diff --git a/.clabot b/.clabot new file mode 100644 index 00000000..4f44bbb5 --- /dev/null +++ b/.clabot @@ -0,0 +1,4 @@ +{ + "contributors": ["eyurtsev", "hwchase17", "nfcampos", "efriis", "jacoblee93", "dqbd", "kreneskyp", "adarsh-jha-dev", "harris", "baskaryan", "hinthornw", "bracesproul", "jakerachleff"], + "message": "Thank you for your pull request and welcome to our community. We require contributors to sign our Contributor License Agreement, and we don't seem to have the username {{usersWithoutCLA}} on file. In order for us to review and merge your code, please complete the Individual Contributor License Agreement here https://forms.gle/Ljhqvt9Gdi1N385W6 .\n\nThis process is done manually on our side, so after signing the form one of the maintainers will add you to the contributors list.\n\nFor more details about why we have a CLA and other contribution guidelines please see: https://github.com/langchain-ai/langserve/blob/main/CONTRIBUTING.md." +} diff --git a/.github/workflows/_pydantic_compatibility.yml b/.github/workflows/_pydantic_compatibility.yml index 94d362f3..97f0c744 100644 --- a/.github/workflows/_pydantic_compatibility.yml +++ b/.github/workflows/_pydantic_compatibility.yml @@ -13,6 +13,7 @@ env: jobs: build: + timeout-minutes: 5 defaults: run: working-directory: ${{ inputs.working-directory }} diff --git a/.github/workflows/langserve_ci.yml b/.github/workflows/langserve_ci.yml index 335a37ac..080e83cf 100644 --- a/.github/workflows/langserve_ci.yml +++ b/.github/workflows/langserve_ci.yml @@ -39,7 +39,14 @@ jobs: working-directory: . secrets: inherit + pydantic-compatibility: + uses: + ./.github/workflows/_pydantic_compatibility.yml + with: + working-directory: . + secrets: inherit test: + timeout-minutes: 5 runs-on: ubuntu-latest defaults: run: @@ -51,7 +58,7 @@ jobs: - "3.9" - "3.10" - "3.11" - name: Python ${{ matrix.python-version }} extended tests + name: Python ${{ matrix.python-version }} tests steps: - uses: actions/checkout@v3 diff --git a/Makefile b/Makefile index 8c0f44a4..2818d5b9 100644 --- a/Makefile +++ b/Makefile @@ -33,10 +33,10 @@ lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=. --name-only -- lint lint_diff: poetry run ruff . - poetry run black $(PYTHON_FILES) --check + poetry run ruff format $(PYTHON_FILES) --check format format_diff: - poetry run black $(PYTHON_FILES) + poetry run ruff format $(PYTHON_FILES) poetry run ruff --select I --fix $(PYTHON_FILES) spell_check: diff --git a/README.md b/README.md index 93bea4d8..56591e5f 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,10 @@ # GigaServe 🦜️🏓 = LangServe + GigaChat +[![Release Notes](https://img.shields.io/github/release/langchain-ai/langserve)](https://github.com/langchain-ai/langserve/releases) +[![Downloads](https://static.pepy.tech/badge/langserve/month)](https://pepy.tech/project/langserve) +[![Open Issues](https://img.shields.io/github/issues-raw/langchain-ai/langserve)](https://github.com/langchain-ai/langserve/issues) +[![](https://dcbadge.vercel.app/api/server/6adMQxSpJS?compact=true&style=flat)](https://discord.com/channels/1038097195422978059/1170024642245832774) + 🚩 We will be releasing a hosted version of LangServe for one-click deployments of LangChain applications. [Sign up here](https://airtable.com/app0hN6sd93QcKubv/shrAjst60xXa6quV2) to get on the waitlist. ## Overview @@ -26,7 +31,7 @@ A javascript client is available in [LangChainJS](https://js.langchain.com/docs/ ### Limitations - Client callbacks are not yet supported for events that originate on the server -- Does not work with [pydantic v2 yet](https://github.com/tiangolo/fastapi/issues/10360) +- OpenAPI docs will not be generated when using Pydantic V2. Fast API does not support [mixing pydantic v1 and v2 namespaces](https://github.com/tiangolo/fastapi/issues/10360). See section below for more details. ## Hosted LangServe @@ -38,10 +43,10 @@ We will be releasing a hosted version of LangServe for one-click deployments of ## LangChain CLI 🛠️ -Use the `LangChain` CLI to bootstrap a `LangServe` project quickly. +Use the `GigaChain` CLI to bootstrap a `GigaChain` project quickly. -To use the langchain CLI make sure that you have a recent version of `gigachain-cli` -installed. You can install it with `pip install -U "gigachain-cli[serve]"`. +To use the gigachain CLI make sure that you have a recent version of `gigachain-cli` +installed. You can install it with `pip install -U gigachain-cli`. ```sh langchain app new ../path/to/directory @@ -257,6 +262,15 @@ You can deploy to GCP Cloud Run using the following command: gcloud run deploy [your-service-name] --source . --port 8001 --allow-unauthenticated --region us-central1 --set-env-vars=OPENAI_API_KEY=your_key ``` +## Pydantic + +LangServe provides support for Pydantic 2 with some limitations. + +1. OpenAPI docs will not be generated for invoke/batch/stream/stream_log when using Pydantic V2. Fast API does not support [mixing pydantic v1 and v2 namespaces]. +2. LangChain uses the v1 namespace in Pydantic v2. Please read the [following guidelines to ensure compatibility with LangChain](https://github.com/langchain-ai/langchain/discussions/9337) + +Except for these limitations, we expect the API endpoints, the playground and any other features to work as expected. + ## Advanced ### Files @@ -381,7 +395,10 @@ that are uploaded as base64 encoded strings. Here's the full [example](https://g Snippet: ```python -from pydantic import Field +try: + from pydantic.v1 import Field +except ImportError: + from pydantic import Field from langserve import CustomUserType diff --git a/examples/agent/server.py b/examples/agent/server.py index 88b38b2a..6dca64d2 100755 --- a/examples/agent/server.py +++ b/examples/agent/server.py @@ -7,9 +7,9 @@ from langchain.chat_models import ChatOpenAI from langchain.embeddings import OpenAIEmbeddings from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder +from langchain.pydantic_v1 import BaseModel from langchain.tools.render import format_tool_to_openai_function from langchain.vectorstores import FAISS -from pydantic import BaseModel from langserve import add_routes diff --git a/examples/configurable_chain/client.ipynb b/examples/configurable_chain/client.ipynb index e7003a68..5a7b9412 100644 --- a/examples/configurable_chain/client.ipynb +++ b/examples/configurable_chain/client.ipynb @@ -18,28 +18,16 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "tags": [] }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'output': \"Why don't scientists trust atoms who play sports?\\n\\nBecause they make up everything!\",\n", - " 'callback_events': []}" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import requests\n", "\n", "inputs = {\"input\": {\"topic\": \"sports\"}}\n", - "response = requests.post(\"http://localhost:8000/invoke\", json=inputs)\n", + "response = requests.post(\"http://localhost:8000/configurable_temp/invoke\", json=inputs)\n", "\n", "response.json()" ] @@ -61,7 +49,7 @@ "source": [ "from langserve import RemoteRunnable\n", "\n", - "remote_runnable = RemoteRunnable(\"http://localhost:8000/\")" + "remote_runnable = RemoteRunnable(\"http://localhost:8000/configurable_temp\")" ] }, { @@ -177,6 +165,104 @@ " },\n", ")" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Configurability Based on Request Properties\n", + "\n", + "If you want to change your chain invocation based on your request's properties,\n", + "you can do so with `add_routes`'s `per_req_config_modifier` method as follows:\n", + "\n", + "```python \n", + "\n", + "# Add another example route where you can configure the model based\n", + "# on properties of the request. This is useful for passing in API\n", + "# keys from request headers (WITH CAUTION) or using other properties\n", + "# of the request to configure the model.\n", + "def fetch_api_key_from_header(config: Dict[str, Any], req: Request) -> Dict[str, Any]:\n", + " if \"x-api-key\" in req.headers:\n", + " config[\"configurable\"][\"openai_api_key\"] = req.headers[\"x-api-key\"]\n", + " return config\n", + "\n", + "dynamic_auth_model = ChatOpenAI(openai_api_key='placeholder').configurable_fields(\n", + " openai_api_key=ConfigurableField(\n", + " id=\"openai_api_key\",\n", + " name=\"OpenAI API Key\",\n", + " description=(\n", + " \"API Key for OpenAI interactions\"\n", + " ),\n", + " ),\n", + ")\n", + "\n", + "dynamic_auth_chain = dynamic_auth_model | StrOutputParser()\n", + "\n", + "add_routes(\n", + " app, \n", + " dynamic_auth_chain, \n", + " path=\"/auth_from_header\",\n", + " config_keys=[\"configurable\"], \n", + " per_req_config_modifier=fetch_api_key_from_header\n", + ")\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can see that our request to the model will only work if we have a specific request\n", + "header set:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The model will fail with an auth error\n", + "unauthenticated_response = requests.post(\n", + " \"http://localhost:8000/auth_from_header/invoke\", json={\"input\": \"hello\"}\n", + ")\n", + "unauthenticated_response.json()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, ensure that you have run the following locally on your shell\n", + "```bash\n", + "export TEST_API_KEY=\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# The model will succeed as long as the above shell script is run previously\n", + "import os\n", + "\n", + "test_key = os.environ[\"TEST_API_KEY\"]\n", + "authenticated_response = requests.post(\n", + " \"http://localhost:8000/auth_from_header/invoke\",\n", + " json={\"input\": \"hello\"},\n", + " headers={\"x-api-key\": test_key},\n", + ")\n", + "authenticated_response.json()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -195,7 +281,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/examples/configurable_chain/server.py b/examples/configurable_chain/server.py index 9491eb15..89d0516b 100755 --- a/examples/configurable_chain/server.py +++ b/examples/configurable_chain/server.py @@ -6,7 +6,9 @@ 1) Configurable Fields: Use this to specify values for a given initialization parameter 2) Configurable Alternatives: Use this to specify complete alternative runnables """ -from fastapi import FastAPI +from typing import Any, Dict + +from fastapi import FastAPI, HTTPException, Request from fastapi.middleware.cors import CORSMiddleware from langchain.chat_models import ChatOpenAI from langchain.prompts import PromptTemplate @@ -15,6 +17,25 @@ from langserve import add_routes +app = FastAPI( + title="LangChain Server", + version="1.0", + description="Spin up a simple api server using Langchain's Runnable interfaces", +) + +# Set all CORS enabled origins +app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], + expose_headers=["*"], +) + +############################################################################### +# EXAMPLE 1: Configure fields based on RunnableConfig # +############################################################################### model = ChatOpenAI(temperature=0.5).configurable_alternatives( ConfigurableField( id="llm", @@ -38,26 +59,46 @@ ) chain = prompt | model | StrOutputParser() -app = FastAPI( - title="GigaChain Server", - version="1.0", - description="Spin up a simple api server using Langchain's Runnable interfaces", -) +# Add routes requires you to specify which config keys are accepted +# specifically, you must accept `configurable` as a config key. +add_routes(app, chain, path="/configurable_temp", config_keys=["configurable"]) -# Set all CORS enabled origins -app.add_middleware( - CORSMiddleware, - allow_origins=["*"], - allow_credentials=True, - allow_methods=["*"], - allow_headers=["*"], - expose_headers=["*"], + +############################################################################### +# EXAMPLE 2: Configure fields based on Request metadata # +############################################################################### + + +# Add another example route where you can configure the model based +# on properties of the request. This is useful for passing in API +# keys from request headers (WITH CAUTION) or using other properties +# of the request to configure the model. +def fetch_api_key_from_header(config: Dict[str, Any], req: Request) -> Dict[str, Any]: + if "x-api-key" in req.headers: + config["configurable"]["openai_api_key"] = req.headers["x-api-key"] + else: + raise HTTPException(401, "No API key provided") + + return config + + +dynamic_auth_model = ChatOpenAI(openai_api_key="placeholder").configurable_fields( + openai_api_key=ConfigurableField( + id="openai_api_key", + name="OpenAI API Key", + description=("API Key for OpenAI interactions"), + ), ) +dynamic_auth_chain = dynamic_auth_model | StrOutputParser() -# Add routes requires you to specify which config keys are accepted -# specifically, you must accept `configurable` as a config key. -add_routes(app, chain, config_keys=["configurable"]) +add_routes( + app, + dynamic_auth_chain, + path="/auth_from_header", + config_keys=["configurable"], + per_req_config_modifier=fetch_api_key_from_header, +) if __name__ == "__main__": import uvicorn diff --git a/examples/conversational_retrieval_chain/server.py b/examples/conversational_retrieval_chain/server.py index f72593b0..dc14707e 100755 --- a/examples/conversational_retrieval_chain/server.py +++ b/examples/conversational_retrieval_chain/server.py @@ -6,8 +6,8 @@ from langchain.chains import ConversationalRetrievalChain from langchain.chat_models import ChatOpenAI from langchain.embeddings import OpenAIEmbeddings +from langchain.pydantic_v1 import BaseModel, Field from langchain.vectorstores import FAISS -from pydantic import BaseModel, Field from langserve import add_routes diff --git a/examples/file_processing/server.py b/examples/file_processing/server.py index 5e2b9856..17eeb34c 100755 --- a/examples/file_processing/server.py +++ b/examples/file_processing/server.py @@ -17,8 +17,8 @@ from fastapi import FastAPI from langchain.document_loaders.blob_loaders import Blob from langchain.document_loaders.parsers.pdf import PDFMinerParser +from langchain.pydantic_v1 import Field from langchain.schema.runnable import RunnableLambda -from pydantic import Field from langserve import CustomUserType, add_routes diff --git a/examples/widgets/server.py b/examples/widgets/server.py index cef6ab7b..2508b9db 100755 --- a/examples/widgets/server.py +++ b/examples/widgets/server.py @@ -1,14 +1,20 @@ #!/usr/bin/env python """Endpoint shows off available playground widgets.""" import base64 +from json import dumps from typing import Any, Dict, List, Tuple from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware from langchain.document_loaders.blob_loaders import Blob from langchain.document_loaders.parsers.pdf import PDFMinerParser +from langchain.pydantic_v1 import BaseModel, Field +from langchain.schema.messages import ( + AIMessage, + BaseMessage, + FunctionMessage, +) from langchain.schema.runnable import RunnableLambda -from pydantic import BaseModel, Field from langserve.server import add_routes @@ -39,6 +45,14 @@ class ChatHistory(BaseModel): question: str +class ChatHistoryMessage(BaseModel): + chat_history: List[BaseMessage] = Field( + ..., + extra={"widget": {"type": "chat", "input": "location", "output": "output"}}, + ) + location: str + + class FileProcessingRequest(BaseModel): file: bytes = Field(..., extra={"widget": {"type": "base64file"}}) num_chars: int = 100 @@ -52,6 +66,23 @@ def chat_with_bot(input: Dict[str, Any]) -> Dict[str, Any]: } +def chat_message_bot(input: Dict[str, Any]) -> List[BaseMessage]: + """Bot that repeats the question twice.""" + return [ + AIMessage( + content="", + additional_kwargs={ + "function_call": { + "name": "get_weather", + "arguments": dumps({"location": input["location"]}), + } + }, + ), + FunctionMessage(name="get_weather", content='{"value": 32}'), + AIMessage(content=f"Weather in {input['location']}: 32"), + ] + + def process_file(input: Dict[str, Any]) -> str: """Extract the text from the first page of the PDF.""" content = base64.decodebytes(input["file"]) @@ -75,6 +106,13 @@ def process_file(input: Dict[str, Any]) -> str: path="/pdf", ) +add_routes( + app, + RunnableLambda(chat_message_bot).with_types(input_type=ChatHistoryMessage), + config_keys=["configurable"], + path="/chat_message", +) + if __name__ == "__main__": import uvicorn diff --git a/langserve/client.py b/langserve/client.py index 97e59fda..209bdc41 100644 --- a/langserve/client.py +++ b/langserve/client.py @@ -35,7 +35,7 @@ get_async_callback_manager_for_config, get_callback_manager_for_config, ) -from langchain.schema.runnable.utils import Input, Output +from langchain.schema.runnable.utils import AddableDict, Input, Output from langserve.callbacks import CallbackEventDict, ahandle_callbacks, handle_callbacks from langserve.serialization import ( @@ -453,6 +453,7 @@ def stream( callback_manager = get_callback_manager_for_config(config) final_output: Optional[Output] = None + final_output_supported = True run_manager = callback_manager.on_chain_start( dumpd(self), @@ -481,12 +482,31 @@ def stream( for sse in event_source.iter_sse(): if sse.event == "data": chunk = self._lc_serializer.loads(sse.data) + if isinstance(chunk, dict): + # Any dict returned from streaming end point + # is assumed to follow additive semantics + # and will be converted to an AddableDict + # automatically + chunk = AddableDict(chunk) yield chunk - if final_output: - final_output += chunk - else: - final_output = chunk + if final_output_supported: + # here we attempt to aggregate the final output + # from the stream. + # the final output is used for the final callback + # event (`on_chain_end`) + # Aggregating the final output is only supported + # if the output is additive (e.g., string or + # AddableDict, etc.) + # We attempt to aggregate it on best effort basis. + if final_output is None: + final_output = chunk + else: + try: + final_output = final_output + chunk + except TypeError: + final_output = None + final_output_supported = False elif sse.event == "error": # This can only be a server side error _raise_exception_from_data( @@ -516,6 +536,7 @@ async def astream( callback_manager = get_async_callback_manager_for_config(config) final_output: Optional[Output] = None + final_output_supported = True run_manager = await callback_manager.on_chain_start( dumpd(self), @@ -541,12 +562,31 @@ async def astream( async for sse in event_source.aiter_sse(): if sse.event == "data": chunk = self._lc_serializer.loads(sse.data) + if isinstance(chunk, dict): + # Any dict returned from streaming end point + # is assumed to follow additive semantics + # and will be converted to an AddableDict + # automatically + chunk = AddableDict(chunk) yield chunk - if final_output: - final_output += chunk - else: - final_output = chunk + if final_output_supported: + # here we attempt to aggregate the final output + # from the stream. + # the final output is used for the final callback + # event (`on_chain_end`) + # Aggregating the final output is only supported + # if the output is additive (e.g., string or + # AddableDict, etc.) + # We attempt to aggregate it on best effort basis. + if final_output is None: + final_output = chunk + else: + try: + final_output = final_output + chunk + except TypeError: + final_output = None + final_output_supported = False elif sse.event == "error": # This can only be a server side error diff --git a/langserve/packages.py b/langserve/packages.py deleted file mode 100644 index bb549436..00000000 --- a/langserve/packages.py +++ /dev/null @@ -1,104 +0,0 @@ -import importlib -import logging -from pathlib import Path -from typing import Generator, TypedDict, Union - -from fastapi import APIRouter, FastAPI -from tomli import load - -from langserve.server import add_routes - - -class LangServeExport(TypedDict): - """ - Fields from pyproject.toml that are relevant to LangServe - - Attributes: - module: The module to import from, tool.langserve.export_module - attr: The attribute to import from the module, tool.langserve.export_attr - package_name: The name of the package, tool.poetry.name - """ - - module: str - attr: str - package_name: str - - -def get_langserve_export(filepath: Path) -> LangServeExport: - with open(filepath, "rb") as f: - data = load(f) - try: - module = data["tool"]["gigaserve"]["export_module"] - attr = data["tool"]["gigaserve"]["export_attr"] - package_name = data["tool"]["poetry"]["name"] - except KeyError as e: - raise KeyError("Invalid LangServe PyProject.toml") from e - return LangServeExport(module=module, attr=attr, package_name=package_name) - - -EXCLUDE_PATHS = set(["__pycache__", ".venv", ".git", ".github"]) - - -def _include_path(path: Path) -> bool: - """ - Skip paths that are in EXCLUDE_PATHS or start with an underscore. - """ - for part in path.parts: - if part in EXCLUDE_PATHS: - return False - if part.startswith("_"): - return False - return True - - -def list_packages(path: str = "../packages") -> Generator[Path, None, None]: - """ - Yields Path objects for each folder that contains a pyproject.toml file within a - path. Use this to find packages to add to the server. - - See `add_package_routes` below for an example of how to use this. - """ - # traverse path for routes to host (any directory holding a pyproject.toml file) - package_root = Path(path) - for pyproject_path in package_root.glob("**/pyproject.toml"): - if not _include_path(pyproject_path): - continue - yield pyproject_path.parent - - -def add_package_route( - app: Union[FastAPI, APIRouter], package_path: Path, mount_path: str -) -> None: - try: - pyproject_path = package_path / "pyproject.toml" - - # get langserve export - package = get_langserve_export(pyproject_path) - package_name = package["package_name"] - # import module - mod = importlib.import_module(package["module"]) - except KeyError: - logging.warning( - f"Skipping {package_path} because it is not a valid LangServe " - "package (see pyproject.toml)" - ) - return - except ImportError as e: - logging.warning(f"Error: {e}") - logging.warning(f"Try fixing with `poetry add --editable {package_path}`") - logging.warning( - "To remove packages, use `poe` instead of `poetry`: " - f"`poe remove {package_name}`" - ) - return - # get attr - chain = getattr(mod, package["attr"]) - add_routes(app, chain, path=mount_path) - - -def add_package_routes(app: Union[FastAPI, APIRouter], path: str = "packages") -> None: - # traverse path for routes to host (any directory holding a pyproject.toml file) - for package_path in list_packages(path): - mount_path_relative = package_path.relative_to(Path(path)) - mount_path = f"/{mount_path_relative}" - add_package_route(app, package_path, mount_path) diff --git a/langserve/playground.py b/langserve/playground.py index 8659e874..66ca639c 100644 --- a/langserve/playground.py +++ b/langserve/playground.py @@ -7,10 +7,7 @@ from fastapi.responses import Response from langchain.schema.runnable import Runnable -try: - from pydantic.v1 import BaseModel -except ImportError: - from pydantic import BaseModel +from langserve.pydantic_v1 import BaseModel class PlaygroundTemplate(Template): @@ -41,7 +38,7 @@ async def serve_playground( return Response("Not Found", status_code=404) try: - with open(local_file_path) as f: + with open(local_file_path, encoding="utf-8") as f: mime_type = mimetypes.guess_type(local_file_path)[0] if mime_type in ("text/html", "text/css", "application/javascript"): response = PlaygroundTemplate(f.read()).substitute( diff --git a/langserve/playground/dist/assets/index-244b2b9b.css b/langserve/playground/dist/assets/index-244b2b9b.css deleted file mode 100644 index e63c9993..00000000 --- a/langserve/playground/dist/assets/index-244b2b9b.css +++ /dev/null @@ -1 +0,0 @@ -*,:before,:after{box-sizing:border-box;border-width:0;border-style:solid;border-color:#e5e7eb}:before,:after{--tw-content: ""}html{line-height:1.5;-webkit-text-size-adjust:100%;-moz-tab-size:4;-o-tab-size:4;tab-size:4;font-family:ui-sans-serif,system-ui,-apple-system,BlinkMacSystemFont,Segoe UI,Roboto,Helvetica Neue,Arial,Noto Sans,sans-serif,"Apple Color Emoji","Segoe UI Emoji",Segoe UI Symbol,"Noto Color Emoji";font-feature-settings:normal;font-variation-settings:normal}body{margin:0;line-height:inherit}hr{height:0;color:inherit;border-top-width:1px}abbr:where([title]){-webkit-text-decoration:underline dotted;text-decoration:underline dotted}h1,h2,h3,h4,h5,h6{font-size:inherit;font-weight:inherit}a{color:inherit;text-decoration:inherit}b,strong{font-weight:bolder}code,kbd,samp,pre{font-family:ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,Liberation Mono,Courier 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Gary Court. 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this.opts.defaultMeta=typeof L=="object"?L[K]||L:void 0}validate(L,K){let q;if(typeof L=="string"){if(q=this.getSchema(L),!q)throw new Error(`no schema with key or ref "${L}"`)}else q=this.compile(L);const D=q(K);return"$async"in q||(this.errors=q.errors),D}compile(L,K){const q=this._addSchema(L,K);return q.validate||this._compileSchemaEnv(q)}compileAsync(L,K){if(typeof this.opts.loadSchema!="function")throw new Error("options.loadSchema should be a function");const{loadSchema:q}=this.opts;return D.call(this,L,K);async function D(xe,fe){await N.call(this,xe.$schema);const ge=this._addSchema(xe,fe);return ge.validate||V.call(this,ge)}async function N(xe){xe&&!this.getSchema(xe)&&await D.call(this,{$ref:xe},!0)}async function V(xe){try{return this._compileSchemaEnv(xe)}catch(fe){if(!(fe instanceof o.default))throw fe;return Z.call(this,fe),await re.call(this,fe.missingSchema),V.call(this,xe)}}function Z({missingSchema:xe,missingRef:fe}){if(this.refs[xe])throw new Error(`AnySchema ${xe} 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Du=({view:e,onViewChange:t,focusedView:n,onFocusedViewChange:r,views:o,value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minTime:m,maxTime:b,shouldDisableTime:v,shouldDisableClock:x,minutesStep:g,ampm:y,ampmInClock:w,components:C,componentsProps:_,slots:$,slotProps:E,readOnly:k,disabled:I,sx:R,autoFocus:F,showViewSwitcher:U,disableIgnoringDatePartForTimeValidation:G,timezone:B})=>O.jsx(rDe,{view:e,onViewChange:t,focusedView:n&&Ju(n)?n:null,onFocusedViewChange:r,views:o.filter(Ju),value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minTime:m,maxTime:b,shouldDisableTime:v,shouldDisableClock:x,minutesStep:g,ampm:y,ampmInClock:w,components:C,componentsProps:_,slots:$,slotProps:E,readOnly:k,disabled:I,sx:R,autoFocus:F,showViewSwitcher:U,disableIgnoringDatePartForTimeValidation:G,timezone:B}),gL=({view:e,onViewChange:t,focusedView:n,onFocusedViewChange:r,views:o,value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minTime:m,maxTime:b,shouldDisableTime:v,shouldDisableClock:x,minutesStep:g,ampm:y,components:w,componentsProps:C,slots:_,slotProps:$,readOnly:E,disabled:k,sx:I,autoFocus:R,disableIgnoringDatePartForTimeValidation:F,timeSteps:U,skipDisabled:G,timezone:B})=>O.jsx(dDe,{view:e,onViewChange:t,focusedView:n,onFocusedViewChange:r,views:o.filter(Ju),value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minTime:m,maxTime:b,shouldDisableTime:v,shouldDisableClock:x,minutesStep:g,ampm:y,components:w,componentsProps:C,slots:_,slotProps:$,readOnly:E,disabled:k,sx:I,autoFocus:R,disableIgnoringDatePartForTimeValidation:F,timeStep:U==null?void 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wL=S.forwardRef(function(t,n){var r,o,a,i;const s=_r(),l=qt(),c=vL(t,"MuiMobileTimePicker"),u=T({hours:Du,minutes:Du,seconds:Du},c.viewRenderers),f=(r=c.ampmInClock)!=null?r:!1,p=T({},c,{ampmInClock:f,viewRenderers:u,format:Lg(l,c),slots:T({field:sL},c.slots),slotProps:T({},c.slotProps,{field:b=>{var v;return T({},al((v=c.slotProps)==null?void 0:v.field,b),_d(c),{ref:n})},toolbar:T({hidden:!1,ampmInClock:f},(o=c.slotProps)==null?void 0:o.toolbar)})}),{renderPicker:m}=H2({props:p,valueManager:$r,valueType:"time",getOpenDialogAriaText:(a=(i=p.localeText)==null?void 0:i.openTimePickerDialogue)!=null?a:s.openTimePickerDialogue,validator:V0});return 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SAe=["desktopModeMediaQuery"],_Ae=S.forwardRef(function(t,n){const r=Ke({props:t,name:"MuiTimePicker"}),{desktopModeMediaQuery:o=j2}=r,a=Oe(r,SAe);return ph(o,{defaultMatches:!0})?O.jsx(xL,T({ref:n},a)):O.jsx(wL,T({ref:n},a))});function EAe(e){return et("MuiDateTimePickerTabs",e)}Qe("MuiDateTimePickerTabs",["root"]);const PAe=e=>Ou(e)?"date":"time",TAe=e=>e==="date"?"day":"hours",kAe=e=>{const{classes:t}=e;return Xe({root:["root"]},EAe,t)},OAe=de(D0,{name:"MuiDateTimePickerTabs",slot:"Root",overridesResolver:(e,t)=>t.root})(({theme:e})=>({boxShadow:`0 -1px 0 0 inset ${(e.vars||e).palette.divider}`,"&:last-child":{boxShadow:`0 1px 0 0 inset ${(e.vars||e).palette.divider}`,[`& .${Nv.indicator}`]:{bottom:"auto",top:0}}})),RAe=function(t){const n=Ke({props:t,name:"MuiDateTimePickerTabs"}),{dateIcon:r=O.jsx(qOe,{}),onViewChange:o,timeIcon:a=O.jsx(YOe,{}),view:i,hidden:s=typeof window>"u"||window.innerHeight<667}=n,l=_r(),c=kAe(n),u=(f,p)=>{o(TAe(p))};return 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T({display:"flex",flexDirection:n},t.toolbarVariant==="desktop"&&T({},!t.isLandscape&&{gap:9,marginRight:4,alignSelf:"flex-end"}),e.direction==="rtl"&&{flexDirection:`${n}-reverse`})}),NAe=de("div",{name:"MuiDateTimePickerToolbar",slot:"TimeDigitsContainer",overridesResolver:(e,t)=>t.timeDigitsContainer})(({theme:e,ownerState:t})=>T({display:"flex"},t.toolbarVariant==="desktop"&&{gap:1.5},e.direction==="rtl"&&{flexDirection:"row-reverse"}));$L.propTypes={as:j.elementType,ownerState:j.object.isRequired,sx:j.oneOfType([j.arrayOf(j.oneOfType([j.func,j.object,j.bool])),j.func,j.object])};const uM=de(B2,{name:"MuiDateTimePickerToolbar",slot:"Separator",overridesResolver:(e,t)=>t.separator})(({ownerState:e})=>({margin:e.toolbarVariant==="desktop"?0:"0 4px 0 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O.jsxs(CL,T({toolbarTitle:$.dateTimePickerToolbarTitle,isLandscape:s,className:k.root},v,{ownerState:x,children:[O.jsxs(AAe,{className:k.dateContainer,ownerState:x,children:[f.includes("year")&&O.jsx(Lo,{tabIndex:-1,variant:"subtitle1",onClick:()=>l("year"),selected:i==="year",value:o?g.format(o,"year"):"–"}),f.includes("day")&&O.jsx(Lo,{tabIndex:-1,variant:_?"h5":"h4",onClick:()=>l("day"),selected:i==="day",value:R})]}),O.jsxs($L,{className:k.timeContainer,ownerState:x,children:[O.jsxs(NAe,{className:k.timeDigitsContainer,ownerState:x,children:[f.includes("hours")&&O.jsx(Lo,{variant:_?"h5":"h3",width:_&&!s?Tf:void 0,onClick:()=>l("hours"),selected:i==="hours",value:o?I(o):"--"}),f.includes("minutes")&&O.jsxs(S.Fragment,{children:[O.jsx(uM,{variant:_?"h5":"h3",value:":",className:k.separator,ownerState:x}),O.jsx(Lo,{variant:_?"h5":"h3",width:_&&!s?Tf:void 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C;return((C=v.localeText)==null?void 0:C.toolbarTitle)==null?v.localeText:T({},v.localeText,{dateTimePickerToolbarTitle:v.localeText.toolbarTitle})},[v.localeText]),y=(r=v.slots)!=null?r:bh(v.components),w=(o=v.slotProps)!=null?o:v.componentsProps;return T({},v,O2({views:v.views,openTo:v.openTo,defaultViews:["year","day","hours","minutes"],defaultOpenTo:"day"}),{ampm:x,localeText:g,orientation:(a=v.orientation)!=null?a:"portrait",disableIgnoringDatePartForTimeValidation:(i=v.disableIgnoringDatePartForTimeValidation)!=null?i:!!(v.minDateTime||v.maxDateTime||v.disablePast||v.disableFuture),disableFuture:(s=v.disableFuture)!=null?s:!1,disablePast:(l=v.disablePast)!=null?l:!1,minDate:Yr(m,(c=v.minDateTime)!=null?c:v.minDate,b.minDate),maxDate:Yr(m,(u=v.maxDateTime)!=null?u:v.maxDate,b.maxDate),minTime:(f=v.minDateTime)!=null?f:v.minTime,maxTime:(p=v.maxDateTime)!=null?p:v.maxTime,slots:T({toolbar:LAe,tabs:RAe},y),slotProps:T({},w,{toolbar:T({ampm:x},w==null?void 0:w.toolbar)})})}const FAe=de("div")({display:"flex",margin:"0 auto"}),$l=({view:e,onViewChange:t,views:n,focusedView:r,onFocusedViewChange:o,value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minDate:m,minTime:b,maxDate:v,maxTime:x,shouldDisableDate:g,shouldDisableMonth:y,shouldDisableYear:w,shouldDisableTime:C,shouldDisableClock:_,reduceAnimations:$,minutesStep:E,ampm:k,onMonthChange:I,monthsPerRow:R,onYearChange:F,yearsPerRow:U,defaultCalendarMonth:G,components:B,componentsProps:z,slots:Y,slotProps:Q,loading:H,renderLoading:J,disableHighlightToday:X,readOnly:L,disabled:K,showDaysOutsideCurrentMonth:q,dayOfWeekFormatter:D,sx:N,autoFocus:V,fixedWeekNumber:Z,displayWeekNumber:re,timezone:le,disableIgnoringDatePartForTimeValidation:xe,timeSteps:fe,skipDisabled:ge,timeViewsCount:he,shouldRenderTimeInASingleColumn:_e})=>{var ve,Be;const Ue=!!((ve=al((Be=Q==null?void 0:Q.actionBar)!=null?Be:z==null?void 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O.jsxs(S.Fragment,{children:[O.jsxs(FAe,{children:[O.jsx(uL,{view:Ou(e)?e:"day",onViewChange:t,views:n.filter(Ou),focusedView:r&&Ou(r)?r:null,onFocusedViewChange:o,value:a,defaultValue:i,referenceDate:s,onChange:l,className:c,classes:u,disableFuture:f,disablePast:p,minDate:m,maxDate:v,shouldDisableDate:g,shouldDisableMonth:y,shouldDisableYear:w,reduceAnimations:$,onMonthChange:I,monthsPerRow:R,onYearChange:F,yearsPerRow:U,defaultCalendarMonth:G,components:B,componentsProps:z,slots:Y,slotProps:Q,loading:H,renderLoading:J,disableHighlightToday:X,readOnly:L,disabled:K,showDaysOutsideCurrentMonth:q,dayOfWeekFormatter:D,sx:N,autoFocus:V,fixedWeekNumber:Z,displayWeekNumber:re,timezone:le}),he>0&&O.jsxs(S.Fragment,{children:[O.jsx(CD,{orientation:"vertical"}),_e?gL(T({},ze,{view:"hours",views:["hours"],focusedView:r&&Es(r)?"hours":null,sx:T({width:"auto",[`&.${aDe.root}`]:{maxHeight:F0}},Array.isArray(N)?N:[N])})):bC(T({},ze,{view:Es(e)?e:"hours",views:n.filter(Es),focusedView:r&&Es(r)?r:null,sx:T({borderBottom:0,width:"auto",[`.${hDe.root}`]:{maxHeight:"100%"}},Array.isArray(N)?N:[N])}))]})]}),Ue&&O.jsx(CD,{})]})},_L=S.forwardRef(function(t,n){var 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zAe=["desktopModeMediaQuery"],BAe=S.forwardRef(function(t,n){const r=Ke({props:t,name:"MuiDateTimePicker"}),{desktopModeMediaQuery:o=j2}=r,a=Oe(r,zAe);return ph(o,{defaultMatches:!0})?O.jsx(_L,T({ref:n},a)):O.jsx(EL,T({ref:n},a))});var PL={exports:{}};(function(e,t){(function(n,r){e.exports=r()})(yo,function(){var n=1e3,r=6e4,o=36e5,a="millisecond",i="second",s="minute",l="hour",c="day",u="week",f="month",p="quarter",m="year",b="date",v="Invalid Date",x=/^(\d{4})[-/]?(\d{1,2})?[-/]?(\d{0,2})[Tt\s]*(\d{1,2})?:?(\d{1,2})?:?(\d{1,2})?[.:]?(\d+)?$/,g=/\[([^\]]+)]|Y{1,4}|M{1,4}|D{1,2}|d{1,4}|H{1,2}|h{1,2}|a|A|m{1,2}|s{1,2}|Z{1,2}|SSS/g,y={name:"en",weekdays:"Sunday_Monday_Tuesday_Wednesday_Thursday_Friday_Saturday".split("_"),months:"January_February_March_April_May_June_July_August_September_October_November_December".split("_"),ordinal:function(B){var z=["th","st","nd","rd"],Y=B%100;return"["+B+(z[(Y-20)%10]||z[Y]||z[0])+"]"}},w=function(B,z,Y){var 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Gary Court. 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ke.secure=gt(ke),ke.resourceName=(ke.path||"/")+(ke.query?"?"+ke.query:""),ke.path=void 0,ke.query=void 0,ke},serialize:function(oe,ue){if((oe.port===(gt(oe)?443:80)||oe.port==="")&&(oe.port=void 0),typeof oe.secure=="boolean"&&(oe.scheme=oe.secure?"wss":"ws",oe.secure=void 0),oe.resourceName){var ke=oe.resourceName.split("?"),Ee=p(ke,2),pt=Ee[0],me=Ee[1];oe.path=pt&&pt!=="/"?pt:void 0,oe.query=me,oe.resourceName=void 0}return oe.fragment=void 0,oe}},ne={scheme:"wss",domainHost:Ne.domainHost,parse:Ne.parse,serialize:Ne.serialize},te={},ie="[A-Za-z0-9\\-\\.\\_\\~\\xA0-\\u200D\\u2010-\\u2029\\u202F-\\uD7FF\\uF900-\\uFDCF\\uFDF0-\\uFFEF]",$e="[0-9A-Fa-f]",Se=o(o("%[EFef]"+$e+"%"+$e+$e+"%"+$e+$e)+"|"+o("%[89A-Fa-f]"+$e+"%"+$e+$e)+"|"+o("%"+$e+$e)),Ze="[A-Za-z0-9\\!\\$\\%\\'\\*\\+\\-\\^\\_\\`\\{\\|\\}\\~]",tt="[\\!\\$\\%\\'\\(\\)\\*\\+\\,\\-\\.0-9\\<\\>A-Z\\x5E-\\x7E]",ft=r(tt,'[\\"\\\\]'),_t="[\\!\\$\\'\\(\\)\\*\\+\\,\\;\\:\\@]",vt=new RegExp(ie,"g"),dt=new RegExp(Se,"g"),Et=new 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this.opts.defaultMeta=typeof L=="object"?L[K]||L:void 0}validate(L,K){let q;if(typeof L=="string"){if(q=this.getSchema(L),!q)throw new Error(`no schema with key or ref "${L}"`)}else q=this.compile(L);const R=q(K);return"$async"in q||(this.errors=q.errors),R}compile(L,K){const q=this._addSchema(L,K);return q.validate||this._compileSchemaEnv(q)}compileAsync(L,K){if(typeof this.opts.loadSchema!="function")throw new Error("options.loadSchema should be a function");const{loadSchema:q}=this.opts;return R.call(this,L,K);async function R(xe,fe){await N.call(this,xe.$schema);const ge=this._addSchema(xe,fe);return ge.validate||V.call(this,ge)}async function N(xe){xe&&!this.getSchema(xe)&&await R.call(this,{$ref:xe},!0)}async function V(xe){try{return this._compileSchemaEnv(xe)}catch(fe){if(!(fe instanceof o.default))throw fe;return Z.call(this,fe),await re.call(this,fe.missingSchema),V.call(this,xe)}}function Z({missingSchema:xe,missingRef:fe}){if(this.refs[xe])throw new Error(`AnySchema ${xe} 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T({display:"flex",flexDirection:n},t.toolbarVariant==="desktop"&&T({},!t.isLandscape&&{gap:9,marginRight:4,alignSelf:"flex-end"}),e.direction==="rtl"&&{flexDirection:`${n}-reverse`})}),dAe=de("div",{name:"MuiDateTimePickerToolbar",slot:"TimeDigitsContainer",overridesResolver:(e,t)=>t.timeDigitsContainer})(({theme:e,ownerState:t})=>T({display:"flex"},t.toolbarVariant==="desktop"&&{gap:1.5},e.direction==="rtl"&&{flexDirection:"row-reverse"}));c6.propTypes={as:j.elementType,ownerState:j.object.isRequired,sx:j.oneOfType([j.arrayOf(j.oneOfType([j.func,j.object,j.bool])),j.func,j.object])};const tM=de(DE,{name:"MuiDateTimePickerToolbar",slot:"Separator",overridesResolver:(e,t)=>t.separator})(({ownerState:e})=>({margin:e.toolbarVariant==="desktop"?0:"0 4px 0 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O.jsxs(l6,T({toolbarTitle:$.dateTimePickerToolbarTitle,isLandscape:s,className:k.root},v,{ownerState:w,children:[O.jsxs(uAe,{className:k.dateContainer,ownerState:w,children:[f.includes("year")&&O.jsx(jo,{tabIndex:-1,variant:"subtitle1",onClick:()=>l("year"),selected:i==="year",value:o?g.format(o,"year"):"–"}),f.includes("day")&&O.jsx(jo,{tabIndex:-1,variant:_?"h5":"h4",onClick:()=>l("day"),selected:i==="day",value:D})]}),O.jsxs(c6,{className:k.timeContainer,ownerState:w,children:[O.jsxs(dAe,{className:k.timeDigitsContainer,ownerState:w,children:[f.includes("hours")&&O.jsx(jo,{variant:_?"h5":"h3",width:_&&!s?Pf:void 0,onClick:()=>l("hours"),selected:i==="hours",value:o?I(o):"--"}),f.includes("minutes")&&O.jsxs(S.Fragment,{children:[O.jsx(tM,{variant:_?"h5":"h3",value:":",className:k.separator,ownerState:w}),O.jsx(jo,{variant:_?"h5":"h3",width:_&&!s?Pf:void 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C;return((C=v.localeText)==null?void 0:C.toolbarTitle)==null?v.localeText:T({},v.localeText,{dateTimePickerToolbarTitle:v.localeText.toolbarTitle})},[v.localeText]),y=(r=v.slots)!=null?r:gh(v.components),x=(o=v.slotProps)!=null?o:v.componentsProps;return T({},v,wE({views:v.views,openTo:v.openTo,defaultViews:["year","day","hours","minutes"],defaultOpenTo:"day"}),{ampm:w,localeText:g,orientation:(a=v.orientation)!=null?a:"portrait",disableIgnoringDatePartForTimeValidation:(i=v.disableIgnoringDatePartForTimeValidation)!=null?i:!!(v.minDateTime||v.maxDateTime||v.disablePast||v.disableFuture),disableFuture:(s=v.disableFuture)!=null?s:!1,disablePast:(l=v.disablePast)!=null?l:!1,minDate:Yr(m,(c=v.minDateTime)!=null?c:v.minDate,b.minDate),maxDate:Yr(m,(u=v.maxDateTime)!=null?u:v.maxDate,b.maxDate),minTime:(f=v.minDateTime)!=null?f:v.minTime,maxTime:(p=v.maxDateTime)!=null?p:v.maxTime,slots:T({toolbar:pAe,tabs:iAe},y),slotProps:T({},x,{toolbar:T({ampm:w},x==null?void 0:x.toolbar)})})}const 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$()});d6.propTypes={ampm:j.bool,ampmInClock:j.bool,autoFocus:j.bool,className:j.string,closeOnSelect:j.bool,components:j.object,componentsProps:j.object,dayOfWeekFormatter:j.func,defaultCalendarMonth:j.any,defaultValue:j.any,disabled:j.bool,disableFuture:j.bool,disableHighlightToday:j.bool,disableIgnoringDatePartForTimeValidation:j.bool,disableOpenPicker:j.bool,disablePast:j.bool,displayWeekNumber:j.bool,fixedWeekNumber:j.number,format:j.string,formatDensity:j.oneOf(["dense","spacious"]),inputRef:yd,label:j.node,loading:j.bool,localeText:j.object,maxDate:j.any,maxDateTime:j.any,maxTime:j.any,minDate:j.any,minDateTime:j.any,minTime:j.any,minutesStep:j.number,monthsPerRow:j.oneOf([3,4]),onAccept:j.func,onChange:j.func,onClose:j.func,onError:j.func,onMonthChange:j.func,onOpen:j.func,onSelectedSectionsChange:j.func,onViewChange:j.func,onYearChange:j.func,open:j.bool,openTo:j.oneOf(["day","hours","meridiem","minutes","month","seconds","year"]),orientation:j.oneOf(["landscape","portrait"]),readOnly:j.bool,reduceAnimations:j.bool,referenceDate:j.any,renderLoading:j.func,selectedSections:j.oneOfType([j.oneOf(["all","day","hours","meridiem","minutes","month","seconds","weekDay","year"]),j.number,j.shape({endIndex:j.number.isRequired,startIndex:j.number.isRequired})]),shouldDisableClock:j.func,shouldDisableDate:j.func,shouldDisableMonth:j.func,shouldDisableTime:j.func,shouldDisableYear:j.func,showDaysOutsideCurrentMonth:j.bool,skipDisabled:j.bool,slotProps:j.object,slots:j.object,sx:j.oneOfType([j.arrayOf(j.oneOfType([j.func,j.object,j.bool])),j.func,j.object]),thresholdToRenderTimeInASingleColumn:j.number,timeSteps:j.shape({hours:j.number,minutes:j.number,seconds:j.number}),timezone:j.string,value:j.any,view:j.oneOf(["day","hours","meridiem","minutes","month","seconds","year"]),viewRenderers:j.shape({day:j.func,hours:j.func,meridiem:j.func,minutes:j.func,month:j.func,seconds:j.func,year:j.func}),views:j.arrayOf(j.oneOf(["day","hours","minutes","month","seconds","year"]).isRequired),yearsPerRow:j.oneOf([3,4])};const 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C=F0.compressToEncodedURIComponent(JSON.stringify(n.data)),$=`${PC(window.location.href).basePath}/c/${C}`;(P=window.parent)==null||P.postMessage({type:"apply",value:{targetUrl:$,config:n.data}},"*")},children:O.jsx("span",{className:"text-white",children:"Apply"})})]}):O.jsxs(O.Fragment,{children:[O.jsx(B6e,{config:n.data,children:O.jsxs("button",{type:"button",className:"px-4 py-3 gap-3 font-medium border border-divider-700 rounded-full flex items-center justify-center hover:bg-divider-500/50 active:bg-divider-500 transition-colors",children:[O.jsx(m3e,{className:"flex-shrink-0"})," ",O.jsx("span",{children:"Share"})]})}),O.jsx("button",{type:"button",className:Hs("px-4 py-3 gap-3 font-medium border border-transparent rounded-full flex items-center justify-center bg-blue-500 disabled:opacity-50 transition-colors",m?"":"hover:bg-blue-600 active:bg-blue-700"),onClick:f,disabled:m,children:l?O.jsxs(O.Fragment,{children:[O.jsxs("div",{role:"status",children:[O.jsxs("svg",{"aria-hidden":"true",className:"w-5 h-5 animate-spin text-white fill-ls-blue",viewBox:"0 0 100 101",fill:"none",xmlns:"http://www.w3.org/2000/svg",children:[O.jsx("path",{d:"M100 50.5908C100 78.2051 77.6142 100.591 50 100.591C22.3858 100.591 0 78.2051 0 50.5908C0 22.9766 22.3858 0.59082 50 0.59082C77.6142 0.59082 100 22.9766 100 50.5908ZM9.08144 50.5908C9.08144 73.1895 27.4013 91.5094 50 91.5094C72.5987 91.5094 90.9186 73.1895 90.9186 50.5908C90.9186 27.9921 72.5987 9.67226 50 9.67226C27.4013 9.67226 9.08144 27.9921 9.08144 50.5908Z",fill:"currentColor"}),O.jsx("path",{d:"M93.9676 39.0409C96.393 38.4038 97.8624 35.9116 97.0079 33.5539C95.2932 28.8227 92.871 24.3692 89.8167 20.348C85.8452 15.1192 80.8826 10.7238 75.2124 7.41289C69.5422 4.10194 63.2754 1.94025 56.7698 1.05124C51.7666 0.367541 46.6976 0.446843 41.7345 1.27873C39.2613 1.69328 37.813 4.19778 38.4501 6.62326C39.0873 9.04874 41.5694 10.4717 44.0505 10.1071C47.8511 9.54855 51.7191 9.52689 55.5402 10.0491C60.8642 10.7766 65.9928 12.5457 70.6331 15.2552C75.2735 17.9648 79.3347 21.5619 82.5849 25.841C84.9175 28.9121 86.7997 32.2913 88.1811 35.8758C89.083 38.2158 91.5421 39.6781 93.9676 39.0409Z",fill:"currentFill"})]}),O.jsx("span",{className:"sr-only",children:"Loading..."})]}),O.jsx("span",{className:"text-white",children:"Stop"})]}):O.jsxs(O.Fragment,{children:[O.jsx(h3e,{className:"flex-shrink-0"}),O.jsx("span",{className:"text-white",children:"Start"})]})})]})]})]})})}Nx.createRoot(document.getElementById("root")).render(O.jsx(aFe,{})); diff --git a/langserve/playground/dist/index.html b/langserve/playground/dist/index.html index 0e176450..bb1e12a9 100644 --- a/langserve/playground/dist/index.html +++ b/langserve/playground/dist/index.html @@ -5,8 +5,8 @@ Playground - - + +
diff --git a/langserve/playground/package.json b/langserve/playground/package.json index 51a0dee8..30cf5485 100644 --- a/langserve/playground/package.json +++ b/langserve/playground/package.json @@ -20,6 +20,7 @@ "@mui/icons-material": "^5.14.11", "@mui/material": "^5.14.11", "@mui/x-date-pickers": "^6.16.0", + "@radix-ui/react-toggle-group": "^1.0.4", "clsx": "^2.0.0", "dayjs": "^1.11.10", "fast-json-patch": "^3.1.1", diff --git a/langserve/playground/src/App.tsx b/langserve/playground/src/App.tsx index d65e654c..3327e0c7 100644 --- a/langserve/playground/src/App.tsx +++ b/langserve/playground/src/App.tsx @@ -41,6 +41,8 @@ import { } from "@jsonforms/vanilla-renderers"; import { useSchemas } from "./useSchemas"; import { useStreamLog } from "./useStreamLog"; +import { StreamCallback } from "./types"; +import { AppCallbackContext } from "./useStreamCallback"; import { JsonFormsCore, RankedTester, @@ -169,8 +171,32 @@ function App() { } // eslint-disable-next-line react-hooks/exhaustive-deps }, [schemas.config]); + + // callbacks handling + const callbacks = useRef<{ + onStart: Exclude[]; + onSuccess: Exclude[]; + onError: Exclude[]; + }>({ onStart: [], onSuccess: [], onError: [] }); + // the runner - const { startStream, stopStream, latest } = useStreamLog(); + const { startStream, stopStream, latest } = useStreamLog({ + onStart(...args) { + for (const callback of callbacks.current.onStart) { + callback(...args); + } + }, + onSuccess(...args) { + for (const callback of callbacks.current.onSuccess) { + callback(...args); + } + }, + onError(...args) { + for (const callback of callbacks.current.onError) { + callback(...args); + } + }, + }); useEffect(() => { window.parent?.postMessage({ type: "init" }, "*"); @@ -237,196 +263,207 @@ function App() { }); }, []); - const isSendDisabled = - !stopStream && - (!!inputData.errors?.length || !!configData.errors?.length) + const isSendDisabled = + !stopStream && (!!inputData.errors?.length || !!configData.errors?.length); if (!schemas.config || !schemas.input) { return <>; } return ( -
-
-

- 🦜 GigaServe Playground -

- {Object.keys(schemas.config).length > 0 && ( -
- {!isIframe &&

Configure

} - -
- - data - ? setConfigData({ data, errors, defaults: false }) - : undefined - } - /> - - {!!configData.errors?.length && configData.data && ( -
+ +
+
+

+ 🦜 LangServe Playground +

+ + {Object.keys(schemas.config).length > 0 && ( +
+ {!isIframe && ( +

Configure

+ )} + +
+ + data + ? setConfigData({ data, errors, defaults: false }) + : undefined + } + /> + + {!!configData.errors?.length && configData.data && ( +
+
+ Validation Errors +
    + {configData.errors?.map((e, i) => ( +
  • {e.message}
    • + ))} +
+
+
+ )} +
+
+ )} + + {!isIframe && ( +
+

Try it

+ +
+
+

Inputs

+ {isInputResetable && ( + + )} +
+ + + setInputData({ data, errors }) + } + /> + {!!inputData.errors?.length && inputData.data && (
Validation Errors
    - {configData.errors?.map((e, i) => ( + {inputData.errors?.map((e, i) => (
  • {e.message}
    • ))}
+ )} +
+ + {latest && ( +
+

Output

+
+ +
+
)}
-
- )} + )} - {!isIframe && ( -
-

Try it

+
-
-
-

Inputs

- {isInputResetable && ( +
+
+ + {isIframe ? ( + <> + + + + ) : ( + <> + - )} -
- - setInputData({ data, errors })} - /> - {!!inputData.errors?.length && inputData.data && ( -
- Validation Errors -
    - {inputData.errors?.map((e, i) => ( -
  • {e.message}
    • - ))} -
-
- )} -
- - {latest && ( -
-

Output

-
- -
- -
- )} -
- )} - -
- -
-
- - {isIframe ? ( - <> - - - - ) : ( - <> - + - - - - )} + + )} +
-
+ ); } diff --git a/langserve/playground/src/assets/ChatIcon.svg b/langserve/playground/src/assets/ChatIcon.svg new file mode 100644 index 00000000..f885c943 --- /dev/null +++ b/langserve/playground/src/assets/ChatIcon.svg @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/langserve/playground/src/assets/CodeIcon.svg b/langserve/playground/src/assets/CodeIcon.svg index 14aeaf98..4b2ca000 100644 --- a/langserve/playground/src/assets/CodeIcon.svg +++ b/langserve/playground/src/assets/CodeIcon.svg @@ -1,6 +1,6 @@ - + + d="M8.70711 5.29289C9.09763 5.68342 9.09763 6.31658 8.70711 6.70711L3.41421 12L8.70711 17.2929C9.09763 17.6834 9.09763 18.3166 8.70711 18.7071C8.31658 19.0976 7.68342 19.0976 7.29289 18.7071L1.29289 12.7071C0.902369 12.3166 0.902369 11.6834 1.29289 11.2929L7.29289 5.29289C7.68342 4.90237 8.31658 4.90237 8.70711 5.29289ZM15.2929 5.29289C15.6834 4.90237 16.3166 4.90237 16.7071 5.29289L22.7071 11.2929C23.0976 11.6834 23.0976 12.3166 22.7071 12.7071L16.7071 18.7071C16.3166 19.0976 15.6834 19.0976 15.2929 18.7071C14.9024 18.3166 14.9024 17.6834 15.2929 17.2929L20.5858 12L15.2929 6.70711C14.9024 6.31658 14.9024 5.68342 15.2929 5.29289Z" + fill="currentColor" /> \ No newline at end of file diff --git a/langserve/playground/src/components/ChatMessageTuplesControlRenderer.tsx b/langserve/playground/src/components/ChatMessageTuplesControlRenderer.tsx index f05ae780..c8e82534 100644 --- a/langserve/playground/src/components/ChatMessageTuplesControlRenderer.tsx +++ b/langserve/playground/src/components/ChatMessageTuplesControlRenderer.tsx @@ -10,6 +10,8 @@ import { } from "@jsonforms/core"; import { AutosizeTextarea } from "./AutosizeTextarea"; import { isJsonSchemaExtra } from "../utils/schema"; +import { useStreamCallback } from "../useStreamCallback"; +import { traverseNaiveJsonPath } from "../utils/path"; type MessageTuple = [string, string]; @@ -46,6 +48,16 @@ export const ChatMessageTuplesControlRenderer = withJsonFormsControlProps( (props) => { const data: Array = props.data ?? []; + useStreamCallback("onSuccess", (ctx) => { + if (!isJsonSchemaExtra(props.schema)) return; + const widget = props.schema.extra.widget; + if (!("input" in widget) && !("output" in widget)) return; + + const human = traverseNaiveJsonPath(ctx.input, widget.input ?? ""); + const ai = traverseNaiveJsonPath(ctx.output, widget.output ?? ""); + props.handleChange(props.path, [...data, [human, ai]]); + }); + return (
@@ -54,57 +66,59 @@ export const ChatMessageTuplesControlRenderer = withJsonFormsControlProps(
- {data.map(([type, content], index) => { + {data.map(([human, ai], index) => { const msgPath = Paths.compose(props.path, `${index}`); return ( -
-
- - +
+
+
+
+
+ Human +
+
+ { + props.handleChange(Paths.compose(msgPath, "0"), human); + }} + /> +
+
+
+
+
+ AI +
+
+ + { + props.handleChange(Paths.compose(msgPath, "1"), ai); + }} + /> +
- { - props.handleChange(Paths.compose(msgPath, "1"), content); +
); })} diff --git a/langserve/playground/src/components/ChatMessagesControlRenderer.tsx b/langserve/playground/src/components/ChatMessagesControlRenderer.tsx index f5808b9a..34120352 100644 --- a/langserve/playground/src/components/ChatMessagesControlRenderer.tsx +++ b/langserve/playground/src/components/ChatMessagesControlRenderer.tsx @@ -1,6 +1,8 @@ import { withJsonFormsControlProps } from "@jsonforms/react"; import PlusIcon from "../assets/PlusIcon.svg?react"; import TrashIcon from "../assets/TrashIcon.svg?react"; +import CodeIcon from "../assets/CodeIcon.svg?react"; +import ChatIcon from "../assets/ChatIcon.svg?react"; import { rankWith, and, @@ -9,6 +11,10 @@ import { isControl, } from "@jsonforms/core"; import { AutosizeTextarea } from "./AutosizeTextarea"; +import { useStreamCallback } from "../useStreamCallback"; +import { traverseNaiveJsonPath } from "../utils/path"; +import { isJsonSchemaExtra } from "../utils/schema"; +import * as ToggleGroup from "@radix-ui/react-toggle-group"; export const chatMessagesTester = rankWith( 12, @@ -64,10 +70,79 @@ interface MessageFields { role?: string; } +function isMessageFields(x: unknown): x is MessageFields { + if (typeof x !== "object" || x == null) return false; + if (!("content" in x) || typeof x.content !== "string") return false; + if ( + "additional_kwargs" in x && + typeof x.additional_kwargs !== "object" && + x.additional_kwargs != null + ) + return false; + if ("name" in x && typeof x.name !== "string" && x.name != null) return false; + if ("type" in x && typeof x.type !== "string" && x.type != null) return false; + if ("role" in x && typeof x.role !== "string" && x.role != null) return false; + return true; +} + +function constructMessage( + x: unknown, + assumedRole: string +): Array | null { + if (typeof x === "string") { + return [{ content: x, type: assumedRole }]; + } + + if (isMessageFields(x)) { + return [x]; + } + + if (Array.isArray(x) && x.every(isMessageFields)) { + return x; + } + + return null; +} + +function isOpenAiFunctionCall( + x: unknown +): x is { name: string; arguments: string } { + if (typeof x !== "object" || x == null) return false; + if (!("name" in x) || typeof x.name !== "string") return false; + if (!("arguments" in x) || typeof x.arguments !== "string") return false; + return true; +} + export const ChatMessagesControlRenderer = withJsonFormsControlProps( (props) => { const data: Array = props.data ?? []; + useStreamCallback("onSuccess", (ctx) => { + if (!isJsonSchemaExtra(props.schema)) return; + const widget = props.schema.extra.widget; + if (!("input" in widget) && !("output" in widget)) return; + + const human = traverseNaiveJsonPath(ctx.input, widget.input ?? ""); + const ai = traverseNaiveJsonPath(ctx.output, widget.output ?? ""); + + const humanMsg = constructMessage(human, "human"); + const aiMsg = constructMessage(ai, "ai"); + + let newMessages = undefined; + if (humanMsg != null) { + newMessages ??= [...data]; + newMessages.push(...humanMsg); + } + if (aiMsg != null) { + newMessages ??= [...data]; + newMessages.push(...aiMsg); + } + + if (newMessages != null) { + props.handleChange(props.path, newMessages); + } + }); + return (
@@ -92,6 +167,11 @@ export const ChatMessagesControlRenderer = withJsonFormsControlProps( {data.map((message, index) => { const msgPath = Paths.compose(props.path, `${index}`); const type = message.type ?? "chat"; + + const isAiFunctionCall = isOpenAiFunctionCall( + message.additional_kwargs?.function_call + ); + return (
@@ -112,17 +192,68 @@ export const ChatMessagesControlRenderer = withJsonFormsControlProps( - +
+ {message.type === "ai" && ( + { + switch (value) { + case "function": { + props.handleChange( + Paths.compose(msgPath, "additional_kwargs"), + { + function_call: { + name: "", + arguments: "{}", + }, + } + ); + + break; + } + case "text": { + props.handleChange( + Paths.compose(msgPath, "additional_kwargs"), + {} + ); + + break; + } + } + }} + > + + + + + + + + )} + + +
{type === "chat" && ( @@ -153,15 +284,61 @@ export const ChatMessagesControlRenderer = withJsonFormsControlProps( /> )} - { - props.handleChange( - Paths.compose(msgPath, "content"), - content - ); - }} - /> + {type === "ai" && + isOpenAiFunctionCall( + message.additional_kwargs?.function_call + ) ? ( + <> + { + console.log( + Paths.compose( + msgPath, + "additional_kwargs.function_call.name" + ) + ); + props.handleChange( + Paths.compose( + msgPath, + "additional_kwargs.function_call.name" + ), + e.target.value + ); + }} + /> + + { + props.handleChange( + Paths.compose( + msgPath, + "additional_kwargs.function_call.arguments" + ), + content + ); + }} + /> + + ) : ( + { + props.handleChange( + Paths.compose(msgPath, "content"), + content + ); + }} + /> + )}
); })} diff --git a/langserve/playground/src/components/CustomArrayControlRenderer/MaterialTableControl.tsx b/langserve/playground/src/components/CustomArrayControlRenderer/MaterialTableControl.tsx index 8c68446e..89473028 100644 --- a/langserve/playground/src/components/CustomArrayControlRenderer/MaterialTableControl.tsx +++ b/langserve/playground/src/components/CustomArrayControlRenderer/MaterialTableControl.tsx @@ -92,7 +92,7 @@ const generateCells = ( enabled: boolean, cells?: JsonFormsCellRendererRegistryEntry[] ) => { - if (schema.type === "object") { + if (schema?.type === "object") { return getValidColumnProps(schema).map((prop) => { const cellPath = Paths.compose(rowPath, prop); const props = { @@ -381,7 +381,7 @@ interface TableRowsProp { const TableRows = ({ data, path, - schema, + schema = {}, openDeleteDialog, moveUp, moveDown, @@ -444,7 +444,7 @@ export class MaterialTableControl extends React.Component< const { label, path, - schema, + schema = {}, rootSchema, uischema, errors, @@ -456,7 +456,7 @@ export class MaterialTableControl extends React.Component< } = this.props; const controlElement = uischema as ControlElement; - const isObjectSchema = schema.type === "object"; + const isObjectSchema = schema?.type === "object"; const headerCells: any = isObjectSchema ? generateCells(TableHeaderCell as any, schema, path, enabled, cells) : undefined; diff --git a/langserve/playground/src/components/ShareDialog.tsx b/langserve/playground/src/components/ShareDialog.tsx index 13c82733..494581d3 100644 --- a/langserve/playground/src/components/ShareDialog.tsx +++ b/langserve/playground/src/components/ShareDialog.tsx @@ -131,7 +131,7 @@ const result = await chain.invoke({ ... });
- +
Get the code
diff --git a/langserve/playground/src/types.tsx b/langserve/playground/src/types.tsx new file mode 100644 index 00000000..bf5e576f --- /dev/null +++ b/langserve/playground/src/types.tsx @@ -0,0 +1,5 @@ +export interface StreamCallback { + onSuccess?: (ctx: { input: unknown; output: unknown }) => void; + onError?: () => void; + onStart?: (ctx: { input: unknown }) => void; +} diff --git a/langserve/playground/src/useStreamCallback.tsx b/langserve/playground/src/useStreamCallback.tsx new file mode 100644 index 00000000..137bfe07 --- /dev/null +++ b/langserve/playground/src/useStreamCallback.tsx @@ -0,0 +1,42 @@ +import { + MutableRefObject, + createContext, + useContext, + useEffect, + useRef, +} from "react"; + +import { StreamCallback } from "./types"; + +export const AppCallbackContext = createContext[]; + onSuccess: Exclude[]; + onError: Exclude[]; +}> | null>(null); + +export function useStreamCallback< + Type extends "onStart" | "onSuccess" | "onError" +>(type: Type, callback: Exclude) { + type CallbackType = Exclude; + + const appCbRef = useContext(AppCallbackContext); + + const callbackRef = useRef(callback); + callbackRef.current = callback; + + useEffect(() => { + // @ts-expect-error Not sure why I can't expand the tuple + const current = (...args) => callbackRef.current?.(...args); + appCbRef?.current[type].push(current); + + return () => { + if (!appCbRef) return; + + // @ts-expect-error Assingability issues due to the tuple object + // eslint-disable-next-line react-hooks/exhaustive-deps + appCbRef.current[type] = appCbRef.current[type].filter( + (callbacks) => callbacks !== current + ); + }; + }, [type, appCbRef]); +} diff --git a/langserve/playground/src/useStreamLog.tsx b/langserve/playground/src/useStreamLog.tsx index 3cee4ff0..5f06dfb0 100644 --- a/langserve/playground/src/useStreamLog.tsx +++ b/langserve/playground/src/useStreamLog.tsx @@ -1,7 +1,8 @@ -import { useCallback, useReducer, useState } from "react"; +import { useCallback, useRef, useState } from "react"; import { applyPatch, Operation } from "fast-json-patch"; import { fetchEventSource } from "@microsoft/fetch-event-source"; import { resolveApiUrl } from "./utils/url"; +import { StreamCallback } from "./types"; export interface LogEntry { // ID of the sub-run. @@ -44,13 +45,26 @@ function reducer(state: RunState | null, action: Operation[]) { return applyPatch(state, action, true, false).newDocument; } -export function useStreamLog() { - const [latest, updateLatest] = useReducer(reducer, null); +export function useStreamLog(callbacks: StreamCallback = {}) { + const [latest, setLatest] = useState(null); const [controller, setController] = useState(null); + const startRef = useRef(callbacks.onStart); + startRef.current = callbacks.onStart; + + const successRef = useRef(callbacks.onSuccess); + successRef.current = callbacks.onSuccess; + + const errorRef = useRef(callbacks.onError); + errorRef.current = callbacks.onError; + const startStream = useCallback(async (input: unknown, config: unknown) => { const controller = new AbortController(); setController(controller); + startRef.current?.({ input }); + + let innerLatest: RunState | null = null; + await fetchEventSource(resolveApiUrl("/stream_log").toString(), { signal: controller.signal, method: "POST", @@ -58,14 +72,17 @@ export function useStreamLog() { body: JSON.stringify({ input, config }), onmessage(msg) { if (msg.event === "data") { - updateLatest(JSON.parse(msg.data)?.ops); + innerLatest = reducer(innerLatest, JSON.parse(msg.data)?.ops); + setLatest(innerLatest); } }, onclose() { setController(null); + successRef.current?.({ input, output: innerLatest?.final_output }); }, onerror(error) { setController(null); + errorRef.current?.(); throw error; }, }); diff --git a/langserve/playground/src/utils/defaults.ts b/langserve/playground/src/utils/defaults.ts index 5a9e41d0..347f6b97 100644 --- a/langserve/playground/src/utils/defaults.ts +++ b/langserve/playground/src/utils/defaults.ts @@ -191,7 +191,7 @@ const defaults = (schema: any, definitions: Record): unknown => { return []; } else { const values = []; - for (let i = 0; i < Math.max(1, ct); i++) { + for (let i = 0; i < Math.max(0, ct); i++) { values.push(cloneJSON(value)); } return values; diff --git a/langserve/playground/src/utils/path.ts b/langserve/playground/src/utils/path.ts new file mode 100644 index 00000000..1def533b --- /dev/null +++ b/langserve/playground/src/utils/path.ts @@ -0,0 +1,24 @@ +function isAccessibleObject(x: unknown): x is Record { + return typeof x === "object" && x != null; +} + +export function traverseNaiveJsonPath( + x: unknown, + path: string | number | Array +) { + const queue = Array.isArray(path) ? path : [path]; + let tmp: unknown = x; + while (queue.length > 0) { + const first = queue.shift()!; + if (first === "") continue; + if (Array.isArray(tmp)) { + tmp = tmp[+first]; + } else if (isAccessibleObject(tmp)) { + tmp = tmp[first]; + } else { + return undefined; + } + } + + return tmp; +} diff --git a/langserve/playground/src/utils/schema.ts b/langserve/playground/src/utils/schema.ts index 30c86925..79429d77 100644 --- a/langserve/playground/src/utils/schema.ts +++ b/langserve/playground/src/utils/schema.ts @@ -4,6 +4,7 @@ type JsonSchemaExtra = JsonSchema & { extra: { widget: { type: string; + [key: string]: string | number | Array; }; }; }; diff --git a/langserve/playground/yarn.lock b/langserve/playground/yarn.lock index ebf2a17e..39092cb6 100644 --- a/langserve/playground/yarn.lock +++ b/langserve/playground/yarn.lock @@ -736,6 +736,17 @@ dependencies: "@babel/runtime" "^7.13.10" +"@radix-ui/react-collection@1.0.3": + version "1.0.3" + resolved "https://registry.yarnpkg.com/@radix-ui/react-collection/-/react-collection-1.0.3.tgz#9595a66e09026187524a36c6e7e9c7d286469159" + integrity sha512-3SzW+0PW7yBBoQlT8wNcGtaxaD0XSu0uLUFgrtHY08Acx05TaHaOmVLR73c0j/cqpDy53KBMO7s0dx2wmOIDIA== + dependencies: + "@babel/runtime" "^7.13.10" + "@radix-ui/react-compose-refs" "1.0.1" + "@radix-ui/react-context" "1.0.1" + "@radix-ui/react-primitive" "1.0.3" + "@radix-ui/react-slot" "1.0.2" + "@radix-ui/react-compose-refs@1.0.1": version "1.0.1" resolved "https://registry.yarnpkg.com/@radix-ui/react-compose-refs/-/react-compose-refs-1.0.1.tgz#7ed868b66946aa6030e580b1ffca386dd4d21989" @@ -771,6 +782,13 @@ aria-hidden "^1.1.1" react-remove-scroll "2.5.5" +"@radix-ui/react-direction@1.0.1": + version "1.0.1" + resolved "https://registry.yarnpkg.com/@radix-ui/react-direction/-/react-direction-1.0.1.tgz#9cb61bf2ccf568f3421422d182637b7f47596c9b" + integrity sha512-RXcvnXgyvYvBEOhCBuddKecVkoMiI10Jcm5cTI7abJRAHYfFxeu+FBQs/DvdxSYucxR5mna0dNsL6QFlds5TMA== + dependencies: + "@babel/runtime" "^7.13.10" + "@radix-ui/react-dismissable-layer@1.0.5": version "1.0.5" resolved "https://registry.yarnpkg.com/@radix-ui/react-dismissable-layer/-/react-dismissable-layer-1.0.5.tgz#3f98425b82b9068dfbab5db5fff3df6ebf48b9d4" @@ -833,6 +851,22 @@ "@babel/runtime" "^7.13.10" "@radix-ui/react-slot" "1.0.2" +"@radix-ui/react-roving-focus@1.0.4": + version "1.0.4" + resolved "https://registry.yarnpkg.com/@radix-ui/react-roving-focus/-/react-roving-focus-1.0.4.tgz#e90c4a6a5f6ac09d3b8c1f5b5e81aab2f0db1974" + integrity sha512-2mUg5Mgcu001VkGy+FfzZyzbmuUWzgWkj3rvv4yu+mLw03+mTzbxZHvfcGyFp2b8EkQeMkpRQ5FiA2Vr2O6TeQ== + dependencies: + "@babel/runtime" "^7.13.10" + "@radix-ui/primitive" "1.0.1" + "@radix-ui/react-collection" "1.0.3" + "@radix-ui/react-compose-refs" "1.0.1" + "@radix-ui/react-context" "1.0.1" + "@radix-ui/react-direction" "1.0.1" + "@radix-ui/react-id" "1.0.1" + "@radix-ui/react-primitive" "1.0.3" + "@radix-ui/react-use-callback-ref" "1.0.1" + "@radix-ui/react-use-controllable-state" "1.0.1" + "@radix-ui/react-slot@1.0.2": version "1.0.2" resolved "https://registry.yarnpkg.com/@radix-ui/react-slot/-/react-slot-1.0.2.tgz#a9ff4423eade67f501ffb32ec22064bc9d3099ab" @@ -841,6 +875,30 @@ "@babel/runtime" "^7.13.10" "@radix-ui/react-compose-refs" "1.0.1" +"@radix-ui/react-toggle-group@^1.0.4": + version "1.0.4" + resolved "https://registry.yarnpkg.com/@radix-ui/react-toggle-group/-/react-toggle-group-1.0.4.tgz#f5b5c8c477831b013bec3580c55e20a68179d6ec" + integrity sha512-Uaj/M/cMyiyT9Bx6fOZO0SAG4Cls0GptBWiBmBxofmDbNVnYYoyRWj/2M/6VCi/7qcXFWnHhRUfdfZFvvkuu8A== + dependencies: + "@babel/runtime" "^7.13.10" + "@radix-ui/primitive" "1.0.1" + "@radix-ui/react-context" "1.0.1" + "@radix-ui/react-direction" "1.0.1" + "@radix-ui/react-primitive" "1.0.3" + "@radix-ui/react-roving-focus" "1.0.4" + "@radix-ui/react-toggle" "1.0.3" + "@radix-ui/react-use-controllable-state" "1.0.1" + +"@radix-ui/react-toggle@1.0.3": + version "1.0.3" + resolved "https://registry.yarnpkg.com/@radix-ui/react-toggle/-/react-toggle-1.0.3.tgz#aecb2945630d1dc5c512997556c57aba894e539e" + integrity sha512-Pkqg3+Bc98ftZGsl60CLANXQBBQ4W3mTFS9EJvNxKMZ7magklKV69/id1mlAlOFDDfHvlCms0fx8fA4CMKDJHg== + dependencies: + "@babel/runtime" "^7.13.10" + "@radix-ui/primitive" "1.0.1" + "@radix-ui/react-primitive" "1.0.3" + "@radix-ui/react-use-controllable-state" "1.0.1" + "@radix-ui/react-use-callback-ref@1.0.1": version "1.0.1" resolved "https://registry.yarnpkg.com/@radix-ui/react-use-callback-ref/-/react-use-callback-ref-1.0.1.tgz#f4bb1f27f2023c984e6534317ebc411fc181107a" diff --git a/langserve/pydantic_v1.py b/langserve/pydantic_v1.py new file mode 100644 index 00000000..b7cfc828 --- /dev/null +++ b/langserve/pydantic_v1.py @@ -0,0 +1,25 @@ +from importlib import metadata + +## Create namespaces for pydantic v1 and v2. +# This code must stay at the top of the file before other modules may +# attempt to import pydantic since it adds pydantic_v1 and pydantic_v2 to sys.modules. +# +# This hack is done for the following reasons: +# * Langchain will attempt to remain compatible with both pydantic v1 and v2 since +# both dependencies and dependents may be stuck on either version of v1 or v2. +# * Creating namespaces for pydantic v1 and v2 should allow us to write code that +# unambiguously uses either v1 or v2 API. +# * This change is easier to roll out and roll back. + +try: + # F401: imported but unused + from pydantic.v1 import BaseModel, Field, ValidationError # noqa: F401 +except ImportError: + from pydantic import BaseModel, Field, ValidationError # noqa: F401 + + +# This is not a pydantic v1 thing, but it feels too small to create a new module for. +try: + _PYDANTIC_MAJOR_VERSION: int = int(metadata.version("pydantic").split(".")[0]) +except metadata.PackageNotFoundError: + _PYDANTIC_MAJOR_VERSION = -1 diff --git a/langserve/schema.py b/langserve/schema.py index 0cd61a2a..e2f7608e 100644 --- a/langserve/schema.py +++ b/langserve/schema.py @@ -1,12 +1,13 @@ -from typing import List +from datetime import datetime +from typing import Dict, List, Optional, Union +from uuid import UUID -try: - from pydantic.v1 import BaseModel -except ImportError: - from pydantic import BaseModel +from pydantic import BaseModel # Floats between v1 and v2 +from langserve.pydantic_v1 import BaseModel as BaseModelV1 -class CustomUserType(BaseModel): + +class CustomUserType(BaseModelV1): """Inherit from this class to create a custom user type. Use a custom user type if you want the data to de-serialize @@ -25,7 +26,7 @@ class CustomUserType(BaseModel): """ -class SharedResponseMetadata(BaseModel): +class SharedResponseMetadata(BaseModelV1): """ Any response metadata should inherit from this class. Response metadata represents non-output data that may be useful to some clients, but @@ -47,7 +48,7 @@ class SingletonResponseMetadata(SharedResponseMetadata): """ # Represents the parent run id for a given request - run_id: str + run_id: UUID class BatchResponseMetadata(SharedResponseMetadata): @@ -58,4 +59,48 @@ class BatchResponseMetadata(SharedResponseMetadata): # Represents each parent run id for a given request, in # the same order in which they were received - run_ids: List[str] + run_ids: List[UUID] + + +class BaseFeedback(BaseModel): + """ + Shared information between create requests of feedback and feedback objects + """ + + run_id: UUID + """The associated run ID this feedback is logged for.""" + + key: str + """The metric name, tag, or aspect to provide feedback on.""" + + score: Optional[Union[float, int, bool]] = None + """Value or score to assign the run.""" + + value: Optional[Union[float, int, bool, str, Dict]] = None + """The display value for the feedback if not a metric.""" + + comment: Optional[str] = None + """Comment or explanation for the feedback.""" + + +class FeedbackCreateRequest(BaseFeedback): + """ + Represents a request that creates feedback for an individual run + """ + + pass + + +class Feedback(BaseFeedback): + """ + Represents feedback given on an individual run + """ + + created_at: datetime + """The time the feedback was created.""" + + modified_at: datetime + """The time the feedback was last modified.""" + + correction: Optional[Dict] = None + """Correction for the run.""" diff --git a/langserve/serialization.py b/langserve/serialization.py index cec27646..c79da288 100644 --- a/langserve/serialization.py +++ b/langserve/serialization.py @@ -39,14 +39,9 @@ LLMResult, ) +from langserve.pydantic_v1 import BaseModel, ValidationError from langserve.validation import CallbackEvent -try: - from pydantic.v1 import BaseModel, ValidationError -except ImportError: - from pydantic import BaseModel, ValidationError - - logger = logging.getLogger(__name__) diff --git a/langserve/server.py b/langserve/server.py index 2ad06387..7ac6d1c0 100644 --- a/langserve/server.py +++ b/langserve/server.py @@ -13,6 +13,7 @@ from typing import ( Any, AsyncIterator, + Callable, Dict, Generator, Literal, @@ -24,31 +25,39 @@ Union, ) -from fastapi import HTTPException, Request +from fastapi import HTTPException, Request, Response +from fastapi.encoders import jsonable_encoder from fastapi.exceptions import RequestValidationError +from fastapi.responses import JSONResponse from langchain.callbacks.tracers.log_stream import RunLogPatch from langchain.load.serializable import Serializable from langchain.schema.runnable import Runnable, RunnableConfig from langchain.schema.runnable.config import get_config_list, merge_configs +from langsmith import client as ls_client +from langsmith.utils import tracing_is_enabled from typing_extensions import Annotated +try: + from pydantic.v1 import BaseModel, Field, ValidationError, create_model +except ImportError: + from pydantic import BaseModel, Field, ValidationError, create_model + from langserve.callbacks import AsyncEventAggregatorCallback, CallbackEventDict from langserve.lzstring import LZString +from langserve.playground import serve_playground +from langserve.pydantic_v1 import _PYDANTIC_MAJOR_VERSION from langserve.schema import ( BatchResponseMetadata, CustomUserType, + Feedback, + FeedbackCreateRequest, SingletonResponseMetadata, ) - -try: - from pydantic.v1 import BaseModel, create_model -except ImportError: - from pydantic import BaseModel, Field, ValidationError, create_model - -from langserve.playground import serve_playground from langserve.serialization import WellKnownLCSerializer from langserve.validation import ( + BatchBaseResponse, BatchRequestShallowValidator, + InvokeBaseResponse, InvokeRequestShallowValidator, StreamLogParameters, create_batch_request_model, @@ -66,6 +75,10 @@ # [server] extra not installed APIRouter = FastAPI = Any +# A function that that takes a config and a raw request +# and updates the config based on the request. +PerRequestConfigModifier = Callable[[Dict[str, Any], Request], Dict[str, Any]] + def _config_from_hash(config_hash: str) -> Dict[str, Any]: try: @@ -86,6 +99,8 @@ def _unpack_request_config( *configs: Union[BaseModel, Mapping, str], keys: Sequence[str], model: Type[BaseModel], + request: Request, + per_req_config_modifier: Optional[PerRequestConfigModifier], ) -> Dict[str, Any]: """Merge configs, and project the given keys from the merged dict.""" config_dicts = [] @@ -99,7 +114,12 @@ def _unpack_request_config( else: raise TypeError(f"Expected a string, dict or BaseModel got {type(config)}") config = merge_configs(*config_dicts) - return {k: config[k] for k in keys if k in config} + projected_config = {k: config[k] for k in keys if k in config} + return ( + per_req_config_modifier(projected_config, request) + if per_req_config_modifier + else projected_config + ) def _unpack_input(validated_model: BaseModel) -> Any: @@ -116,7 +136,11 @@ def _unpack_input(validated_model: BaseModel) -> Any: # it was created by the server as part of validation and isn't expected # to be accepted by the runnables as input as a pydantic model, # instead we need to convert it into a corresponding python dict. - return model.dict() + # This logic should be applied recursively to nested models. + return { + fieldname: _unpack_input(getattr(model, fieldname)) + for fieldname in model.__fields__.keys() + } return model @@ -260,12 +284,12 @@ def green(text): print(GIGASERVE) for path in paths: print( - f'{green("GIGASERVE:")} Playground for chain "{path or "/"}" is live at:' + f'{green("GIGASERVE:")} Playground for chain "{path or ""}/" is live at:' ) print(f'{green("GIGASERVE:")} │') - print(f'{green("GIGASERVE:")} └──> {path}/playground') + print(f'{green("GIGASERVE:")} └──> {path}/playground/') print(f'{green("GIGASERVE:")}') - print(f'{green("GIGASERVE:")} See all available routes at {app.docs_url}') + print(f'{green("GIGASERVE:")} See all available routes at {app.docs_url}/') print() @@ -313,6 +337,64 @@ def _get_base_run_id_as_str( raise AssertionError("No run_id found for the given run") +def _json_encode_response(model: BaseModel) -> JSONResponse: + """Return a JSONResponse with the given content. + + We're doing the encoding manually here as a workaround to fastapi + not supporting models from pydantic v1 when pydantic + v2 is imported. + + Args: + obj: The object to encode; either an invoke response or a batch response. + + Returns: + A JSONResponse with the given content. + """ + obj = jsonable_encoder(model) + + if isinstance(model, InvokeBaseResponse): + # Invoke Response + # Collapse '__root__' from output field if it exists. This is done + # automatically by fastapi when annotating request and response with + # We need to do this manually since we're using vanilla JSONResponse + if isinstance(obj["output"], dict) and "__root__" in obj["output"]: + obj["output"] = obj["output"]["__root__"] + + if "callback_events" in obj: + for idx, callback_event in enumerate(obj["callback_events"]): + if isinstance(callback_event, dict) and "__root__" in callback_event: + obj["callback_events"][idx] = callback_event["__root__"] + elif isinstance(model, BatchBaseResponse): + if not isinstance(obj["output"], list): + raise AssertionError("Expected output to be a list") + + # Collapse '__root__' from output field if it exists. This is done + # automatically by fastapi when annotating request and response with + # We need to do this manually since we're using vanilla JSONResponse + outputs = obj["output"] + for idx, output in enumerate(outputs): + if isinstance(output, dict) and "__root__" in output: + outputs[idx] = output["__root__"] + + if "callback_events" in obj: + if not isinstance(obj["callback_events"], list): + raise AssertionError("Expected callback_events to be a list") + + for callback_events in obj["callback_events"]: + for idx, callback_event in enumerate(callback_events): + if ( + isinstance(callback_event, dict) + and "__root__" in callback_event + ): + callback_events[idx] = callback_event["__root__"] + else: + raise AssertionError( + f"Expected a InvokeBaseResponse or BatchBaseResponse got: {type(model)}" + ) + + return JSONResponse(content=obj) + + # PUBLIC API @@ -325,6 +407,8 @@ def add_routes( output_type: Union[Type, Literal["auto"], BaseModel] = "auto", config_keys: Sequence[str] = (), include_callback_events: bool = False, + enable_feedback_endpoint: bool = False, + per_req_config_modifier: Optional[PerRequestConfigModifier] = None, ) -> None: """Register the routes on the given FastAPI app or APIRouter. @@ -359,6 +443,15 @@ def add_routes( If true, the client will be able to show trace information including events that occurred on the server side. Be sure not to include any sensitive information in the callback events. + enable_feedback_endpoint: Whether to enable an endpoint for logging feedback + to LangSmith. Enabled by default. If this flag is disabled or LangSmith + tracing is not enabled for the runnable, then 400 errors will be thrown + when accessing the feedback endpoint + per_req_config_modifier: optional function that can be used to update the + RunnableConfig for a given run based on the raw request. This is useful, + for example, if the user wants to pass in a header containing credentials + to a runnable. The RunnableConfig is presented in its dictionary form. + Note that only keys in `config_keys` will be modifiable by this function. """ try: from sse_starlette import EventSourceResponse @@ -388,6 +481,14 @@ def add_routes( route_tags = [path.strip("/")] if path else None route_tags_with_config = [f"{path.strip('/')}/config"] if path else ["config"] + # Please do not change the naming on ls_client. It is used with mocking + # in our unit tests for langsmith integrations. + langsmith_client = ( + ls_client.Client() + if tracing_is_enabled() and enable_feedback_endpoint + else None + ) + def _route_name(name: str) -> str: """Return the route name with the given name.""" return f"{path.strip('/')} {name}" if path else name @@ -470,6 +571,8 @@ async def _get_config_and_input( body.config, keys=config_keys, model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) # Unpack the input dynamically using the input schema of the runnable. # This takes into account changes in the input type when @@ -482,16 +585,13 @@ async def _get_config_and_input( @app.post( namespace + "/c/{config_hash}/invoke", - response_model=InvokeResponse, include_in_schema=False, ) - @app.post( - f"{namespace}/invoke", response_model=InvokeResponse, include_in_schema=False - ) + @app.post(f"{namespace}/invoke", include_in_schema=False) async def invoke( request: Request, config_hash: str = "", - ) -> InvokeResponse: + ) -> Response: """Invoke the runnable with the given input and config.""" # We do not use the InvokeRequest model here since configurable runnables # have dynamic schema -- so the validation below is a bit more involved. @@ -510,28 +610,27 @@ async def invoke( else: callback_events = [] - return InvokeResponse( - output=well_known_lc_serializer.dumpd(output), - # Callbacks are scrubbed and exceptions are converted to serializable format - # before returned in the response. - callback_events=callback_events, - metadata=SingletonResponseMetadata( - run_id=_get_base_run_id_as_str(event_aggregator) + return _json_encode_response( + InvokeResponse( + output=well_known_lc_serializer.dumpd(output), + # Callbacks are scrubbed and exceptions are converted to serializable format + # before returned in the response. + callback_events=callback_events, + metadata=SingletonResponseMetadata( + run_id=_get_base_run_id_as_str(event_aggregator) + ), ), ) @app.post( namespace + "/c/{config_hash}/batch", - response_model=BatchResponse, include_in_schema=False, ) - @app.post( - f"{namespace}/batch", response_model=BatchResponse, include_in_schema=False - ) + @app.post(f"{namespace}/batch", include_in_schema=False) async def batch( request: Request, config_hash: str = "", - ) -> BatchResponse: + ) -> Response: """Invoke the runnable with the given inputs and config.""" try: body = await request.json() @@ -553,7 +652,12 @@ async def batch( configs = [ _unpack_request_config( - config_hash, config, keys=config_keys, model=ConfigPayload + config_hash, + config, + keys=config_keys, + model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) for config in config ] @@ -563,6 +667,8 @@ async def batch( config, keys=config_keys, model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) else: raise HTTPException( @@ -606,20 +712,17 @@ async def batch( else: callback_events = [] - return BatchResponse( + obj = BatchResponse( output=well_known_lc_serializer.dumpd(output), callback_events=callback_events, metadata=BatchResponseMetadata( run_ids=[_get_base_run_id_as_str(agg) for agg in aggregators] ), ) + return _json_encode_response(obj) - @app.post( - namespace + "/c/{config_hash}/stream", - tags=route_tags_with_config, - name=_route_name_with_config("stream"), - ) - @app.post(f"{namespace}/stream", tags=route_tags, name=_route_name("stream")) + @app.post(namespace + "/c/{config_hash}/stream", include_in_schema=False) + @app.post(f"{namespace}/stream", include_in_schema=False) async def stream( request: Request, config_hash: str = "", @@ -664,10 +767,25 @@ async def _stream() -> AsyncIterator[dict]: ) from validation_exception try: + config_w_callbacks = config.copy() + event_aggregator = AsyncEventAggregatorCallback() + config_w_callbacks["callbacks"] = [event_aggregator] + has_sent_metadata = False async for chunk in runnable.astream( input_, - config=config, + config=config_w_callbacks, ): + if not has_sent_metadata and event_aggregator.callback_events: + yield { + "event": "metadata", + "data": json.dumps( + { + "run_id": _get_base_run_id_as_str(event_aggregator), + } + ), + } + has_sent_metadata = True + yield { "data": well_known_lc_serializer.dumps(chunk), "event": "data", @@ -689,11 +807,11 @@ async def _stream() -> AsyncIterator[dict]: @app.post( namespace + "/c/{config_hash}/stream_log", - tags=route_tags_with_config, - name=_route_name_with_config("stream_log"), + include_in_schema=False, ) @app.post( - f"{namespace}/stream_log", tags=route_tags, name=_route_name("stream_log") + f"{namespace}/stream_log", + include_in_schema=False, ) async def stream_log( request: Request, @@ -806,11 +924,15 @@ async def _stream_log() -> AsyncIterator[dict]: @app.get( f"{namespace}/input_schema", tags=route_tags, name=_route_name("input_schema") ) - async def input_schema(config_hash: str = "") -> Any: + async def input_schema(request: Request, config_hash: str = "") -> Any: """Return the input schema of the runnable.""" with _with_validation_error_translation(): config = _unpack_request_config( - config_hash, keys=config_keys, model=ConfigPayload + config_hash, + keys=config_keys, + model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) return runnable.get_input_schema(config).schema() @@ -821,13 +943,19 @@ async def input_schema(config_hash: str = "") -> Any: name=_route_name_with_config("output_schema"), ) @app.get( - f"{namespace}/output_schema", tags=route_tags, name=_route_name("output_schema") + f"{namespace}/output_schema", + tags=route_tags, + name=_route_name("output_schema"), ) - async def output_schema(config_hash: str = "") -> Any: + async def output_schema(request: Request, config_hash: str = "") -> Any: """Return the output schema of the runnable.""" with _with_validation_error_translation(): config = _unpack_request_config( - config_hash, keys=config_keys, model=ConfigPayload + config_hash, + keys=config_keys, + model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) return runnable.get_output_schema(config).schema() @@ -839,11 +967,15 @@ async def output_schema(config_hash: str = "") -> Any: @app.get( f"{namespace}/config_schema", tags=route_tags, name=_route_name("config_schema") ) - async def config_schema(config_hash: str = "") -> Any: + async def config_schema(request: Request, config_hash: str = "") -> Any: """Return the config schema of the runnable.""" with _with_validation_error_translation(): config = _unpack_request_config( - config_hash, keys=config_keys, model=ConfigPayload + config_hash, + keys=config_keys, + model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) return runnable.with_config(config).config_schema(include=config_keys).schema() @@ -852,11 +984,17 @@ async def config_schema(config_hash: str = "") -> Any: include_in_schema=False, ) @app.get(namespace + "/playground/{file_path:path}", include_in_schema=False) - async def playground(file_path: str, config_hash: str = "") -> Any: + async def playground( + file_path: str, request: Request, config_hash: str = "" + ) -> Any: """Return the playground of the runnable.""" with _with_validation_error_translation(): config = _unpack_request_config( - config_hash, keys=config_keys, model=ConfigPayload + config_hash, + keys=config_keys, + model=ConfigPayload, + request=request, + per_req_config_modifier=per_req_config_modifier, ) return await serve_playground( runnable.with_config(config), @@ -866,162 +1004,203 @@ async def playground(file_path: str, config_hash: str = "") -> Any: file_path, ) + @app.post(namespace + "/feedback") + async def feedback(feedback_create_req: FeedbackCreateRequest) -> Feedback: + """ + Send feedback on an individual run to langsmith + """ + + if not tracing_is_enabled() or not enable_feedback_endpoint: + raise HTTPException( + 400, + "The feedback endpoint is only accessible when LangSmith is " + + "enabled on your LangServe server.", + ) + + feedback_from_langsmith = langsmith_client.create_feedback( + feedback_create_req.run_id, + feedback_create_req.key, + score=feedback_create_req.score, + value=feedback_create_req.value, + comment=feedback_create_req.comment, + source_info={ + "from_langserve": True, + }, + ) + + # We purposefully select out fields from langsmith so that we don't + # fail validation if langsmith adds extra fields. We prefer this over + # using "Extra.allow" in pydantic since syntax changes between pydantic + # 1.x and 2.x for this functionality + return Feedback( + run_id=str(feedback_from_langsmith.run_id), + created_at=str(feedback_from_langsmith.created_at), + modified_at=str(feedback_from_langsmith.modified_at), + key=str(feedback_from_langsmith.key), + score=feedback_from_langsmith.score, + value=feedback_from_langsmith.value, + comment=feedback_from_langsmith.comment, + ) + ####################################### # Documentation variants of end points. ####################################### - @app.post( - namespace + "/c/{config_hash}/invoke", - response_model=InvokeResponse, - tags=route_tags_with_config, - name=_route_name_with_config("invoke"), - ) - @app.post( - f"{namespace}/invoke", - response_model=InvokeResponse, - tags=route_tags, - name=_route_name("invoke"), - ) - async def _invoke_docs( - invoke_request: Annotated[InvokeRequest, InvokeRequest], - config_hash: str = "", - ) -> InvokeResponse: - """Invoke the runnable with the given input and config.""" - raise AssertionError("This endpoint should not be reachable.") + # At the moment, we only support pydantic 1.x for documentation + if _PYDANTIC_MAJOR_VERSION == 1: + + @app.post( + namespace + "/c/{config_hash}/invoke", + response_model=InvokeResponse, + tags=route_tags_with_config, + name=_route_name_with_config("invoke"), + ) + @app.post( + f"{namespace}/invoke", + response_model=InvokeResponse, + tags=route_tags, + name=_route_name("invoke"), + ) + async def _invoke_docs( + invoke_request: Annotated[InvokeRequest, InvokeRequest], + config_hash: str = "", + ) -> InvokeResponse: + """Invoke the runnable with the given input and config.""" + raise AssertionError("This endpoint should not be reachable.") + + @app.post( + namespace + "/c/{config_hash}/batch", + response_model=BatchResponse, + tags=route_tags_with_config, + name=_route_name_with_config("batch"), + ) + @app.post( + f"{namespace}/batch", + response_model=BatchResponse, + tags=route_tags, + name=_route_name("batch"), + ) + async def _batch_docs( + batch_request: Annotated[BatchRequest, BatchRequest], + config_hash: str = "", + ) -> BatchResponse: + """Batch invoke the runnable with the given inputs and config.""" + raise AssertionError("This endpoint should not be reachable.") + + @app.post( + namespace + "/c/{config_hash}/stream", + include_in_schema=True, + tags=route_tags_with_config, + name=_route_name_with_config("stream"), + ) + @app.post( + f"{namespace}/stream", + include_in_schema=True, + tags=route_tags, + name=_route_name("stream"), + ) + async def _stream_docs( + stream_request: Annotated[StreamRequest, StreamRequest], + config_hash: str = "", + ) -> EventSourceResponse: + """Invoke the runnable stream the output. - @app.post( - namespace + "/c/{config_hash}/batch", - response_model=BatchResponse, - tags=route_tags_with_config, - name=_route_name_with_config("batch"), - ) - @app.post( - f"{namespace}/batch", - response_model=BatchResponse, - tags=route_tags, - name=_route_name("batch"), - ) - async def _batch_docs( - batch_request: Annotated[BatchRequest, BatchRequest], - config_hash: str = "", - ) -> BatchResponse: - """Batch invoke the runnable with the given inputs and config.""" - raise AssertionError("This endpoint should not be reachable.") + This endpoint allows to stream the output of the runnable. - @app.post( - namespace + "/c/{config_hash}/stream", - include_in_schema=True, - tags=route_tags_with_config, - name=_route_name_with_config("stream"), - ) - @app.post( - f"{namespace}/stream", - include_in_schema=True, - tags=route_tags, - name=_route_name("stream"), - ) - async def _stream_docs( - stream_request: Annotated[StreamRequest, StreamRequest], - config_hash: str = "", - ) -> EventSourceResponse: - """Invoke the runnable stream the output. + The endpoint uses a server sent event stream to stream the output. - This endpoint allows to stream the output of the runnable. + https://developer.mozilla.org/en-US/docs/Web/API/Server-sent_events - The endpoint uses a server sent event stream to stream the output. + Important: Set the "text/event-stream" media type for request headers if + not using an existing SDK. - https://developer.mozilla.org/en-US/docs/Web/API/Server-sent_events + This endpoint uses two different types of events: - Important: Set the "text/event-stream" media type for request headers if - not using an existing SDK. + * data - for streaming the output of the runnable - This endpoint uses two different types of events: + { + "event": "data", + "data": { + ... + } + } - * data - for streaming the output of the runnable + * error - for signaling an error in the stream, also ends the stream. { - "event": "data", + "event": "error", "data": { - ... + "status_code": 500, + "message": "Internal Server Error" } } - * error - for signaling an error in the stream, also ends the stream. + * end - for signaling the end of the stream. - { - "event": "error", - "data": { - "status_code": 500, - "message": "Internal Server Error" - } - } + This helps the client to know when to stop listening for events and + know that the streaming has ended successfully. - * end - for signaling the end of the stream. + { + "event": "end", + } + """ + raise AssertionError("This endpoint should not be reachable.") + + @app.post( + namespace + "/c/{config_hash}/stream_log", + include_in_schema=True, + tags=route_tags_with_config, + name=_route_name_with_config("stream_log"), + ) + @app.post( + f"{namespace}/stream_log", + include_in_schema=True, + tags=route_tags, + name=_route_name("stream_log"), + ) + async def _stream_log_docs( + stream_log_request: Annotated[StreamLogRequest, StreamLogRequest], + config_hash: str = "", + ) -> EventSourceResponse: + """Invoke the runnable stream_log the output. - This helps the client to know when to stop listening for events and - know that the streaming has ended successfully. + This endpoint allows to stream the output of the runnable, including + the output of all intermediate steps. - { - "event": "end", - } - """ - raise AssertionError("This endpoint should not be reachable.") + The endpoint uses a server sent event stream to stream the output. - @app.post( - namespace + "/c/{config_hash}/stream_log", - include_in_schema=True, - tags=route_tags_with_config, - name=_route_name_with_config("stream_log"), - ) - @app.post( - f"{namespace}/stream_log", - include_in_schema=True, - tags=route_tags, - name=_route_name("stream_log"), - ) - async def _stream_log_docs( - stream_log_request: Annotated[StreamLogRequest, StreamLogRequest], - config_hash: str = "", - ) -> EventSourceResponse: - """Invoke the runnable stream_log the output. + https://developer.mozilla.org/en-US/docs/Web/API/Server-sent_events - This endpoint allows to stream the output of the runnable, including - the output of all intermediate steps. + Important: Set the "text/event-stream" media type for request headers if + not using an existing SDK. - The endpoint uses a server sent event stream to stream the output. + This endpoint uses two different types of events: - https://developer.mozilla.org/en-US/docs/Web/API/Server-sent_events + * data - for streaming the output of the runnable - Important: Set the "text/event-stream" media type for request headers if - not using an existing SDK. - - This endpoint uses two different types of events: + { + "event": "data", + "data": { + ... + } + } - * data - for streaming the output of the runnable + * error - for signaling an error in the stream, also ends the stream. { - "event": "data", + "event": "error", "data": { - ... + "status_code": 500, + "message": "Internal Server Error" } } - * error - for signaling an error in the stream, also ends the stream. + * end - for signaling the end of the stream. - { - "event": "error", - "data": { - "status_code": 500, - "message": "Internal Server Error" - } - } - - * end - for signaling the end of the stream. - - This helps the client to know when to stop listening for events and - know that the streaming has ended successfully. + This helps the client to know when to stop listening for events and + know that the streaming has ended successfully. - { - "event": "end", - } - """ - raise AssertionError("This endpoint should not be reachable.") + { + "event": "end", + } + """ + raise AssertionError("This endpoint should not be reachable.") diff --git a/langserve/validation.py b/langserve/validation.py index 99cc512a..fdee9873 100644 --- a/langserve/validation.py +++ b/langserve/validation.py @@ -195,6 +195,14 @@ def create_stream_log_request_model( return stream_log_request +class InvokeBaseResponse(BaseModel): + """Base class for invoke request.""" + + +class BatchBaseResponse(BaseModel): + """Base class for batch response.""" + + def create_invoke_response_model( namespace: str, output_type: Validator, @@ -219,6 +227,7 @@ def create_invoke_response_model( ), ), ), + __base__=InvokeBaseResponse, ) invoke_response_type.update_forward_refs() return invoke_response_type @@ -262,6 +271,7 @@ def create_batch_response_model( ), ), ), + __base__=BatchBaseResponse, ) batch_response_type.update_forward_refs() return batch_response_type diff --git a/poetry.lock b/poetry.lock index 32977011..eaeefeb5 100644 --- a/poetry.lock +++ b/poetry.lock @@ -350,50 +350,6 @@ soupsieve = ">1.2" html5lib = ["html5lib"] lxml = ["lxml"] -[[package]] -name = "black" -version = "23.10.1" -description = "The uncompromising code formatter." -optional = false -python-versions = ">=3.8" -files = [ - 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There shuold be a good reason for a test to +# take more than 1 second +timeout = 1 diff --git a/tests/unit_tests/test_server_client.py b/tests/unit_tests/test_server_client.py index a025dba1..3f9323b6 100644 --- a/tests/unit_tests/test_server_client.py +++ b/tests/unit_tests/test_server_client.py @@ -1,15 +1,18 @@ """Test the server and client together.""" import asyncio +import datetime import json +import os import uuid from asyncio import AbstractEventLoop from contextlib import asynccontextmanager, contextmanager -from typing import Any, Dict, Iterator, List, Optional, Union +from typing import Any, Dict, Iterable, Iterator, List, Optional, Union +from unittest.mock import MagicMock, patch import httpx import pytest import pytest_asyncio -from fastapi import APIRouter, FastAPI +from fastapi import APIRouter, FastAPI, Request from fastapi.testclient import TestClient from httpx import AsyncClient from langchain.callbacks.tracers.log_stream import RunLogPatch @@ -19,6 +22,8 @@ from langchain.schema.runnable import Runnable, RunnableConfig, RunnablePassthrough from langchain.schema.runnable.base import RunnableLambda from langchain.schema.runnable.utils import ConfigurableField, Input, Output +from langsmith import schemas as ls_schemas +from pytest import MonkeyPatch from pytest_mock import MockerFixture from typing_extensions import TypedDict @@ -66,6 +71,23 @@ def _decode_eventstream(text: str) -> List[Dict[str, Any]]: return events +def _replace_run_id_in_stream_resp(streamed_resp: str) -> str: + """ + Replace the run_id in the streamed response's metadata with a placeholder. + + Assumes run_id only appears once in the text. This is hacky :) + """ + metadata_expected_str = 'event: metadata\r\ndata: {"run_id": "' + run_id_idx = streamed_resp.find(metadata_expected_str) + assert run_id_idx != -1 + + uuid_start_pos = run_id_idx + len(metadata_expected_str) + uuid_len = 36 + + uuid = streamed_resp[uuid_start_pos : uuid_start_pos + uuid_len] + return streamed_resp.replace(uuid, "") + + @pytest.fixture(scope="session") def event_loop(): """Create an instance of the default event loop for each test case.""" @@ -89,6 +111,7 @@ async def add_one_or_passthrough( else: return x + os.environ["LANGCHAIN_TRACING_V2"] = "true" runnable_lambda = RunnableLambda(func=add_one_or_passthrough) app = FastAPI() try: @@ -271,7 +294,16 @@ async def test_server_async(app: FastAPI) -> None: # Test stream response = await async_client.post("/stream", json={"input": 1}) - assert response.text == "event: data\r\ndata: 2\r\n\r\nevent: end\r\n\r\n" + response_text_with_run_id_replaced = _replace_run_id_in_stream_resp( + response.text + ) + expected_response_with_run_id_replaced = ( + 'event: metadata\r\ndata: {"run_id": ""}\r\n\r\n' + + "event: data\r\ndata: 2\r\n\r\nevent: end\r\n\r\n" + ) + assert ( + response_text_with_run_id_replaced == expected_response_with_run_id_replaced + ) response = await async_client.post("/stream_log", json={"input": 1}) assert response.text.startswith("event: data\r\n") @@ -380,9 +412,11 @@ async def test_server_bound_async(app_for_config: FastAPI) -> None: json={"input": 1, "config": {"tags": ["another-one"]}}, ) assert response.status_code == 200 + + response_with_run_id_replaced = _replace_run_id_in_stream_resp(response.text) assert ( - response.text - == """event: data\r\ndata: {"tags": ["another-one", "test"], "configurable": null}\r\n\r\nevent: end\r\n\r\n""" # noqa: E501 + response_with_run_id_replaced + == """event: metadata\r\ndata: {"run_id": ""}\r\n\r\nevent: data\r\ndata: {"tags": ["another-one", "test"], "configurable": null}\r\n\r\nevent: end\r\n\r\n""" # noqa: E501 ) @@ -1263,8 +1297,14 @@ async def passthrough_dict(d: Any) -> Any: } -class ErroringRunnable(Runnable): - """A custom runnable for testing errors are raised server side.""" +class StreamingRunnable(Runnable): + """A custom runnable used for testing purposes""" + + iterable: Iterable[Any] + + def __init__(self, iterable: Iterable[Any]) -> None: + """Initialize the runnable.""" + self.iterable = iterable def invoke(self, input: Input, config: Optional[RunnableConfig] = None) -> Output: """Invoke the runnable.""" @@ -1276,9 +1316,7 @@ def stream( config: Optional[RunnableConfig] = None, **kwargs: Optional[Any], ) -> Iterator[Output]: - yield 1 - yield 2 - raise ValueError("An exception occurred") + raise NotImplementedError() async def astream( self, @@ -1286,9 +1324,46 @@ async def astream( config: Optional[RunnableConfig] = None, **kwargs: Optional[Any], ) -> Iterator[Output]: - yield 1 - yield 2 - raise ValueError("An exception occurred") + for element in self.iterable: + if isinstance(element, BaseException): + raise element + yield element + + +# Have not figured out how to test sync stream yet +# def test_streaming_dict_sync() -> None: +# """Test streaming different types of items.""" +# app = FastAPI() +# +# stream_dict = StreamingRunnable(iterable=[{"a": "1"}, {"a": "2"}]) +# +# add_routes(app, stream_dict) +# +# # Invoke request +# with get_sync_remote_runnable(app) as runnable: +# chunks = [] +# for chunk in runnable.stream("input ignored"): +# chunks.append(chunk) +# +# assert chunks == [{"a": "1"}, {"a": "2"}] + + +@pytest.mark.asyncio +async def test_streaming_dict_async() -> None: + """Test streaming different types of items.""" + app = FastAPI() + + stream_dict = StreamingRunnable(iterable=[{"a": "1"}, {"a": "2"}]) + + add_routes(app, stream_dict) + + # Invoke request + async with get_async_remote_runnable(app, raise_app_exceptions=False) as runnable: + chunks = [] + async for chunk in runnable.astream("input ignored"): + chunks.append(chunk) + + assert chunks == [{"a": "1"}, {"a": "2"}] @pytest.mark.asyncio @@ -1296,7 +1371,9 @@ async def test_server_side_error() -> None: """Test server side error handling.""" app = FastAPI() - add_routes(app, ErroringRunnable()) + + erroring_stream = StreamingRunnable(iterable=[1, 2, ValueError("An error")]) + add_routes(app, erroring_stream) # Invoke request async with get_async_remote_runnable(app, raise_app_exceptions=False) as runnable: @@ -1346,11 +1423,12 @@ async def test_server_side_error() -> None: # assert e.response.text == "Internal Server Error" -def test_server_side_error_sync() -> None: +def test_server_side_error_sync(event_loop: AbstractEventLoop) -> None: """Test server side error handling.""" app = FastAPI() - add_routes(app, ErroringRunnable()) + erroring_stream = StreamingRunnable(iterable=[1, 2, ValueError("An error")]) + add_routes(app, erroring_stream) # Invoke request with get_sync_remote_runnable(app, raise_server_exceptions=False) as runnable: @@ -1467,3 +1545,140 @@ async def test_batch_returns_run_id(app: FastAPI) -> None: assert len(run_ids) == 2 for run_id in run_ids: assert _is_valid_uuid(run_id) + + +@pytest.mark.asyncio +async def test_feedback_succeeds_when_langsmith_enabled() -> None: + """Tests that the feedback endpoint can accept feedback to langsmith.""" + + with patch("langserve.server.ls_client") as mocked_ls_client_package: + mocked_client = MagicMock(return_value=None) + mocked_ls_client_package.Client.return_value = mocked_client + + mocked_client.create_feedback.return_value = ls_schemas.Feedback( + id="5484c6b3-5a1a-4a87-b2c7-2e39e7a7e4ac", + created_at=datetime.datetime(1994, 9, 19, 9, 19), + modified_at=datetime.datetime(1994, 9, 19, 9, 19), + run_id="f47ac10b-58cc-4372-a567-0e02b2c3d479", + key="silliness", + score=1000, + ) + + local_app = FastAPI() + add_routes( + local_app, + RunnableLambda(lambda foo: "hello"), + enable_feedback_endpoint=True, + ) + + async with get_async_test_client( + local_app, raise_app_exceptions=True + ) as async_client: + response = await async_client.post( + "/feedback", + json={ + "run_id": "f47ac10b-58cc-4372-a567-0e02b2c3d479", + "key": "silliness", + "score": 1000, + }, + ) + + expected_response_json = { + "run_id": "f47ac10b-58cc-4372-a567-0e02b2c3d479", + "key": "silliness", + "score": 1000, + "created_at": datetime.datetime(1994, 9, 19, 9, 19).strftime( + "%Y-%m-%dT%H:%M:%S" + ), + "modified_at": datetime.datetime(1994, 9, 19, 9, 19).strftime( + "%Y-%m-%dT%H:%M:%S" + ), + "comment": None, + "correction": None, + "value": None, + } + + assert response.json() == expected_response_json + + +@pytest.mark.asyncio +async def test_feedback_fails_when_langsmith_disabled(app: FastAPI) -> None: + """Tests that feedback is not sent to langsmith if langsmith is disabled.""" + with MonkeyPatch.context() as mp: + # Explicitly disable langsmith + mp.setenv("LANGCHAIN_TRACING_V2", "false") + local_app = FastAPI() + add_routes( + local_app, + RunnableLambda(lambda foo: "hello"), + # Explicitly enable feedback so that we know failures are from + # langsmith being disabled + enable_feedback_endpoint=True, + ) + + async with get_async_test_client( + local_app, raise_app_exceptions=True + ) as async_client: + response = await async_client.post( + "/feedback", + json={ + "run_id": "f47ac10b-58cc-4372-a567-0e02b2c3d479", + "key": "silliness", + "score": 1000, + }, + ) + assert response.status_code == 400 + + +@pytest.mark.asyncio +async def test_feedback_fails_when_endpoint_disabled(app: FastAPI) -> None: + """ + Tests that the feedback endpoint returns 400s if the user turns it off. + """ + async with get_async_test_client( + app, + raise_app_exceptions=True, + ) as async_client: + response = await async_client.post( + "/feedback", + json={ + "run_id": "f47ac10b-58cc-4372-a567-0e02b2c3d479", + "key": "silliness", + "score": 1000, + }, + ) + assert response.status_code == 400 + + +@pytest.mark.asyncio +async def test_per_request_config_modifier( + event_loop: AbstractEventLoop, mocker: MockerFixture +) -> None: + """Test updating the config based on the raw request object.""" + + async def add_one(x: int) -> int: + """Add one to simulate a valid function""" + return x + 1 + + app = FastAPI() + + def header_passthru_modifier( + config: Dict[str, Any], request: Request + ) -> Dict[str, Any]: + """Update the config""" + config = config.copy() + if "metadata" in config: + config["metadata"] = config["metadata"].copy() + else: + config["metadata"] = {} + config["metadata"]["headers"] = request.headers + return config + + server_runnable = RunnableLambda(add_one) + + add_routes( + app, + server_runnable, + path="/add_one", + per_req_config_modifier=header_passthru_modifier, + ) diff --git a/tests/unit_tests/test_validation.py b/tests/unit_tests/test_validation.py index 1970d2b1..d63f3810 100644 --- a/tests/unit_tests/test_validation.py +++ b/tests/unit_tests/test_validation.py @@ -1,6 +1,8 @@ from typing import List, Optional +from unittest.mock import MagicMock import pytest +from fastapi import Request from langchain.prompts import PromptTemplate from langchain.schema.runnable.utils import ConfigurableField @@ -157,6 +159,8 @@ def test_invoke_request_with_runnables() -> None: ).config, keys=[], model=config, + request=MagicMock(Request), + per_req_config_modifier=lambda x, y: x, ) == {} ) @@ -179,7 +183,11 @@ def test_invoke_request_with_runnables() -> None: } assert _unpack_request_config( - request.config, keys=["configurable"], model=config + request.config, + keys=["configurable"], + model=config, + request=MagicMock(Request), + per_req_config_modifier=lambda x, y: x, ) == { "configurable": {"template": "goodbye {name}"}, }