args[0]]
elif origin is tuple:
return typing.Tuple[tuple(new_args)]
else:
raise ValueError(f"Unknown origin type: {origin}")
else:
new_args = [replace_lc_object_types(arg) for arg in args]
return origin[tuple(new_args)]
if isinstance(type_annotation, type):
if issubclass(type_annotation, Serializable):
lc_id = type_annotation.get_lc_namespace() + [type_annotation.__name__]
return _create_lc_object_validator(lc_id)
return type_annotation

518
libs/langserve/poetry.lock generated
Unescape Escape View File

@ -419,75 +419,63 @@ files = [
[[package]] [[package]]
name = "cffi" name = "cffi"
version = "1.15.1" version = "1.16.0"
description = "Foreign Function Interface for Python calling C code." description = "Foreign Function Interface for Python calling C code."
optional = false optional = false
python-versions = "*" python-versions = ">=3.8"
files = [ files = [
{file = "cffi-1.15.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:a66d3508133af6e8548451b25058d5812812ec3798c886bf38ed24a98216fab2"}, {file = "cffi-1.16.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6b3d6606d369fc1da4fd8c357d026317fbb9c9b75d36dc16e90e84c26854b088"},
{file = "cffi-1.15.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:470c103ae716238bbe698d67ad020e1db9d9dba34fa5a899b5e21577e6d52ed2"}, {file = "cffi-1.16.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ac0f5edd2360eea2f1daa9e26a41db02dd4b0451b48f7c318e217ee092a213e9"},
{file = "cffi-1.15.1-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:9ad5db27f9cabae298d151c85cf2bad1d359a1b9c686a275df03385758e2f914"}, {file = "cffi-1.16.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7e61e3e4fa664a8588aa25c883eab612a188c725755afff6289454d6362b9673"},
{file = "cffi-1.15.1-cp27-cp27m-win32.whl", hash = "sha256:b3bbeb01c2b273cca1e1e0c5df57f12dce9a4dd331b4fa1635b8bec26350bde3"}, {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a72e8961a86d19bdb45851d8f1f08b041ea37d2bd8d4fd19903bc3083d80c896"},
{file = "cffi-1.15.1-cp27-cp27m-win_amd64.whl", hash = "sha256:e00b098126fd45523dd056d2efba6c5a63b71ffe9f2bbe1a4fe1716e1d0c331e"}, {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5b50bf3f55561dac5438f8e70bfcdfd74543fd60df5fa5f62d94e5867deca684"},
{file = "cffi-1.15.1-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:d61f4695e6c866a23a21acab0509af1cdfd2c013cf256bbf5b6b5e2695827162"}, {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7651c50c8c5ef7bdb41108b7b8c5a83013bfaa8a935590c5d74627c047a583c7"},
{file = "cffi-1.15.1-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:ed9cb427ba5504c1dc15ede7d516b84757c3e3d7868ccc85121d9310d27eed0b"}, {file = "cffi-1.16.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e4108df7fe9b707191e55f33efbcb2d81928e10cea45527879a4749cbe472614"},
{file = "cffi-1.15.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:39d39875251ca8f612b6f33e6b1195af86d1b3e60086068be9cc053aa4376e21"}, {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:32c68ef735dbe5857c810328cb2481e24722a59a2003018885514d4c09af9743"},
{file = "cffi-1.15.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:285d29981935eb726a4399badae8f0ffdff4f5050eaa6d0cfc3f64b857b77185"}, {file = "cffi-1.16.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:673739cb539f8cdaa07d92d02efa93c9ccf87e345b9a0b556e3ecc666718468d"},
{file = "cffi-1.15.1-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3eb6971dcff08619f8d91607cfc726518b6fa2a9eba42856be181c6d0d9515fd"}, {file = "cffi-1.16.0-cp310-cp310-win32.whl", hash = "sha256:9f90389693731ff1f659e55c7d1640e2ec43ff725cc61b04b2f9c6d8d017df6a"},
{file = "cffi-1.15.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:21157295583fe8943475029ed5abdcf71eb3911894724e360acff1d61c1d54bc"}, {file = "cffi-1.16.0-cp310-cp310-win_amd64.whl", hash = "sha256:e6024675e67af929088fda399b2094574609396b1decb609c55fa58b028a32a1"},
{file = "cffi-1.15.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5635bd9cb9731e6d4a1132a498dd34f764034a8ce60cef4f5319c0541159392f"}, {file = "cffi-1.16.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b84834d0cf97e7d27dd5b7f3aca7b6e9263c56308ab9dc8aae9784abb774d404"},
{file = "cffi-1.15.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2012c72d854c2d03e45d06ae57f40d78e5770d252f195b93f581acf3ba44496e"}, {file = "cffi-1.16.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1b8ebc27c014c59692bb2664c7d13ce7a6e9a629be20e54e7271fa696ff2b417"},
{file = "cffi-1.15.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dd86c085fae2efd48ac91dd7ccffcfc0571387fe1193d33b6394db7ef31fe2a4"}, {file = "cffi-1.16.0-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ee07e47c12890ef248766a6e55bd38ebfb2bb8edd4142d56db91b21ea68b7627"},
{file = "cffi-1.15.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:fa6693661a4c91757f4412306191b6dc88c1703f780c8234035eac011922bc01"}, {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8a9d3ebe49f084ad71f9269834ceccbf398253c9fac910c4fd7053ff1386936"},
{file = "cffi-1.15.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:59c0b02d0a6c384d453fece7566d1c7e6b7bae4fc5874ef2ef46d56776d61c9e"}, {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e70f54f1796669ef691ca07d046cd81a29cb4deb1e5f942003f401c0c4a2695d"},
{file = "cffi-1.15.1-cp310-cp310-win32.whl", hash = "sha256:cba9d6b9a7d64d4bd46167096fc9d2f835e25d7e4c121fb2ddfc6528fb0413b2"}, {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5bf44d66cdf9e893637896c7faa22298baebcd18d1ddb6d2626a6e39793a1d56"},
{file = "cffi-1.15.1-cp310-cp310-win_amd64.whl", hash = "sha256:ce4bcc037df4fc5e3d184794f27bdaab018943698f4ca31630bc7f84a7b69c6d"}, {file = "cffi-1.16.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7b78010e7b97fef4bee1e896df8a4bbb6712b7f05b7ef630f9d1da00f6444d2e"},
{file = "cffi-1.15.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:3d08afd128ddaa624a48cf2b859afef385b720bb4b43df214f85616922e6a5ac"}, {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:c6a164aa47843fb1b01e941d385aab7215563bb8816d80ff3a363a9f8448a8dc"},
{file = "cffi-1.15.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:3799aecf2e17cf585d977b780ce79ff0dc9b78d799fc694221ce814c2c19db83"}, {file = "cffi-1.16.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:e09f3ff613345df5e8c3667da1d918f9149bd623cd9070c983c013792a9a62eb"},
{file = "cffi-1.15.1-cp311-cp311-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a591fe9e525846e4d154205572a029f653ada1a78b93697f3b5a8f1f2bc055b9"}, {file = "cffi-1.16.0-cp311-cp311-win32.whl", hash = "sha256:2c56b361916f390cd758a57f2e16233eb4f64bcbeee88a4881ea90fca14dc6ab"},
{file = "cffi-1.15.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3548db281cd7d2561c9ad9984681c95f7b0e38881201e157833a2342c30d5e8c"}, {file = "cffi-1.16.0-cp311-cp311-win_amd64.whl", hash = "sha256:db8e577c19c0fda0beb7e0d4e09e0ba74b1e4c092e0e40bfa12fe05b6f6d75ba"},
{file = "cffi-1.15.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:91fc98adde3d7881af9b59ed0294046f3806221863722ba7d8d120c575314325"}, {file = "cffi-1.16.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:fa3a0128b152627161ce47201262d3140edb5a5c3da88d73a1b790a959126956"},
{file = "cffi-1.15.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:94411f22c3985acaec6f83c6df553f2dbe17b698cc7f8ae751ff2237d96b9e3c"}, {file = "cffi-1.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:68e7c44931cc171c54ccb702482e9fc723192e88d25a0e133edd7aff8fcd1f6e"},
{file = "cffi-1.15.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:03425bdae262c76aad70202debd780501fabeaca237cdfddc008987c0e0f59ef"}, {file = "cffi-1.16.0-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abd808f9c129ba2beda4cfc53bde801e5bcf9d6e0f22f095e45327c038bfe68e"},
{file = "cffi-1.15.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:cc4d65aeeaa04136a12677d3dd0b1c0c94dc43abac5860ab33cceb42b801c1e8"}, {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:88e2b3c14bdb32e440be531ade29d3c50a1a59cd4e51b1dd8b0865c54ea5d2e2"},
{file = "cffi-1.15.1-cp311-cp311-win32.whl", hash = "sha256:a0f100c8912c114ff53e1202d0078b425bee3649ae34d7b070e9697f93c5d52d"}, {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fcc8eb6d5902bb1cf6dc4f187ee3ea80a1eba0a89aba40a5cb20a5087d961357"},
{file = "cffi-1.15.1-cp311-cp311-win_amd64.whl", hash = "sha256:04ed324bda3cda42b9b695d51bb7d54b680b9719cfab04227cdd1e04e5de3104"}, {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b7be2d771cdba2942e13215c4e340bfd76398e9227ad10402a8767ab1865d2e6"},
{file = "cffi-1.15.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:50a74364d85fd319352182ef59c5c790484a336f6db772c1a9231f1c3ed0cbd7"}, {file = "cffi-1.16.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e715596e683d2ce000574bae5d07bd522c781a822866c20495e52520564f0969"},
{file = "cffi-1.15.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e263d77ee3dd201c3a142934a086a4450861778baaeeb45db4591ef65550b0a6"}, {file = "cffi-1.16.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:2d92b25dbf6cae33f65005baf472d2c245c050b1ce709cc4588cdcdd5495b520"},
{file = "cffi-1.15.1-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cec7d9412a9102bdc577382c3929b337320c4c4c4849f2c5cdd14d7368c5562d"}, {file = "cffi-1.16.0-cp312-cp312-win32.whl", hash = "sha256:b2ca4e77f9f47c55c194982e10f058db063937845bb2b7a86c84a6cfe0aefa8b"},
{file = "cffi-1.15.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4289fc34b2f5316fbb762d75362931e351941fa95fa18789191b33fc4cf9504a"}, {file = "cffi-1.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:68678abf380b42ce21a5f2abde8efee05c114c2fdb2e9eef2efdb0257fba1235"},
{file = "cffi-1.15.1-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:173379135477dc8cac4bc58f45db08ab45d228b3363adb7af79436135d028405"}, {file = "cffi-1.16.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc"},
{file = "cffi-1.15.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:6975a3fac6bc83c4a65c9f9fcab9e47019a11d3d2cf7f3c0d03431bf145a941e"}, {file = "cffi-1.16.0-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a09582f178759ee8128d9270cd1344154fd473bb77d94ce0aeb2a93ebf0feaf0"},
{file = "cffi-1.15.1-cp36-cp36m-win32.whl", hash = "sha256:2470043b93ff09bf8fb1d46d1cb756ce6132c54826661a32d4e4d132e1977adf"}, {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e760191dd42581e023a68b758769e2da259b5d52e3103c6060ddc02c9edb8d7b"},
{file = "cffi-1.15.1-cp36-cp36m-win_amd64.whl", hash = "sha256:30d78fbc8ebf9c92c9b7823ee18eb92f2e6ef79b45ac84db507f52fbe3ec4497"}, {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:80876338e19c951fdfed6198e70bc88f1c9758b94578d5a7c4c91a87af3cf31c"},
{file = "cffi-1.15.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:198caafb44239b60e252492445da556afafc7d1e3ab7a1fb3f0584ef6d742375"}, {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a6a14b17d7e17fa0d207ac08642c8820f84f25ce17a442fd15e27ea18d67c59b"},
{file = "cffi-1.15.1-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5ef34d190326c3b1f822a5b7a45f6c4535e2f47ed06fec77d3d799c450b2651e"}, {file = "cffi-1.16.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6602bc8dc6f3a9e02b6c22c4fc1e47aa50f8f8e6d3f78a5e16ac33ef5fefa324"},
{file = "cffi-1.15.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8102eaf27e1e448db915d08afa8b41d6c7ca7a04b7d73af6514df10a3e74bd82"}, {file = "cffi-1.16.0-cp38-cp38-win32.whl", hash = "sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a"},
{file = "cffi-1.15.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5df2768244d19ab7f60546d0c7c63ce1581f7af8b5de3eb3004b9b6fc8a9f84b"}, {file = "cffi-1.16.0-cp38-cp38-win_amd64.whl", hash = "sha256:31d13b0f99e0836b7ff893d37af07366ebc90b678b6664c955b54561fc36ef36"},
{file = "cffi-1.15.1-cp37-cp37m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a8c4917bd7ad33e8eb21e9a5bbba979b49d9a97acb3a803092cbc1133e20343c"}, {file = "cffi-1.16.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:582215a0e9adbe0e379761260553ba11c58943e4bbe9c36430c4ca6ac74b15ed"},
{file = "cffi-1.15.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0e2642fe3142e4cc4af0799748233ad6da94c62a8bec3a6648bf8ee68b1c7426"}, {file = "cffi-1.16.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b29ebffcf550f9da55bec9e02ad430c992a87e5f512cd63388abb76f1036d8d2"},
{file = "cffi-1.15.1-cp37-cp37m-win32.whl", hash = "sha256:e229a521186c75c8ad9490854fd8bbdd9a0c9aa3a524326b55be83b54d4e0ad9"}, {file = "cffi-1.16.0-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:dc9b18bf40cc75f66f40a7379f6a9513244fe33c0e8aa72e2d56b0196a7ef872"},
{file = "cffi-1.15.1-cp37-cp37m-win_amd64.whl", hash = "sha256:a0b71b1b8fbf2b96e41c4d990244165e2c9be83d54962a9a1d118fd8657d2045"}, {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cb4a35b3642fc5c005a6755a5d17c6c8b6bcb6981baf81cea8bfbc8903e8ba8"},
{file = "cffi-1.15.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:320dab6e7cb2eacdf0e658569d2575c4dad258c0fcc794f46215e1e39f90f2c3"}, {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b86851a328eedc692acf81fb05444bdf1891747c25af7529e39ddafaf68a4f3f"},
{file = "cffi-1.15.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1e74c6b51a9ed6589199c787bf5f9875612ca4a8a0785fb2d4a84429badaf22a"}, {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c0f31130ebc2d37cdd8e44605fb5fa7ad59049298b3f745c74fa74c62fbfcfc4"},
{file = "cffi-1.15.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5c84c68147988265e60416b57fc83425a78058853509c1b0629c180094904a5"}, {file = "cffi-1.16.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f8e709127c6c77446a8c0a8c8bf3c8ee706a06cd44b1e827c3e6a2ee6b8c098"},
{file = "cffi-1.15.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b926aa83d1edb5aa5b427b4053dc420ec295a08e40911296b9eb1b6170f6cca"}, {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:748dcd1e3d3d7cd5443ef03ce8685043294ad6bd7c02a38d1bd367cfd968e000"},
{file = "cffi-1.15.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:87c450779d0914f2861b8526e035c5e6da0a3199d8f1add1a665e1cbc6fc6d02"}, {file = "cffi-1.16.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:8895613bcc094d4a1b2dbe179d88d7fb4a15cee43c052e8885783fac397d91fe"},
{file = "cffi-1.15.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4f2c9f67e9821cad2e5f480bc8d83b8742896f1242dba247911072d4fa94c192"}, {file = "cffi-1.16.0-cp39-cp39-win32.whl", hash = "sha256:ed86a35631f7bfbb28e108dd96773b9d5a6ce4811cf6ea468bb6a359b256b1e4"},
{file = "cffi-1.15.1-cp38-cp38-win32.whl", hash = "sha256:8b7ee99e510d7b66cdb6c593f21c043c248537a32e0bedf02e01e9553a172314"}, {file = "cffi-1.16.0-cp39-cp39-win_amd64.whl", hash = "sha256:3686dffb02459559c74dd3d81748269ffb0eb027c39a6fc99502de37d501faa8"},
{file = "cffi-1.15.1-cp38-cp38-win_amd64.whl", hash = "sha256:00a9ed42e88df81ffae7a8ab6d9356b371399b91dbdf0c3cb1e84c03a13aceb5"}, {file = "cffi-1.16.0.tar.gz", hash = "sha256:bcb3ef43e58665bbda2fb198698fcae6776483e0c4a631aa5647806c25e02cc0"},
{file = "cffi-1.15.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:54a2db7b78338edd780e7ef7f9f6c442500fb0d41a5a4ea24fff1c929d5af585"},
{file = "cffi-1.15.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:fcd131dd944808b5bdb38e6f5b53013c5aa4f334c5cad0c72742f6eba4b73db0"},
{file = "cffi-1.15.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7473e861101c9e72452f9bf8acb984947aa1661a7704553a9f6e4baa5ba64415"},
{file = "cffi-1.15.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6c9a799e985904922a4d207a94eae35c78ebae90e128f0c4e521ce339396be9d"},
{file = "cffi-1.15.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3bcde07039e586f91b45c88f8583ea7cf7a0770df3a1649627bf598332cb6984"},
{file = "cffi-1.15.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:33ab79603146aace82c2427da5ca6e58f2b3f2fb5da893ceac0c42218a40be35"},
{file = "cffi-1.15.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5d598b938678ebf3c67377cdd45e09d431369c3b1a5b331058c338e201f12b27"},
{file = "cffi-1.15.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:db0fbb9c62743ce59a9ff687eb5f4afbe77e5e8403d6697f7446e5f609976f76"},
{file = "cffi-1.15.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:98d85c6a2bef81588d9227dde12db8a7f47f639f4a17c9ae08e773aa9c697bf3"},
{file = "cffi-1.15.1-cp39-cp39-win32.whl", hash = "sha256:40f4774f5a9d4f5e344f31a32b5096977b5d48560c5592e2f3d2c4374bd543ee"},
{file = "cffi-1.15.1-cp39-cp39-win_amd64.whl", hash = "sha256:70df4e3b545a17496c9b3f41f5115e69a4f2e77e94e1d2a8e1070bc0c38c8a3c"},
{file = "cffi-1.15.1.tar.gz", hash = "sha256:d400bfb9a37b1351253cb402671cea7e89bdecc294e8016a707f6d1d8ac934f9"},
] ]
[package.dependencies] [package.dependencies]
@ -769,6 +757,17 @@ files = [
{file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"}, {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
] ]
[[package]]
name = "entrypoints"
version = "0.4"
description = "Discover and load entry points from installed packages."
optional = false
python-versions = ">=3.6"
files = [
{file = "entrypoints-0.4-py3-none-any.whl", hash = "sha256:f174b5ff827504fd3cd97cc3f8649f3693f51538c7e4bdf3ef002c8429d42f9f"},
{file = "entrypoints-0.4.tar.gz", hash = "sha256:b706eddaa9218a19ebcd67b56818f05bb27589b1ca9e8d797b74affad4ccacd4"},
]
[[package]] [[package]]
name = "exceptiongroup" name = "exceptiongroup"
version = "1.1.3" version = "1.1.3"
@ -799,13 +798,13 @@ tests = ["asttokens", "littleutils", "pytest", "rich"]
[[package]] [[package]]
name = "fastapi" name = "fastapi"
version = "0.103.1" version = "0.103.2"
description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production" description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
optional = true optional = true
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "fastapi-0.103.1-py3-none-any.whl", hash = "sha256:5e5f17e826dbd9e9b5a5145976c5cd90bcaa61f2bf9a69aca423f2bcebe44d83"}, {file = "fastapi-0.103.2-py3-none-any.whl", hash = "sha256:3270de872f0fe9ec809d4bd3d4d890c6d5cc7b9611d721d6438f9dacc8c4ef2e"},
{file = "fastapi-0.103.1.tar.gz", hash = "sha256:345844e6a82062f06a096684196aaf96c1198b25c06b72c1311b882aa2d8a35d"}, {file = "fastapi-0.103.2.tar.gz", hash = "sha256:75a11f6bfb8fc4d2bec0bd710c2d5f2829659c0e8c0afd5560fdda6ce25ec653"},
] ]
[package.dependencies] [package.dependencies]
@ -1134,21 +1133,21 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
[[package]] [[package]]
name = "importlib-resources" name = "importlib-resources"
version = "6.0.1" version = "6.1.0"
description = "Read resources from Python packages" description = "Read resources from Python packages"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "importlib_resources-6.0.1-py3-none-any.whl", hash = "sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf"}, {file = "importlib_resources-6.1.0-py3-none-any.whl", hash = "sha256:aa50258bbfa56d4e33fbd8aa3ef48ded10d1735f11532b8df95388cc6bdb7e83"},
{file = "importlib_resources-6.0.1.tar.gz", hash = "sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4"}, {file = "importlib_resources-6.1.0.tar.gz", hash = "sha256:9d48dcccc213325e810fd723e7fbb45ccb39f6cf5c31f00cf2b965f5f10f3cb9"},
] ]
[package.dependencies] [package.dependencies]
zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""} zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
[package.extras] [package.extras]
docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff"] testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
[[package]] [[package]]
name = "iniconfig" name = "iniconfig"
@ -1196,13 +1195,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio"
[[package]] [[package]]
name = "ipython" name = "ipython"
version = "8.12.2" version = "8.12.3"
description = "IPython: Productive Interactive Computing" description = "IPython: Productive Interactive Computing"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "ipython-8.12.2-py3-none-any.whl", hash = "sha256:ea8801f15dfe4ffb76dea1b09b847430ffd70d827b41735c64a0638a04103bfc"}, {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
{file = "ipython-8.12.2.tar.gz", hash = "sha256:c7b80eb7f5a855a88efc971fda506ff7a91c280b42cdae26643e0f601ea281ea"}, {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
] ]
[package.dependencies] [package.dependencies]
@ -1335,13 +1334,13 @@ files = [
[[package]] [[package]]
name = "jsonschema" name = "jsonschema"
version = "4.19.0" version = "4.19.1"
description = "An implementation of JSON Schema validation for Python" description = "An implementation of JSON Schema validation for Python"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "jsonschema-4.19.0-py3-none-any.whl", hash = "sha256:043dc26a3845ff09d20e4420d6012a9c91c9aa8999fa184e7efcfeccb41e32cb"}, {file = "jsonschema-4.19.1-py3-none-any.whl", hash = "sha256:cd5f1f9ed9444e554b38ba003af06c0a8c2868131e56bfbef0550fb450c0330e"},
{file = "jsonschema-4.19.0.tar.gz", hash = "sha256:6e1e7569ac13be8139b2dd2c21a55d350066ee3f80df06c608b398cdc6f30e8f"}, {file = "jsonschema-4.19.1.tar.gz", hash = "sha256:ec84cc37cfa703ef7cd4928db24f9cb31428a5d0fa77747b8b51a847458e0bbf"},
] ]
[package.dependencies] [package.dependencies]
@ -1381,36 +1380,37 @@ referencing = ">=0.28.0"
[[package]] [[package]]
name = "jupyter-client" name = "jupyter-client"
version = "8.3.1" version = "7.4.9"
description = "Jupyter protocol implementation and client libraries" description = "Jupyter protocol implementation and client libraries"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.7"
files = [ files = [
{file = "jupyter_client-8.3.1-py3-none-any.whl", hash = "sha256:5eb9f55eb0650e81de6b7e34308d8b92d04fe4ec41cd8193a913979e33d8e1a5"}, {file = "jupyter_client-7.4.9-py3-none-any.whl", hash = "sha256:214668aaea208195f4c13d28eb272ba79f945fc0cf3f11c7092c20b2ca1980e7"},
{file = "jupyter_client-8.3.1.tar.gz", hash = "sha256:60294b2d5b869356c893f57b1a877ea6510d60d45cf4b38057f1672d85699ac9"}, {file = "jupyter_client-7.4.9.tar.gz", hash = "sha256:52be28e04171f07aed8f20e1616a5a552ab9fee9cbbe6c1896ae170c3880d392"},
] ]
[package.dependencies] [package.dependencies]
importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""} entrypoints = "*"
jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0" jupyter-core = ">=4.9.2"
nest-asyncio = ">=1.5.4"
python-dateutil = ">=2.8.2" python-dateutil = ">=2.8.2"
pyzmq = ">=23.0" pyzmq = ">=23.0"
tornado = ">=6.2" tornado = ">=6.2"
traitlets = ">=5.3" traitlets = "*"
[package.extras] [package.extras]
docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"] doc = ["ipykernel", "myst-parser", "sphinx (>=1.3.6)", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"] test = ["codecov", "coverage", "ipykernel (>=6.12)", "ipython", "mypy", "pre-commit", "pytest", "pytest-asyncio (>=0.18)", "pytest-cov", "pytest-timeout"]
[[package]] [[package]]
name = "jupyter-core" name = "jupyter-core"
version = "5.3.1" version = "5.3.2"
description = "Jupyter core package. A base package on which Jupyter projects rely." description = "Jupyter core package. A base package on which Jupyter projects rely."
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "jupyter_core-5.3.1-py3-none-any.whl", hash = "sha256:ae9036db959a71ec1cac33081eeb040a79e681f08ab68b0883e9a676c7a90dce"}, {file = "jupyter_core-5.3.2-py3-none-any.whl", hash = "sha256:a4af53c3fa3f6330cebb0d9f658e148725d15652811d1c32dc0f63bb96f2e6d6"},
{file = "jupyter_core-5.3.1.tar.gz", hash = "sha256:5ba5c7938a7f97a6b0481463f7ff0dbac7c15ba48cf46fa4035ca6e838aa1aba"}, {file = "jupyter_core-5.3.2.tar.gz", hash = "sha256:0c28db6cbe2c37b5b398e1a1a5b22f84fd64cd10afc1f6c05b02fb09481ba45f"},
] ]
[package.dependencies] [package.dependencies]
@ -1561,13 +1561,13 @@ test = ["pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)", "ypy-we
[[package]] [[package]]
name = "jupyterlab" name = "jupyterlab"
version = "3.6.5" version = "3.6.6"
description = "JupyterLab computational environment" description = "JupyterLab computational environment"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "jupyterlab-3.6.5-py3-none-any.whl", hash = "sha256:4d13665c2c2f42c753140d88b52ff8722cd5b38629b934f5612bfa5490bcdc65"}, {file = "jupyterlab-3.6.6-py3-none-any.whl", hash = "sha256:2c1309e77135670233f1146aef88e2101002ff0dc5b9147c2b987807efbbca07"},
{file = "jupyterlab-3.6.5.tar.gz", hash = "sha256:ac0cb19756be1d1e14b2be1f23c603de46e0f0113960fce9888889ca55ae8923"}, {file = "jupyterlab-3.6.6.tar.gz", hash = "sha256:0a47d7adb28bd5659d727783f4113537e54f8c66e0d6322d1d8f9edb081dc926"},
] ]
[package.dependencies] [package.dependencies]
@ -1630,40 +1630,45 @@ version = "0.0.304"
description = "Building applications with LLMs through composability" description = "Building applications with LLMs through composability"
optional = false optional = false
python-versions = ">=3.8.1,<4.0" python-versions = ">=3.8.1,<4.0"
files = [ files = []
{file = "langchain-0.0.304-py3-none-any.whl", hash = "sha256:be7820af6c9357f7714850f86b3fc68ec8ac1cec4f61a40e490825d8b06297b4"}, develop = false
{file = "langchain-0.0.304.tar.gz", hash = "sha256:739241c41bfe8b879aa55e8f38074156f7609a6589395277219b70df3b19981d"},
]
[package.dependencies] [package.dependencies]
aiohttp = ">=3.8.3,<4.0.0" aiohttp = "^3.8.3"
anyio = "<4.0" anyio = "<4.0"
async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""} async-timeout = {version = "^4.0.0", markers = "python_version < \"3.11\""}
dataclasses-json = ">=0.5.7,<0.7" dataclasses-json = ">= 0.5.7, < 0.7"
jsonpatch = ">=1.33,<2.0" jsonpatch = "^1.33"
langsmith = ">=0.0.38,<0.1.0" langsmith = "~0.0.38"
numexpr = ">=2.8.4,<3.0.0" numexpr = "^2.8.4"
numpy = ">=1,<2" numpy = "^1"
pydantic = ">=1,<3" pydantic = ">=1,<3"
PyYAML = ">=5.3" PyYAML = ">=5.3"
requests = ">=2,<3" requests = "^2"
SQLAlchemy = ">=1.4,<3" SQLAlchemy = ">=1.4,<3"
tenacity = ">=8.1.0,<9.0.0" tenacity = "^8.1.0"
[package.extras] [package.extras]
all = ["O365 (>=2.0.26,<3.0.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "amadeus (>=8.1.0)", "arxiv (>=1.4,<2.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "awadb (>=0.3.9,<0.4.0)", "azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "beautifulsoup4 (>=4,<5)", "clarifai (>=9.1.0)", "clickhouse-connect (>=0.5.14,<0.6.0)", "cohere (>=4,<5)", "deeplake (>=3.6.8,<4.0.0)", "docarray[hnswlib] (>=0.32.0,<0.33.0)", "duckduckgo-search (>=3.8.3,<4.0.0)", "elasticsearch (>=8,<9)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "google-api-python-client (==2.70.0)", "google-auth (>=2.18.1,<3.0.0)", "google-search-results (>=2,<3)", "gptcache (>=0.1.7)", "html2text (>=2020.1.16,<2021.0.0)", "huggingface_hub (>=0,<1)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lancedb (>=0.1,<0.2)", "langkit (>=0.0.6,<0.1.0)", "lark (>=1.1.5,<2.0.0)", "libdeeplake (>=0.0.60,<0.0.61)", "librosa (>=0.10.0.post2,<0.11.0)", "lxml (>=4.9.2,<5.0.0)", "manifest-ml (>=0.0.1,<0.0.2)", "marqo (>=1.2.4,<2.0.0)", "momento (>=1.5.0,<2.0.0)", "nebula3-python (>=3.4.0,<4.0.0)", "neo4j (>=5.8.1,<6.0.0)", "networkx (>=2.6.3,<3.0.0)", "nlpcloud (>=1,<2)", "nltk (>=3,<4)", "nomic (>=1.0.43,<2.0.0)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "opensearch-py (>=2.0.0,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pexpect (>=4.8.0,<5.0.0)", "pgvector (>=0.1.6,<0.2.0)", "pinecone-client (>=2,<3)", "pinecone-text (>=0.4.2,<0.5.0)", "psycopg2-binary (>=2.9.5,<3.0.0)", "pymongo (>=4.3.3,<5.0.0)", "pyowm (>=3.3.0,<4.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pytesseract (>=0.3.10,<0.4.0)", "python-arango (>=7.5.9,<8.0.0)", "pyvespa (>=0.33.0,<0.34.0)", "qdrant-client (>=1.3.1,<2.0.0)", "rdflib (>=6.3.2,<7.0.0)", "redis (>=4,<5)", "requests-toolbelt (>=1.0.0,<2.0.0)", "sentence-transformers (>=2,<3)", "singlestoredb (>=0.7.1,<0.8.0)", "tensorflow-text (>=2.11.0,<3.0.0)", "tigrisdb (>=1.0.0b6,<2.0.0)", "tiktoken (>=0.3.2,<0.4.0)", "torch (>=1,<3)", "transformers (>=4,<5)", "weaviate-client (>=3,<4)", "wikipedia (>=1,<2)", "wolframalpha (==5.0.0)"] all = ["O365 (>=2.0.26,<3.0.0)", "aleph-alpha-client (>=2.15.0,<3.0.0)", "amadeus (>=8.1.0)", "arxiv (>=1.4,<2.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "awadb (>=0.3.9,<0.4.0)", "azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "beautifulsoup4 (>=4,<5)", "clarifai (>=9.1.0)", "clickhouse-connect (>=0.5.14,<0.6.0)", "cohere (>=4,<5)", "deeplake (>=3.6.8,<4.0.0)", "docarray[hnswlib] (>=0.32.0,<0.33.0)", "duckduckgo-search (>=3.8.3,<4.0.0)", "elasticsearch (>=8,<9)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "google-api-python-client (==2.70.0)", "google-auth (>=2.18.1,<3.0.0)", "google-search-results (>=2,<3)", "gptcache (>=0.1.7)", "html2text (>=2020.1.16,<2021.0.0)", "huggingface_hub (>=0,<1)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lancedb (>=0.1,<0.2)", "langkit (>=0.0.6,<0.1.0)", "lark (>=1.1.5,<2.0.0)", "libdeeplake (>=0.0.60,<0.0.61)", "librosa (>=0.10.0.post2,<0.11.0)", "lxml (>=4.9.2,<5.0.0)", "manifest-ml (>=0.0.1,<0.0.2)", "marqo (>=1.2.4,<2.0.0)", "momento (>=1.5.0,<2.0.0)", "nebula3-python (>=3.4.0,<4.0.0)", "neo4j (>=5.8.1,<6.0.0)", "networkx (>=2.6.3,<4)", "nlpcloud (>=1,<2)", "nltk (>=3,<4)", "nomic (>=1.0.43,<2.0.0)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "opensearch-py (>=2.0.0,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pexpect (>=4.8.0,<5.0.0)", "pgvector (>=0.1.6,<0.2.0)", "pinecone-client (>=2,<3)", "pinecone-text (>=0.4.2,<0.5.0)", "psycopg2-binary (>=2.9.5,<3.0.0)", "pymongo (>=4.3.3,<5.0.0)", "pyowm (>=3.3.0,<4.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pytesseract (>=0.3.10,<0.4.0)", "python-arango (>=7.5.9,<8.0.0)", "pyvespa (>=0.33.0,<0.34.0)", "qdrant-client (>=1.3.1,<2.0.0)", "rdflib (>=6.3.2,<7.0.0)", "redis (>=4,<5)", "requests-toolbelt (>=1.0.0,<2.0.0)", "sentence-transformers (>=2,<3)", "singlestoredb (>=0.7.1,<0.8.0)", "tensorflow-text (>=2.11.0,<3.0.0)", "tigrisdb (>=1.0.0b6,<2.0.0)", "tiktoken (>=0.3.2,<0.6.0)", "torch (>=1,<3)", "transformers (>=4,<5)", "weaviate-client (>=3,<4)", "wikipedia (>=1,<2)", "wolframalpha (==5.0.0)"]
azure = ["azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-core (>=1.26.4,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "azure-search-documents (==11.4.0b8)", "openai (>=0,<1)"] azure = ["azure-ai-formrecognizer (>=3.2.1,<4.0.0)", "azure-ai-vision (>=0.11.1b1,<0.12.0)", "azure-cognitiveservices-speech (>=1.28.0,<2.0.0)", "azure-core (>=1.26.4,<2.0.0)", "azure-cosmos (>=4.4.0b1,<5.0.0)", "azure-identity (>=1.12.0,<2.0.0)", "azure-search-documents (==11.4.0b8)", "openai (>=0,<1)"]
clarifai = ["clarifai (>=9.1.0)"] clarifai = ["clarifai (>=9.1.0)"]
cohere = ["cohere (>=4,<5)"] cohere = ["cohere (>=4,<5)"]
docarray = ["docarray[hnswlib] (>=0.32.0,<0.33.0)"] docarray = ["docarray[hnswlib] (>=0.32.0,<0.33.0)"]
embeddings = ["sentence-transformers (>=2,<3)"] embeddings = ["sentence-transformers (>=2,<3)"]
extended-testing = ["amazon-textract-caller (<2)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "dashvector (>=1.0.1,<2.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "gql (>=3.4.1,<4.0.0)", "html2text (>=2020.1.16,<2021.0.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "markdownify (>=0.11.6,<0.12.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "openai (>=0,<1)", "openapi-schema-pydantic (>=1.2,<2.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"] extended-testing = ["amazon-textract-caller (<2)", "anthropic (>=0.3.11,<0.4.0)", "arxiv (>=1.4,<2.0)", "assemblyai (>=0.17.0,<0.18.0)", "atlassian-python-api (>=3.36.0,<4.0.0)", "beautifulsoup4 (>=4,<5)", "bibtexparser (>=1.4.0,<2.0.0)", "cassio (>=0.1.0,<0.2.0)", "chardet (>=5.1.0,<6.0.0)", "dashvector (>=1.0.1,<2.0.0)", "esprima (>=4.0.1,<5.0.0)", "faiss-cpu (>=1,<2)", "feedparser (>=6.0.10,<7.0.0)", "geopandas (>=0.13.1,<0.14.0)", "gitpython (>=3.1.32,<4.0.0)", "gql (>=3.4.1,<4.0.0)", "html2text (>=2020.1.16,<2021.0.0)", "jinja2 (>=3,<4)", "jq (>=1.4.1,<2.0.0)", "lxml (>=4.9.2,<5.0.0)", "markdownify (>=0.11.6,<0.12.0)", "mwparserfromhell (>=0.6.4,<0.7.0)", "mwxml (>=0.3.3,<0.4.0)", "newspaper3k (>=0.2.8,<0.3.0)", "openai (>=0,<1)", "openai (>=0,<1)", "openapi-schema-pydantic (>=1.2,<2.0)", "pandas (>=2.0.1,<3.0.0)", "pdfminer-six (>=20221105,<20221106)", "pgvector (>=0.1.6,<0.2.0)", "psychicapi (>=0.8.0,<0.9.0)", "py-trello (>=0.19.0,<0.20.0)", "pymupdf (>=1.22.3,<2.0.0)", "pypdf (>=3.4.0,<4.0.0)", "pypdfium2 (>=4.10.0,<5.0.0)", "pyspark (>=3.4.0,<4.0.0)", "rank-bm25 (>=0.2.2,<0.3.0)", "rapidfuzz (>=3.1.1,<4.0.0)", "requests-toolbelt (>=1.0.0,<2.0.0)", "scikit-learn (>=1.2.2,<2.0.0)", "sqlite-vss (>=0.1.2,<0.2.0)", "streamlit (>=1.18.0,<2.0.0)", "sympy (>=1.12,<2.0)", "telethon (>=1.28.5,<2.0.0)", "timescale-vector (>=0.0.1,<0.0.2)", "tqdm (>=4.48.0)", "xata (>=1.0.0a7,<2.0.0)", "xmltodict (>=0.13.0,<0.14.0)"]
javascript = ["esprima (>=4.0.1,<5.0.0)"] javascript = ["esprima (>=4.0.1,<5.0.0)"]
llms = ["clarifai (>=9.1.0)", "cohere (>=4,<5)", "huggingface_hub (>=0,<1)", "manifest-ml (>=0.0.1,<0.0.2)", "nlpcloud (>=1,<2)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "torch (>=1,<3)", "transformers (>=4,<5)"] llms = ["clarifai (>=9.1.0)", "cohere (>=4,<5)", "huggingface_hub (>=0,<1)", "manifest-ml (>=0.0.1,<0.0.2)", "nlpcloud (>=1,<2)", "openai (>=0,<1)", "openlm (>=0.0.5,<0.0.6)", "torch (>=1,<3)", "transformers (>=4,<5)"]
openai = ["openai (>=0,<1)", "tiktoken (>=0.3.2,<0.4.0)"] openai = ["openai (>=0,<1)", "tiktoken (>=0.3.2,<0.6.0)"]
qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"] qdrant = ["qdrant-client (>=1.3.1,<2.0.0)"]
text-helpers = ["chardet (>=5.1.0,<6.0.0)"] text-helpers = ["chardet (>=5.1.0,<6.0.0)"]
[package.source]
type = "git"
url = "https://github.com/langchain-ai/langchain"
reference = "HEAD"
resolved_reference = "4ad0f3de2b1c423d2900d925e26c0097b8741e90"
subdirectory = "libs/langchain"
[[package]] [[package]]
name = "langsmith" name = "langsmith"
version = "0.0.41" version = "0.0.41"
@ -2016,13 +2021,13 @@ files = [
[[package]] [[package]]
name = "notebook" name = "notebook"
version = "6.5.4" version = "6.5.6"
description = "A web-based notebook environment for interactive computing" description = "A web-based notebook environment for interactive computing"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "notebook-6.5.4-py3-none-any.whl", hash = "sha256:dd17e78aefe64c768737b32bf171c1c766666a21cc79a44d37a1700771cab56f"}, {file = "notebook-6.5.6-py3-none-any.whl", hash = "sha256:c1e2eb2e3b6079a0552a04974883a48d04c3c05792170d64a4b23d707d453181"},
{file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"}, {file = "notebook-6.5.6.tar.gz", hash = "sha256:b4625a4b7a597839dd3156b140d5ba2c7123761f98245a3290f67a8b8ee048d9"},
] ]
[package.dependencies] [package.dependencies]
@ -2030,14 +2035,14 @@ argon2-cffi = "*"
ipykernel = "*" ipykernel = "*"
ipython-genutils = "*" ipython-genutils = "*"
jinja2 = "*" jinja2 = "*"
jupyter-client = ">=5.3.4" jupyter-client = ">=5.3.4,<8"
jupyter-core = ">=4.6.1" jupyter-core = ">=4.6.1"
nbclassic = ">=0.4.7" nbclassic = ">=0.4.7"
nbconvert = ">=5" nbconvert = ">=5"
nbformat = "*" nbformat = "*"
nest-asyncio = ">=1.5" nest-asyncio = ">=1.5"
prometheus-client = "*" prometheus-client = "*"
pyzmq = ">=17" pyzmq = ">=17,<25"
Send2Trash = ">=1.8.0" Send2Trash = ">=1.8.0"
terminado = ">=0.8.3" terminado = ">=0.8.3"
tornado = ">=6.1" tornado = ">=6.1"
@ -2146,13 +2151,13 @@ files = [
[[package]] [[package]]
name = "openai" name = "openai"
version = "0.28.0" version = "0.28.1"
description = "Python client library for the OpenAI API" description = "Python client library for the OpenAI API"
optional = false optional = false
python-versions = ">=3.7.1" python-versions = ">=3.7.1"
files = [ files = [
{file = "openai-0.28.0-py3-none-any.whl", hash = "sha256:d207ece78469be5648eb87b825753282225155a29d0eec6e02013ddbf8c31c0c"}, {file = "openai-0.28.1-py3-none-any.whl", hash = "sha256:d18690f9e3d31eedb66b57b88c2165d760b24ea0a01f150dd3f068155088ce68"},
{file = "openai-0.28.0.tar.gz", hash = "sha256:417b78c4c2864ba696aedaf1ccff77be1f04a581ab1739f0a56e0aae19e5a794"}, {file = "openai-0.28.1.tar.gz", hash = "sha256:4be1dad329a65b4ce1a660fe6d5431b438f429b5855c883435f0f7fcb6d2dcc8"},
] ]
[package.dependencies] [package.dependencies]
@ -2370,6 +2375,17 @@ files = [
[package.extras] [package.extras]
tests = ["pytest"] tests = ["pytest"]
[[package]]
name = "py"
version = "1.11.0"
description = "library with cross-python path, ini-parsing, io, code, log facilities"
optional = false
python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
files = [
{file = "py-1.11.0-py2.py3-none-any.whl", hash = "sha256:607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378"},
{file = "py-1.11.0.tar.gz", hash = "sha256:51c75c4126074b472f746a24399ad32f6053d1b34b68d2fa41e558e6f4a98719"},
]
[[package]] [[package]]
name = "pycparser" name = "pycparser"
version = "2.21" version = "2.21"
@ -2383,47 +2399,47 @@ files = [
[[package]] [[package]]
name = "pydantic" name = "pydantic"
version = "1.10.12" version = "1.10.13"
description = "Data validation and settings management using python type hints" description = "Data validation and settings management using python type hints"
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "pydantic-1.10.12-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a1fcb59f2f355ec350073af41d927bf83a63b50e640f4dbaa01053a28b7a7718"}, {file = "pydantic-1.10.13-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:efff03cc7a4f29d9009d1c96ceb1e7a70a65cfe86e89d34e4a5f2ab1e5693737"},
{file = "pydantic-1.10.12-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b7ccf02d7eb340b216ec33e53a3a629856afe1c6e0ef91d84a4e6f2fb2ca70fe"}, {file = "pydantic-1.10.13-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3ecea2b9d80e5333303eeb77e180b90e95eea8f765d08c3d278cd56b00345d01"},
{file = "pydantic-1.10.12-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8fb2aa3ab3728d950bcc885a2e9eff6c8fc40bc0b7bb434e555c215491bcf48b"}, {file = "pydantic-1.10.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1740068fd8e2ef6eb27a20e5651df000978edce6da6803c2bef0bc74540f9548"},
{file = "pydantic-1.10.12-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:771735dc43cf8383959dc9b90aa281f0b6092321ca98677c5fb6125a6f56d58d"}, {file = "pydantic-1.10.13-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:84bafe2e60b5e78bc64a2941b4c071a4b7404c5c907f5f5a99b0139781e69ed8"},
{file = "pydantic-1.10.12-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:ca48477862372ac3770969b9d75f1bf66131d386dba79506c46d75e6b48c1e09"}, {file = "pydantic-1.10.13-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:bc0898c12f8e9c97f6cd44c0ed70d55749eaf783716896960b4ecce2edfd2d69"},
{file = "pydantic-1.10.12-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a5e7add47a5b5a40c49b3036d464e3c7802f8ae0d1e66035ea16aa5b7a3923ed"}, {file = "pydantic-1.10.13-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:654db58ae399fe6434e55325a2c3e959836bd17a6f6a0b6ca8107ea0571d2e17"},
{file = "pydantic-1.10.12-cp310-cp310-win_amd64.whl", hash = "sha256:e4129b528c6baa99a429f97ce733fff478ec955513630e61b49804b6cf9b224a"}, {file = "pydantic-1.10.13-cp310-cp310-win_amd64.whl", hash = "sha256:75ac15385a3534d887a99c713aa3da88a30fbd6204a5cd0dc4dab3d770b9bd2f"},
{file = "pydantic-1.10.12-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b0d191db0f92dfcb1dec210ca244fdae5cbe918c6050b342d619c09d31eea0cc"}, {file = "pydantic-1.10.13-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c553f6a156deb868ba38a23cf0df886c63492e9257f60a79c0fd8e7173537653"},
{file = "pydantic-1.10.12-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:795e34e6cc065f8f498c89b894a3c6da294a936ee71e644e4bd44de048af1405"}, {file = "pydantic-1.10.13-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:5e08865bc6464df8c7d61439ef4439829e3ab62ab1669cddea8dd00cd74b9ffe"},
{file = "pydantic-1.10.12-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:69328e15cfda2c392da4e713443c7dbffa1505bc9d566e71e55abe14c97ddc62"}, {file = "pydantic-1.10.13-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e31647d85a2013d926ce60b84f9dd5300d44535a9941fe825dc349ae1f760df9"},
{file = "pydantic-1.10.12-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2031de0967c279df0d8a1c72b4ffc411ecd06bac607a212892757db7462fc494"}, {file = "pydantic-1.10.13-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:210ce042e8f6f7c01168b2d84d4c9eb2b009fe7bf572c2266e235edf14bacd80"},
{file = "pydantic-1.10.12-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:ba5b2e6fe6ca2b7e013398bc7d7b170e21cce322d266ffcd57cca313e54fb246"}, {file = "pydantic-1.10.13-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:8ae5dd6b721459bfa30805f4c25880e0dd78fc5b5879f9f7a692196ddcb5a580"},
{file = "pydantic-1.10.12-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:2a7bac939fa326db1ab741c9d7f44c565a1d1e80908b3797f7f81a4f86bc8d33"}, {file = "pydantic-1.10.13-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:f8e81fc5fb17dae698f52bdd1c4f18b6ca674d7068242b2aff075f588301bbb0"},
{file = "pydantic-1.10.12-cp311-cp311-win_amd64.whl", hash = "sha256:87afda5539d5140cb8ba9e8b8c8865cb5b1463924d38490d73d3ccfd80896b3f"}, {file = "pydantic-1.10.13-cp311-cp311-win_amd64.whl", hash = "sha256:61d9dce220447fb74f45e73d7ff3b530e25db30192ad8d425166d43c5deb6df0"},
{file = "pydantic-1.10.12-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:549a8e3d81df0a85226963611950b12d2d334f214436a19537b2efed61b7639a"}, {file = "pydantic-1.10.13-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:4b03e42ec20286f052490423682016fd80fda830d8e4119f8ab13ec7464c0132"},
{file = "pydantic-1.10.12-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:598da88dfa127b666852bef6d0d796573a8cf5009ffd62104094a4fe39599565"}, {file = "pydantic-1.10.13-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f59ef915cac80275245824e9d771ee939133be38215555e9dc90c6cb148aaeb5"},
{file = "pydantic-1.10.12-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ba5c4a8552bff16c61882db58544116d021d0b31ee7c66958d14cf386a5b5350"}, {file = "pydantic-1.10.13-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5a1f9f747851338933942db7af7b6ee8268568ef2ed86c4185c6ef4402e80ba8"},
{file = "pydantic-1.10.12-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:c79e6a11a07da7374f46970410b41d5e266f7f38f6a17a9c4823db80dadf4303"}, {file = "pydantic-1.10.13-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:97cce3ae7341f7620a0ba5ef6cf043975cd9d2b81f3aa5f4ea37928269bc1b87"},
{file = "pydantic-1.10.12-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:ab26038b8375581dc832a63c948f261ae0aa21f1d34c1293469f135fa92972a5"}, {file = "pydantic-1.10.13-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:854223752ba81e3abf663d685f105c64150873cc6f5d0c01d3e3220bcff7d36f"},
{file = "pydantic-1.10.12-cp37-cp37m-win_amd64.whl", hash = "sha256:e0a16d274b588767602b7646fa05af2782576a6cf1022f4ba74cbb4db66f6ca8"}, {file = "pydantic-1.10.13-cp37-cp37m-win_amd64.whl", hash = "sha256:b97c1fac8c49be29486df85968682b0afa77e1b809aff74b83081cc115e52f33"},
{file = "pydantic-1.10.12-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:6a9dfa722316f4acf4460afdf5d41d5246a80e249c7ff475c43a3a1e9d75cf62"}, {file = "pydantic-1.10.13-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c958d053453a1c4b1c2062b05cd42d9d5c8eb67537b8d5a7e3c3032943ecd261"},
{file = "pydantic-1.10.12-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:a73f489aebd0c2121ed974054cb2759af8a9f747de120acd2c3394cf84176ccb"}, {file = "pydantic-1.10.13-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:4c5370a7edaac06daee3af1c8b1192e305bc102abcbf2a92374b5bc793818599"},
{file = "pydantic-1.10.12-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6b30bcb8cbfccfcf02acb8f1a261143fab622831d9c0989707e0e659f77a18e0"}, {file = "pydantic-1.10.13-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7d6f6e7305244bddb4414ba7094ce910560c907bdfa3501e9db1a7fd7eaea127"},
{file = "pydantic-1.10.12-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2fcfb5296d7877af406ba1547dfde9943b1256d8928732267e2653c26938cd9c"}, {file = "pydantic-1.10.13-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d3a3c792a58e1622667a2837512099eac62490cdfd63bd407993aaf200a4cf1f"},
{file = "pydantic-1.10.12-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:2f9a6fab5f82ada41d56b0602606a5506aab165ca54e52bc4545028382ef1c5d"}, {file = "pydantic-1.10.13-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:c636925f38b8db208e09d344c7aa4f29a86bb9947495dd6b6d376ad10334fb78"},
{file = "pydantic-1.10.12-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:dea7adcc33d5d105896401a1f37d56b47d443a2b2605ff8a969a0ed5543f7e33"}, {file = "pydantic-1.10.13-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:678bcf5591b63cc917100dc50ab6caebe597ac67e8c9ccb75e698f66038ea953"},
{file = "pydantic-1.10.12-cp38-cp38-win_amd64.whl", hash = "sha256:1eb2085c13bce1612da8537b2d90f549c8cbb05c67e8f22854e201bde5d98a47"}, {file = "pydantic-1.10.13-cp38-cp38-win_amd64.whl", hash = "sha256:6cf25c1a65c27923a17b3da28a0bdb99f62ee04230c931d83e888012851f4e7f"},
{file = "pydantic-1.10.12-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:ef6c96b2baa2100ec91a4b428f80d8f28a3c9e53568219b6c298c1125572ebc6"}, {file = "pydantic-1.10.13-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8ef467901d7a41fa0ca6db9ae3ec0021e3f657ce2c208e98cd511f3161c762c6"},
{file = "pydantic-1.10.12-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6c076be61cd0177a8433c0adcb03475baf4ee91edf5a4e550161ad57fc90f523"}, {file = "pydantic-1.10.13-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:968ac42970f57b8344ee08837b62f6ee6f53c33f603547a55571c954a4225691"},
{file = "pydantic-1.10.12-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d5a58feb9a39f481eda4d5ca220aa8b9d4f21a41274760b9bc66bfd72595b86"}, {file = "pydantic-1.10.13-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9849f031cf8a2f0a928fe885e5a04b08006d6d41876b8bbd2fc68a18f9f2e3fd"},
{file = "pydantic-1.10.12-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e5f805d2d5d0a41633651a73fa4ecdd0b3d7a49de4ec3fadf062fe16501ddbf1"}, {file = "pydantic-1.10.13-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:56e3ff861c3b9c6857579de282ce8baabf443f42ffba355bf070770ed63e11e1"},
{file = "pydantic-1.10.12-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:1289c180abd4bd4555bb927c42ee42abc3aee02b0fb2d1223fb7c6e5bef87dbe"}, {file = "pydantic-1.10.13-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:9f00790179497767aae6bcdc36355792c79e7bbb20b145ff449700eb076c5f96"},
{file = "pydantic-1.10.12-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:5d1197e462e0364906cbc19681605cb7c036f2475c899b6f296104ad42b9f5fb"}, {file = "pydantic-1.10.13-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:75b297827b59bc229cac1a23a2f7a4ac0031068e5be0ce385be1462e7e17a35d"},
{file = "pydantic-1.10.12-cp39-cp39-win_amd64.whl", hash = "sha256:fdbdd1d630195689f325c9ef1a12900524dceb503b00a987663ff4f58669b93d"}, {file = "pydantic-1.10.13-cp39-cp39-win_amd64.whl", hash = "sha256:e70ca129d2053fb8b728ee7d1af8e553a928d7e301a311094b8a0501adc8763d"},
{file = "pydantic-1.10.12-py3-none-any.whl", hash = "sha256:b749a43aa51e32839c9d71dc67eb1e4221bb04af1033a32e3923d46f9effa942"}, {file = "pydantic-1.10.13-py3-none-any.whl", hash = "sha256:b87326822e71bd5f313e7d3bfdc77ac3247035ac10b0c0618bd99dcf95b1e687"},
{file = "pydantic-1.10.12.tar.gz", hash = "sha256:0fe8a415cea8f340e7a9af9c54fc71a649b43e8ca3cc732986116b3cb135d303"}, {file = "pydantic-1.10.13.tar.gz", hash = "sha256:32c8b48dcd3b2ac4e78b0ba4af3a2c2eb6048cb75202f0ea7b34feb740efc340"},
] ]
[package.dependencies] [package.dependencies]
@ -2684,108 +2700,90 @@ files = [
[[package]] [[package]]
name = "pyzmq" name = "pyzmq"
version = "25.1.1" version = "24.0.1"
description = "Python bindings for 0MQ" description = "Python bindings for 0MQ"
optional = false optional = false
python-versions = ">=3.6" python-versions = ">=3.6"
files = [ files = [
{file = "pyzmq-25.1.1-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:381469297409c5adf9a0e884c5eb5186ed33137badcbbb0560b86e910a2f1e76"}, {file = "pyzmq-24.0.1-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:28b119ba97129d3001673a697b7cce47fe6de1f7255d104c2f01108a5179a066"},
{file = "pyzmq-25.1.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:955215ed0604dac5b01907424dfa28b40f2b2292d6493445dd34d0dfa72586a8"}, {file = "pyzmq-24.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bcbebd369493d68162cddb74a9c1fcebd139dfbb7ddb23d8f8e43e6c87bac3a6"},
{file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:985bbb1316192b98f32e25e7b9958088431d853ac63aca1d2c236f40afb17c83"}, {file = "pyzmq-24.0.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ae61446166983c663cee42c852ed63899e43e484abf080089f771df4b9d272ef"},
{file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:afea96f64efa98df4da6958bae37f1cbea7932c35878b185e5982821bc883369"}, {file = "pyzmq-24.0.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:87f7ac99b15270db8d53f28c3c7b968612993a90a5cf359da354efe96f5372b4"},
{file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:76705c9325d72a81155bb6ab48d4312e0032bf045fb0754889133200f7a0d849"}, {file = "pyzmq-24.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9dca7c3956b03b7663fac4d150f5e6d4f6f38b2462c1e9afd83bcf7019f17913"},
{file = "pyzmq-25.1.1-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:77a41c26205d2353a4c94d02be51d6cbdf63c06fbc1295ea57dad7e2d3381b71"}, {file = "pyzmq-24.0.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:8c78bfe20d4c890cb5580a3b9290f700c570e167d4cdcc55feec07030297a5e3"},
{file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:12720a53e61c3b99d87262294e2b375c915fea93c31fc2336898c26d7aed34cd"}, {file = "pyzmq-24.0.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:48f721f070726cd2a6e44f3c33f8ee4b24188e4b816e6dd8ba542c8c3bb5b246"},
{file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:57459b68e5cd85b0be8184382cefd91959cafe79ae019e6b1ae6e2ba8a12cda7"}, {file = "pyzmq-24.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:afe1f3bc486d0ce40abb0a0c9adb39aed3bbac36ebdc596487b0cceba55c21c1"},
{file = "pyzmq-25.1.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:292fe3fc5ad4a75bc8df0dfaee7d0babe8b1f4ceb596437213821f761b4589f9"}, {file = "pyzmq-24.0.1-cp310-cp310-win32.whl", hash = "sha256:3e6192dbcefaaa52ed81be88525a54a445f4b4fe2fffcae7fe40ebb58bd06bfd"},
{file = "pyzmq-25.1.1-cp310-cp310-win32.whl", hash = "sha256:35b5ab8c28978fbbb86ea54958cd89f5176ce747c1fb3d87356cf698048a7790"}, {file = "pyzmq-24.0.1-cp310-cp310-win_amd64.whl", hash = "sha256:86de64468cad9c6d269f32a6390e210ca5ada568c7a55de8e681ca3b897bb340"},
{file = "pyzmq-25.1.1-cp310-cp310-win_amd64.whl", hash = "sha256:11baebdd5fc5b475d484195e49bae2dc64b94a5208f7c89954e9e354fc609d8f"}, {file = "pyzmq-24.0.1-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:838812c65ed5f7c2bd11f7b098d2e5d01685a3f6d1f82849423b570bae698c00"},
{file = "pyzmq-25.1.1-cp311-cp311-macosx_10_15_universal2.whl", hash = "sha256:d20a0ddb3e989e8807d83225a27e5c2eb2260eaa851532086e9e0fa0d5287d83"}, {file = "pyzmq-24.0.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:dfb992dbcd88d8254471760879d48fb20836d91baa90f181c957122f9592b3dc"},
{file = "pyzmq-25.1.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:e1c1be77bc5fb77d923850f82e55a928f8638f64a61f00ff18a67c7404faf008"}, {file = "pyzmq-24.0.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7abddb2bd5489d30ffeb4b93a428130886c171b4d355ccd226e83254fcb6b9ef"},
{file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d89528b4943d27029a2818f847c10c2cecc79fa9590f3cb1860459a5be7933eb"}, {file = "pyzmq-24.0.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:94010bd61bc168c103a5b3b0f56ed3b616688192db7cd5b1d626e49f28ff51b3"},
{file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:90f26dc6d5f241ba358bef79be9ce06de58d477ca8485e3291675436d3827cf8"}, {file = "pyzmq-24.0.1-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:8242543c522d84d033fe79be04cb559b80d7eb98ad81b137ff7e0a9020f00ace"},
{file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c2b92812bd214018e50b6380ea3ac0c8bb01ac07fcc14c5f86a5bb25e74026e9"}, {file = "pyzmq-24.0.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ccb94342d13e3bf3ffa6e62f95b5e3f0bc6bfa94558cb37f4b3d09d6feb536ff"},
{file = "pyzmq-25.1.1-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:2f957ce63d13c28730f7fd6b72333814221c84ca2421298f66e5143f81c9f91f"}, {file = "pyzmq-24.0.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:6640f83df0ae4ae1104d4c62b77e9ef39be85ebe53f636388707d532bee2b7b8"},
{file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:047a640f5c9c6ade7b1cc6680a0e28c9dd5a0825135acbd3569cc96ea00b2505"}, {file = "pyzmq-24.0.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:a180dbd5ea5d47c2d3b716d5c19cc3fb162d1c8db93b21a1295d69585bfddac1"},
{file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:7f7e58effd14b641c5e4dec8c7dab02fb67a13df90329e61c869b9cc607ef752"}, {file = "pyzmq-24.0.1-cp311-cp311-win32.whl", hash = "sha256:624321120f7e60336be8ec74a172ae7fba5c3ed5bf787cc85f7e9986c9e0ebc2"},
{file = "pyzmq-25.1.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:c2910967e6ab16bf6fbeb1f771c89a7050947221ae12a5b0b60f3bca2ee19bca"}, {file = "pyzmq-24.0.1-cp311-cp311-win_amd64.whl", hash = "sha256:1724117bae69e091309ffb8255412c4651d3f6355560d9af312d547f6c5bc8b8"},
{file = "pyzmq-25.1.1-cp311-cp311-win32.whl", hash = "sha256:76c1c8efb3ca3a1818b837aea423ff8a07bbf7aafe9f2f6582b61a0458b1a329"}, {file = "pyzmq-24.0.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:15975747462ec49fdc863af906bab87c43b2491403ab37a6d88410635786b0f4"},
{file = "pyzmq-25.1.1-cp311-cp311-win_amd64.whl", hash = "sha256:44e58a0554b21fc662f2712814a746635ed668d0fbc98b7cb9d74cb798d202e6"}, {file = "pyzmq-24.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b947e264f0e77d30dcbccbb00f49f900b204b922eb0c3a9f0afd61aaa1cedc3d"},
{file = "pyzmq-25.1.1-cp312-cp312-macosx_10_15_universal2.whl", hash = "sha256:e1ffa1c924e8c72778b9ccd386a7067cddf626884fd8277f503c48bb5f51c762"}, {file = "pyzmq-24.0.1-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:0ec91f1bad66f3ee8c6deb65fa1fe418e8ad803efedd69c35f3b5502f43bd1dc"},
{file = "pyzmq-25.1.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:1af379b33ef33757224da93e9da62e6471cf4a66d10078cf32bae8127d3d0d4a"}, {file = "pyzmq-24.0.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:db03704b3506455d86ec72c3358a779e9b1d07b61220dfb43702b7b668edcd0d"},
{file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cff084c6933680d1f8b2f3b4ff5bbb88538a4aac00d199ac13f49d0698727ecb"}, {file = "pyzmq-24.0.1-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:e7e66b4e403c2836ac74f26c4b65d8ac0ca1eef41dfcac2d013b7482befaad83"},
{file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e2400a94f7dd9cb20cd012951a0cbf8249e3d554c63a9c0cdfd5cbb6c01d2dec"}, {file = "pyzmq-24.0.1-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:7a23ccc1083c260fa9685c93e3b170baba45aeed4b524deb3f426b0c40c11639"},
{file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2d81f1ddae3858b8299d1da72dd7d19dd36aab654c19671aa8a7e7fb02f6638a"}, {file = "pyzmq-24.0.1-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:fa0ae3275ef706c0309556061185dd0e4c4cd3b7d6f67ae617e4e677c7a41e2e"},
{file = "pyzmq-25.1.1-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:255ca2b219f9e5a3a9ef3081512e1358bd4760ce77828e1028b818ff5610b87b"}, {file = "pyzmq-24.0.1-cp36-cp36m-win32.whl", hash = "sha256:f01de4ec083daebf210531e2cca3bdb1608dbbbe00a9723e261d92087a1f6ebc"},
{file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:a882ac0a351288dd18ecae3326b8a49d10c61a68b01419f3a0b9a306190baf69"}, {file = "pyzmq-24.0.1-cp36-cp36m-win_amd64.whl", hash = "sha256:de4217b9eb8b541cf2b7fde4401ce9d9a411cc0af85d410f9d6f4333f43640be"},
{file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:724c292bb26365659fc434e9567b3f1adbdb5e8d640c936ed901f49e03e5d32e"}, {file = "pyzmq-24.0.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:78068e8678ca023594e4a0ab558905c1033b2d3e806a0ad9e3094e231e115a33"},
{file = "pyzmq-25.1.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:4ca1ed0bb2d850aa8471387882247c68f1e62a4af0ce9c8a1dbe0d2bf69e41fb"}, {file = "pyzmq-24.0.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:77c2713faf25a953c69cf0f723d1b7dd83827b0834e6c41e3fb3bbc6765914a1"},
{file = "pyzmq-25.1.1-cp312-cp312-win32.whl", hash = "sha256:b3451108ab861040754fa5208bca4a5496c65875710f76789a9ad27c801a0075"}, {file = "pyzmq-24.0.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:8bb4af15f305056e95ca1bd086239b9ebc6ad55e9f49076d27d80027f72752f6"},
{file = "pyzmq-25.1.1-cp312-cp312-win_amd64.whl", hash = "sha256:eadbefd5e92ef8a345f0525b5cfd01cf4e4cc651a2cffb8f23c0dd184975d787"}, {file = "pyzmq-24.0.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:0f14cffd32e9c4c73da66db97853a6aeceaac34acdc0fae9e5bbc9370281864c"},
{file = "pyzmq-25.1.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:db0b2af416ba735c6304c47f75d348f498b92952f5e3e8bff449336d2728795d"}, {file = "pyzmq-24.0.1-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:0108358dab8c6b27ff6b985c2af4b12665c1bc659648284153ee501000f5c107"},
{file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c7c133e93b405eb0d36fa430c94185bdd13c36204a8635470cccc200723c13bb"}, {file = "pyzmq-24.0.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:d66689e840e75221b0b290b0befa86f059fb35e1ee6443bce51516d4d61b6b99"},
{file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:273bc3959bcbff3f48606b28229b4721716598d76b5aaea2b4a9d0ab454ec062"}, {file = "pyzmq-24.0.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:ae08ac90aa8fa14caafc7a6251bd218bf6dac518b7bff09caaa5e781119ba3f2"},
{file = "pyzmq-25.1.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:cbc8df5c6a88ba5ae385d8930da02201165408dde8d8322072e3e5ddd4f68e22"}, {file = "pyzmq-24.0.1-cp37-cp37m-win32.whl", hash = "sha256:8421aa8c9b45ea608c205db9e1c0c855c7e54d0e9c2c2f337ce024f6843cab3b"},
{file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_aarch64.whl", hash = "sha256:18d43df3f2302d836f2a56f17e5663e398416e9dd74b205b179065e61f1a6edf"}, {file = "pyzmq-24.0.1-cp37-cp37m-win_amd64.whl", hash = "sha256:54d8b9c5e288362ec8595c1d98666d36f2070fd0c2f76e2b3c60fbad9bd76227"},
{file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_i686.whl", hash = "sha256:73461eed88a88c866656e08f89299720a38cb4e9d34ae6bf5df6f71102570f2e"}, {file = "pyzmq-24.0.1-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:acbd0a6d61cc954b9f535daaa9ec26b0a60a0d4353c5f7c1438ebc88a359a47e"},
{file = "pyzmq-25.1.1-cp36-cp36m-musllinux_1_1_x86_64.whl", hash = "sha256:34c850ce7976d19ebe7b9d4b9bb8c9dfc7aac336c0958e2651b88cbd46682123"}, {file = "pyzmq-24.0.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:47b11a729d61a47df56346283a4a800fa379ae6a85870d5a2e1e4956c828eedc"},
{file = "pyzmq-25.1.1-cp36-cp36m-win32.whl", hash = "sha256:d2045d6d9439a0078f2a34b57c7b18c4a6aef0bee37f22e4ec9f32456c852c71"}, {file = "pyzmq-24.0.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:abe6eb10122f0d746a0d510c2039ae8edb27bc9af29f6d1b05a66cc2401353ff"},
{file = "pyzmq-25.1.1-cp36-cp36m-win_amd64.whl", hash = "sha256:458dea649f2f02a0b244ae6aef8dc29325a2810aa26b07af8374dc2a9faf57e3"}, {file = "pyzmq-24.0.1-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:07bec1a1b22dacf718f2c0e71b49600bb6a31a88f06527dfd0b5aababe3fa3f7"},
{file = "pyzmq-25.1.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:7cff25c5b315e63b07a36f0c2bab32c58eafbe57d0dce61b614ef4c76058c115"}, {file = "pyzmq-24.0.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f0d945a85b70da97ae86113faf9f1b9294efe66bd4a5d6f82f2676d567338b66"},
{file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1579413ae492b05de5a6174574f8c44c2b9b122a42015c5292afa4be2507f28"}, {file = "pyzmq-24.0.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:1b7928bb7580736ffac5baf814097be342ba08d3cfdfb48e52773ec959572287"},
{file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:3d0a409d3b28607cc427aa5c30a6f1e4452cc44e311f843e05edb28ab5e36da0"}, {file = "pyzmq-24.0.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:b946da90dc2799bcafa682692c1d2139b2a96ec3c24fa9fc6f5b0da782675330"},
{file = "pyzmq-25.1.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:21eb4e609a154a57c520e3d5bfa0d97e49b6872ea057b7c85257b11e78068222"}, {file = "pyzmq-24.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:c8840f064b1fb377cffd3efeaad2b190c14d4c8da02316dae07571252d20b31f"},
{file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_aarch64.whl", hash = "sha256:034239843541ef7a1aee0c7b2cb7f6aafffb005ede965ae9cbd49d5ff4ff73cf"}, {file = "pyzmq-24.0.1-cp38-cp38-win32.whl", hash = "sha256:4854f9edc5208f63f0841c0c667260ae8d6846cfa233c479e29fdc85d42ebd58"},
{file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_i686.whl", hash = "sha256:f8115e303280ba09f3898194791a153862cbf9eef722ad8f7f741987ee2a97c7"}, {file = "pyzmq-24.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:42d4f97b9795a7aafa152a36fe2ad44549b83a743fd3e77011136def512e6c2a"},
{file = "pyzmq-25.1.1-cp37-cp37m-musllinux_1_1_x86_64.whl", hash = "sha256:1a5d26fe8f32f137e784f768143728438877d69a586ddeaad898558dc971a5ae"}, {file = "pyzmq-24.0.1-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:52afb0ac962963fff30cf1be775bc51ae083ef4c1e354266ab20e5382057dd62"},
{file = "pyzmq-25.1.1-cp37-cp37m-win32.whl", hash = "sha256:f32260e556a983bc5c7ed588d04c942c9a8f9c2e99213fec11a031e316874c7e"}, {file = "pyzmq-24.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:8bad8210ad4df68c44ff3685cca3cda448ee46e20d13edcff8909eba6ec01ca4"},
{file = "pyzmq-25.1.1-cp37-cp37m-win_amd64.whl", hash = "sha256:abf34e43c531bbb510ae7e8f5b2b1f2a8ab93219510e2b287a944432fad135f3"}, {file = "pyzmq-24.0.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:dabf1a05318d95b1537fd61d9330ef4313ea1216eea128a17615038859da3b3b"},
{file = "pyzmq-25.1.1-cp38-cp38-macosx_10_15_universal2.whl", hash = "sha256:87e34f31ca8f168c56d6fbf99692cc8d3b445abb5bfd08c229ae992d7547a92a"}, {file = "pyzmq-24.0.1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:5bd3d7dfd9cd058eb68d9a905dec854f86649f64d4ddf21f3ec289341386c44b"},
{file = "pyzmq-25.1.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:c9c6c9b2c2f80747a98f34ef491c4d7b1a8d4853937bb1492774992a120f475d"}, {file = "pyzmq-24.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8012bce6836d3f20a6c9599f81dfa945f433dab4dbd0c4917a6fb1f998ab33d"},
{file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:5619f3f5a4db5dbb572b095ea3cb5cc035335159d9da950830c9c4db2fbb6995"}, {file = "pyzmq-24.0.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:c31805d2c8ade9b11feca4674eee2b9cce1fec3e8ddb7bbdd961a09dc76a80ea"},
{file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:5a34d2395073ef862b4032343cf0c32a712f3ab49d7ec4f42c9661e0294d106f"}, {file = "pyzmq-24.0.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:3104f4b084ad5d9c0cb87445cc8cfd96bba710bef4a66c2674910127044df209"},
{file = "pyzmq-25.1.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25f0e6b78220aba09815cd1f3a32b9c7cb3e02cb846d1cfc526b6595f6046618"}, {file = "pyzmq-24.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:df0841f94928f8af9c7a1f0aaaffba1fb74607af023a152f59379c01c53aee58"},
{file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:3669cf8ee3520c2f13b2e0351c41fea919852b220988d2049249db10046a7afb"}, {file = "pyzmq-24.0.1-cp39-cp39-win32.whl", hash = "sha256:a435ef8a3bd95c8a2d316d6e0ff70d0db524f6037411652803e118871d703333"},
{file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:2d163a18819277e49911f7461567bda923461c50b19d169a062536fffe7cd9d2"}, {file = "pyzmq-24.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:2032d9cb994ce3b4cba2b8dfae08c7e25bc14ba484c770d4d3be33c27de8c45b"},
{file = "pyzmq-25.1.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:df27ffddff4190667d40de7beba4a950b5ce78fe28a7dcc41d6f8a700a80a3c0"}, {file = "pyzmq-24.0.1-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bb5635c851eef3a7a54becde6da99485eecf7d068bd885ac8e6d173c4ecd68b0"},
{file = "pyzmq-25.1.1-cp38-cp38-win32.whl", hash = "sha256:a382372898a07479bd34bda781008e4a954ed8750f17891e794521c3e21c2e1c"}, {file = "pyzmq-24.0.1-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:83ea1a398f192957cb986d9206ce229efe0ee75e3c6635baff53ddf39bd718d5"},
{file = "pyzmq-25.1.1-cp38-cp38-win_amd64.whl", hash = "sha256:52533489f28d62eb1258a965f2aba28a82aa747202c8fa5a1c7a43b5db0e85c1"}, {file = "pyzmq-24.0.1-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:941fab0073f0a54dc33d1a0460cb04e0d85893cb0c5e1476c785000f8b359409"},
{file = "pyzmq-25.1.1-cp39-cp39-macosx_10_15_universal2.whl", hash = "sha256:03b3f49b57264909aacd0741892f2aecf2f51fb053e7d8ac6767f6c700832f45"}, {file = "pyzmq-24.0.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0e8f482c44ccb5884bf3f638f29bea0f8dc68c97e38b2061769c4cb697f6140d"},
{file = "pyzmq-25.1.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:330f9e188d0d89080cde66dc7470f57d1926ff2fb5576227f14d5be7ab30b9fa"}, {file = "pyzmq-24.0.1-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:613010b5d17906c4367609e6f52e9a2595e35d5cc27d36ff3f1b6fa6e954d944"},
{file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:2ca57a5be0389f2a65e6d3bb2962a971688cbdd30b4c0bd188c99e39c234f414"}, {file = "pyzmq-24.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:65c94410b5a8355cfcf12fd600a313efee46ce96a09e911ea92cf2acf6708804"},
{file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:d457aed310f2670f59cc5b57dcfced452aeeed77f9da2b9763616bd57e4dbaae"}, {file = "pyzmq-24.0.1-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:20e7eeb1166087db636c06cae04a1ef59298627f56fb17da10528ab52a14c87f"},
{file = "pyzmq-25.1.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c56d748ea50215abef7030c72b60dd723ed5b5c7e65e7bc2504e77843631c1a6"}, {file = "pyzmq-24.0.1-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:a2712aee7b3834ace51738c15d9ee152cc5a98dc7d57dd93300461b792ab7b43"},
{file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:8f03d3f0d01cb5a018debeb412441996a517b11c5c17ab2001aa0597c6d6882c"}, {file = "pyzmq-24.0.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1a7c280185c4da99e0cc06c63bdf91f5b0b71deb70d8717f0ab870a43e376db8"},
{file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:820c4a08195a681252f46926de10e29b6bbf3e17b30037bd4250d72dd3ddaab8"}, {file = "pyzmq-24.0.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:858375573c9225cc8e5b49bfac846a77b696b8d5e815711b8d4ba3141e6e8879"},
{file = "pyzmq-25.1.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:17ef5f01d25b67ca8f98120d5fa1d21efe9611604e8eb03a5147360f517dd1e2"}, {file = "pyzmq-24.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:80093b595921eed1a2cead546a683b9e2ae7f4a4592bb2ab22f70d30174f003a"},
{file = "pyzmq-25.1.1-cp39-cp39-win32.whl", hash = "sha256:04ccbed567171579ec2cebb9c8a3e30801723c575601f9a990ab25bcac6b51e2"}, {file = "pyzmq-24.0.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8f3f3154fde2b1ff3aa7b4f9326347ebc89c8ef425ca1db8f665175e6d3bd42f"},
{file = "pyzmq-25.1.1-cp39-cp39-win_amd64.whl", hash = "sha256:e61f091c3ba0c3578411ef505992d356a812fb200643eab27f4f70eed34a29ef"}, {file = "pyzmq-24.0.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abb756147314430bee5d10919b8493c0ccb109ddb7f5dfd2fcd7441266a25b75"},
{file = "pyzmq-25.1.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:ade6d25bb29c4555d718ac6d1443a7386595528c33d6b133b258f65f963bb0f6"}, {file = "pyzmq-24.0.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:44e706bac34e9f50779cb8c39f10b53a4d15aebb97235643d3112ac20bd577b4"},
{file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e0c95ddd4f6e9fca4e9e3afaa4f9df8552f0ba5d1004e89ef0a68e1f1f9807c7"}, {file = "pyzmq-24.0.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:687700f8371643916a1d2c61f3fdaa630407dd205c38afff936545d7b7466066"},
{file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:48e466162a24daf86f6b5ca72444d2bf39a5e58da5f96370078be67c67adc978"}, {file = "pyzmq-24.0.1.tar.gz", hash = "sha256:216f5d7dbb67166759e59b0479bca82b8acf9bed6015b526b8eb10143fb08e77"},
{file = "pyzmq-25.1.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:abc719161780932c4e11aaebb203be3d6acc6b38d2f26c0f523b5b59d2fc1996"},
{file = "pyzmq-25.1.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:1ccf825981640b8c34ae54231b7ed00271822ea1c6d8ba1090ebd4943759abf5"},
{file = "pyzmq-25.1.1-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:c2f20ce161ebdb0091a10c9ca0372e023ce24980d0e1f810f519da6f79c60800"},
{file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:deee9ca4727f53464daf089536e68b13e6104e84a37820a88b0a057b97bba2d2"},
{file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:aa8d6cdc8b8aa19ceb319aaa2b660cdaccc533ec477eeb1309e2a291eaacc43a"},
{file = "pyzmq-25.1.1-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:019e59ef5c5256a2c7378f2fb8560fc2a9ff1d315755204295b2eab96b254d0a"},
{file = "pyzmq-25.1.1-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:b9af3757495c1ee3b5c4e945c1df7be95562277c6e5bccc20a39aec50f826cd0"},
{file = "pyzmq-25.1.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:548d6482dc8aadbe7e79d1b5806585c8120bafa1ef841167bc9090522b610fa6"},
{file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:057e824b2aae50accc0f9a0570998adc021b372478a921506fddd6c02e60308e"},
{file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:2243700cc5548cff20963f0ca92d3e5e436394375ab8a354bbea2b12911b20b0"},
{file = "pyzmq-25.1.1-pp38-pypy38_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79986f3b4af059777111409ee517da24a529bdbd46da578b33f25580adcff728"},
{file = "pyzmq-25.1.1-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:11d58723d44d6ed4dd677c5615b2ffb19d5c426636345567d6af82be4dff8a55"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:49d238cf4b69652257db66d0c623cd3e09b5d2e9576b56bc067a396133a00d4a"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fedbdc753827cf014c01dbbee9c3be17e5a208dcd1bf8641ce2cd29580d1f0d4"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bc16ac425cc927d0a57d242589f87ee093884ea4804c05a13834d07c20db203c"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:11c1d2aed9079c6b0c9550a7257a836b4a637feb334904610f06d70eb44c56d2"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:e8a701123029cc240cea61dd2d16ad57cab4691804143ce80ecd9286b464d180"},
{file = "pyzmq-25.1.1-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:61706a6b6c24bdece85ff177fec393545a3191eeda35b07aaa1458a027ad1304"},
{file = "pyzmq-25.1.1.tar.gz", hash = "sha256:259c22485b71abacdfa8bf79720cd7bcf4b9d128b30ea554f01ae71fdbfdaa23"},
] ]
[package.dependencies] [package.dependencies]
cffi = {version = "*", markers = "implementation_name == \"pypy\""} cffi = {version = "*", markers = "implementation_name == \"pypy\""}
py = {version = "*", markers = "implementation_name == \"pypy\""}
[[package]] [[package]]
name = "referencing" name = "referencing"
@ -3291,13 +3289,13 @@ telegram = ["requests"]
[[package]] [[package]]
name = "traitlets" name = "traitlets"
version = "5.10.0" version = "5.10.1"
description = "Traitlets Python configuration system" description = "Traitlets Python configuration system"
optional = false optional = false
python-versions = ">=3.8" python-versions = ">=3.8"
files = [ files = [
{file = "traitlets-5.10.0-py3-none-any.whl", hash = "sha256:417745a96681fbb358e723d5346a547521f36e9bd0d50ba7ab368fff5d67aa54"}, {file = "traitlets-5.10.1-py3-none-any.whl", hash = "sha256:07ab9c5bf8a0499fd7b088ba51be899c90ffc936ffc797d7b6907fc516bcd116"},
{file = "traitlets-5.10.0.tar.gz", hash = "sha256:f584ea209240466e66e91f3c81aa7d004ba4cf794990b0c775938a1544217cd1"}, {file = "traitlets-5.10.1.tar.gz", hash = "sha256:db9c4aa58139c3ba850101913915c042bdba86f7c8a0dda1c6f7f92c5da8e542"},
] ]
[package.extras] [package.extras]
@ -3346,13 +3344,13 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
[[package]] [[package]]
name = "urllib3" name = "urllib3"
version = "2.0.4" version = "2.0.5"
description = "HTTP library with thread-safe connection pooling, file post, and more." description = "HTTP library with thread-safe connection pooling, file post, and more."
optional = false optional = false
python-versions = ">=3.7" python-versions = ">=3.7"
files = [ files = [
{file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"}, {file = "urllib3-2.0.5-py3-none-any.whl", hash = "sha256:ef16afa8ba34a1f989db38e1dbbe0c302e4289a47856990d0682e374563ce35e"},
{file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"}, {file = "urllib3-2.0.5.tar.gz", hash = "sha256:13abf37382ea2ce6fb744d4dad67838eec857c9f4f57009891805e0b5e123594"},
] ]
[package.extras] [package.extras]
@ -3467,13 +3465,13 @@ anyio = ">=3.0.0"
[[package]] [[package]]
name = "wcwidth" name = "wcwidth"
version = "0.2.6" version = "0.2.7"
description = "Measures the displayed width of unicode strings in a terminal" description = "Measures the displayed width of unicode strings in a terminal"
optional = false optional = false
python-versions = "*" python-versions = "*"
files = [ files = [
{file = "wcwidth-0.2.6-py2.py3-none-any.whl", hash = "sha256:795b138f6875577cd91bba52baf9e445cd5118fd32723b460e30a0af30ea230e"}, {file = "wcwidth-0.2.7-py2.py3-none-any.whl", hash = "sha256:fabf3e32999d9b0dab7d19d845149f326f04fe29bac67709ee071dbd92640a36"},
{file = "wcwidth-0.2.6.tar.gz", hash = "sha256:a5220780a404dbe3353789870978e472cfe477761f06ee55077256e509b156d0"}, {file = "wcwidth-0.2.7.tar.gz", hash = "sha256:1b6d30a98ddd5ce9bbdb33658191fd2423fc9da203fe3ef1855407dcb7ee4e26"},
] ]
[[package]] [[package]]
@ -3801,4 +3799,4 @@ server = ["fastapi", "sse-starlette"]
[metadata] [metadata]
lock-version = "2.0" lock-version = "2.0"
python-versions = ">3.8.1,<4" python-versions = ">3.8.1,<4"
content-hash = "e8db4e6e8cd78f7082ac556cd561267c7e3ce1e80d2aa16adb5ff09834ef5d02" content-hash = "a2e85c00c6ce7a2fd5e0aa4322135b9d8f4a8bc6bc65c1200f913f769fc81d94"

2
libs/langserve/pyproject.toml
Unescape Escape View File

@ -14,7 +14,7 @@ fastapi = {version = ">0.90.1", optional = true}
sse-starlette = {version = "^1.3.0", optional = true} sse-starlette = {version = "^1.3.0", optional = true}
httpx-sse = {version = "^0.3.1", optional = true} httpx-sse = {version = "^0.3.1", optional = true}
pydantic = "^1" pydantic = "^1"
langchain = ">=0.0.304" langchain = { git = "https://github.com/langchain-ai/langchain", subdirectory = "libs/langchain" }
[tool.poetry.group.dev.dependencies] [tool.poetry.group.dev.dependencies]
jupyterlab = "^3.6.1" jupyterlab = "^3.6.1"

122
libs/langserve/tests/unit_tests/test_encoders.py
Unescape Escape View File

@ -0,0 +1,122 @@
import json
from typing import Any
import pytest
from langchain.schema.messages import (
HumanMessage,
SystemMessage,
)
from langserve.serialization import simple_dumps, simple_loads
@pytest.mark.parametrize(
"data, expected_json",
[
# Test with python primitives
(1, 1),
([], []),
({}, {}),
({"a": 1}, {"a": 1}),
(
{"output": [HumanMessage(content="hello")]},
{
"output": [
{
"content": "hello",
"additional_kwargs": {},
"type": "human",
"example": False,
}
]
},
),
# Test with a single message (HumanMessage)
(
HumanMessage(content="Hello"),
{
"additional_kwargs": {},
"content": "Hello",
"example": False,
"type": "human",
},
),
# Test with a list containing mixed elements
(
[HumanMessage(content="Hello"), SystemMessage(content="Hi"), 42, "world"],
[
{
"additional_kwargs": {},
"content": "Hello",
"example": False,
"type": "human",
},
{"additional_kwargs": {}, "content": "Hi", "type": "system"},
42,
"world",
],
),
# # Attention: This test is not correct right now
# # Test with full and chunk messages
# (
# [HumanMessage(content="Hello"), HumanMessageChunk(content="Hi")],
# [
# {
# "additional_kwargs": {},
# "content": "Hello",
# "example": False,
# "type": "human",
# },
# {
# "additional_kwargs": {},
# "content": "Hi",
# "example": False,
# "type": "human",
# },
# ],
# ),
# # Attention: This test is not correct right now
# # Test with full and chunk messages
# (
# [HumanMessageChunk(content="Hello"), HumanMessage(content="Hi")],
# [
# {
# "additional_kwargs": {},
# "content": "Hello",
# "example": False,
# "type": "human",
# },
# {
# "additional_kwargs": {},
# "content": "Hi",
# "example": False,
# "type": "human",
# },
# ],
# ),
# Test with a dictionary containing mixed elements
(
{
"message": HumanMessage(content="Greetings"),
"numbers": [1, 2, 3],
"boom": "Hello, world!",
},
{
"message": {
"additional_kwargs": {},
"content": "Greetings",
"example": False,
"type": "human",
},
"numbers": [1, 2, 3],
"boom": "Hello, world!",
},
),
],
)
def test_serialization(data: Any, expected_json: Any) -> None:
"""Test that the LangChainEncoder encodes the data as expected."""
# Test encoding
assert json.loads(simple_dumps(data)) == expected_json
# Test decoding
assert simple_loads(json.dumps(expected_json)) == data

58
libs/langserve/tests/unit_tests/test_server_client.py
Unescape Escape View File

@ -2,7 +2,7 @@
import asyncio import asyncio
from asyncio import AbstractEventLoop from asyncio import AbstractEventLoop
from contextlib import asynccontextmanager from contextlib import asynccontextmanager
from typing import Any, List, Optional from typing import List, Optional, Union
import httpx import httpx
import pytest import pytest
@ -34,18 +34,16 @@ def event_loop():
def app(event_loop: AbstractEventLoop) -> FastAPI: def app(event_loop: AbstractEventLoop) -> FastAPI:
"""A simple server that wraps a Runnable and exposes it as an API.""" """A simple server that wraps a Runnable and exposes it as an API."""
async def add_one_or_passthrough(x: Any) -> int: async def add_one_or_passthrough(
x: Union[int, HumanMessage]
) -> Union[int, HumanMessage]:
"""Add one to int or passthrough.""" """Add one to int or passthrough."""
if isinstance(x, int): if isinstance(x, int):
return x + 1 return x + 1
else: else:
return x return x
def raise_on_call(x: int) -> int: runnable_lambda = RunnableLambda(func=add_one_or_passthrough)
"""Sync function server side should never be called."""
raise AssertionError("Should not be called")
runnable_lambda = RunnableLambda(func=raise_on_call, afunc=add_one_or_passthrough)
app = FastAPI() app = FastAPI()
try: try:
add_routes(app, runnable_lambda) add_routes(app, runnable_lambda)
@ -132,7 +130,6 @@ def test_invoke(client: RemoteRunnable) -> None:
"""Test sync invoke.""" """Test sync invoke."""
assert client.invoke(1) == 2 assert client.invoke(1) == 2
assert client.invoke(HumanMessage(content="hello")) == HumanMessage(content="hello") assert client.invoke(HumanMessage(content="hello")) == HumanMessage(content="hello")
# Test invocation with config # Test invocation with config
assert client.invoke(1, config={"tags": ["test"]}) == 2 assert client.invoke(1, config={"tags": ["test"]}) == 2
@ -234,6 +231,19 @@ def test_invoke_as_part_of_sequence(client: RemoteRunnable) -> None:
# assert list(runnable.stream([1, 2], config={"tags": ["test"]})) == [3, 4] # assert list(runnable.stream([1, 2], config={"tags": ["test"]})) == [3, 4]
def test_pydantic_root():
from pydantic import BaseModel
class Model(BaseModel):
__root__: str
class Q(BaseModel):
input: Model
# s = Model(__root__=[23])
Q(input="hello")
@pytest.mark.asyncio @pytest.mark.asyncio
async def test_invoke_as_part_of_sequence_async(async_client: RemoteRunnable) -> None: async def test_invoke_as_part_of_sequence_async(async_client: RemoteRunnable) -> None:
"""Test as part of a sequence. """Test as part of a sequence.
@ -466,3 +476,35 @@ async def test_async_client_close() -> None:
del runnable del runnable
assert sync_client.is_closed is True assert sync_client.is_closed is True
assert async_client.is_closed is True assert async_client.is_closed is True
@pytest.mark.asyncio
async def test_openapi_docs_with_identical_runnables(
event_loop: AbstractEventLoop, mocker: MockerFixture
) -> None:
"""Test client side and server side exceptions."""
async def add_one(x: int) -> int:
"""Add one to simulate a valid function"""
return x + 1
server_runnable = RunnableLambda(func=add_one)
server_runnable2 = RunnableLambda(func=add_one)
app = FastAPI()
add_routes(
app,
server_runnable,
path="/1",
)
# Add another route that uses the same schema (inferred from runnable input schema)
add_routes(
app,
server_runnable2,
path="/2",
config_keys=["tags", "run_name"],
)
async with AsyncClient(app=app, base_url="http://localhost:9999") as async_client:
response = await async_client.get("/openapi.json")
assert response.status_code == 200

106
libs/langserve/tests/unit_tests/test_validation.py
Unescape Escape View File

@ -1,10 +1,6 @@
import typing
from typing import Optional from typing import Optional
import pytest import pytest
from langchain.load.dump import dumpd
from langchain.schema import AIMessage, HumanMessage, SystemMessage
from typing_extensions import TypedDict
try: try:
from pydantic.v1 import BaseModel, ValidationError from pydantic.v1 import BaseModel, ValidationError
@ -15,7 +11,6 @@ from langserve.validation import (
create_batch_request_model, create_batch_request_model,
create_invoke_request_model, create_invoke_request_model,
create_runnable_config_model, create_runnable_config_model,
replace_lc_object_types,
) )
@ -133,104 +128,3 @@ def test_validation(test_case) -> None:
else: else:
with pytest.raises(ValidationError): with pytest.raises(ValidationError):
model(**test_case) model(**test_case)
def test_replace_lc_object_types() -> None:
"""Replace lc object types in a model."""
updated_type = replace_lc_object_types(typing.List[HumanMessage])
config = create_runnable_config_model("test", [])
invoke_request = create_invoke_request_model("namespace", updated_type, config)
invoke_request(
input=dumpd(
[
HumanMessage(content="Hello, world!"),
HumanMessage(content="Hello, world 2!"),
]
)
)
with pytest.raises(ValidationError):
invoke_request(input=[dumpd(AIMessage(content="Hello, world!"))])
with pytest.raises(ValidationError):
invoke_request(
input=dumpd(
[
AIMessage(content="Hello, world!"),
HumanMessage(content="Hello, world!"),
]
),
)
def test_batch_request_with_lc_serialization() -> None:
"""Test batch request with LC serialization."""
input_type = replace_lc_object_types(typing.List[HumanMessage])
config = create_runnable_config_model("test", [])
batch_request = create_batch_request_model("namespace", input_type, config)
with pytest.raises(ValidationError):
batch_request(inputs=dumpd([[SystemMessage(content="Hello, world!")]]))
with pytest.raises(ValidationError):
batch_request(inputs=dumpd(HumanMessage(content="Hello, world!")))
with pytest.raises(ValidationError):
batch_request(inputs=dumpd([HumanMessage(content="Hello, world!")]))
batch_request(inputs=dumpd([[HumanMessage(content="Hello, world!")]]))
class PlaceHolderTypedDict(TypedDict):
x: int
z: HumanMessage
@pytest.mark.parametrize(
"type_,input,is_valid",
[
(None, None, True),
(str, "hello", True),
(str, 123.0, True),
(float, "qwe", False),
(int, 1, True),
(int, "qwe", False),
(typing.Union[str, int], "hello", True),
(typing.Union[str, int], 3, True),
(typing.List[str], ["a", "b"], True),
(typing.List[str], ["a", None], False),
(typing.List[HumanMessage], [HumanMessage(content="hello, world!")], True),
(typing.List[HumanMessage], [SystemMessage(content="hello, world!")], False),
(
typing.List[typing.Union[HumanMessage, SystemMessage]],
[HumanMessage(content="he"), SystemMessage(content="hello, world!")],
True,
),
(
typing.List[typing.Union[HumanMessage, SystemMessage]],
HumanMessage(content="hello"),
False,
),
(
typing.Union[
typing.List[typing.Union[SystemMessage, HumanMessage, str]], str
],
["hello", "world"],
True,
),
],
)
def test_replace_lc_object_type(
type_: typing.Any, input: typing.Any, is_valid: bool
) -> None:
"""Verify that code runs on different python versions."""
new_type = replace_lc_object_types(type_)
class Model(BaseModel):
input_: new_type
if is_valid:
Model(input_=dumpd(input))
else:
with pytest.raises(ValidationError):
Model(input_=dumpd(input))

Write Preview
Loading…
Cancel
Save