From 7da09495694eb1ab085c5f60847c7498072df77a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jacques=20Verr=C3=A9?= Date: Wed, 8 Jan 2025 17:06:18 +0000 Subject: [PATCH] Dspy integration docs (#1005) * Add documentation for DSPY integration --------- Co-authored-by: Boris Feld --- .../documentation_codeblock_tests.yml | 5 + .../documentation_cookbook_tests.yml | 1 + README.md | 5 +- .../documentation/docs/cookbook/dspy.ipynb | 159 ++++++++++++++++++ .../docs/tracing/integrations/dspy.md | 60 +++++++ .../docs/tracing/integrations/overview.md | 3 +- .../documentation/sidebars.ts | 2 + .../img/cookbook/dspy_trace_cookbook.png | Bin 0 -> 583359 bytes .../python-sdk-docs/requirements.txt | 2 + .../python-sdk-docs/source/index.rst | 7 +- .../source/integrations/dspy/OpikCallback.rst | 5 + .../source/integrations/dspy/index.rst | 32 ++++ .../src/opik/integrations/dspy/__init__.py | 3 + 13 files changed, 278 insertions(+), 6 deletions(-) create mode 100644 apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb create mode 100644 apps/opik-documentation/documentation/docs/tracing/integrations/dspy.md create mode 100644 apps/opik-documentation/documentation/static/img/cookbook/dspy_trace_cookbook.png create mode 100644 apps/opik-documentation/python-sdk-docs/source/integrations/dspy/OpikCallback.rst create mode 100644 apps/opik-documentation/python-sdk-docs/source/integrations/dspy/index.rst diff --git a/.github/workflows/documentation_codeblock_tests.yml b/.github/workflows/documentation_codeblock_tests.yml index 83d6228d44..c9baa2f40f 100644 --- a/.github/workflows/documentation_codeblock_tests.yml +++ b/.github/workflows/documentation_codeblock_tests.yml @@ -52,6 +52,11 @@ jobs: test: needs: collect_test_paths runs-on: ubuntu-latest + env: + OPENAI_API_KEY: ${{ secrets.DOCS_OPENAI_API_KEY }} + ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} + OPIK_WORKSPACE: ${{ secrets.COMET_WORKSPACE }} + OPIK_API_KEY: ${{ secrets.COMET_API_KEY }} strategy: matrix: path: ${{ fromJson(needs.collect_test_paths.outputs.test_paths) }} diff --git a/.github/workflows/documentation_cookbook_tests.yml b/.github/workflows/documentation_cookbook_tests.yml index 302a467c47..6da2f444f6 100644 --- a/.github/workflows/documentation_cookbook_tests.yml +++ b/.github/workflows/documentation_cookbook_tests.yml @@ -30,6 +30,7 @@ jobs: - apps/opik-documentation/documentation/docs/cookbook/openai.ipynb - apps/opik-documentation/documentation/docs/cookbook/litellm.ipynb - apps/opik-documentation/documentation/docs/cookbook/ragas.ipynb + - apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb env: NOTEBOOK_TO_TEST: ${{ matrix.notebooks }} steps: diff --git a/README.md b/README.md index 66d20d46be..7b9c39014b 100644 --- a/README.md +++ b/README.md @@ -127,9 +127,10 @@ The easiest way to get started is to use one of our integrations. Opik supports: | OpenAI | Log traces for all OpenAI LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/openai/?utm_source=opik&utm_medium=github&utm_content=openai_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/openai.ipynb) | | LiteLLM | Call any LLM model using the OpenAI format | [Documentation](/tracing/integrations/litellm.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/litellm.ipynb) | | LangChain | Log traces for all LangChain LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/langchain/?utm_source=opik&utm_medium=github&utm_content=langchain_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/langchain.ipynb) | -| Haystack | Log traces for all Haystack calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/haystack/?utm_source=opik&utm_medium=github&utm_content=haystack_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/haystack.ipynb) | -| Bedrock | Log traces for all Bedrock LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/bedrock?utm_source=opik&utm_medium=github&utm_content=bedrock_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/bedrock.ipynb) | +| Haystack | Log traces for all Haystack calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/haystack/?utm_source=opik&utm_medium=github&utm_content=haystack_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/haystack.ipynb) | | Anthropic | Log traces for all Anthropic LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/anthropic?utm_source=opik&utm_medium=github&utm_content=anthropic_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/anthropic.ipynb) | +| Bedrock | Log traces for all Bedrock LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/bedrock?utm_source=opik&utm_medium=github&utm_content=bedrock_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/bedrock.ipynb) | +| DSPy | Log traces for all DSPy runs | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/dspy?utm_source=opik&utm_medium=github&utm_content=dspy_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb) | | Gemini | Log traces for all Gemini LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/gemini?utm_source=opik&utm_medium=github&utm_content=gemini_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/gemini.ipynb) | | Groq | Log traces for all Groq LLM calls | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/groq?utm_source=opik&utm_medium=github&utm_content=groq_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/groq.ipynb) | | LangGraph | Log traces for all LangGraph executions | [Documentation](https://www.comet.com/docs/opik/tracing/integrations/langgraph/?utm_source=opik&utm_medium=github&utm_content=langchain_link&utm_campaign=opik) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/langgraph.ipynb) | diff --git a/apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb b/apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb new file mode 100644 index 0000000000..99faa15e45 --- /dev/null +++ b/apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb @@ -0,0 +1,159 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "description: Cookbook that showcases Opik's integration with DSPy\n", + "---\n", + "\n", + "# Using Opik with DSPy\n", + "\n", + "[DSPy](https://dspy.ai/) is the framework for programming—rather than prompting—language models.\n", + "\n", + "In this guide, we will showcase how to integrate Opik with DSPy so that all the DSPy calls are logged as traces in Opik." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating an account on Comet.com\n", + "\n", + "[Comet](https://www.comet.com/site?from=llm&utm_source=opik&utm_medium=colab&utm_content=dspy&utm_campaign=opik) provides a hosted version of the Opik platform, [simply create an account](https://www.comet.com/signup?from=llm&utm_source=opik&utm_medium=colab&utm_content=dspy&utm_campaign=opik) and grab you API Key.\n", + "\n", + "> You can also run the Opik platform locally, see the [installation guide](https://www.comet.com/docs/opik/self-host/overview/?from=llm&utm_source=opik&utm_medium=colab&utm_content=dspy&utm_campaign=opik) for more information." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pip install --upgrade opik dspy" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "OPIK: Opik is already configured. You can check the settings by viewing the config file at /Users/jacquesverre/.opik.config\n" + ] + } + ], + "source": [ + "import opik\n", + "\n", + "opik.configure(use_local=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import getpass\n", + "\n", + "if \"OPENAI_API_KEY\" not in os.environ:\n", + " os.environ[\"OPENAI_API_KEY\"] = getpass.getpass(\"Enter your OpenAI API key: \")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Logging traces\n", + "\n", + "In order to log traces to Opik, you will need to set the `opik` callback:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import dspy\n", + "from opik.integrations.dspy.callback import OpikCallback\n", + "\n", + "lm = dspy.LM(\"openai/gpt-4o-mini\")\n", + "\n", + "project_name = \"DSPY\"\n", + "opik_callback = OpikCallback(project_name=project_name)\n", + "\n", + "dspy.configure(lm=lm, callbacks=[opik_callback])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:langfuse:Langfuse client is disabled since no public_key was provided as a parameter or environment variable 'LANGFUSE_PUBLIC_KEY'. See our docs: https://langfuse.com/docs/sdk/python/low-level-sdk#initialize-client\n", + "OPIK: Started logging traces to the \"DSPY\" project at https://www.comet.com/opik/jacques-comet/redirect/projects?name=DSPY.\n" + ] + }, + { + "data": { + "text/plain": [ + "Prediction(\n", + " reasoning='The meaning of life is a philosophical question that has been contemplated by humans for centuries. Different cultures, religions, and individuals have proposed various interpretations. Some suggest that the meaning of life is to seek happiness, fulfillment, and personal growth, while others believe it is about serving a higher purpose or contributing to the well-being of others. Ultimately, the meaning of life may vary from person to person, shaped by personal experiences, beliefs, and values.',\n", + " answer=\"The meaning of life is subjective and can vary greatly among individuals. It may involve seeking happiness, personal growth, and contributing to the well-being of others, or fulfilling a higher purpose, depending on one's beliefs and experiences.\"\n", + ")" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cot = dspy.ChainOfThought(\"question -> answer\")\n", + "cot(question=\"What is the meaning of life?\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The trace is now logged to the Opik platform:\n", + "\n", + "![DSPy trace](https://raw.githubusercontent.com/comet-ml/opik/main/apps/opik-documentation/documentation/static/img/cookbook/dspy_trace_cookbook.png)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py312_llm_eval", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/apps/opik-documentation/documentation/docs/tracing/integrations/dspy.md b/apps/opik-documentation/documentation/docs/tracing/integrations/dspy.md new file mode 100644 index 0000000000..385c116927 --- /dev/null +++ b/apps/opik-documentation/documentation/docs/tracing/integrations/dspy.md @@ -0,0 +1,60 @@ +--- +sidebar_label: DSPy +description: Describes how to track DSPy calls using Opik +--- + +# DSPy + +[DSPy](https://dspy.ai/) is the framework for programming—rather than prompting—language models. + +Opik integrates with DSPy to log traces for all DSPy calls. + +
+ You can check out the Colab Notebook if you'd like to jump straight to the code: + + Open In Colab + +
+ +## Getting started + +First, ensure you have both `opik` and `dspy` installed: + +```bash +pip install opik dspy +``` + +In addition, you can configure Opik using the `opik configure` command which will prompt you for the correct local server address or if you are using the Cloud platfrom your API key: + +```bash +opik configure +``` + +## Logging DSPy calls + +To log a DSPy pipeline run, you can use the [`OpikCallback`](https://www.comet.com/docs/opik/python-sdk-reference/integrations/dspy/OpikCallback.html). This callback will log each DSPy run to Opik: + +```python +import dspy +from opik.integrations.dspy.callback import OpikCallback + +project_name = "DSPY" + +lm = dspy.LM( + model="openai/gpt-4o-mini", +) +dspy.configure(lm=lm) + + +opik_callback = OpikCallback(project_name=project_name) +dspy.settings.configure( + callbacks=[opik_callback], +) + +cot = dspy.ChainOfThought("question -> answer") +cot(question="What is the meaning of life?") +``` + +Each run will now be logged to the Opik platform: + +![DSPy](/img/cookbook/dspy_trace_cookbook.png) diff --git a/apps/opik-documentation/documentation/docs/tracing/integrations/overview.md b/apps/opik-documentation/documentation/docs/tracing/integrations/overview.md index 8b97a59037..8e8c30944c 100644 --- a/apps/opik-documentation/documentation/docs/tracing/integrations/overview.md +++ b/apps/opik-documentation/documentation/docs/tracing/integrations/overview.md @@ -16,12 +16,13 @@ Opik aims to make it as easy as possible to log, view and evaluate your LLM trac | aisuite | Log traces for all aisuite LLM calls | [Documentation](/tracing/integrations/aisuite.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/aisuite.ipynb) | | Anthropic | Log traces for all Anthropic LLM calls | [Documentation](/tracing/integrations/anthropic.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/anthropic.ipynb) | | Bedrock | Log traces for all AWS Bedrock LLM calls | [Documentation](/tracing/integrations/bedrock.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/bedrock.ipynb) | +| Dify | Log traces and LLM calls for your Dify Apps | [Documentation](/tracing/integrations/dify.mdx) | | +| DSPy | Log traces for all DSPy runs | [Documentation](/tracing/integrations/dspy.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/dspy.ipynb) | | LangGraph | Log traces for all LangGraph executions | [Documentation](/tracing/integrations/langgraph.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/langgraph.ipynb) | | LlamaIndex | Log traces for all LlamaIndex LLM calls | [Documentation](/tracing/integrations/llama_index.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/llama-index.ipynb) | | Ollama | Log traces for all Ollama LLM calls | [Documentation](/tracing/integrations/ollama.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/ollama.ipynb) | | Predibase | Fine-tune and serve open-source LLMs | [Documentation](/tracing/integrations/predibase.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/predibase.ipynb) | | Ragas | Evaluation framework for your Retrieval Augmented Generation (RAG) pipelines | [Documentation](/tracing/integrations/ragas.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/ragas.ipynb) | | watsonx | Log traces for all watsonx LLM calls | [Documentation](/tracing/integrations/watsonx.md) | [![Open Quickstart In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/comet-ml/opik/blob/master/apps/opik-documentation/documentation/docs/cookbook/watsonx.ipynb) | -| Dify | Log traces and LLM calls for your Dify Apps | [Documentation](/tracing/integrations/dify.mdx) | | If you would like to see more integrations, please open an issue on our [GitHub repository](https://github.com/comet-ml/opik/issues/new/choose). diff --git a/apps/opik-documentation/documentation/sidebars.ts b/apps/opik-documentation/documentation/sidebars.ts index aa727536b1..7aa40cbcf1 100644 --- a/apps/opik-documentation/documentation/sidebars.ts +++ b/apps/opik-documentation/documentation/sidebars.ts @@ -57,6 +57,7 @@ const sidebars: SidebarsConfig = { "tracing/integrations/anthropic", "tracing/integrations/bedrock", "tracing/integrations/dify", + "tracing/integrations/dspy", "tracing/integrations/gemini", "tracing/integrations/groq", "tracing/integrations/haystack", @@ -129,6 +130,7 @@ const sidebars: SidebarsConfig = { "cookbook/aisuite", "cookbook/anthropic", "cookbook/bedrock", + "cookbook/dspy", "cookbook/gemini", "cookbook/groq", "cookbook/haystack", diff --git a/apps/opik-documentation/documentation/static/img/cookbook/dspy_trace_cookbook.png b/apps/opik-documentation/documentation/static/img/cookbook/dspy_trace_cookbook.png new file mode 100644 index 0000000000000000000000000000000000000000..97c966f34e72b901b542348a0c4cdc015633d617 GIT binary patch literal 583359 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z_f=9Tl~7cW9V-k`_W~yB);$BcOt?31{1f)SLh9lj2=uH029QSjD|#*Jf%^=+)nFz$ z&0M=U|73cY^j-;w8m#uFl>hqcA4p}n4_0}6%#`<6^#Aj*V&?(MZ&qiW*hl%#I_UT5 z06P}dd6-K1Vl~0p)qXtXp9?}e`HK}H`EnLY1$=y`O6qgycIm z4$=~4IebIU6~h)g0iXmZF&*s3BX5I1L!rHynbH0;A7O)P71a|`XF+bK`Xo%2x4!#4 yY@pKj(+Y+)Od)-K^T5{oNjrbLc$HDPhqEi)*&;y-i% literal 0 HcmV?d00001 diff --git a/apps/opik-documentation/python-sdk-docs/requirements.txt b/apps/opik-documentation/python-sdk-docs/requirements.txt index 525ad61969..33b9883f2d 100644 --- a/apps/opik-documentation/python-sdk-docs/requirements.txt +++ b/apps/opik-documentation/python-sdk-docs/requirements.txt @@ -10,3 +10,5 @@ langchain_core botocore anthropic haystack-ai +dspy-ai +cloudpickle diff --git a/apps/opik-documentation/python-sdk-docs/source/index.rst b/apps/opik-documentation/python-sdk-docs/source/index.rst index 9c07d8d9ad..c9dbcc4a7d 100644 --- a/apps/opik-documentation/python-sdk-docs/source/index.rst +++ b/apps/opik-documentation/python-sdk-docs/source/index.rst @@ -165,12 +165,13 @@ You can learn more about the `opik` python SDK in the following sections: :caption: Integrations :maxdepth: 1 - integrations/openai/index integrations/anthropic/index - integrations/langchain/index - integrations/haystack/index integrations/bedrock/index + integrations/dspy/index + integrations/haystack/index + integrations/langchain/index integrations/llama_index/index + integrations/openai/index .. toctree:: :caption: Evaluation diff --git a/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/OpikCallback.rst b/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/OpikCallback.rst new file mode 100644 index 0000000000..f758737690 --- /dev/null +++ b/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/OpikCallback.rst @@ -0,0 +1,5 @@ +OpikCallback +============ + +.. autoclass:: opik.integrations.dspy.OpikCallback + :members: diff --git a/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/index.rst b/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/index.rst new file mode 100644 index 0000000000..ece283efbd --- /dev/null +++ b/apps/opik-documentation/python-sdk-docs/source/integrations/dspy/index.rst @@ -0,0 +1,32 @@ +DSPy +==== + +Opik integrates with DSPy to allow you to log your DSPy runs to the Opik platform:: + + import dspy + from opik.integrations.dspy.callback import OpikCallback + + project_name = "DSPY" + + lm = dspy.LM( + model="openai/gpt-4o-mini", + ) + dspy.configure(lm=lm) + + + opik_callback = OpikCallback(project_name=project_name) + dspy.settings.configure( + callbacks=[opik_callback], + ) + + cot = dspy.ChainOfThought("question -> answer") + cot(question="What is the meaning of life?") + + +You can learn more about the `OpikCallback` in the following section: + +.. toctree:: + :maxdepth: 4 + :titlesonly: + + OpikCallback diff --git a/sdks/python/src/opik/integrations/dspy/__init__.py b/sdks/python/src/opik/integrations/dspy/__init__.py index e69de29bb2..4086879ebe 100644 --- a/sdks/python/src/opik/integrations/dspy/__init__.py +++ b/sdks/python/src/opik/integrations/dspy/__init__.py @@ -0,0 +1,3 @@ +from .callback import OpikCallback + +__all__ = ["OpikCallback"]