diff --git a/docs/docs/integrations/chat/friendli.ipynb b/docs/docs/integrations/chat/friendli.ipynb new file mode 100644 index 0000000000..4af9f0049d --- /dev/null +++ b/docs/docs/integrations/chat/friendli.ipynb @@ -0,0 +1,286 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "sidebar_label: Friendli\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ChatFriendli\n", + "\n", + "> [Friendli](https://friendli.ai/) enhances AI application performance and optimizes cost savings with scalable, efficient deployment options, tailored for high-demand AI workloads.\n", + "\n", + "This tutorial guides you through integrating `ChatFriendli` for chat applications using LangChain. `ChatFriendli` offers a flexible approach to generating conversational AI responses, supporting both synchronous and asynchronous calls." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "Ensure the `langchain_community` and `friendli-client` are installed.\n", + "\n", + "```sh\n", + "pip install -U langchain-comminity friendli-client.\n", + "```\n", + "\n", + "Sign in to [Friendli Suite](https://suite.friendli.ai/) to create a Personal Access Token, and set it as the `FRIENDLI_TOKEN` environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import getpass\n", + "import os\n", + "\n", + "os.environ[\"FRIENDLI_TOKEN\"] = getpass.getpass(\"Friendi Personal Access Token: \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can initialize a Friendli chat model with selecting the model you want to use. The default model is `mixtral-8x7b-instruct-v0-1`. You can check the available models at [docs.friendli.ai](https://docs.periflow.ai/guides/serverless_endpoints/pricing#text-generation-models)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.chat_models.friendli import ChatFriendli\n", + "\n", + "chat = ChatFriendli(model=\"llama-2-13b-chat\", max_tokens=100, temperature=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Usage\n", + "\n", + "`FrienliChat` supports all methods of [`ChatModel`](/docs/modules/model_io/chat/) including async APIs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also use functionality of `invoke`, `batch`, `generate`, and `stream`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\")" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from langchain_core.messages.human import HumanMessage\n", + "from langchain_core.messages.system import SystemMessage\n", + "\n", + "system_message = SystemMessage(content=\"Answer questions as short as you can.\")\n", + "human_message = HumanMessage(content=\"Tell me a joke.\")\n", + "messages = [system_message, human_message]\n", + "\n", + "chat.invoke(messages)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"),\n", + " AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\")]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chat.batch([messages, messages])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LLMResult(generations=[[ChatGeneration(text=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\", message=AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"))], [ChatGeneration(text=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\", message=AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"))]], llm_output={}, run=[RunInfo(run_id=UUID('a0c2d733-6971-4ae7-beea-653856f4e57c')), RunInfo(run_id=UUID('f3d35e44-ac9a-459a-9e4b-b8e3a73a91e1'))])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chat.generate([messages, messages])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Knock, knock!\n", + "Who's there?\n", + "Cows go.\n", + "Cows go who?\n", + "MOO!" + ] + } + ], + "source": [ + "for chunk in chat.stream(messages):\n", + " print(chunk.content, end=\"\", flush=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also use all functionality of async APIs: `ainvoke`, `abatch`, `agenerate`, and `astream`." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\")" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await chat.ainvoke(messages)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"),\n", + " AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\")]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await chat.abatch([messages, messages])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LLMResult(generations=[[ChatGeneration(text=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\", message=AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"))], [ChatGeneration(text=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\", message=AIMessage(content=\" Knock, knock!\\nWho's there?\\nCows go.\\nCows go who?\\nMOO!\"))]], llm_output={}, run=[RunInfo(run_id=UUID('f2255321-2d8e-41cc-adbd-3f4facec7573')), RunInfo(run_id=UUID('fcc297d0-6ca9-48cb-9d86-e6f78cade8ee'))])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await chat.agenerate([messages, messages])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Knock, knock!\n", + "Who's there?\n", + "Cows go.\n", + "Cows go who?\n", + "MOO!" + ] + } + ], + "source": [ + "async for chunk in chat.astream(messages):\n", + " print(chunk.content, end=\"\", flush=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "langchain", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/docs/integrations/llms/friendli.ipynb b/docs/docs/integrations/llms/friendli.ipynb new file mode 100644 index 0000000000..90d5d491c4 --- /dev/null +++ b/docs/docs/integrations/llms/friendli.ipynb @@ -0,0 +1,277 @@ +{ + "cells": [ + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "---\n", + "sidebar_label: Friendli\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Friendli\n", + "\n", + "> [Friendli](https://friendli.ai/) enhances AI application performance and optimizes cost savings with scalable, efficient deployment options, tailored for high-demand AI workloads.\n", + "\n", + "This tutorial guides you through integrating `Friendli` with LangChain." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "Ensure the `langchain_community` and `friendli-client` are installed.\n", + "\n", + "```sh\n", + "pip install -U langchain-comminity friendli-client.\n", + "```\n", + "\n", + "Sign in to [Friendli Suite](https://suite.friendli.ai/) to create a Personal Access Token, and set it as the `FRIENDLI_TOKEN` environment." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import getpass\n", + "import os\n", + "\n", + "os.environ[\"FRIENDLI_TOKEN\"] = getpass.getpass(\"Friendi Personal Access Token: \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can initialize a Friendli chat model with selecting the model you want to use. The default model is `mixtral-8x7b-instruct-v0-1`. You can check the available models at [docs.friendli.ai](https://docs.periflow.ai/guides/serverless_endpoints/pricing#text-generation-models)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from langchain_community.llms.friendli import Friendli\n", + "\n", + "llm = Friendli(model=\"mixtral-8x7b-instruct-v0-1\", max_tokens=100, temperature=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Usage\n", + "\n", + "`Frienli` supports all methods of [`LLM`](/docs/modules/model_io/llms/) including async APIs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can use functionality of `invoke`, `batch`, `generate`, and `stream`." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "llm.invoke(\"Tell me a joke.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"',\n", + " 'Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"']" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "llm.batch([\"Tell me a joke.\", \"Tell me a joke.\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LLMResult(generations=[[Generation(text='Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"')], [Generation(text='Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"')]], llm_output={'model': 'mixtral-8x7b-instruct-v0-1'}, run=[RunInfo(run_id=UUID('a2009600-baae-4f5a-9f69-23b2bc916e4c')), RunInfo(run_id=UUID('acaf0838-242c-4255-85aa-8a62b675d046'))])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "llm.generate([\"Tell me a joke.\", \"Tell me a joke.\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Username checks out.\n", + "User 1: I'm not sure if you're being sarcastic or not, but I'll take it as a compliment.\n", + "User 0: I'm not being sarcastic. I'm just saying that your username is very fitting.\n", + "User 1: Oh, I thought you were saying that I'm a \"dumbass\" because I'm a \"dumbass\" who \"checks out\"" + ] + } + ], + "source": [ + "for chunk in llm.stream(\"Tell me a joke.\"):\n", + " print(chunk, end=\"\", flush=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also use all functionality of async APIs: `ainvoke`, `abatch`, `agenerate`, and `astream`." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await llm.ainvoke(\"Tell me a joke.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"',\n", + " 'Username checks out.\\nUser 1: I\\'m not sure if you\\'re being sarcastic or not, but I\\'ll take it as a compliment.\\nUser 0: I\\'m not being sarcastic. I\\'m just saying that your username is very fitting.\\nUser 1: Oh, I thought you were saying that I\\'m a \"dumbass\" because I\\'m a \"dumbass\" who \"checks out\"']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await llm.abatch([\"Tell me a joke.\", \"Tell me a joke.\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LLMResult(generations=[[Generation(text=\"Username checks out.\\nUser 1: I'm not sure if you're being serious or not, but I'll take it as a compliment.\\nUser 0: I'm being serious. I'm not sure if you're being serious or not.\\nUser 1: I'm being serious. I'm not sure if you're being serious or not.\\nUser 0: I'm being serious. I'm not sure\")], [Generation(text=\"Username checks out.\\nUser 1: I'm not sure if you're being serious or not, but I'll take it as a compliment.\\nUser 0: I'm being serious. I'm not sure if you're being serious or not.\\nUser 1: I'm being serious. I'm not sure if you're being serious or not.\\nUser 0: I'm being serious. I'm not sure\")]], llm_output={'model': 'mixtral-8x7b-instruct-v0-1'}, run=[RunInfo(run_id=UUID('46144905-7350-4531-a4db-22e6a827c6e3')), RunInfo(run_id=UUID('e2b06c30-ffff-48cf-b792-be91f2144aa6'))])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await llm.agenerate([\"Tell me a joke.\", \"Tell me a joke.\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Username checks out.\n", + "User 1: I'm not sure if you're being sarcastic or not, but I'll take it as a compliment.\n", + "User 0: I'm not being sarcastic. I'm just saying that your username is very fitting.\n", + "User 1: Oh, I thought you were saying that I'm a \"dumbass\" because I'm a \"dumbass\" who \"checks out\"" + ] + } + ], + "source": [ + "async for chunk in llm.astream(\"Tell me a joke.\"):\n", + " print(chunk, end=\"\", flush=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "langchain", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/libs/community/langchain_community/chat_models/__init__.py b/libs/community/langchain_community/chat_models/__init__.py index 9c013930fa..fb3495ef17 100644 --- a/libs/community/langchain_community/chat_models/__init__.py +++ b/libs/community/langchain_community/chat_models/__init__.py @@ -30,6 +30,7 @@ from langchain_community.chat_models.ernie import ErnieBotChat from langchain_community.chat_models.everlyai import ChatEverlyAI from langchain_community.chat_models.fake import FakeListChatModel from langchain_community.chat_models.fireworks import ChatFireworks +from langchain_community.chat_models.friendli import ChatFriendli from langchain_community.chat_models.gigachat import GigaChat from langchain_community.chat_models.google_palm import ChatGooglePalm from langchain_community.chat_models.gpt_router import GPTRouter @@ -94,6 +95,7 @@ __all__ = [ "ChatYandexGPT", "ChatBaichuan", "ChatHunyuan", + "ChatFriendli", "GigaChat", "ChatSparkLLM", "VolcEngineMaasChat", diff --git a/libs/community/langchain_community/chat_models/friendli.py b/libs/community/langchain_community/chat_models/friendli.py new file mode 100644 index 0000000000..593c51ea9e --- /dev/null +++ b/libs/community/langchain_community/chat_models/friendli.py @@ -0,0 +1,217 @@ +from __future__ import annotations + +from typing import Any, AsyncIterator, Dict, Iterator, List, Optional + +from langchain_core.callbacks import ( + AsyncCallbackManagerForLLMRun, + CallbackManagerForLLMRun, +) +from langchain_core.language_models.chat_models import ( + BaseChatModel, + agenerate_from_stream, + generate_from_stream, +) +from langchain_core.messages import ( + AIMessage, + AIMessageChunk, + BaseMessage, + ChatMessage, + HumanMessage, + SystemMessage, +) +from langchain_core.outputs import ChatGeneration, ChatGenerationChunk, ChatResult + +from langchain_community.llms.friendli import BaseFriendli + + +def get_role(message: BaseMessage) -> str: + """Get role of the message. + + Args: + message (BaseMessage): The message object. + + Raises: + ValueError: Raised when the message is of an unknown type. + + Returns: + str: The role of the message. + """ + if isinstance(message, ChatMessage) or isinstance(message, HumanMessage): + return "user" + if isinstance(message, AIMessage): + return "assistant" + if isinstance(message, SystemMessage): + return "system" + raise ValueError(f"Got unknown type {message}") + + +def get_chat_request(messages: List[BaseMessage]) -> Dict[str, Any]: + """Get a request of the Friendli chat API. + + Args: + messages (List[BaseMessage]): Messages comprising the conversation so far. + + Returns: + Dict[str, Any]: The request for the Friendli chat API. + """ + return { + "messages": [ + {"role": get_role(message), "content": message.content} + for message in messages + ] + } + + +class ChatFriendli(BaseChatModel, BaseFriendli): + """Friendli LLM for chat. + + ``friendli-client`` package should be installed with `pip install friendli-client`. + You must set ``FRIENDLI_TOKEN`` environment variable or provide the value of your + personal access token for the ``friendli_token`` argument. + + Example: + .. code-block:: python + + from langchain_community.chat_models import FriendliChat + + chat = Friendli( + model="llama-2-13b-chat", friendli_token="YOUR FRIENDLI TOKEN" + ) + chat.invoke("What is generative AI?") + """ + + model: str = "llama-2-13b-chat" + + @property + def lc_secrets(self) -> Dict[str, str]: + return {"friendli_token": "FRIENDLI_TOKEN"} + + @property + def _default_params(self) -> Dict[str, Any]: + """Get the default parameters for calling Friendli completions API.""" + return { + "frequency_penalty": self.frequency_penalty, + "presence_penalty": self.presence_penalty, + "max_tokens": self.max_tokens, + "stop": self.stop, + "temperature": self.temperature, + "top_p": self.top_p, + } + + @property + def _identifying_params(self) -> Dict[str, Any]: + """Get the identifying parameters.""" + return {"model": self.model, **self._default_params} + + @property + def _llm_type(self) -> str: + return "friendli-chat" + + def _get_invocation_params( + self, stop: Optional[List[str]] = None, **kwargs: Any + ) -> Dict[str, Any]: + """Get the parameters used to invoke the model.""" + params = self._default_params + if self.stop is not None and stop is not None: + raise ValueError("`stop` found in both the input and default params.") + elif self.stop is not None: + params["stop"] = self.stop + else: + params["stop"] = stop + return {**params, **kwargs} + + def _stream( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> Iterator[ChatGenerationChunk]: + params = self._get_invocation_params(stop=stop, **kwargs) + stream = self.client.chat.completions.create( + **get_chat_request(messages), stream=True, model=self.model, **params + ) + for chunk in stream: + delta = chunk.choices[0].delta.content + if delta: + yield ChatGenerationChunk(message=AIMessageChunk(content=delta)) + if run_manager: + run_manager.on_llm_new_token(delta) + + async def _astream( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> AsyncIterator[ChatGenerationChunk]: + params = self._get_invocation_params(stop=stop, **kwargs) + stream = await self.async_client.chat.completions.create( + **get_chat_request(messages), stream=True, model=self.model, **params + ) + async for chunk in stream: + delta = chunk.choices[0].delta.content + if delta: + yield ChatGenerationChunk(message=AIMessageChunk(content=delta)) + if run_manager: + await run_manager.on_llm_new_token(delta) + + def _generate( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> ChatResult: + if self.streaming: + stream_iter = self._stream( + messages, stop=stop, run_manager=run_manager, **kwargs + ) + return generate_from_stream(stream_iter) + + params = self._get_invocation_params(stop=stop, **kwargs) + response = self.client.chat.completions.create( + messages=[ + { + "role": get_role(message), + "content": message.content, + } + for message in messages + ], + stream=False, + model=self.model, + **params, + ) + + message = AIMessage(content=response.choices[0].message.content) + return ChatResult(generations=[ChatGeneration(message=message)]) + + async def _agenerate( + self, + messages: List[BaseMessage], + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> ChatResult: + if self.streaming: + stream_iter = self._astream( + messages, stop=stop, run_manager=run_manager, **kwargs + ) + return await agenerate_from_stream(stream_iter) + + params = self._get_invocation_params(stop=stop, **kwargs) + response = await self.async_client.chat.completions.create( + messages=[ + { + "role": get_role(message), + "content": message.content, + } + for message in messages + ], + stream=False, + model=self.model, + **params, + ) + + message = AIMessage(content=response.choices[0].message.content) + return ChatResult(generations=[ChatGeneration(message=message)]) diff --git a/libs/community/langchain_community/llms/__init__.py b/libs/community/langchain_community/llms/__init__.py index 4d29156af0..810f7390b6 100644 --- a/libs/community/langchain_community/llms/__init__.py +++ b/libs/community/langchain_community/llms/__init__.py @@ -209,6 +209,12 @@ def _import_forefrontai() -> Type[BaseLLM]: return ForefrontAI +def _import_friendli() -> Type[BaseLLM]: + from langchain_community.llms.friendli import Friendli + + return Friendli + + def _import_gigachat() -> Type[BaseLLM]: from langchain_community.llms.gigachat import GigaChat @@ -665,6 +671,8 @@ def __getattr__(name: str) -> Any: return _import_fireworks() elif name == "ForefrontAI": return _import_forefrontai() + elif name == "Friendli": + return _import_friendli() elif name == "GigaChat": return _import_gigachat() elif name == "GooglePalm": @@ -827,6 +835,7 @@ __all__ = [ "FakeListLLM", "Fireworks", "ForefrontAI", + "Friendli", "GigaChat", "GPT4All", "GooglePalm", @@ -919,6 +928,7 @@ def get_type_to_cls_dict() -> Dict[str, Callable[[], Type[BaseLLM]]]: "edenai": _import_edenai, "fake-list": _import_fake, "forefrontai": _import_forefrontai, + "friendli": _import_friendli, "giga-chat-model": _import_gigachat, "google_palm": _import_google_palm, "gooseai": _import_gooseai, diff --git a/libs/community/langchain_community/llms/friendli.py b/libs/community/langchain_community/llms/friendli.py new file mode 100644 index 0000000000..88e23e4ac8 --- /dev/null +++ b/libs/community/langchain_community/llms/friendli.py @@ -0,0 +1,350 @@ +from __future__ import annotations + +import os +from typing import Any, AsyncIterator, Dict, Iterator, List, Optional + +from langchain_core.callbacks.manager import ( + AsyncCallbackManagerForLLMRun, + CallbackManagerForLLMRun, +) +from langchain_core.language_models.llms import LLM +from langchain_core.load.serializable import Serializable +from langchain_core.outputs import GenerationChunk, LLMResult +from langchain_core.pydantic_v1 import Field, SecretStr, root_validator +from langchain_core.utils.env import get_from_dict_or_env +from langchain_core.utils.utils import convert_to_secret_str + + +def _stream_response_to_generation_chunk(stream_response: Any) -> GenerationChunk: + """Convert a stream response to a generation chunk.""" + if stream_response.event == "token_sampled": + return GenerationChunk( + text=stream_response.text, + generation_info={"token": str(stream_response.token)}, + ) + return GenerationChunk(text="") + + +class BaseFriendli(Serializable): + """Base class of Friendli.""" + + # Friendli client. + client: Any = Field(default=None, exclude=True) + # Friendli Async client. + async_client: Any = Field(default=None, exclude=True) + # Model name to use. + model: str = "mixtral-8x7b-instruct-v0-1" + # Friendli personal access token to run as. + friendli_token: Optional[SecretStr] = None + # Friendli team ID to run as. + friendli_team: Optional[str] = None + # Whether to enable streaming mode. + streaming: bool = False + # Number between -2.0 and 2.0. Positive values penalizes tokens that have been + # sampled, taking into account their frequency in the preceding text. This + # penalization diminishes the model's tendency to reproduce identical lines + # verbatim. + frequency_penalty: Optional[float] = None + # Number between -2.0 and 2.0. Positive values penalizes tokens that have been + # sampled at least once in the existing text. + presence_penalty: Optional[float] = None + # The maximum number of tokens to generate. The length of your input tokens plus + # `max_tokens` should not exceed the model's maximum length (e.g., 2048 for OpenAI + # GPT-3) + max_tokens: Optional[int] = None + # When one of the stop phrases appears in the generation result, the API will stop + # generation. The phrase is included in the generated result. If you are using + # beam search, all of the active beams should contain the stop phrase to terminate + # generation. Before checking whether a stop phrase is included in the result, the + # phrase is converted into tokens. + stop: Optional[List[str]] = None + # Sampling temperature. Smaller temperature makes the generation result closer to + # greedy, argmax (i.e., `top_k = 1`) sampling. If it is `None`, then 1.0 is used. + temperature: Optional[float] = None + # Tokens comprising the top `top_p` probability mass are kept for sampling. Numbers + # between 0.0 (exclusive) and 1.0 (inclusive) are allowed. If it is `None`, then 1.0 + # is used by default. + top_p: Optional[float] = None + + @root_validator() + def validate_environment(cls, values: Dict) -> Dict: + """Validate if personal access token is provided in environment.""" + try: + import friendli + except ImportError as e: + raise ImportError( + "Could not import friendli-client python package. " + "Please install it with `pip install friendli-client`." + ) from e + + friendli_token = convert_to_secret_str( + get_from_dict_or_env(values, "friendli_token", "FRIENDLI_TOKEN") + ) + values["friendli_token"] = friendli_token + friendli_token_str = friendli_token.get_secret_value() + friendli_team = values["friendli_team"] or os.getenv("FRIENDLI_TEAM") + values["friendli_team"] = friendli_team + values["client"] = values["client"] or friendli.Friendli( + token=friendli_token_str, team_id=friendli_team + ) + values["async_client"] = values["async_client"] or friendli.AsyncFriendli( + token=friendli_token_str, team_id=friendli_team + ) + return values + + +class Friendli(LLM, BaseFriendli): + """Friendli LLM. + + ``friendli-client`` package should be installed with `pip install friendli-client`. + You must set ``FRIENDLI_TOKEN`` environment variable or provide the value of your + personal access token for the ``friendli_token`` argument. + + Example: + .. code-block:: python + + from langchain_community.llms import Friendli + + friendli = Friendli( + model="mixtral-8x7b-instruct-v0-1", friendli_token="YOUR FRIENDLI TOKEN" + ) + """ + + @property + def lc_secrets(self) -> Dict[str, str]: + return {"friendli_token": "FRIENDLI_TOKEN"} + + @property + def _default_params(self) -> Dict[str, Any]: + """Get the default parameters for calling Friendli completions API.""" + return { + "frequency_penalty": self.frequency_penalty, + "presence_penalty": self.presence_penalty, + "max_tokens": self.max_tokens, + "stop": self.stop, + "temperature": self.temperature, + "top_p": self.top_p, + } + + @property + def _identifying_params(self) -> Dict[str, Any]: + """Get the identifying parameters.""" + return {"model": self.model, **self._default_params} + + @property + def _llm_type(self) -> str: + """Return type of llm.""" + return "friendli" + + def _get_invocation_params( + self, stop: Optional[List[str]] = None, **kwargs: Any + ) -> Dict[str, Any]: + """Get the parameters used to invoke the model.""" + params = self._default_params + if self.stop is not None and stop is not None: + raise ValueError("`stop` found in both the input and default params.") + elif self.stop is not None: + params["stop"] = self.stop + else: + params["stop"] = stop + return {**params, **kwargs} + + def _call( + self, + prompt: str, + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> str: + """Call out Friendli's completions API. + + Args: + prompt (str): The text prompt to generate completion for. + stop (Optional[List[str]], optional): When one of the stop phrases appears + in the generation result, the API will stop generation. The stop phrases + are excluded from the result. If beam search is enabled, all of the + active beams should contain the stop phrase to terminate generation. + Before checking whether a stop phrase is included in the result, the + phrase is converted into tokens. We recommend using stop_tokens because + it is clearer. For example, after tokenization, phrases "clear" and + " clear" can result in different token sequences due to the prepended + space character. Defaults to None. + + Returns: + str: The generated text output. + + Example: + .. code-block:: python + + response = frienldi("Give me a recipe for the Old Fashioned cocktail.") + """ + params = self._get_invocation_params(stop=stop, **kwargs) + completion = self.client.completions.create( + model=self.model, prompt=prompt, stream=False, **params + ) + return completion.choices[0].text + + async def _acall( + self, + prompt: str, + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> str: + """Call out Friendli's completions API Asynchronously. + + Args: + prompt (str): The text prompt to generate completion for. + stop (Optional[List[str]], optional): When one of the stop phrases appears + in the generation result, the API will stop generation. The stop phrases + are excluded from the result. If beam search is enabled, all of the + active beams should contain the stop phrase to terminate generation. + Before checking whether a stop phrase is included in the result, the + phrase is converted into tokens. We recommend using stop_tokens because + it is clearer. For example, after tokenization, phrases "clear" and + " clear" can result in different token sequences due to the prepended + space character. Defaults to None. + + Returns: + str: The generated text output. + + Example: + .. code-block:: python + + response = await frienldi("Tell me a joke.") + """ + params = self._get_invocation_params(stop=stop, **kwargs) + completion = await self.async_client.completions.create( + model=self.model, prompt=prompt, stream=False, **params + ) + return completion.choices[0].text + + def _stream( + self, + prompt: str, + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> Iterator[GenerationChunk]: + params = self._get_invocation_params(stop=stop, **kwargs) + stream = self.client.completions.create( + model=self.model, prompt=prompt, stream=True, **params + ) + for line in stream: + chunk = _stream_response_to_generation_chunk(line) + yield chunk + if run_manager: + run_manager.on_llm_new_token(line.text, chunk=chunk) + + async def _astream( + self, + prompt: str, + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> AsyncIterator[GenerationChunk]: + params = self._get_invocation_params(stop=stop, **kwargs) + stream = await self.async_client.completions.create( + model=self.model, prompt=prompt, stream=True, **params + ) + async for line in stream: + chunk = _stream_response_to_generation_chunk(line) + yield chunk + if run_manager: + await run_manager.on_llm_new_token(line.text, chunk=chunk) + + def _generate( + self, + prompts: list[str], + stop: Optional[List[str]] = None, + run_manager: Optional[CallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> LLMResult: + """Call out Friendli's completions API with k unique prompts. + + Args: + prompt (str): The text prompt to generate completion for. + stop (Optional[List[str]], optional): When one of the stop phrases appears + in the generation result, the API will stop generation. The stop phrases + are excluded from the result. If beam search is enabled, all of the + active beams should contain the stop phrase to terminate generation. + Before checking whether a stop phrase is included in the result, the + phrase is converted into tokens. We recommend using stop_tokens because + it is clearer. For example, after tokenization, phrases "clear" and + " clear" can result in different token sequences due to the prepended + space character. Defaults to None. + + Returns: + str: The generated text output. + + Example: + .. code-block:: python + + response = frienldi.generate(["Tell me a joke."]) + """ + llm_output = {"model": self.model} + if self.streaming: + if len(prompts) > 1: + raise ValueError("Cannot stream results with multiple prompts.") + + generation: Optional[GenerationChunk] = None + for chunk in self._stream(prompts[0], stop, run_manager, **kwargs): + if generation is None: + generation = chunk + else: + generation += chunk + assert generation is not None + return LLMResult(generations=[[generation]], llm_output=llm_output) + + llm_result = super()._generate(prompts, stop, run_manager, **kwargs) + llm_result.llm_output = llm_output + return llm_result + + async def _agenerate( + self, + prompts: list[str], + stop: Optional[List[str]] = None, + run_manager: Optional[AsyncCallbackManagerForLLMRun] = None, + **kwargs: Any, + ) -> LLMResult: + """Call out Friendli's completions API asynchronously with k unique prompts. + + Args: + prompt (str): The text prompt to generate completion for. + stop (Optional[List[str]], optional): When one of the stop phrases appears + in the generation result, the API will stop generation. The stop phrases + are excluded from the result. If beam search is enabled, all of the + active beams should contain the stop phrase to terminate generation. + Before checking whether a stop phrase is included in the result, the + phrase is converted into tokens. We recommend using stop_tokens because + it is clearer. For example, after tokenization, phrases "clear" and + " clear" can result in different token sequences due to the prepended + space character. Defaults to None. + + Returns: + str: The generated text output. + + Example: + .. code-block:: python + + response = await frienldi.agenerate( + ["Give me a recipe for the Old Fashioned cocktail."] + ) + """ + llm_output = {"model": self.model} + if self.streaming: + if len(prompts) > 1: + raise ValueError("Cannot stream results with multiple prompts.") + + generation = None + async for chunk in self._astream(prompts[0], stop, run_manager, **kwargs): + if generation is None: + generation = chunk + else: + generation += chunk + assert generation is not None + return LLMResult(generations=[[generation]], llm_output=llm_output) + + llm_result = await super()._agenerate(prompts, stop, run_manager, **kwargs) + llm_result.llm_output = llm_output + return llm_result diff --git a/libs/community/poetry.lock b/libs/community/poetry.lock index c7f2d87c28..276c8412c3 100644 --- a/libs/community/poetry.lock +++ b/libs/community/poetry.lock @@ -379,13 +379,13 @@ extras = ["pyaudio (>=0.2.13)"] 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"sha256:64196c5ff3b9a9183a8e699a4227fb0b7002f252c814098e66c4d1cd0644688f"}, ] [[package]] @@ -8910,13 +9576,13 @@ files = [ [[package]] name = "xata" -version = "1.3.0" +version = "1.3.1" description = "Python SDK for Xata.io" optional = true python-versions = ">=3.8,<4.0" files = [ - {file = "xata-1.3.0-py3-none-any.whl", hash = "sha256:80467b15e5e32bb6277133e34b4d6e729347cdf43e3477061f1ef07dfea73f80"}, - {file = "xata-1.3.0.tar.gz", hash = "sha256:e99d7dc3500d456526b785b69c95217a3f447657649972e3711872f92d99e360"}, + {file = "xata-1.3.1-py3-none-any.whl", hash = "sha256:a52877fb2e9704113bc0a6b2107496d9724dd349f6ec64963a0bdde24bca0fd5"}, + {file = "xata-1.3.1.tar.gz", hash = "sha256:72b9fdb7ac4f8ca4df0688d5e4a598d32d421d3e7a030ce44421d7248328d8b5"}, ] [package.dependencies] @@ -9190,9 +9856,9 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [extras] cli = ["typer"] -extended-testing = ["aiosqlite", "aleph-alpha-client", "anthropic", "arxiv", "assemblyai", "atlassian-python-api", "azure-ai-documentintelligence", "beautifulsoup4", "bibtexparser", "cassio", "chardet", "cloudpickle", "cloudpickle", "cohere", "databricks-vectorsearch", "datasets", "dgml-utils", "elasticsearch", "esprima", "faiss-cpu", "feedparser", "fireworks-ai", "geopandas", "gitpython", "google-cloud-documentai", "gql", "gradientai", "hdbcli", "hologres-vector", "html2text", "httpx", "javelin-sdk", "jinja2", "jq", "jsonschema", "lxml", "markdownify", "motor", "msal", "mwparserfromhell", "mwxml", "newspaper3k", "numexpr", "nvidia-riva-client", "oci", "openai", "openapi-pydantic", "oracle-ads", "pandas", "pdfminer-six", "pgvector", "praw", "psychicapi", "py-trello", "pymupdf", "pypdf", "pypdfium2", "pyspark", "rank-bm25", "rapidfuzz", "rapidocr-onnxruntime", "rdflib", "requests-toolbelt", "rspace_client", "scikit-learn", "sqlite-vss", "streamlit", "sympy", "telethon", "tidb-vector", "timescale-vector", "tqdm", "tree-sitter", "tree-sitter-languages", "upstash-redis", "xata", "xmltodict", "zhipuai"] +extended-testing = ["aiosqlite", "aleph-alpha-client", "anthropic", "arxiv", "assemblyai", "atlassian-python-api", "azure-ai-documentintelligence", "beautifulsoup4", "bibtexparser", "cassio", "chardet", "cloudpickle", "cloudpickle", "cohere", "databricks-vectorsearch", "datasets", "dgml-utils", "elasticsearch", "esprima", "faiss-cpu", "feedparser", "fireworks-ai", "friendli-client", "geopandas", "gitpython", "google-cloud-documentai", "gql", "gradientai", "hdbcli", "hologres-vector", "html2text", "httpx", "javelin-sdk", "jinja2", "jq", "jsonschema", "lxml", "markdownify", "motor", "msal", "mwparserfromhell", "mwxml", "newspaper3k", "numexpr", "nvidia-riva-client", "oci", "openai", "openapi-pydantic", "oracle-ads", "pandas", "pdfminer-six", "pgvector", "praw", "psychicapi", "py-trello", "pymupdf", "pypdf", "pypdfium2", "pyspark", "rank-bm25", "rapidfuzz", "rapidocr-onnxruntime", "rdflib", "requests-toolbelt", "rspace_client", "scikit-learn", "sqlite-vss", "streamlit", "sympy", "telethon", "tidb-vector", "timescale-vector", "tqdm", "tree-sitter", "tree-sitter-languages", "upstash-redis", "xata", "xmltodict", "zhipuai"] [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<4.0" -content-hash = "c8a7a435aabbfafc6c4210c2ceca2030b4a3724bd1d5804526498d2b52aa9db1" +content-hash = "5d51faa8c1baf8deeed9ee3a2487285793c9bb4d25961bc47bc04818a29b2aa6" diff --git a/libs/community/pyproject.toml b/libs/community/pyproject.toml index c63b434cad..16c0ac3c68 100644 --- a/libs/community/pyproject.toml +++ b/libs/community/pyproject.toml @@ -96,6 +96,7 @@ oci = {version = "^2.119.1", optional = true} rdflib = {version = "7.0.0", optional = true} nvidia-riva-client = {version = "^2.14.0", optional = true} tidb-vector = {version = ">=0.0.3,<1.0.0", optional = true} +friendli-client = {version = "^1.2.4", optional = true} [tool.poetry.group.test] optional = true @@ -266,6 +267,7 @@ extended_testing = [ "rdflib", "tidb-vector", "cloudpickle", + "friendli-client" ] [tool.ruff] diff --git a/libs/community/tests/integration_tests/chat_models/test_friendli.py b/libs/community/tests/integration_tests/chat_models/test_friendli.py new file mode 100644 index 0000000000..ab9646c1eb --- /dev/null +++ b/libs/community/tests/integration_tests/chat_models/test_friendli.py @@ -0,0 +1,105 @@ +"""Test Friendli chat API.""" + +import pytest +from langchain_core.messages.ai import AIMessage +from langchain_core.messages.human import HumanMessage +from langchain_core.outputs.generation import Generation +from langchain_core.outputs.llm_result import LLMResult + +from langchain_community.chat_models.friendli import ChatFriendli + + +@pytest.fixture +def friendli_chat() -> ChatFriendli: + """Friendli LLM for chat.""" + return ChatFriendli(temperature=0, max_tokens=10) + + +def test_friendli_call(friendli_chat: ChatFriendli) -> None: + """Test call.""" + message = HumanMessage(content="What is generative AI?") + output = friendli_chat([message]) + assert isinstance(output, AIMessage) + assert isinstance(output.content, str) + + +def test_friendli_invoke(friendli_chat: ChatFriendli) -> None: + """Test invoke.""" + output = friendli_chat.invoke("What is generative AI?") + assert isinstance(output, AIMessage) + assert isinstance(output.content, str) + + +async def test_friendli_ainvoke(friendli_chat: ChatFriendli) -> None: + """Test async invoke.""" + output = await friendli_chat.ainvoke("What is generative AI?") + assert isinstance(output, AIMessage) + assert isinstance(output.content, str) + + +def test_friendli_batch(friendli_chat: ChatFriendli) -> None: + """Test batch.""" + outputs = friendli_chat.batch(["What is generative AI?", "What is generative AI?"]) + for output in outputs: + assert isinstance(output, AIMessage) + assert isinstance(output.content, str) + + +async def test_friendli_abatch(friendli_chat: ChatFriendli) -> None: + """Test async batch.""" + outputs = await friendli_chat.abatch( + ["What is generative AI?", "What is generative AI?"] + ) + for output in outputs: + assert isinstance(output, AIMessage) + assert isinstance(output.content, str) + + +def test_friendli_generate(friendli_chat: ChatFriendli) -> None: + """Test generate.""" + message = HumanMessage(content="What is generative AI?") + result = friendli_chat.generate([[message], [message]]) + assert isinstance(result, LLMResult) + generations = result.generations + assert len(generations) == 2 + for generation in generations: + gen_ = generation[0] + assert isinstance(gen_, Generation) + text = gen_.text + assert isinstance(text, str) + generation_info = gen_.generation_info + if generation_info is not None: + assert "token" in generation_info + + +async def test_friendli_agenerate(friendli_chat: ChatFriendli) -> None: + """Test async generate.""" + message = HumanMessage(content="What is generative AI?") + result = await friendli_chat.agenerate([[message], [message]]) + assert isinstance(result, LLMResult) + generations = result.generations + assert len(generations) == 2 + for generation in generations: + gen_ = generation[0] + assert isinstance(gen_, Generation) + text = gen_.text + assert isinstance(text, str) + generation_info = gen_.generation_info + if generation_info is not None: + assert "token" in generation_info + + +def test_friendli_stream(friendli_chat: ChatFriendli) -> None: + """Test stream.""" + stream = friendli_chat.stream("Say hello world.") + for chunk in stream: + assert isinstance(chunk, AIMessage) + assert isinstance(chunk.content, str) + + +async def test_friendli_astream(friendli_chat: ChatFriendli) -> None: + """Test async stream.""" + stream = friendli_chat.astream("Say hello world.") + async for chunk in stream: + assert isinstance(chunk, AIMessage) + assert isinstance(chunk.content, str) diff --git a/libs/community/tests/integration_tests/llms/test_friendli.py b/libs/community/tests/integration_tests/llms/test_friendli.py new file mode 100644 index 0000000000..38c6fd0646 --- /dev/null +++ b/libs/community/tests/integration_tests/llms/test_friendli.py @@ -0,0 +1,91 @@ +"""Test Friendli API.""" + +import pytest +from langchain_core.outputs.generation import Generation +from langchain_core.outputs.llm_result import LLMResult + +from langchain_community.llms.friendli import Friendli + + +@pytest.fixture +def friendli_llm() -> Friendli: + """Friendli LLM.""" + return Friendli(temperature=0, max_tokens=10) + + +def test_friendli_call(friendli_llm: Friendli) -> None: + """Test call.""" + output = friendli_llm("Say hello world.") + assert isinstance(output, str) + + +def test_friendli_invoke(friendli_llm: Friendli) -> None: + """Test invoke.""" + output = friendli_llm.invoke("Say hello world.") + assert isinstance(output, str) + + +async def test_friendli_ainvoke(friendli_llm: Friendli) -> None: + """Test async invoke.""" + output = await friendli_llm.ainvoke("Say hello world.") + assert isinstance(output, str) + + +def test_friendli_batch(friendli_llm: Friendli) -> None: + """Test batch.""" + outputs = friendli_llm.batch(["Say hello world.", "Say bye world."]) + for output in outputs: + assert isinstance(output, str) + + +async def test_friendli_abatch(friendli_llm: Friendli) -> None: + """Test async batch.""" + outputs = await friendli_llm.abatch(["Say hello world.", "Say bye world."]) + for output in outputs: + assert isinstance(output, str) + + +def test_friendli_generate(friendli_llm: Friendli) -> None: + """Test generate.""" + result = friendli_llm.generate(["Say hello world.", "Say bye world."]) + assert isinstance(result, LLMResult) + generations = result.generations + assert len(generations) == 2 + for generation in generations: + gen_ = generation[0] + assert isinstance(gen_, Generation) + text = gen_.text + assert isinstance(text, str) + generation_info = gen_.generation_info + if generation_info is not None: + assert "token" in generation_info + + +async def test_friendli_agenerate(friendli_llm: Friendli) -> None: + """Test async generate.""" + result = await friendli_llm.agenerate(["Say hello world.", "Say bye world."]) + assert isinstance(result, LLMResult) + generations = result.generations + assert len(generations) == 2 + for generation in generations: + gen_ = generation[0] + assert isinstance(gen_, Generation) + text = gen_.text + assert isinstance(text, str) + generation_info = gen_.generation_info + if generation_info is not None: + assert "token" in generation_info + + +def test_friendli_stream(friendli_llm: Friendli) -> None: + """Test stream.""" + stream = friendli_llm.stream("Say hello world.") + for chunk in stream: + assert isinstance(chunk, str) + + +async def test_friendli_astream(friendli_llm: Friendli) -> None: + """Test async stream.""" + stream = friendli_llm.astream("Say hello world.") + async for chunk in stream: + assert isinstance(chunk, str) diff --git a/libs/community/tests/unit_tests/chat_models/test_friendli.py b/libs/community/tests/unit_tests/chat_models/test_friendli.py new file mode 100644 index 0000000000..b337e185d3 --- /dev/null +++ b/libs/community/tests/unit_tests/chat_models/test_friendli.py @@ -0,0 +1,197 @@ +"""Test Friendli LLM for chat.""" + +from unittest.mock import AsyncMock, MagicMock, Mock + +import pytest +from langchain_core.pydantic_v1 import SecretStr +from pytest import CaptureFixture, MonkeyPatch + +from langchain_community.adapters.openai import aenumerate +from langchain_community.chat_models import ChatFriendli + + +@pytest.fixture +def mock_friendli_client() -> Mock: + """Mock instance of Friendli client.""" + return Mock() + + +@pytest.fixture +def mock_friendli_async_client() -> AsyncMock: + """Mock instance of Friendli async client.""" + return AsyncMock() + + +@pytest.fixture +def chat_friendli( + mock_friendli_client: Mock, mock_friendli_async_client: AsyncMock +) -> ChatFriendli: + """Friendli LLM for chat with mock clients.""" + return ChatFriendli( + friendli_token=SecretStr("personal-access-token"), + client=mock_friendli_client, + async_client=mock_friendli_async_client, + ) + + +@pytest.mark.requires("friendli") +def test_friendli_token_is_secret_string(capsys: CaptureFixture) -> None: + """Test if friendli token is stored as a SecretStr.""" + fake_token_value = "personal-access-token" + chat = ChatFriendli(friendli_token=fake_token_value) + assert isinstance(chat.friendli_token, SecretStr) + assert chat.friendli_token.get_secret_value() == fake_token_value + print(chat.friendli_token, end="") # noqa: T201 + captured = capsys.readouterr() + assert captured.out == "**********" + + +@pytest.mark.requires("friendli") +def test_friendli_token_read_from_env( + monkeypatch: MonkeyPatch, capsys: CaptureFixture +) -> None: + """Test if friendli token can be parsed from environment.""" + fake_token_value = "personal-access-token" + monkeypatch.setenv("FRIENDLI_TOKEN", fake_token_value) + chat = ChatFriendli() + assert isinstance(chat.friendli_token, SecretStr) + assert chat.friendli_token.get_secret_value() == fake_token_value + print(chat.friendli_token, end="") # noqa: T201 + captured = capsys.readouterr() + assert captured.out == "**********" + + +@pytest.mark.requires("friendli") +def test_friendli_invoke( + mock_friendli_client: Mock, chat_friendli: ChatFriendli +) -> None: + """Test invocation with friendli.""" + mock_message = Mock() + mock_message.content = "Hello Friendli" + mock_message.role = "assistant" + mock_choice = Mock() + mock_choice.message = mock_message + mock_response = Mock() + mock_response.choices = [mock_choice] + mock_friendli_client.chat.completions.create.return_value = mock_response + + result = chat_friendli.invoke("Hello langchain") + assert result.content == "Hello Friendli" + mock_friendli_client.chat.completions.create.assert_called_once_with( + messages=[{"role": "user", "content": "Hello langchain"}], + stream=False, + model=chat_friendli.model, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +async def test_friendli_ainvoke( + mock_friendli_async_client: AsyncMock, chat_friendli: ChatFriendli +) -> None: + """Test async invocation with friendli.""" + mock_message = Mock() + mock_message.content = "Hello Friendli" + mock_message.role = "assistant" + mock_choice = Mock() + mock_choice.message = mock_message + mock_response = Mock() + mock_response.choices = [mock_choice] + mock_friendli_async_client.chat.completions.create.return_value = mock_response + + result = await chat_friendli.ainvoke("Hello langchain") + assert result.content == "Hello Friendli" + mock_friendli_async_client.chat.completions.create.assert_awaited_once_with( + messages=[{"role": "user", "content": "Hello langchain"}], + stream=False, + model=chat_friendli.model, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +def test_friendli_stream( + mock_friendli_client: Mock, chat_friendli: ChatFriendli +) -> None: + """Test stream with friendli.""" + mock_delta_0 = Mock() + mock_delta_0.content = "Hello " + mock_delta_1 = Mock() + mock_delta_1.content = "Friendli" + mock_choice_0 = Mock() + mock_choice_0.delta = mock_delta_0 + mock_choice_1 = Mock() + mock_choice_1.delta = mock_delta_1 + mock_chunk_0 = Mock() + mock_chunk_0.choices = [mock_choice_0] + mock_chunk_1 = Mock() + mock_chunk_1.choices = [mock_choice_1] + mock_stream = MagicMock() + mock_chunks = [mock_chunk_0, mock_chunk_1] + mock_stream.__iter__.return_value = mock_chunks + + mock_friendli_client.chat.completions.create.return_value = mock_stream + stream = chat_friendli.stream("Hello langchain") + for i, chunk in enumerate(stream): + assert chunk.content == mock_chunks[i].choices[0].delta.content + + mock_friendli_client.chat.completions.create.assert_called_once_with( + messages=[{"role": "user", "content": "Hello langchain"}], + stream=True, + model=chat_friendli.model, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +async def test_friendli_astream( + mock_friendli_async_client: AsyncMock, chat_friendli: ChatFriendli +) -> None: + """Test async stream with friendli.""" + mock_delta_0 = Mock() + mock_delta_0.content = "Hello " + mock_delta_1 = Mock() + mock_delta_1.content = "Friendli" + mock_choice_0 = Mock() + mock_choice_0.delta = mock_delta_0 + mock_choice_1 = Mock() + mock_choice_1.delta = mock_delta_1 + mock_chunk_0 = Mock() + mock_chunk_0.choices = [mock_choice_0] + mock_chunk_1 = Mock() + mock_chunk_1.choices = [mock_choice_1] + mock_stream = AsyncMock() + mock_chunks = [mock_chunk_0, mock_chunk_1] + mock_stream.__aiter__.return_value = mock_chunks + + mock_friendli_async_client.chat.completions.create.return_value = mock_stream + stream = chat_friendli.astream("Hello langchain") + async for i, chunk in aenumerate(stream): + assert chunk.content == mock_chunks[i].choices[0].delta.content + + mock_friendli_async_client.chat.completions.create.assert_awaited_once_with( + messages=[{"role": "user", "content": "Hello langchain"}], + stream=True, + model=chat_friendli.model, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) diff --git a/libs/community/tests/unit_tests/chat_models/test_imports.py b/libs/community/tests/unit_tests/chat_models/test_imports.py index 645a29f550..07f64c7ad6 100644 --- a/libs/community/tests/unit_tests/chat_models/test_imports.py +++ b/libs/community/tests/unit_tests/chat_models/test_imports.py @@ -43,6 +43,7 @@ EXPECTED_ALL = [ "ChatZhipuAI", "ChatPerplexity", "ChatKinetica", + "ChatFriendli", ] diff --git a/libs/community/tests/unit_tests/llms/test_friendli.py b/libs/community/tests/unit_tests/llms/test_friendli.py new file mode 100644 index 0000000000..dae9eadf89 --- /dev/null +++ b/libs/community/tests/unit_tests/llms/test_friendli.py @@ -0,0 +1,179 @@ +"""Test Friendli LLM.""" + +from unittest.mock import AsyncMock, MagicMock, Mock + +import pytest +from langchain_core.pydantic_v1 import SecretStr +from pytest import CaptureFixture, MonkeyPatch + +from langchain_community.adapters.openai import aenumerate +from langchain_community.llms.friendli import Friendli + + +@pytest.fixture +def mock_friendli_client() -> Mock: + """Mock instance of Friendli client.""" + return Mock() + + +@pytest.fixture +def mock_friendli_async_client() -> AsyncMock: + """Mock instance of Friendli async client.""" + return AsyncMock() + + +@pytest.fixture +def friendli_llm( + mock_friendli_client: Mock, mock_friendli_async_client: AsyncMock +) -> Friendli: + """Friendli LLM with mock clients.""" + return Friendli( + friendli_token=SecretStr("personal-access-token"), + client=mock_friendli_client, + async_client=mock_friendli_async_client, + ) + + +@pytest.mark.requires("friendli") +def test_friendli_token_is_secret_string(capsys: CaptureFixture) -> None: + """Test if friendli token is stored as a SecretStr.""" + fake_token_value = "personal-access-token" + chat = Friendli(friendli_token=fake_token_value) + assert isinstance(chat.friendli_token, SecretStr) + assert chat.friendli_token.get_secret_value() == fake_token_value + print(chat.friendli_token, end="") # noqa: T201 + captured = capsys.readouterr() + assert captured.out == "**********" + + +@pytest.mark.requires("friendli") +def test_friendli_token_read_from_env( + monkeypatch: MonkeyPatch, capsys: CaptureFixture +) -> None: + """Test if friendli token can be parsed from environment.""" + fake_token_value = "personal-access-token" + monkeypatch.setenv("FRIENDLI_TOKEN", fake_token_value) + chat = Friendli() + assert isinstance(chat.friendli_token, SecretStr) + assert chat.friendli_token.get_secret_value() == fake_token_value + print(chat.friendli_token, end="") # noqa: T201 + captured = capsys.readouterr() + assert captured.out == "**********" + + +@pytest.mark.requires("friendli") +def test_friendli_invoke(mock_friendli_client: Mock, friendli_llm: Friendli) -> None: + """Test invocation with friendli.""" + mock_choice = Mock() + mock_choice.text = "Hello Friendli" + mock_response = Mock() + mock_response.choices = [mock_choice] + mock_friendli_client.completions.create.return_value = mock_response + + result = friendli_llm.invoke("Hello langchain") + assert result == "Hello Friendli" + mock_friendli_client.completions.create.assert_called_once_with( + model=friendli_llm.model, + prompt="Hello langchain", + stream=False, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +async def test_friendli_ainvoke( + mock_friendli_async_client: AsyncMock, friendli_llm: Friendli +) -> None: + """Test async invocation with friendli.""" + mock_choice = Mock() + mock_choice.text = "Hello Friendli" + mock_response = Mock() + mock_response.choices = [mock_choice] + mock_friendli_async_client.completions.create.return_value = mock_response + + result = await friendli_llm.ainvoke("Hello langchain") + assert result == "Hello Friendli" + mock_friendli_async_client.completions.create.assert_awaited_once_with( + model=friendli_llm.model, + prompt="Hello langchain", + stream=False, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +def test_friendli_stream(mock_friendli_client: Mock, friendli_llm: Friendli) -> None: + """Test stream with friendli.""" + mock_chunk_0 = Mock() + mock_chunk_0.event = "token_sampled" + mock_chunk_0.text = "Hello " + mock_chunk_0.token = 0 + mock_chunk_1 = Mock() + mock_chunk_1.event = "token_sampled" + mock_chunk_1.text = "Friendli" + mock_chunk_1.token = 1 + mock_stream = MagicMock() + mock_chunks = [mock_chunk_0, mock_chunk_1] + mock_stream.__iter__.return_value = mock_chunks + + mock_friendli_client.completions.create.return_value = mock_stream + stream = friendli_llm.stream("Hello langchain") + for i, chunk in enumerate(stream): + assert chunk == mock_chunks[i].text + + mock_friendli_client.completions.create.assert_called_once_with( + model=friendli_llm.model, + prompt="Hello langchain", + stream=True, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) + + +@pytest.mark.requires("friendli") +async def test_friendli_astream( + mock_friendli_async_client: AsyncMock, friendli_llm: Friendli +) -> None: + """Test async stream with friendli.""" + mock_chunk_0 = Mock() + mock_chunk_0.event = "token_sampled" + mock_chunk_0.text = "Hello " + mock_chunk_0.token = 0 + mock_chunk_1 = Mock() + mock_chunk_1.event = "token_sampled" + mock_chunk_1.text = "Friendli" + mock_chunk_1.token = 1 + mock_stream = AsyncMock() + mock_chunks = [mock_chunk_0, mock_chunk_1] + mock_stream.__aiter__.return_value = mock_chunks + + mock_friendli_async_client.completions.create.return_value = mock_stream + stream = friendli_llm.astream("Hello langchain") + async for i, chunk in aenumerate(stream): + assert chunk == mock_chunks[i].text + + mock_friendli_async_client.completions.create.assert_awaited_once_with( + model=friendli_llm.model, + prompt="Hello langchain", + stream=True, + frequency_penalty=None, + presence_penalty=None, + max_tokens=None, + stop=None, + temperature=None, + top_p=None, + ) diff --git a/libs/community/tests/unit_tests/llms/test_imports.py b/libs/community/tests/unit_tests/llms/test_imports.py index 1f5489b2b3..3abee81450 100644 --- a/libs/community/tests/unit_tests/llms/test_imports.py +++ b/libs/community/tests/unit_tests/llms/test_imports.py @@ -30,6 +30,7 @@ EXPECT_ALL = [ "FakeListLLM", "Fireworks", "ForefrontAI", + "Friendli", "GigaChat", "GPT4All", "GooglePalm",