From 4f3a43c81a56c6e3f0e9cebe696539393f8afb42 Mon Sep 17 00:00:00 2001 From: Marc Klingen Date: Wed, 22 May 2024 00:16:34 +0200 Subject: [PATCH] docs: add mirascope cookbook --- cookbook/_routes.json | 4 + cookbook/integration_mirascope.ipynb | 223 ++++++++++++++++++ next.config.mjs | 1 + .../2024-05-16-mirascope-integration.mdx | 7 +- pages/docs/integrations/mirascope/_meta.json | 4 + .../integrations/mirascope/example-python.md | 126 ++++++++++ .../{mirascope.mdx => mirascope/tracing.mdx} | 7 +- .../guides/cookbook/integration_mirascope.md | 126 ++++++++++ .../integration_mirascope_complex.png | Bin 0 -> 146256 bytes .../cookbook/integration_mirascope_simple.png | Bin 0 -> 81637 bytes 10 files changed, 496 insertions(+), 2 deletions(-) create mode 100644 cookbook/integration_mirascope.ipynb create mode 100644 pages/docs/integrations/mirascope/_meta.json create mode 100644 pages/docs/integrations/mirascope/example-python.md rename pages/docs/integrations/{mirascope.mdx => mirascope/tracing.mdx} (95%) create mode 100644 pages/guides/cookbook/integration_mirascope.md create mode 100644 public/images/cookbook/integration_mirascope_complex.png create mode 100644 public/images/cookbook/integration_mirascope_simple.png diff --git a/cookbook/_routes.json b/cookbook/_routes.json index 3ceca53e1..07ca71133 100644 --- a/cookbook/_routes.json +++ b/cookbook/_routes.json @@ -90,5 +90,9 @@ { "notebook": "integration_instructor.ipynb", "docsPath": "docs/integrations/instructor" + }, + { + "notebook": "integration_mirascope.ipynb", + "docsPath": "docs/integrations/mirascope/example-python" } ] diff --git a/cookbook/integration_mirascope.ipynb b/cookbook/integration_mirascope.ipynb new file mode 100644 index 000000000..89d378067 --- /dev/null +++ b/cookbook/integration_mirascope.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "oWgwstPBqiJP" + }, + "source": [ + "---\n", + "description: Cookbook with examples of the Langfuse Integration for Mirascope (Python).\n", + "category: Integrations\n", + "---\n", + "\n", + "# Cookbook: Mirascope x Langfuse integration\n", + "\n", + "[Mirascope](https://www.mirascope.io/) is a Python toolkit for building with LLMs. It allows devs to write Pythonic code while profiting from its abstractions to common LLM use cases and models.\n", + "\n", + "[Langfuse](https://langfuse.com/docs) is an open source LLM engineering platform. Traces, evals, prompt management and metrics to debug and improve your LLM application.\n", + "\n", + "With the [Langfuse <-> Mirascope integration](https://langfuse.com/docs/integrations/mirascope), you can log your application to Langfuse by adding the `@with_langfuse` decorator.\n", + "\n", + "Let's dive right in with some examples:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "S3PsmedXPfRb", + "outputId": "864c38c2-2234-4f91-dbc3-92ce8dde423e" + }, + "outputs": [], + "source": [ + "# Install Mirascope and Langfuse\n", + "%pip install mirascope[all] langfuse" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "k_HOC3bzgG5u" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "# Get keys for your project from the project settings page\n", + "# https://cloud.langfuse.com\n", + "os.environ[\"LANGFUSE_PUBLIC_KEY\"] = \"\"\n", + "os.environ[\"LANGFUSE_SECRET_KEY\"] = \"\"\n", + "os.environ[\"LANGFUSE_HOST\"] = \"https://cloud.langfuse.com\" # πŸ‡ͺπŸ‡Ί EU region\n", + "# os.environ[\"LANGFUSE_HOST\"] = \"https://us.cloud.langfuse.com\" # πŸ‡ΊπŸ‡Έ US region\n", + "\n", + "# Your openai key\n", + "os.environ[\"OPENAI_API_KEY\"] = \"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vbNfTv2ZpNnl" + }, + "source": [ + "## Log a first simple call" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vkhWieQqQ0V0", + "outputId": "f3f67311-c314-40ec-debf-b14f792bade9" + }, + "outputs": [], + "source": [ + "from mirascope.langfuse import with_langfuse\n", + "from mirascope.openai import OpenAICall, OpenAICallParams\n", + "\n", + "@with_langfuse\n", + "class GeographyGenius(OpenAICall):\n", + " prompt_template = \"What's the capital of {country}?\"\n", + " country: str\n", + " call_params = OpenAICallParams(model=\"gpt-4o\", temperature=1)\n", + "\n", + "genius = GeographyGenius(country=\"Japan\")\n", + "response = genius.call() # logs to langfuse\n", + "print(response.content)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fb6VXNG-KDIb" + }, + "source": [ + "[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/4df31bf6-5960-470d-8b2b-5deb6a5fe020?observation=90de9754-c5df-4c3d-8e38-87d507392495)\n", + "\n", + "![Trace of simple Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_simple.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-gTt8qBAqdUZ" + }, + "source": [ + "## Let's make this more complex\n", + "\n", + "We'll use\n", + "- Mirascope's `@with_langfuse` decorator to log the call to Langfuse within the Mirascope classes\n", + "- and Langfuse default [`@observe` decorator](https://langfuse.com/docs/sdk/python/decorators) which works with any Python function\n", + "\n", + "to create and trace a fun rap battle and group everything into a single trace." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xzjuB5VsiPf3", + "outputId": "efd35a18-e2cd-46d4-c659-839c9bee7497" + }, + "outputs": [], + "source": [ + "from openai.types.chat import ChatCompletionMessageParam\n", + "from mirascope.openai import OpenAICall\n", + "from langfuse.decorators import observe\n", + "\n", + "@with_langfuse\n", + "class Rapper(OpenAICall):\n", + " prompt_template = \"\"\"\n", + " SYSTEM: This is a rap battle. You are {person}. Make sure to defend you {position}. Only drop two lines at a time, make them rhyme.\n", + " MESSAGES: {history}\n", + " \"\"\"\n", + " history: list[ChatCompletionMessageParam] = []\n", + " person: str\n", + " position: str\n", + "\n", + "zuck = Rapper(person=\"Mark Zuckerberg\", position=\"Open source will win in VR/AR/Visual Computing\", history=[])\n", + "timapple = Rapper(person=\"Tim Cook\", position=\"Apple builds the best headsets as we are integrated in software and hardware\", history=[])\n", + "\n", + "# utility function to update the history of both rappers\n", + "def add_to_history(new_line: str, rapper: str):\n", + " zuck.history += [\n", + " {\"role\": \"assistant\" if rapper == \"zuck\" else \"user\", \"content\": new_line},\n", + " ]\n", + " timapple.history += [\n", + " {\"role\": \"assistant\" if rapper == \"timapple\" else \"user\", \"content\": new_line},\n", + " ]\n", + "\n", + "## use the langfuse @observe decorator to log any Python function and wrap all logs within it into a single trace\n", + "@observe()\n", + "def rap_battle(lines: int):\n", + "\n", + " # Make sure that the battle starts of juicy\n", + " add_to_history(\"Yo wassup Zuck, I hate OSS\", \"timapple\")\n", + "\n", + " for i in range(lines):\n", + " zuck_line = zuck.call()\n", + " print(f\"(Zuck): {zuck_line.content}\")\n", + " add_to_history(zuck_line.content, \"zuck\")\n", + "\n", + " timapple_line = timapple.call()\n", + " print(f\"(Tim Apple): {timapple_line.content}\")\n", + " add_to_history(timapple_line.content, \"timapple\")\n", + " return [item[\"content\"] for item in timapple.history]\n", + "\n", + "rap_battle(4);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "lL8LNzRFr4eW" + }, + "source": [ + "Head over to the Langfuse Traces table [in Langfuse Cloud](https://cloud.langfuse.com ) to see the entire chat history, token counts, cost, model, latencies and more\n", + "\n", + "[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/8b12f6aa-a7a4-4c12-82fc-f25c27a30f41)\n", + "\n", + "![Trace of complex Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_complex.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "sgNkqrAZsOnj" + }, + "source": [ + "## That's a wrap.\n", + "\n", + "There's a lot more you can do:\n", + "\n", + "- **Mirascope**: Head over to [their docs](https://https://docs.mirascope.io/latest/) to learn more about what you can do with the framework.\n", + "- **Langfuse**: Have a look at Evals, Datasets, Prompt Management to start exploring [all that Langfuse can do](https://langfuse.com/docs)." + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/next.config.mjs b/next.config.mjs index 79f11c805..11b4840af 100644 --- a/next.config.mjs +++ b/next.config.mjs @@ -159,6 +159,7 @@ const nonPermanentRedirects = [ ["/docs/integrations/openai/track-errors", "/docs/integrations/openai/python/track-errors"], ["/docs/integrations/openai/python", "/docs/integrations/openai/python/get-started"], ["/docs/integrations/openai/js", "/docs/integrations/openai/js/get-started"], + ["/docs/integrations/mirascope", "/docs/integrations/mirascope/tracing"], ["/docs/flowise", "/docs/integrations/flowise"], ["/docs/litellm", "/docs/integrations/litellm/tracing"], ["/docs/integrations/litellm", "/docs/integrations/litellm/tracing"], diff --git a/pages/changelog/2024-05-16-mirascope-integration.mdx b/pages/changelog/2024-05-16-mirascope-integration.mdx index 4c97f277f..006cc3482 100644 --- a/pages/changelog/2024-05-16-mirascope-integration.mdx +++ b/pages/changelog/2024-05-16-mirascope-integration.mdx @@ -48,7 +48,7 @@ This will give you: ## Learn more -import { BookOpen } from "lucide-react"; +import { BookOpen, FileCode } from "lucide-react"; } /> + } + /> diff --git a/pages/docs/integrations/mirascope/_meta.json b/pages/docs/integrations/mirascope/_meta.json new file mode 100644 index 000000000..38020a64f --- /dev/null +++ b/pages/docs/integrations/mirascope/_meta.json @@ -0,0 +1,4 @@ +{ + "tracing": "Tracing", + "example-python": "Example Notebook" +} diff --git a/pages/docs/integrations/mirascope/example-python.md b/pages/docs/integrations/mirascope/example-python.md new file mode 100644 index 000000000..350663091 --- /dev/null +++ b/pages/docs/integrations/mirascope/example-python.md @@ -0,0 +1,126 @@ +--- +description: Cookbook with examples of the Langfuse Integration for Mirascope (Python). +category: Integrations +--- + +# Cookbook: Mirascope x Langfuse integration + +[Mirascope](https://www.mirascope.io/) is a Python toolkit for building with LLMs. It allows devs to write Pythonic code while profiting from its abstractions to common LLM use cases and models. + +[Langfuse](https://langfuse.com/docs) is an open source LLM engineering platform. Traces, evals, prompt management and metrics to debug and improve your LLM application. + +With the [Langfuse <-> Mirascope integration](https://langfuse.com/docs/integrations/mirascope), you can log your application to Langfuse by adding the `@with_langfuse` decorator. + +Let's dive right in with some examples: + + +```python +# Install Mirascope and Langfuse +%pip install mirascope[all] langfuse +``` + + +```python +import os + +# Get keys for your project from the project settings page +# https://cloud.langfuse.com +os.environ["LANGFUSE_PUBLIC_KEY"] = "" +os.environ["LANGFUSE_SECRET_KEY"] = "" +os.environ["LANGFUSE_HOST"] = "https://cloud.langfuse.com" # πŸ‡ͺπŸ‡Ί EU region +# os.environ["LANGFUSE_HOST"] = "https://us.cloud.langfuse.com" # πŸ‡ΊπŸ‡Έ US region + +# Your openai key +os.environ["OPENAI_API_KEY"] = "" +``` + +## Log a first simple call + + +```python +from mirascope.langfuse import with_langfuse +from mirascope.openai import OpenAICall, OpenAICallParams + +@with_langfuse +class GeographyGenius(OpenAICall): + prompt_template = "What's the capital of {country}?" + country: str + call_params = OpenAICallParams(model="gpt-4o", temperature=1) + +genius = GeographyGenius(country="Japan") +response = genius.call() # logs to langfuse +print(response.content) +``` + +[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/4df31bf6-5960-470d-8b2b-5deb6a5fe020?observation=90de9754-c5df-4c3d-8e38-87d507392495) + +![Trace of simple Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_simple.png) + +## Let's make this more complex + +We'll use +- Mirascope's `@with_langfuse` decorator to log the call to Langfuse within the Mirascope classes +- and Langfuse default [`@observe` decorator](https://langfuse.com/docs/sdk/python/decorators) which works with any Python function + +to create and trace a fun rap battle and group everything into a single trace. + + +```python +from openai.types.chat import ChatCompletionMessageParam +from mirascope.openai import OpenAICall +from langfuse.decorators import observe + +@with_langfuse +class Rapper(OpenAICall): + prompt_template = """ + SYSTEM: This is a rap battle. You are {person}. Make sure to defend you {position}. Only drop two lines at a time, make them rhyme. + MESSAGES: {history} + """ + history: list[ChatCompletionMessageParam] = [] + person: str + position: str + +zuck = Rapper(person="Mark Zuckerberg", position="Open source will win in VR/AR/Visual Computing", history=[]) +timapple = Rapper(person="Tim Cook", position="Apple builds the best headsets as we are integrated in software and hardware", history=[]) + +# utility function to update the history of both rappers +def add_to_history(new_line: str, rapper: str): + zuck.history += [ + {"role": "assistant" if rapper == "zuck" else "user", "content": new_line}, + ] + timapple.history += [ + {"role": "assistant" if rapper == "timapple" else "user", "content": new_line}, + ] + +## use the langfuse @observe decorator to log any Python function and wrap all logs within it into a single trace +@observe() +def rap_battle(lines: int): + + # Make sure that the battle starts of juicy + add_to_history("Yo wassup Zuck, I hate OSS", "timapple") + + for i in range(lines): + zuck_line = zuck.call() + print(f"(Zuck): {zuck_line.content}") + add_to_history(zuck_line.content, "zuck") + + timapple_line = timapple.call() + print(f"(Tim Apple): {timapple_line.content}") + add_to_history(timapple_line.content, "timapple") + return [item["content"] for item in timapple.history] + +rap_battle(4); +``` + +Head over to the Langfuse Traces table [in Langfuse Cloud](https://cloud.langfuse.com ) to see the entire chat history, token counts, cost, model, latencies and more + +[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/8b12f6aa-a7a4-4c12-82fc-f25c27a30f41) + +![Trace of complex Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_complex.png) + +## That's a wrap. + +There's a lot more you can do: + +- **Mirascope**: Head over to [their docs](https://https://docs.mirascope.io/latest/) to learn more about what you can do with the framework. +- **Langfuse**: Have a look at Evals, Datasets, Prompt Management to start exploring [all that Langfuse can do](https://langfuse.com/docs). diff --git a/pages/docs/integrations/mirascope.mdx b/pages/docs/integrations/mirascope/tracing.mdx similarity index 95% rename from pages/docs/integrations/mirascope.mdx rename to pages/docs/integrations/mirascope/tracing.mdx index 546d5d751..36f3d4042 100644 --- a/pages/docs/integrations/mirascope.mdx +++ b/pages/docs/integrations/mirascope/tracing.mdx @@ -112,9 +112,14 @@ This will give you the same view as you would get from using the [OpenAI integra ## Learn more -import { BookOpen } from "lucide-react"; +import { BookOpen, FileCode } from "lucide-react"; + } + /> Mirascope integration](https://langfuse.com/docs/integrations/mirascope), you can log your application to Langfuse by adding the `@with_langfuse` decorator. + +Let's dive right in with some examples: + + +```python +# Install Mirascope and Langfuse +%pip install mirascope[all] langfuse +``` + + +```python +import os + +# Get keys for your project from the project settings page +# https://cloud.langfuse.com +os.environ["LANGFUSE_PUBLIC_KEY"] = "" +os.environ["LANGFUSE_SECRET_KEY"] = "" +os.environ["LANGFUSE_HOST"] = "https://cloud.langfuse.com" # πŸ‡ͺπŸ‡Ί EU region +# os.environ["LANGFUSE_HOST"] = "https://us.cloud.langfuse.com" # πŸ‡ΊπŸ‡Έ US region + +# Your openai key +os.environ["OPENAI_API_KEY"] = "" +``` + +## Log a first simple call + + +```python +from mirascope.langfuse import with_langfuse +from mirascope.openai import OpenAICall, OpenAICallParams + +@with_langfuse +class GeographyGenius(OpenAICall): + prompt_template = "What's the capital of {country}?" + country: str + call_params = OpenAICallParams(model="gpt-4o", temperature=1) + +genius = GeographyGenius(country="Japan") +response = genius.call() # logs to langfuse +print(response.content) +``` + +[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/4df31bf6-5960-470d-8b2b-5deb6a5fe020?observation=90de9754-c5df-4c3d-8e38-87d507392495) + +![Trace of simple Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_simple.png) + +## Let's make this more complex + +We'll use +- Mirascope's `@with_langfuse` decorator to log the call to Langfuse within the Mirascope classes +- and Langfuse default [`@observe` decorator](https://langfuse.com/docs/sdk/python/decorators) which works with any Python function + +to create and trace a fun rap battle and group everything into a single trace. + + +```python +from openai.types.chat import ChatCompletionMessageParam +from mirascope.openai import OpenAICall +from langfuse.decorators import observe + +@with_langfuse +class Rapper(OpenAICall): + prompt_template = """ + SYSTEM: This is a rap battle. You are {person}. Make sure to defend you {position}. Only drop two lines at a time, make them rhyme. + MESSAGES: {history} + """ + history: list[ChatCompletionMessageParam] = [] + person: str + position: str + +zuck = Rapper(person="Mark Zuckerberg", position="Open source will win in VR/AR/Visual Computing", history=[]) +timapple = Rapper(person="Tim Cook", position="Apple builds the best headsets as we are integrated in software and hardware", history=[]) + +# utility function to update the history of both rappers +def add_to_history(new_line: str, rapper: str): + zuck.history += [ + {"role": "assistant" if rapper == "zuck" else "user", "content": new_line}, + ] + timapple.history += [ + {"role": "assistant" if rapper == "timapple" else "user", "content": new_line}, + ] + +## use the langfuse @observe decorator to log any Python function and wrap all logs within it into a single trace +@observe() +def rap_battle(lines: int): + + # Make sure that the battle starts of juicy + add_to_history("Yo wassup Zuck, I hate OSS", "timapple") + + for i in range(lines): + zuck_line = zuck.call() + print(f"(Zuck): {zuck_line.content}") + add_to_history(zuck_line.content, "zuck") + + timapple_line = timapple.call() + print(f"(Tim Apple): {timapple_line.content}") + add_to_history(timapple_line.content, "timapple") + return [item["content"] for item in timapple.history] + +rap_battle(4); +``` + +Head over to the Langfuse Traces table [in Langfuse Cloud](https://cloud.langfuse.com ) to see the entire chat history, token counts, cost, model, latencies and more + +[**Example trace**](https://cloud.langfuse.com/project/cloramnkj0002jz088vzn1ja4/traces/8b12f6aa-a7a4-4c12-82fc-f25c27a30f41) + +![Trace of complex Mirascope execution in Langfuse](https://langfuse.com/images/cookbook/integration_mirascope_complex.png) + +## That's a wrap. + +There's a lot more you can do: + +- **Mirascope**: Head over to [their docs](https://https://docs.mirascope.io/latest/) to learn more about what you can do with the framework. +- **Langfuse**: Have a 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