diff --git a/docs/docs/reference/checkpoints.md b/docs/docs/reference/checkpoints.md index 20e9d1595..c97e82912 100644 --- a/docs/docs/reference/checkpoints.md +++ b/docs/docs/reference/checkpoints.md @@ -11,16 +11,15 @@ You can [compile](https://langchain-ai.github.io/langgraph/reference/graphs/#lan ::: langgraph.checkpoint.Checkpoint - ### BaseCheckpointSaver ::: langgraph.checkpoint.base.BaseCheckpointSaver - handler: python +handler: python ### SerializerProtocol ::: langgraph.checkpoint.SerializerProtocol - handler: python +handler: python ## Implementations @@ -29,15 +28,14 @@ LangGraph also natively provides the following checkpoint implementations. ### MemorySaver ::: langgraph.checkpoint.memory.MemorySaver - handler: python +handler: python ### AsyncSqliteSaver ::: langgraph.checkpoint.aiosqlite.AsyncSqliteSaver - handler: python - +handler: python ### SqliteSaver ::: langgraph.checkpoint.sqlite.SqliteSaver - handler: python \ No newline at end of file +handler: python diff --git a/examples/code_assistant/langgraph_code_assistant.ipynb b/examples/code_assistant/langgraph_code_assistant.ipynb index 37bc90db9..909c0e420 100644 --- a/examples/code_assistant/langgraph_code_assistant.ipynb +++ b/examples/code_assistant/langgraph_code_assistant.ipynb @@ -2,15 +2,15 @@ "cells": [ { "attachments": { - "a7336696-1044-4f8a-b4c6-79d3eb619cd7.png": { - "image/png": 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" } }, "cell_type": "markdown", "id": "16dc0e41-80bd-4453-b421-dcf315741bf4", "metadata": {}, "source": [ - "# Code generation with flow\n", + "# Code generation with RAG and self-correction\n", "\n", "AlphaCodium presented an approach for code generation that uses control flow.\n", "\n", @@ -21,10 +21,11 @@ "We will implement some of these ideas from scratch using [LangGraph](https://python.langchain.com/docs/langgraph):\n", "\n", "1. We start with a set of documentation specified by a user\n", - "2. We use a long context LLM to ingest it, and answer a question based upon it \n", - "3. We perform two unit tests: Check imports and code execution\n", + "2. We use a long context LLM to ingest it and perform RAG to answer a question based upon it\n", + "3. We will invoke a tool to produce a structured output\n", + "4. We will perform two unit tests (check imports and code execution) prior returning the solution to the user \n", "\n", - "![Screenshot 2024-04-03 at 1.54.25 PM.png](attachment:a7336696-1044-4f8a-b4c6-79d3eb619cd7.png)" + "![Screenshot 2024-05-23 at 2.17.42 PM.png](attachment:67b615fe-0c25-4410-9d58-835982547001.png)" ] }, { @@ -124,7 +125,6 @@ " code: str = Field(description=\"Code block not including import statements\")\n", " description = \"Schema for code solutions to questions about LCEL.\"\n", "\n", - "\n", "expt_llm = \"gpt-4-0125-preview\"\n", "llm = ChatOpenAI(temperature=0, model=expt_llm)\n", "code_gen_chain = code_gen_prompt | llm.with_structured_output(code)\n", diff --git a/examples/code_assistant/langgraph_code_assistant_mistral.ipynb b/examples/code_assistant/langgraph_code_assistant_mistral.ipynb new file mode 100644 index 000000000..a2161f76b --- /dev/null +++ b/examples/code_assistant/langgraph_code_assistant_mistral.ipynb @@ -0,0 +1,671 @@ +{ + "cells": [ + { + "attachments": { + "15d3ac32-cdf3-4800-a30c-f26d828d69c8.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "6101c9d6-b7d1-46af-afab-47d05bfadeae", + "metadata": {}, + "source": [ + "# Code generation with self-correction\n", + "\n", + "AlphaCodium presented an approach for code generation that uses control flow.\n", + "\n", + "Main idea: [construct an answer to a coding question iteratively.](https://x.com/karpathy/status/1748043513156272416?s=20). \n", + "\n", + "[AlphaCodium](https://github.com/Codium-ai/AlphaCodium) iteravely tests and improves an answer on public and AI-generated tests for a particular question. \n", + "\n", + "We will implement some of these ideas from scratch using [LangGraph](https://python.langchain.com/docs/langgraph):\n", + "\n", + "1. We show how to route user questions to different types of documentation\n", + "2. We we will show how to perform inline unit tests to confirm imports and code execution work\n", + "3. We will show how to use LangGraph to orchestrate this\n", + "\n", + "![Screenshot 2024-05-23 at 2.17.51 PM.png](attachment:15d3ac32-cdf3-4800-a30c-f26d828d69c8.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e501686f-323f-4b87-8f9c-8ba89133078b", + "metadata": {}, + "outputs": [], + "source": [ + "! pip install -U langchain_community langchain-mistralai langchain langgraph" + ] + }, + { + "cell_type": "markdown", + "id": "9ef4fb67-113a-4b88-9f93-7e3a95cee035", + "metadata": {}, + "source": [ + "### LLM\n", + "\n", + "We'll use the Mistral API and `Codestral` instruct model, which support tool use!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "982e4609-86e4-4934-828f-e03d89c20393", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ['TOKENIZERS_PARALLELISM'] = 'true'\n", + "mistral_api_key = os.getenv(\"MISTRAL_API_KEY\") # Ensure this is set" + ] + }, + { + "cell_type": "markdown", + "id": "6a20a3eb-6dc5-4a61-9705-9daf68172c0b", + "metadata": {}, + "source": [ + "### Tracing\n", + "\n", + "Optionally, we'll use LangSmith for tracing." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "37b172d2-3a9d-49a8-898c-22ed0cb45c88", + "metadata": {}, + "outputs": [], + "source": [ + "os.environ['LANGCHAIN_TRACING_V2'] = 'true'\n", + "os.environ['LANGCHAIN_ENDPOINT'] = 'https://api.smith.langchain.com'\n", + "os.environ['LANGCHAIN_API_KEY'] = " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "949efd30-44c7-4a4c-a05f-eca4e2769a61", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ[\"LANGCHAIN_PROJECT\"] = \"Mistral-code-gen-testing\"" + ] + }, + { + "cell_type": "markdown", + "id": "d3a3dca9-4485-4ae5-aa87-cd1f02bad8b9", + "metadata": {}, + "source": [ + "## Code Generation\n", + "\n", + "Test with structured output." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a188c8ca-c053-4e6d-b7af-38a3b6b371c7", + "metadata": {}, + "outputs": [], + "source": [ + "# Select LLM\n", + "from langchain_mistralai import ChatMistralAI\n", + "from langchain_core.prompts import ChatPromptTemplate\n", + "from langchain_core.pydantic_v1 import BaseModel, Field\n", + "\n", + "mistral_model = \"mistral-large-latest\"\n", + "llm = ChatMistralAI(model=mistral_model, temperature=0)\n", + "\n", + "# Prompt \n", + "code_gen_prompt_claude = ChatPromptTemplate.from_messages(\n", + " [\n", + " (\n", + " \"system\", \n", + " \"\"\"You are a coding assistant. Ensure any code you provide can be executed with all required imports and variables \\n\n", + " defined. Structure your answer: 1) a prefix describing the code solution, 2) the imports, 3) the functioning code block.\n", + " \\n Here is the user question:\"\"\",\n", + " ),\n", + " (\"placeholder\", \"{messages}\"),\n", + " ]\n", + ")\n", + "\n", + "# Data model\n", + "class code(BaseModel):\n", + " \"\"\"Code output\"\"\"\n", + "\n", + " prefix: str = Field(description=\"Description of the problem and approach\")\n", + " imports: str = Field(description=\"Code block import statements\")\n", + " code: str = Field(description=\"Code block not including import statements\")\n", + " description = \"Schema for code solutions to questions about LCEL.\"\n", + "\n", + "# LLM\n", + "code_gen_chain = llm.with_structured_output(code, include_raw=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "9fc0290d-5a04-4514-8664-91f9dbf2da7b", + "metadata": {}, + "outputs": [], + "source": [ + "question = \"Write a function for fibonacci.\"\n", + "messages = [(\"user\", question)]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "973281bd-e74b-4386-98c6-210af5e31982", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "code(prefix='A function to calculate the nth Fibonacci number.', imports='', code='def fibonacci(n):\\n if n <= 0:\\n return \"Input should be positive integer\"\\n elif n == 1:\\n return 0\\n elif n == 2:\\n return 1\\n else:\\n a, b = 0, 1\\n for _ in range(2, n):\\n a, b = b, a + b\\n return b', description='Schema for code solutions to questions about LCEL.')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Test\n", + "result = code_gen_chain.invoke(messages)\n", + "result" + ] + }, + { + "cell_type": "markdown", + "id": "4235eb2d-f5b3-4cd0-bbb1-a889eb5564d7", + "metadata": {}, + "source": [ + "## State" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "183d77b8-f180-4815-b39f-8ef507ec0534", + "metadata": {}, + "outputs": [], + "source": [ + "from typing import Annotated\n", + "from typing import Dict, TypedDict, List\n", + "from langgraph.graph.message import AnyMessage, add_messages\n", + "\n", + "class GraphState(TypedDict):\n", + " \"\"\"\n", + " Represents the state of our graph.\n", + "\n", + " Attributes:\n", + " error : Binary flag for control flow to indicate whether test error was tripped\n", + " messages : With user question, error messages, reasoning\n", + " generation : Code solution\n", + " iterations : Number of tries\n", + " \"\"\"\n", + "\n", + " error: str\n", + " messages: Annotated[list[AnyMessage], add_messages]\n", + " generation: str\n", + " iterations: int" + ] + }, + { + "cell_type": "markdown", + "id": "55043d78-c012-4280-bc8b-259f04a29cb4", + "metadata": {}, + "source": [ + "## Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "14bc89d1-3ca6-4847-a048-1803e0e4600e", + "metadata": {}, + "outputs": [], + "source": [ + "from operator import itemgetter\n", + "from langchain_core.pydantic_v1 import BaseModel, Field\n", + "from langchain_core.runnables import RunnablePassthrough\n", + "from langchain_core.prompts import PromptTemplate\n", + "\n", + "### Parameters\n", + "max_iterations = 3\n", + "\n", + "### Nodes\n", + "def generate(state: GraphState):\n", + " \"\"\"\n", + " Generate a code solution\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): New key added to state, generation\n", + " \"\"\"\n", + "\n", + " print(\"---GENERATING CODE SOLUTION---\")\n", + "\n", + " # State\n", + " messages = state[\"messages\"]\n", + " iterations = state[\"iterations\"]\n", + " error = state[\"error\"]\n", + "\n", + " # Solution\n", + " code_solution = code_gen_chain.invoke(messages)\n", + " messages += [\n", + " (\n", + " \"assistant\",\n", + " f\"Here is my attempt to solve the problem: {code_solution.prefix} \\n Imports: {code_solution.imports} \\n Code: {code_solution.code}\",\n", + " )\n", + " ]\n", + "\n", + " # Increment\n", + " iterations = iterations + 1\n", + " return {\"generation\": code_solution, \"messages\": messages, \"iterations\": iterations}\n", + "\n", + "def code_check(state: GraphState):\n", + " \"\"\"\n", + " Check code\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " state (dict): New key added to state, error\n", + " \"\"\"\n", + "\n", + " print(\"---CHECKING CODE---\")\n", + "\n", + " # State\n", + " messages = state[\"messages\"]\n", + " code_solution = state[\"generation\"]\n", + " iterations = state[\"iterations\"]\n", + "\n", + " # Get solution components\n", + " prefix = code_solution.prefix\n", + " imports = code_solution.imports\n", + " code = code_solution.code\n", + "\n", + " # Check imports\n", + " try:\n", + " exec(imports)\n", + " except Exception as e:\n", + " print(\"---CODE IMPORT CHECK: FAILED---\")\n", + " error_message = [(\"user\", f\"Your solution failed the import test. Here is the error: {e}. Reflect on this error and your prior attempt to solve the problem. (1) State what you think went wrong with the prior solution and (2) try to solve this problem again. Return the FULL SOLUTION. Use the code tool to structure the output with a prefix, imports, and code block:\")]\n", + " messages += error_message\n", + " return {\n", + " \"generation\": code_solution,\n", + " \"messages\": messages,\n", + " \"iterations\": iterations,\n", + " \"error\": \"yes\",\n", + " }\n", + "\n", + " # Check execution\n", + " try:\n", + " combined_code = f\"{imports}\\n{code}\"\n", + " print(f\"CODE TO TEST: {combined_code}\")\n", + " # Use a shared scope for exec\n", + " global_scope = {}\n", + " exec(combined_code, global_scope)\n", + " except Exception as e:\n", + " print(\"---CODE BLOCK CHECK: FAILED---\")\n", + " error_message = [(\"user\", f\"Your solution failed the code execution test: {e}) Reflect on this error and your prior attempt to solve the problem. (1) State what you think went wrong with the prior solution and (2) try to solve this problem again. Return the FULL SOLUTION. Use the code tool to structure the output with a prefix, imports, and code block:\")]\n", + " messages += error_message\n", + " return {\n", + " \"generation\": code_solution,\n", + " \"messages\": messages,\n", + " \"iterations\": iterations,\n", + " \"error\": \"yes\",\n", + " }\n", + "\n", + " # No errors\n", + " print(\"---NO CODE TEST FAILURES---\")\n", + " return {\n", + " \"generation\": code_solution,\n", + " \"messages\": messages,\n", + " \"iterations\": iterations,\n", + " \"error\": \"no\",\n", + " }\n", + "\n", + "### Conditional edges\n", + "\n", + "def decide_to_finish(state: GraphState):\n", + " \"\"\"\n", + " Determines whether to finish.\n", + "\n", + " Args:\n", + " state (dict): The current graph state\n", + "\n", + " Returns:\n", + " str: Next node to call\n", + " \"\"\"\n", + " error = state[\"error\"]\n", + " iterations = state[\"iterations\"]\n", + "\n", + " if error == \"no\" or iterations == max_iterations:\n", + " print(\"---DECISION: FINISH---\")\n", + " return \"end\"\n", + " else:\n", + " print(\"---DECISION: RE-TRY SOLUTION---\")\n", + " return \"generate\"\n", + "\n", + "### Utilities\n", + "\n", + "import uuid \n", + "\n", + "def _print_event(event: dict, _printed: set, max_length=1500):\n", + " current_state = event.get(\"dialog_state\")\n", + " if current_state:\n", + " print(f\"Currently in: \", current_state[-1])\n", + " message = event.get(\"messages\")\n", + " if message:\n", + " if isinstance(message, list):\n", + " message = message[-1]\n", + " if message.id not in _printed:\n", + " msg_repr = message.pretty_repr(html=True)\n", + " if len(msg_repr) > max_length:\n", + " msg_repr = msg_repr[:max_length] + \" ... (truncated)\"\n", + " print(msg_repr)\n", + " _printed.add(message.id)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2dff2209-44c7-4e2c-b607-ba6675f9e45f", + "metadata": {}, + "outputs": [], + "source": [ + "from langgraph.checkpoint.sqlite import SqliteSaver\n", + "from langgraph.graph import END, StateGraph\n", + "\n", + "builder = StateGraph(GraphState)\n", + "\n", + "# Define the nodes\n", + "builder.add_node(\"generate\", generate) # generation solution\n", + "builder.add_node(\"check_code\", code_check) # check code\n", + "\n", + "# Build graph\n", + "builder.set_entry_point(\"generate\")\n", + "builder.add_edge(\"generate\", \"check_code\")\n", + "builder.add_conditional_edges(\n", + " \"check_code\",\n", + " decide_to_finish,\n", + " {\n", + " \"end\": END,\n", + " \"generate\": \"generate\",\n", + " },\n", + ")\n", + "\n", + "memory = SqliteSaver.from_conn_string(\":memory:\")\n", + "graph = builder.compile(checkpointer=memory)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d4bb21cd-af20-4d4d-89ff-384db034b7c3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import Image, display\n", + "\n", + "try:\n", + " display(Image(graph.get_graph(xray=True).draw_mermaid_png()))\n", + "except:\n", + " # This requires some extra dependencies and is optional\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "242aa2f0-2c31-462f-a958-ff9ae0cf7c62", + "metadata": {}, + "outputs": [], + "source": [ + "_printed = set()\n", + "thread_id = str(uuid.uuid4())\n", + "config = {\n", + " \"configurable\": {\n", + " # Checkpoints are accessed by thread_id\n", + " \"thread_id\": thread_id,\n", + " }\n", + "}\n", + "\n", + "question = \"Write a Python program that prints 'Hello, World!' to the console.\"\n", + "events = graph.stream(\n", + " {\"messages\": [(\"user\", question)], \"iterations\": 0}, config, stream_mode=\"values\"\n", + ")\n", + "for event in events:\n", + " _print_event(event, _printed)" + ] + }, + { + "cell_type": "markdown", + "id": "6924e707-5970-4254-a748-fa75628916f2", + "metadata": {}, + "source": [ + "`Trace:`\n", + "\n", + "https://smith.langchain.com/public/53bcdaab-e3c5-4423-9908-c44595325c38/r" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "390b2768-f395-4aea-8b0e-9d36212a31ac", + "metadata": {}, + "outputs": [], + "source": [ + "_printed = set()\n", + "thread_id = str(uuid.uuid4())\n", + "config = {\n", + " \"configurable\": {\n", + " # Checkpoints are accessed by thread_id\n", + " \"thread_id\": thread_id,\n", + " }\n", + "}\n", + "\n", + "question = \"\"\"Create a Python program that checks if a given string is a palindrome. A palindrome is a word, phrase, number, or other sequence of characters that reads the same forward and backward (ignoring spaces, punctuation, and capitalization).\n", + "\n", + "Requirements:\n", + "The program should define a function is_palindrome(s) that takes a string s as input.\n", + "The function should return True if the string is a palindrome and False otherwise.\n", + "Ignore spaces, punctuation, and case differences when checking for palindromes.\n", + "\n", + "Give an example of it working on an example input word.\"\"\"\n", + "\n", + "events = graph.stream(\n", + " {\"messages\": [(\"user\", question)], \"iterations\": 0}, config, stream_mode=\"values\"\n", + ")\n", + "for event in events:\n", + " _print_event(event, _printed)" + ] + }, + { + "cell_type": "markdown", + "id": "f96e0137-6df3-4a2a-8711-c9cb7dc66831", + "metadata": {}, + "source": [ + "Trace:\n", + "\n", + "https://smith.langchain.com/public/e749936d-7746-49de-b980-c41b17986e79/r" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a3f946b-e2f2-44d9-905b-09f36980cf9f", + "metadata": {}, + "outputs": [], + "source": [ + "_printed = set()\n", + "thread_id = str(uuid.uuid4())\n", + "config = {\n", + " \"configurable\": {\n", + " # Checkpoints are accessed by thread_id\n", + " \"thread_id\": thread_id,\n", + " }\n", + "}\n", + "\n", + "question = \"\"\"Write a program that prints the numbers from 1 to 100. \n", + "But for multiples of three, print \"Fizz\" instead of the number, and for the multiples of five, print \"Buzz\". \n", + "For numbers which are multiples of both three and five, print \"FizzBuzz\".\"\"\"\n", + "\n", + "events = graph.stream(\n", + " {\"messages\": [(\"user\", question)], \"iterations\": 0}, config, stream_mode=\"values\"\n", + ")\n", + "for event in events:\n", + " _print_event(event, _printed)" + ] + }, + { + "cell_type": "markdown", + "id": "8f3ef03b-0a07-49f5-9cbf-15e2503d020e", + "metadata": {}, + "source": [ + "Trace: \n", + "\n", + "https://smith.langchain.com/public/f5c19708-7592-4512-9f00-9696ab34a9eb/r" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2bb883df-540b-46ab-9415-fe27db68456f", + "metadata": {}, + "outputs": [], + "source": [ + "import uuid\n", + "_printed = set()\n", + "thread_id = str(uuid.uuid4())\n", + "config = {\n", + " \"configurable\": {\n", + " # Checkpoints are accessed by thread_id\n", + " \"thread_id\": thread_id,\n", + " }\n", + "}\n", + "\n", + "question = '''I want to vectorize a function\n", + "\n", + " frame = np.zeros((out_h, out_w, 3), dtype=np.uint8)\n", + " for i, val1 in enumerate(rows):\n", + " for j, val2 in enumerate(cols):\n", + " for j, val3 in enumerate(ch):\n", + " # Assuming you want to store the pair as tuples in the matrix\n", + " frame[i, j, k] = image[val1, val2, val3]\n", + "\n", + " out.write(np.array(frame))\n", + "\n", + "with a simple numpy function that does something like this what is it called. Show me a test case with this working.'''\n", + "\n", + "events = graph.stream(\n", + " {\"messages\": [(\"user\", question)], \"iterations\": 0}, config, stream_mode=\"values\"\n", + ")\n", + "for event in events:\n", + " _print_event(event, _printed)" + ] + }, + { + "cell_type": "markdown", + "id": "750a3292-1e0e-49cf-8b28-bef179afe6a2", + "metadata": {}, + "source": [ + "Trace w/ good example of self-correction:\n", + "\n", + "https://smith.langchain.com/public/b54778a0-d267-4f09-bc28-71761201c522/r" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ee05da1f-c272-405d-8a7b-552cfc3106e1", + "metadata": {}, + "outputs": [], + "source": [ + "_printed = set()\n", + "thread_id = str(uuid.uuid4())\n", + "config = {\n", + " \"configurable\": {\n", + " # Checkpoints are accessed by thread_id\n", + " \"thread_id\": thread_id,\n", + " }\n", + "}\n", + "\n", + "question = \"\"\"Create a Python program that allows two players to play a game of Tic-Tac-Toe. The game should be played on a 3x3 grid. The program should:\n", + "\n", + "- Allow players to take turns to input their moves.\n", + "- Check for invalid moves (e.g., placing a marker on an already occupied space).\n", + "- Determine and announce the winner or if the game ends in a draw.\n", + "\n", + "Requirements:\n", + "- Use a 2D list to represent the Tic-Tac-Toe board.\n", + "- Use functions to modularize the code.\n", + "- Validate player input.\n", + "- Check for win conditions and draw conditions after each move.\"\"\"\n", + "\n", + "events = graph.stream(\n", + " {\"messages\": [(\"user\", question)], \"iterations\": 0}, config, stream_mode=\"values\"\n", + ")\n", + "for event in events:\n", + " _print_event(event, _printed)" + ] + }, + { + "cell_type": "markdown", + "id": "3d900cd6-2df9-467d-8e74-803527269008", + "metadata": {}, + "source": [ + "Trace w/ good example of failure to correct:\n", + "\n", + "https://smith.langchain.com/public/871ae736-2f77-44d4-b0da-a600d8f5377d/r" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "814fc2a4-8e5b-4faa-8f52-3977226bd09a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.11.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}