Files
courses/tool_use/02_structured_outputs.ipynb
2024-11-26 12:58:55 -05:00

571 lines
251 KiB
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**whenever Claude wants to use a tool, it already responds using the perfectly structured format we told it to use when we defined the tool.**"
]
},
{
"attachments": {
"structured_response.png": {
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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"# Conceptual overview\n",
"\n",
"In this lesson, we're going to \"trick\" Claude by telling it about a particular tool, but we won't need to actually call the underlying tool function. We're using the tool as a way of forcing a particular structure of response, as seen in this diagram:\n",
"\n",
"![structured_response.png](attachment:structured_response.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Sentiment analysis\n",
"Let's start with a simple example. Suppose we want Claude to analyze the sentiment in some text and respond with a JSON object that follows this shape: \n",
"\n",
"```\n",
"{\n",
" \"negative_score\": 0.6,\n",
" \"neutral_score\": 0.3,\n",
" \"positive_score\": 0.1\n",
"}\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All we have to do is define a tool that captures this shape using JSON Schema. Here's a potential implementation: "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"tools = [\n",
" {\n",
" \"toolSpec\": {\n",
"\n",
" \"name\": \"print_sentiment_scores\",\n",
" \"description\": \"Prints the sentiment scores of a given text.\",\n",
" \"inputSchema\": {\n",
" \"json\": {\n",
"\n",
" \"type\": \"object\",\n",
" \"properties\": {\n",
" \"positive_score\": {\"type\": \"number\", \"description\": \"The positive sentiment score, ranging from 0.0 to 1.0.\"},\n",
" \"negative_score\": {\"type\": \"number\", \"description\": \"The negative sentiment score, ranging from 0.0 to 1.0.\"},\n",
" \"neutral_score\": {\"type\": \"number\", \"description\": \"The neutral sentiment score, ranging from 0.0 to 1.0.\"}\n",
" },\n",
" \"required\": [\"positive_score\", \"negative_score\", \"neutral_score\"]\n",
" }\n",
" }\n",
" }\n",
" }\n",
"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can tell Claude about this tool and explicitly tell Claude to use it, to ensure that it actually does use it. We should get a response telling us that Claude wants to use a tool. The tool use response should contain all the data in the exact format we want."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import boto3\n",
"\n",
"bedrock_client = boto3.client(service_name='bedrock-runtime', region_name=\"us-west-2\")\n",
"model_id = \"anthropic.claude-3-5-sonnet-20241022-v2:0\"\n",
"\n",
"tweet = \"I'm a HUGE hater of pickles. I actually despise pickles. They are garbage.\"\n",
"\n",
"query = f\"\"\"\n",
"<text>\n",
"{tweet}\n",
"</text>\n",
"\n",
"Only use the print_sentiment_scores tool.\n",
"\"\"\"\n",
"\n",
"messages = [{\n",
" \"role\": \"user\",\n",
" \"content\": [{\"text\": query}]\n",
"}]\n",
"\n",
"inference_config={\"maxTokens\":400}\n",
"tool_config = {\"tools\":tools}\n",
"\n",
"# Send the message.\n",
"response = bedrock_client.converse(\n",
" modelId=model_id,\n",
" messages=messages,\n",
" inferenceConfig=inference_config,\n",
" toolConfig=tool_config,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'text': 'I\\'ll help you analyze the sentiment of this text about pickles using the print_sentiment_scores tool. Based on the strong negative language used (\"HUGE hater,\" \"despise,\" \"garbage\"), this appears to be a very negative statement.'},\n",
" {'toolUse': {'toolUseId': 'tooluse_QVZ2pwyORuuWI4eiYwrU1A',\n",
" 'name': 'print_sentiment_scores',\n",
" 'input': {'positive_score': 0.0,\n",
" 'negative_score': 0.9,\n",
" 'neutral_score': 0.1}}}]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"response[\"output\"][\"message\"][\"content\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sentiment Analysis (JSON):\n",
"{\n",
" \"positive_score\": 0.0,\n",
" \"negative_score\": 0.9,\n",
" \"neutral_score\": 0.1\n",
"}\n"
]
}
],
"source": [
"import json\n",
"json_sentiment = None\n",
"for content in response[\"output\"][\"message\"][\"content\"]:\n",
" if content.get(\"toolUse\") is not None and content[\"toolUse\"][\"name\"] == \"print_sentiment_scores\":\n",
" json_sentiment = content[\"toolUse\"][\"input\"]\n",
" break\n",
"\n",
"if json_sentiment:\n",
" print(\"Sentiment Analysis (JSON):\")\n",
" print(json.dumps(json_sentiment, indent=2))\n",
"else:\n",
" print(\"No sentiment analysis found in the response.\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It works! Now let's turn that into a reusable function that takes a tweet or article and then prints or returns the sentiment analysis as JSON."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"def analyze_sentiment(content):\n",
"\n",
" query = f\"\"\"\n",
" <text>\n",
" {content}\n",
" </text>\n",
"\n",
" Only use the print_sentiment_scores tool.\n",
" \"\"\"\n",
"\n",
" messages = [{\n",
" \"role\": \"user\",\n",
" \"content\": [{\"text\": query}]\n",
" }]\n",
"\n",
" inference_config={\"maxTokens\":400}\n",
" tool_config = {\"tools\":tools}\n",
"\n",
" # Send the message.\n",
" response = bedrock_client.converse(\n",
" modelId=model_id,\n",
" messages=messages,\n",
" inferenceConfig=inference_config,\n",
" toolConfig=tool_config,\n",
" )\n",
"\n",
" json_sentiment = None\n",
" for content in response[\"output\"][\"message\"][\"content\"]:\n",
" if content.get(\"toolUse\") is not None and content[\"toolUse\"][\"name\"] == \"print_sentiment_scores\":\n",
" json_sentiment = content[\"toolUse\"][\"input\"]\n",
" break\n",
"\n",
" if json_sentiment:\n",
" print(\"Sentiment Analysis (JSON):\")\n",
" print(json.dumps(json_sentiment, indent=2))\n",
" else:\n",
" print(\"No sentiment analysis found in the response.\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sentiment Analysis (JSON):\n",
"{\n",
" \"positive_score\": 0.9,\n",
" \"negative_score\": 0.0,\n",
" \"neutral_score\": 0.1\n",
"}\n"
]
}
],
"source": [
"analyze_sentiment(\"OMG I absolutely love taking bubble baths soooo much!!!!\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sentiment Analysis (JSON):\n",
"{\n",
" \"positive_score\": 0.0,\n",
" \"negative_score\": 0.0,\n",
" \"neutral_score\": 1.0\n",
"}\n"
]
}
],
"source": [
"analyze_sentiment(\"Honestly I have no opinion on taking baths\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Forcing tool use with `tool_choice` \n",
"\n",
"Currently we're \"forcing\" Claude to use our `print_sentiment_scores` tool through prompting. In our prompt, we write `Only use the print_sentiment_scores tool.` which usually works, but there's a better way! We can actually force Claude to use a specific tool using the `tool_choice` parameter:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"tool_choice={\"type\": \"tool\", \"name\": \"print_sentiment_scores\"}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above code tells Claude that it must respond by calling the `print_sentiment_scores` tool. Let's update our function to use it:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"\n",
"\n",
"def analyze_sentiment(content):\n",
"\n",
" query = f\"\"\"\n",
" <text>\n",
" {content}\n",
" </text>\n",
"\n",
" Only use the print_sentiment_scores tool.\n",
" \"\"\"\n",
"\n",
" messages = [{\n",
" \"role\": \"user\",\n",
" \"content\": [{\"text\": query}]\n",
" }]\n",
"\n",
" inference_config={\"maxTokens\":400}\n",
" tool_config = {\"tools\":tools, \"tool\" : {\"name\" : \"top_song\"}}\n",
"\n",
" # Send the message.\n",
" response = bedrock_client.converse(\n",
" modelId=model_id,\n",
" messages=messages,\n",
" inferenceConfig=inference_config,\n",
" toolConfig=tool_config,\n",
" )\n",
"\n",
" json_sentiment = None\n",
" for content in response[\"output\"][\"message\"][\"content\"]:\n",
" if content.get(\"toolUse\") is not None and content[\"toolUse\"][\"name\"] == \"print_sentiment_scores\":\n",
" json_sentiment = content[\"toolUse\"][\"input\"]\n",
" break\n",
"\n",
" if json_sentiment:\n",
" print(\"Sentiment Analysis (JSON):\")\n",
" print(json.dumps(json_sentiment, indent=2))\n",
" else:\n",
" print(\"No sentiment analysis found in the response.\")\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll cover `tool_choice` in greater detail in an upcoming lesson."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Entity extraction example\n",
"\n",
"Let's use this same approach to get Claude to generate nicely formatted JSON that contains entities like people, organizations, and locations extracted from a text sample:\n"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'text': \"I'll help you print the named entities from the given text. I can identify several entities including people, organizations, and locations from the document. Let me use the print_entities tool to display them.\"}\n",
"{'toolUse': {'toolUseId': 'tooluse_F697befVRnqIOd2NzTX-9g', 'name': 'print_entities', 'input': {'entities': [{'name': 'John', 'type': 'PERSON', 'context': 'John works at Google in New York'}, {'name': 'Google', 'type': 'ORGANIZATION', 'context': 'John works at Google in New York'}, {'name': 'New York', 'type': 'LOCATION', 'context': 'John works at Google in New York'}, {'name': 'Sarah', 'type': 'PERSON', 'context': 'He met with Sarah, the CEO of Acme Inc.'}, {'name': 'Acme Inc.', 'type': 'ORGANIZATION', 'context': 'the CEO of Acme Inc.'}, {'name': 'San Francisco', 'type': 'LOCATION', 'context': 'last week in San Francisco'}]}}}\n",
"Sentiment Analysis (JSON):\n",
"{\n",
" \"entities\": [\n",
" {\n",
" \"name\": \"John\",\n",
" \"type\": \"PERSON\",\n",
" \"context\": \"John works at Google in New York\"\n",
" },\n",
" {\n",
" \"name\": \"Google\",\n",
" \"type\": \"ORGANIZATION\",\n",
" \"context\": \"John works at Google in New York\"\n",
" },\n",
" {\n",
" \"name\": \"New York\",\n",
" \"type\": \"LOCATION\",\n",
" \"context\": \"John works at Google in New York\"\n",
" },\n",
" {\n",
" \"name\": \"Sarah\",\n",
" \"type\": \"PERSON\",\n",
" \"context\": \"He met with Sarah, the CEO of Acme Inc.\"\n",
" },\n",
" {\n",
" \"name\": \"Acme Inc.\",\n",
" \"type\": \"ORGANIZATION\",\n",
" \"context\": \"the CEO of Acme Inc.\"\n",
" },\n",
" {\n",
" \"name\": \"San Francisco\",\n",
" \"type\": \"LOCATION\",\n",
" \"context\": \"last week in San Francisco\"\n",
" }\n",
" ]\n",
"}\n"
]
}
],
"source": [
"import json\n",
"\n",
"tools = [\n",
" {\n",
" \"toolSpec\": {\n",
" \"name\": \"print_entities\",\n",
" \"description\": \"Prints extract named entities.\",\n",
" \"inputSchema\": {\n",
" \"json\": {\n",
" \"type\": \"object\",\n",
" \"properties\": {\n",
" \"entities\": {\n",
" \"type\": \"array\",\n",
" \"items\": {\n",
" \"type\": \"object\",\n",
" \"properties\": {\n",
" \"name\": {\"type\": \"string\", \"description\": \"The extracted entity name.\"},\n",
" \"type\": {\"type\": \"string\", \"description\": \"The entity type (e.g., PERSON, ORGANIZATION, LOCATION).\"},\n",
" \"context\": {\"type\": \"string\", \"description\": \"The context in which the entity appears in the text.\"}\n",
" },\n",
" \"required\": [\"name\", \"type\", \"context\"]\n",
" }\n",
" }\n",
" },\n",
" \"required\": [\"entities\"]\n",
" }\n",
" }\n",
" }\n",
" }\n",
"]\n",
"\n",
"text = \"John works at Google in New York. He met with Sarah, the CEO of Acme Inc., last week in San Francisco.\"\n",
"\n",
"query = f\"\"\"\n",
"<document>\n",
"{text}\n",
"</document>\n",
"\n",
"Use the print_entities tool.\n",
"\"\"\"\n",
"\n",
"messages = [\n",
" {\n",
" \"role\": \"user\",\n",
" \"content\": [{\"text\": query}]\n",
" }\n",
"]\n",
"\n",
"inference_config={\"maxTokens\":400}\n",
"tool_config = {\"tools\":tools, \"tool\" : {\"name\" : \"print_entities\"}}\n",
"\n",
"# Send the message.\n",
"response = bedrock_client.converse(\n",
" modelId=model_id,\n",
" messages=messages,\n",
" inferenceConfig=inference_config,\n",
" toolConfig={\"tools\":tools}\n",
")\n",
"\n",
"json_sentiment = None\n",
"for content in response[\"output\"][\"message\"][\"content\"]:\n",
" print(content)\n",
" if content.get(\"toolUse\") is not None and content[\"toolUse\"][\"name\"] == \"print_entities\":\n",
" json_sentiment = content[\"toolUse\"][\"input\"]\n",
" break\n",
"\n",
"if json_sentiment:\n",
" print(\"Sentiment Analysis (JSON):\")\n",
" print(json.dumps(json_sentiment, indent=2))\n",
"else:\n",
" print(\"No sentiment analysis found in the response.\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"***"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "py311",
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"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
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