From eb572f41a65c9636b9e0e5a5fb4210a00a67a353 Mon Sep 17 00:00:00 2001 From: William FH <13333726+hinthornw@users.noreply.github.com> Date: Sat, 7 Oct 2023 09:02:18 +0900 Subject: [PATCH] Add LangSmith Run Chat Loader (#11458) --- .../example_data/langsmith_chat_dataset.json | 1 + .../chat_loaders/langsmith_dataset.ipynb | 279 ++++++++++++ .../chat_loaders/langsmith_llm_runs.ipynb | 429 ++++++++++++++++++ .../langchain/chat_loaders/langsmith.py | 156 +++++++ libs/langchain/langchain/schema/chat.py | 4 +- libs/langchain/poetry.lock | 50 +- libs/langchain/pyproject.toml | 2 +- 7 files changed, 882 insertions(+), 39 deletions(-) create mode 100644 docs/docs_skeleton/docs/integrations/chat_loaders/example_data/langsmith_chat_dataset.json create mode 100644 docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_dataset.ipynb create mode 100644 docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_llm_runs.ipynb create mode 100644 libs/langchain/langchain/chat_loaders/langsmith.py 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"ai"}, {"data": {"content": "If the second excitation pulse is sent prematurely before the relaxation is complete , the average magnetization vector still points in a nonparallel direction , giving suboptimal absorption and emission of the pulse .", "additional_kwargs": {}}, "type": "human"}]}, "outputs": {"output": {"data": {"content": "[{\"s\": \"the second excitation pulse\", \"object\": \"prematurely\", \"relation\": \"is sent\"}, {\"s\": \"the second excitation pulse\", \"object\": \"before the relaxation is complete\", \"relation\": \"is sent\"}, {\"s\": \"the average magnetization vector\", \"object\": \"in a nonparallel direction\", \"relation\": \"still points\"}, {\"s\": \"the average magnetization vector\", \"object\": \"suboptimal absorption and emission of the pulse\", \"relation\": \"giving\"}]", "additional_kwargs": {}}, "type": "ai"}}}, {"inputs": {"input": [{"data": {"content": "Wide acceptance of zero-energy building technology may require more government incentives or building code regulations , the development of recognized standards , or significant increases in the cost of conventional energy .", "additional_kwargs": {}}, "type": "human"}, {"data": {"content": "[{\"s\": \"Wide acceptance of zero-energy building technology\", \"object\": \"government incentives\", \"relation\": \"may require more\"}, {\"s\": \"Wide acceptance of zero-energy building technology\", \"object\": \"building code regulations\", \"relation\": \"may require more\"}, {\"s\": \"Wide acceptance of zero-energy building technology\", \"object\": \"the development of recognized standards\", \"relation\": \"may require\"}, {\"s\": \"Wide acceptance of zero-energy building technology\", \"object\": \"significant increases in the cost of conventional energy\", \"relation\": \"may require\"}]", "additional_kwargs": {}}, "type": "ai"}, {"data": {"content": "Ms. Waleson is a free - lance writer based in New York .", "additional_kwargs": {}}, "type": "human"}, {"data": {"content": "[{\"s\": \"[Ms.] Waleson\", \"object\": \"a free - lance writer based in New York\", \"relation\": \"is\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"a free-lance writer based in New York\", \"relation\": \"is\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"a freelance writer based in New York\", \"relation\": \"is\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"New York\", \"relation\": \"[is] based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"in New York\", \"relation\": \"[is] based\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"based in New York\", \"relation\": \"is\"}, {\"s\": \"[a] free-lance writer\", \"object\": \"based in New York\", \"relation\": \"is\"}, {\"s\": \"[a] free-lance writer\", \"object\": \"in New York\", \"relation\": \"[is] based\"}, {\"s\": \"[a] free-lance writer\", \"object\": \"New York\", \"relation\": \"[is] based in\"}, {\"s\": \"[a] free [-] lance writer\", \"object\": \"based in New York\", \"relation\": \"is\"}, {\"s\": \"[a] free [-] lance writer\", \"object\": \"in New York\", \"relation\": \"[is] based\"}, {\"s\": \"[a] free [-] lance writer\", \"object\": \"New York\", \"relation\": \"[is] based in\"}, {\"s\": \"[a] freelance writer\", \"object\": \"based in New York\", \"relation\": \"is\"}, {\"s\": \"[a] freelance writer\", \"object\": \"in New York\", \"relation\": \"[is] based\"}, {\"s\": \"[a] freelance writer\", \"object\": \"New York\", \"relation\": \"[is] based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"New York\", \"relation\": \"is [a] free [-] lance writer based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"in New York\", \"relation\": \"is [a] free [-] lance writer based\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"New York\", \"relation\": \"is [a] free [-] lance writer based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"based in New York\", \"relation\": \"is [a] free [-] lance writer\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"New York\", \"relation\": \"is [a] free-lance writer based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"in New York\", \"relation\": \"is [a] free-lance writer based\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"New York\", \"relation\": \"is [a] free-lance writer based in\"}, {\"s\": \"[Ms.] Waleson\", \"object\": \"based in New York\", \"relation\": \"is [a] free-lance writer\"}]", "additional_kwargs": {}}, "type": "ai"}, {"data": {"content": "The residue can be reprocessed for more dripping and strained through a cheesecloth lined sieve as an ingredient for a fine beef stock .", "additional_kwargs": {}}, "type": "human"}, {"data": {"content": "[{\"s\": \"[The] residue\", \"object\": \"more dripping\", \"relation\": \"can be reprocessed for\"}, {\"s\": \"[The] residue\", \"object\": \"for more dripping\", \"relation\": \"can be reprocessed\"}, {\"s\": \"[The] residue\", \"object\": \"be reprocessed for more dripping\", \"relation\": \"can\"}, {\"s\": \"[The] residue\", \"object\": \"reprocessed for more dripping\", \"relation\": \"can be\"}, {\"s\": \"[The] residue\", \"object\": \"a cheesecloth lined sieve\", \"relation\": \"can be strained through\"}, {\"s\": \"[The] residue\", \"object\": \"be strained through a cheesecloth lined sieve\", \"relation\": \"can\"}, {\"s\": \"[The] residue\", \"object\": \"strained through a cheesecloth lined sieve\", \"relation\": \"can be\"}, {\"s\": \"[The] residue\", \"object\": \"through a cheesecloth lined sieve\", \"relation\": \"can be strained\"}, {\"s\": \"[The] residue\", \"object\": \"an ingredient\", \"relation\": \"can be\"}, {\"s\": \"[The] residue\", \"object\": \"be an ingredient\", \"relation\": \"can\"}, {\"s\": \"[The] residue\", \"object\": \"be an ingredient for a fine beef stock\", \"relation\": \"can\"}, {\"s\": \"[The] residue\", \"object\": \"an ingredient for a fine beef stock\", \"relation\": \"can be\"}, {\"s\": \"[The] residue\", \"object\": \"a fine beef stock\", \"relation\": \"can be [an] ingredient for\"}, {\"s\": \"[The] residue\", \"object\": \"for a fine beef stock\", \"relation\": \"can be [an] ingredient\"}]", "additional_kwargs": {}}, "type": "ai"}, {"data": {"content": "He has been considered several times for appointments to federal district and appellate court vacancies in Pennsylvania .", "additional_kwargs": {}}, "type": "human"}, {"data": {"content": "[{\"s\": \"has been considered several times for\", \"object\": \"appointments to federal district\", \"relation\": \"He\"}, {\"s\": \"has been considered several times for\", \"object\": \"appellate court vacancies\", \"relation\": \"He\"}, {\"s\": \"has been considered several times for appointments to\", \"object\": \"federal district\", \"relation\": \"He\"}, {\"s\": \"has\", \"object\": \"appointments to federal district\", \"relation\": \"Pennsylvania\"}, {\"s\": \"has\", \"object\": \"appellate court vacancies\", \"relation\": \"Pennsylvania\"}]", "additional_kwargs": {}}, "type": "ai"}, {"data": {"content": "Callaghan 's decision on the Japanese pilot 's funeral in 1945 would receive praise years later , although a memorial service aboard the `` Missouri '' in April 2001 attracted controversy .", "additional_kwargs": {}}, "type": "human"}, {"data": {"content": "[{\"s\": \"the Japanese pilot 's funeral\", \"object\": \"Callaghan 's decision\", \"relation\": \"was\"}, {\"s\": \"the Japanese pilot\", \"object\": \"funeral\", \"relation\": \"had a\"}, {\"s\": \"Callaghan 's decision on the Japanese pilot 's funeral\", \"object\": \"years later\", \"relation\": \"would receive praise\"}, {\"s\": \"a memorial service aboard the `` Missouri ''\", \"object\": \"in April 2001\", \"relation\": \"attracted controversy\"}, {\"s\": \"the Japanese pilot\", \"object\": \"memorial service aboard the `` Missouri ''\", \"relation\": \"had a\"}]", "additional_kwargs": {}}, "type": "ai"}, {"data": {"content": "A surprising 78 % of people said they exercise regularly , up from 73 % in 1981 .", "additional_kwargs": {}}, "type": "human"}]}, "outputs": {"output": {"data": {"content": "[{\"s\": \"A surprising 78 % of people\", \"object\": \"they exercise regularly\", \"relation\": \"said\"}, {\"s\": \"A surprising 78 % of people\", \"object\": \"up from 73 % in 1981\", \"relation\": \"said\"}]", "additional_kwargs": {}}, "type": "ai"}}}] \ No newline at end of file diff --git a/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_dataset.ipynb b/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_dataset.ipynb new file mode 100644 index 0000000000..2bdd04227c --- /dev/null +++ b/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_dataset.ipynb @@ -0,0 +1,279 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a9ab2a39-7c2d-4119-9dc7-8035fdfba3cb", + "metadata": {}, + "source": [ + "# Fine-Tuning on LangSmith Chat Datasets\n", + "\n", + "This notebook demonstrates an easy way to load a LangSmith chat dataset fine-tune a model on that data.\n", + "The process is simple and comprises 3 steps.\n", + "\n", + "1. Create the chat dataset.\n", + "2. Use the LangSmithDatasetChatLoader to load examples.\n", + "3. Fine-tune your model.\n", + "\n", + "Then you can use the fine-tuned model in your LangChain app.\n", + "\n", + "Before diving in, let's install our prerequisites.\n", + "\n", + "## Prerequisites\n", + "\n", + "Ensure you've installed langchain >= 0.0.311 and have configured your environment with your LangSmith API key." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ef488003-514a-48b4-93f1-7de4417abf5d", + "metadata": {}, + "outputs": [], + "source": [ + "%pip install -U langchain openai" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9fba5c30-9e72-48aa-9535-80f2b3d18ead", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import uuid\n", + "uid = uuid.uuid4().hex[:6]\n", + "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", + "os.environ[\"LANGCHAIN_API_KEY\"] = \"YOUR API KEY\"" + ] + }, + { + "cell_type": "markdown", + "id": "8533ab63-d437-492a-aaec-ccca31167bf2", + "metadata": {}, + "source": [ + "## 1. Select dataset\n", + "\n", + "This notebook fine-tunes a model directly on a selecting which runs to fine-tune on. You will often curate these from traced runs. You can learn more about LangSmith datasets in the docs [docs](https://docs.smith.langchain.com/evaluation/datasets).\n", + "\n", + "For the sake of this tutorial, we will upload an existing dataset here that you can use." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "462515e0-872a-446e-abbd-6166d73d7414", + "metadata": {}, + "outputs": [], + "source": [ + "from langsmith.client import Client\n", + "\n", + "client = Client()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "d384e4ac-5e8f-42a2-8bb5-7d3c9a8a540d", + "metadata": {}, + "outputs": [], + "source": [ + "import requests\n", + "url = \"https://raw.githubusercontent.com/langchain-ai/langchain/master/docs/docs_skeleton/docs/integrations/chat_loaders/example_data/langsmith_chat_dataset.json\"\n", + "response = requests.get(url)\n", + "response.raise_for_status()\n", + "data = response.json()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b0d8ae47-2d3f-4b01-b15f-da58bd750fb4", + "metadata": {}, + "outputs": [], + "source": [ + "dataset_name = f\"Extraction Fine-tuning Dataset {uid}\"\n", + "ds = client.create_dataset(dataset_name=dataset_name, data_type=\"chat\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "87f085b7-71e1-4ff4-a622-e4e1248aa94a", + "metadata": {}, + "outputs": [], + "source": [ + "_ = client.create_examples(\n", + " inputs = [e['inputs'] for e in data],\n", + " outputs = [e['outputs'] for e in data],\n", + " dataset_id=ds.id,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "f365a359-52f7-47ff-8c36-aadc1070b409", + "metadata": {}, + "source": [ + "## 2. Prepare Data\n", + "Now we can create an instance of LangSmithRunChatLoader and load the chat sessions using its lazy_load() method." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "817bc077-c18a-473b-94a4-a7d810d583a8", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.chat_loaders.langsmith import LangSmithDatasetChatLoader\n", + "\n", + "loader = LangSmithDatasetChatLoader(dataset_name=dataset_name)\n", + "\n", + "chat_sessions = loader.lazy_load()" + ] + }, + { + "cell_type": "markdown", + "id": "f21a3bbd-1ed4-481b-9640-206b8bf0d751", + "metadata": {}, + "source": [ + "#### With the chat sessions loaded, convert them into a format suitable for fine-tuning." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9e5ac127-b094-4584-9159-5a6d3d7315c7", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.adapters.openai import convert_messages_for_finetuning\n", + "\n", + "training_data = convert_messages_for_finetuning(chat_sessions)" + ] + }, + { + "cell_type": "markdown", + "id": "188c4978-d85e-4984-a008-a50f6cd6bb84", + "metadata": {}, + "source": [ + "## 3. Fine-tune the Model\n", + "Now, initiate the fine-tuning process using the OpenAI library." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "11d19e28-be49-4801-8065-1a58d13cd192", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Status=[running]... 302.42s. 143.85s\r" + ] + } + ], + "source": [ + "import openai\n", + "import time\n", + "import json\n", + "from io import BytesIO\n", + "\n", + "my_file = BytesIO()\n", + "for dialog in training_data:\n", + " my_file.write((json.dumps({\"messages\": dialog}) + \"\\n\").encode('utf-8'))\n", + "\n", + "my_file.seek(0)\n", + "training_file = openai.File.create(\n", + " file=my_file,\n", + " purpose='fine-tune'\n", + ")\n", + "\n", + "job = openai.FineTuningJob.create(\n", + " training_file=training_file.id,\n", + " model=\"gpt-3.5-turbo\",\n", + ")\n", + "\n", + "# Wait for the fine-tuning to complete (this may take some time)\n", + "status = openai.FineTuningJob.retrieve(job.id).status\n", + "start_time = time.time()\n", + "while status != \"succeeded\":\n", + " print(f\"Status=[{status}]... {time.time() - start_time:.2f}s\", end=\"\\r\", flush=True)\n", + " time.sleep(5)\n", + " status = openai.FineTuningJob.retrieve(job.id).status\n", + "\n", + "# Now your model is fine-tuned!" + ] + }, + { + "cell_type": "markdown", + "id": "54c4cead-500d-41dd-8333-2defde634396", + "metadata": {}, + "source": [ + "## 4. Use in LangChain\n", + "\n", + "After fine-tuning, use the resulting model ID with the ChatOpenAI model class in your LangChain app." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3f472ca4-fa9b-485d-bd37-8ce3c59c44db", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the fine-tuned model ID\n", + "job = openai.FineTuningJob.retrieve(job.id)\n", + "model_id = job.fine_tuned_model\n", + "\n", + "# Use the fine-tuned model in LangChain\n", + "model = ChatOpenAI(\n", + " model=model_id,\n", + " temperature=1,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d3b5845-6385-42d1-9f7d-5ea798dc2cd9", + "metadata": {}, + "outputs": [], + "source": [ + "model.invoke(\"There were three ravens sat on a tree.\")" + ] + }, + { + "cell_type": "markdown", + "id": "5b8c2c79-ce27-4f37-b1b2-5977db8c4e84", + "metadata": {}, + "source": [ + "Now you have successfully fine-tuned a model using data from LangSmith LLM runs!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_llm_runs.ipynb b/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_llm_runs.ipynb new file mode 100644 index 0000000000..35a1fb7492 --- /dev/null +++ b/docs/docs_skeleton/docs/integrations/chat_loaders/langsmith_llm_runs.ipynb @@ -0,0 +1,429 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a9ab2a39-7c2d-4119-9dc7-8035fdfba3cb", + "metadata": {}, + "source": [ + "# Fine-Tuning on LangSmith LLM Runs\n", + "\n", + "This notebook demonstrates how to directly load data from LangSmith's LLM runs and fine-tune a model on that data.\n", + "The process is simple and comprises 3 steps.\n", + "\n", + "1. Select the LLM runs to train on.\n", + "2. Use the LangSmithRunChatLoader to load runs as chat sessions.\n", + "3. Fine-tune your model.\n", + "\n", + "Then you can use the fine-tuned model in your LangChain app.\n", + "\n", + "Before diving in, let's install our prerequisites.\n", + "\n", + "## Prerequisites\n", + "\n", + "Ensure you've installed langchain >= 0.0.311 and have configured your environment with your LangSmith API key." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ef488003-514a-48b4-93f1-7de4417abf5d", + "metadata": {}, + "outputs": [], + "source": [ + "%pip install -U langchain openai" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "473adce5-c863-49e6-85c3-049e0ec2222e", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import uuid\n", + "uid = uuid.uuid4().hex[:6]\n", + "project_name = f\"Run Fine-tuning Walkthrough {uid}\"\n", + "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", + "os.environ[\"LANGCHAIN_API_KEY\"] = \"YOUR API KEY\"\n", + "os.environ[\"LANGCHAIN_PROJECT\"] = project_name" + ] + }, + { + "cell_type": "markdown", + "id": "8533ab63-d437-492a-aaec-ccca31167bf2", + "metadata": {}, + "source": [ + "## 1. Select Runs\n", + "The first step is selecting which runs to fine-tune on. A common case would be to select LLM runs within\n", + "traces that have received positive user feedback. You can find examples of this in the[LangSmith Cookbook](https://github.com/langchain-ai/langsmith-cookbook/blob/main/exploratory-data-analysis/exporting-llm-runs-and-feedback/llm_run_etl.ipynb) and in the [docs](https://docs.smith.langchain.com/tracing/use-cases/export-runs/local).\n", + "\n", + "For the sake of this tutorial, we will generate some runs for you to use here. Let's try fine-tuning a\n", + "simple function-calling chain." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9a36d27f-2f3b-4148-b94a-9436fe8b00e0", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.pydantic_v1 import BaseModel, Field\n", + "from enum import Enum\n", + "\n", + "\n", + "class Operation(Enum):\n", + " add = \"+\"\n", + " subtract = \"-\"\n", + " multiply = \"*\"\n", + " divide = \"/\"\n", + "\n", + "class Calculator(BaseModel):\n", + " \"\"\"A calculator function\"\"\"\n", + " num1: float\n", + " num2: float\n", + " operation: Operation = Field(..., description=\"+,-,*,/\")\n", + "\n", + " def calculate(self):\n", + " if self.operation == Operation.add:\n", + " return self.num1 + self.num2\n", + " elif self.operation == Operation.subtract:\n", + " return self.num1 - self.num2\n", + " elif self.operation == Operation.multiply:\n", + " return self.num1 * self.num2\n", + " elif self.operation == Operation.divide:\n", + " if self.num2 != 0:\n", + " return self.num1 / self.num2\n", + " else:\n", + " return \"Cannot divide by zero\"" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "89bcc676-27e8-40dc-a4d6-92cf28e0db58", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'description': 'A calculator function',\n", + " 'name': 'Calculator',\n", + " 'parameters': {'description': 'A calculator function',\n", + " 'properties': {'num1': {'title': 'Num1', 'type': 'number'},\n", + " 'num2': {'title': 'Num2', 'type': 'number'},\n", + " 'operation': {'allOf': [{'description': 'An '\n", + " 'enumeration.',\n", + " 'enum': ['+',\n", + " '-',\n", + " '*',\n", + " '/'],\n", + " 'title': 'Operation'}],\n", + " 'description': '+,-,*,/'}},\n", + " 'required': ['num1', 'num2', 'operation'],\n", + " 'title': 'Calculator',\n", + " 'type': 'object'}}\n" + ] + } + ], + "source": [ + "from langchain.utils.openai_functions import convert_pydantic_to_openai_function\n", + "from langchain.pydantic_v1 import BaseModel\n", + "from pprint import pprint\n", + "\n", + "openai_function_def = convert_pydantic_to_openai_function(Calculator)\n", + "pprint(openai_function_def)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "cd44ff01-22cf-431a-8bf4-29a758d1fcff", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.prompts import ChatPromptTemplate\n", + "from langchain.chat_models import ChatOpenAI\n", + "from langchain.output_parsers.openai_functions import PydanticOutputFunctionsParser\n", + "\n", + "prompt = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\"system\", \"You are an accounting assistant.\"),\n", + " (\"user\", \"{input}\"),\n", + " ]\n", + ")\n", + "chain = (\n", + " prompt\n", + " | ChatOpenAI().bind(functions=[openai_function_def])\n", + " | PydanticOutputFunctionsParser(pydantic_schema=Calculator)\n", + " | (lambda x: x.calculate())\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "62da7d8f-5cfc-45a6-946e-2bcda2b0ba1f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Retrying langchain.chat_models.openai.ChatOpenAI.completion_with_retry.._completion_with_retry in 4.0 seconds as it raised ServiceUnavailableError: The server is overloaded or not ready yet..\n" + ] + } + ], + "source": [ + "math_questions = [\n", + " \"What's 45/9?\",\n", + " \"What's 81/9?\",\n", + " \"What's 72/8?\",\n", + " \"What's 56/7?\",\n", + " \"What's 36/6?\",\n", + " \"What's 64/8?\",\n", + " \"What's 12*6?\",\n", + " \"What's 8*8?\",\n", + " \"What's 10*10?\",\n", + " \"What's 11*11?\",\n", + " \"What's 13*13?\",\n", + " \"What's 45+30?\",\n", + " \"What's 72+28?\",\n", + " \"What's 56+44?\",\n", + " \"What's 63+37?\",\n", + " \"What's 70-35?\",\n", + " \"What's 60-30?\",\n", + " \"What's 50-25?\",\n", + " \"What's 40-20?\",\n", + " \"What's 30-15?\"\n", + "]\n", + "results = chain.batch([{\"input\": q} for q in math_questions], return_exceptions=True)" + ] + }, + { + "cell_type": "markdown", + "id": "cbb1bcae-b922-4d38-b4bd-4b65be400b88", + "metadata": {}, + "source": [ + "#### Load runs that did not error\n", + "\n", + "Now we can select the successful runs to fine-tune on." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d6037992-050d-4ada-a061-860c124f0bf1", + "metadata": {}, + "outputs": [], + "source": [ + "from langsmith.client import Client\n", + "\n", + "client = Client()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0444919a-6f5a-4726-9916-4603b1420d0e", + "metadata": {}, + "outputs": [], + "source": [ + "successful_traces = {\n", + " run.trace_id\n", + " for run in client.list_runs(\n", + " project_name=project_name,\n", + " execution_order=1,\n", + " error=False,\n", + " )\n", + "}\n", + " \n", + "llm_runs = [\n", + " run for run in client.list_runs(\n", + " project_name=project_name,\n", + " run_type=\"llm\",\n", + " ) \n", + " if run.trace_id in successful_traces\n", + "]" + ] + }, + { + "cell_type": "markdown", + "id": "f365a359-52f7-47ff-8c36-aadc1070b409", + "metadata": {}, + "source": [ + "## 2. Prepare data\n", + "Now we can create an instance of LangSmithRunChatLoader and load the chat sessions using its lazy_load() method." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "817bc077-c18a-473b-94a4-a7d810d583a8", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.chat_loaders.langsmith import LangSmithRunChatLoader\n", + "\n", + "loader = LangSmithRunChatLoader(runs=llm_runs)\n", + "\n", + "chat_sessions = loader.lazy_load()" + ] + }, + { + "cell_type": "markdown", + "id": "f21a3bbd-1ed4-481b-9640-206b8bf0d751", + "metadata": {}, + "source": [ + "#### With the chat sessions loaded, convert them into a format suitable for fine-tuning." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9e5ac127-b094-4584-9159-5a6d3d7315c7", + "metadata": {}, + "outputs": [], + "source": [ + "from langchain.adapters.openai import convert_messages_for_finetuning\n", + "\n", + "training_data = convert_messages_for_finetuning(chat_sessions)" + ] + }, + { + "cell_type": "markdown", + "id": "188c4978-d85e-4984-a008-a50f6cd6bb84", + "metadata": {}, + "source": [ + "## 3. Fine-tune the model\n", + "Now, initiate the fine-tuning process using the OpenAI library." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "11d19e28-be49-4801-8065-1a58d13cd192", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Status=[running]... 346.26s. 31.70s\r" + ] + } + ], + "source": [ + "import openai\n", + "import time\n", + "import json\n", + "from io import BytesIO\n", + "\n", + "my_file = BytesIO()\n", + "for dialog in training_data:\n", + " my_file.write((json.dumps({\"messages\": dialog}) + \"\\n\").encode('utf-8'))\n", + "\n", + "my_file.seek(0)\n", + "training_file = openai.File.create(\n", + " file=my_file,\n", + " purpose='fine-tune'\n", + ")\n", + "\n", + "job = openai.FineTuningJob.create(\n", + " training_file=training_file.id,\n", + " model=\"gpt-3.5-turbo\",\n", + ")\n", + "\n", + "# Wait for the fine-tuning to complete (this may take some time)\n", + "status = openai.FineTuningJob.retrieve(job.id).status\n", + "start_time = time.time()\n", + "while status != \"succeeded\":\n", + " print(f\"Status=[{status}]... {time.time() - start_time:.2f}s\", end=\"\\r\", flush=True)\n", + " time.sleep(5)\n", + " status = openai.FineTuningJob.retrieve(job.id).status\n", + "\n", + "# Now your model is fine-tuned!" + ] + }, + { + "cell_type": "markdown", + "id": "54c4cead-500d-41dd-8333-2defde634396", + "metadata": {}, + "source": [ + "## 4. Use in LangChain\n", + "\n", + "After fine-tuning, use the resulting model ID with the ChatOpenAI model class in your LangChain app." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7f45b281-1dfa-43cb-bd28-99fa7e9f45d1", + "metadata": {}, + "outputs": [], + "source": [ + "# Get the fine-tuned model ID\n", + "job = openai.FineTuningJob.retrieve(job.id)\n", + "model_id = job.fine_tuned_model\n", + "\n", + "# Use the fine-tuned model in LangChain\n", + "model = ChatOpenAI(\n", + " model=model_id,\n", + " temperature=1,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7d3b5845-6385-42d1-9f7d-5ea798dc2cd9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AIMessage(content='{\\n \"num1\": 56,\\n \"num2\": 7,\\n \"operation\": \"/\"\\n}')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(prompt | model).invoke({\"input\": \"What's 56/7?\"})" + ] + }, + { + "cell_type": "markdown", + "id": "5b8c2c79-ce27-4f37-b1b2-5977db8c4e84", + "metadata": {}, + "source": [ + "Now you have successfully fine-tuned a model using data from LangSmith LLM runs!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/libs/langchain/langchain/chat_loaders/langsmith.py b/libs/langchain/langchain/chat_loaders/langsmith.py new file mode 100644 index 0000000000..db9b85ea85 --- /dev/null +++ b/libs/langchain/langchain/chat_loaders/langsmith.py @@ -0,0 +1,156 @@ +from __future__ import annotations + +import logging +from typing import TYPE_CHECKING, Dict, Iterable, Iterator, List, Optional, Union + +from langchain.chat_loaders.base import BaseChatLoader +from langchain.load import load +from langchain.schema.chat import ChatSession + +if TYPE_CHECKING: + from langsmith.client import Client + from langsmith.schemas import Run + +logger = logging.getLogger(__name__) + + +class LangSmithRunChatLoader(BaseChatLoader): + """ + Load chat sessions from a list of LangSmith "llm" runs. + + Attributes: + runs (Iterable[Union[str, Run]]): The list of LLM run IDs or run objects. + client (Client): Instance of LangSmith client for fetching data. + """ + + def __init__( + self, runs: Iterable[Union[str, Run]], client: Optional["Client"] = None + ): + """ + Initialize a new LangSmithRunChatLoader instance. + + :param runs: List of LLM run IDs or run objects. + :param client: An instance of LangSmith client, if not provided, + a new client instance will be created. + """ + from langsmith.client import Client + + self.runs = runs + self.client = client or Client() + + def _load_single_chat_session(self, llm_run: "Run") -> ChatSession: + """ + Convert an individual LangSmith LLM run to a ChatSession. + + :param llm_run: The LLM run object. + :return: A chat session representing the run's data. + """ + chat_session = LangSmithRunChatLoader._get_messages_from_llm_run(llm_run) + functions = LangSmithRunChatLoader._get_functions_from_llm_run(llm_run) + if functions: + chat_session["functions"] = functions + return chat_session + + @staticmethod + def _get_messages_from_llm_run(llm_run: "Run") -> ChatSession: + """ + Extract messages from a LangSmith LLM run. + + :param llm_run: The LLM run object. + :return: ChatSession with the extracted messages. + """ + if llm_run.run_type != "llm": + raise ValueError(f"Expected run of type llm. Got: {llm_run.run_type}") + if "messages" not in llm_run.inputs: + raise ValueError(f"Run has no 'messages' inputs. Got {llm_run.inputs}") + if not llm_run.outputs: + raise ValueError("Cannot convert pending run") + messages = load(llm_run.inputs)["messages"] + message_chunk = load(llm_run.outputs)["generations"][0]["message"] + return ChatSession(messages=messages + [message_chunk]) + + @staticmethod + def _get_functions_from_llm_run(llm_run: "Run") -> Optional[List[Dict]]: + """ + Extract functions from a LangSmith LLM run if they exist. + + :param llm_run: The LLM run object. + :return: Functions from the run or None. + """ + if llm_run.run_type != "llm": + raise ValueError(f"Expected run of type llm. Got: {llm_run.run_type}") + return llm_run.extra.get("invocation_params", {}).get("functions") + + def lazy_load(self) -> Iterator[ChatSession]: + """ + Lazy load the chat sessions from the iterable of run IDs. + + This method fetches the runs and converts them to chat sessions on-the-fly, + yielding one session at a time. + + :return: Iterator of chat sessions containing messages. + """ + for run_obj in self.runs: + try: + if hasattr(run_obj, "id"): + run = run_obj + else: + run = self.client.read_run(run_obj) + session = self._load_single_chat_session(run) + yield session + except ValueError as e: + logger.warning(f"Could not load run {run_obj}: {repr(e)}") + continue + + +class LangSmithDatasetChatLoader(BaseChatLoader): + """ + Load chat sessions from a LangSmith dataset with the "chat" data type. + + Attributes: + dataset_name (str): The name of the LangSmith dataset. + client (Client): Instance of LangSmith client for fetching data. + """ + + def __init__(self, *, dataset_name: str, client: Optional["Client"] = None): + """ + Initialize a new LangSmithChatDatasetLoader instance. + + :param dataset_name: The name of the LangSmith dataset. + :param client: An instance of LangSmith client; if not provided, + a new client instance will be created. + """ + try: + from langsmith.client import Client + except ImportError as e: + raise ImportError( + "The LangSmith client is required to load LangSmith datasets.\n" + "Please install it with `pip install langsmith`" + ) from e + + self.dataset_name = dataset_name + self.client = client or Client() + + def lazy_load(self) -> Iterator[ChatSession]: + """ + Lazy load the chat sessions from the specified LangSmith dataset. + + This method fetches the chat data from the dataset and + converts each data point to chat sessions on-the-fly, + yielding one session at a time. + + :return: Iterator of chat sessions containing messages. + """ + from langchain.adapters import openai as oai_adapter # noqa: E402 + + data = self.client.read_dataset_openai_finetuning( + dataset_name=self.dataset_name + ) + for data_point in data: + yield ChatSession( + messages=[ + oai_adapter.convert_dict_to_message(m) + for m in data_point.get("messages", []) + ], + functions=data_point.get("functions"), + ) diff --git a/libs/langchain/langchain/schema/chat.py b/libs/langchain/langchain/schema/chat.py index 659e734853..f76194f4f8 100644 --- a/libs/langchain/langchain/schema/chat.py +++ b/libs/langchain/langchain/schema/chat.py @@ -3,9 +3,11 @@ from typing import Sequence, TypedDict from langchain.schema import BaseMessage -class ChatSession(TypedDict): +class ChatSession(TypedDict, total=False): """Chat Session represents a single conversation, channel, or other group of messages.""" messages: Sequence[BaseMessage] """The LangChain chat messages loaded from the source.""" + functions: Sequence[dict] + """The function calling specs for the messages.""" diff --git a/libs/langchain/poetry.lock b/libs/langchain/poetry.lock index 4ebd7042c9..fc211d1f4e 100644 --- a/libs/langchain/poetry.lock +++ b/libs/langchain/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. 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