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Add tool use sample for Claude model (#11807)
* add sample for anthropic tool use * lint --------- Co-authored-by: Huy Ngo <huyngo@google.com>
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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# [START aiplatform_claude_3_tool_use] | ||
# TODO(developer): Vertex AI SDK - uncomment below & run | ||
# pip3 install --upgrade --user google-cloud-aiplatform | ||
# gcloud auth application-default login | ||
# pip3 install -U 'anthropic[vertex]' | ||
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from anthropic import AnthropicVertex | ||
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def tool_use(project_id: str, region: str) -> object: | ||
client = AnthropicVertex(region=region, project_id=project_id) | ||
message = client.messages.create( | ||
model="claude-3-opus@20240229", | ||
max_tokens=1024, | ||
tools=[ | ||
{ | ||
"name": "text_search_places_api", | ||
"description": "returns information about a set of places based on a string", | ||
"input_schema": { | ||
"type": "object", | ||
"properties": { | ||
"textQuery": { | ||
"type": "string", | ||
"description": "The text string on which to search" | ||
}, | ||
"priceLevels": { | ||
"type": "array", | ||
"description": "Price levels to query places, value can be one of [PRICE_LEVEL_INEXPENSIVE, PRICE_LEVEL_MODERATE, PRICE_LEVEL_EXPENSIVE, PRICE_LEVEL_VERY_EXPENSIVE]", | ||
}, | ||
"openNow": { | ||
"type": "boolean", | ||
"description": "whether those places are open for business." | ||
}, | ||
}, | ||
"required": ["textQuery"] | ||
} | ||
} | ||
], | ||
messages=[ | ||
{ | ||
"role": "user", | ||
"content": "What are some affordable and good Italian restaurants open now in San Francisco??" | ||
} | ||
], | ||
) | ||
print(message.model_dump_json(indent=2)) | ||
return message | ||
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# [END aiplatform_claude_3_tool_use] | ||
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if __name__ == "__main__": | ||
tool_use() |
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# Copyright 2024 Google LLC | ||
# | ||
# Licensed under the Apache License, Version 2.0 (the "License"); | ||
# you may not use this file except in compliance with the License. | ||
# You may obtain a copy of the License at | ||
# | ||
# https://www.apache.org/licenses/LICENSE-2.0 | ||
# | ||
# Unless required by applicable law or agreed to in writing, software | ||
# distributed under the License is distributed on an "AS IS" BASIS, | ||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
# See the License for the specific language governing permissions and | ||
# limitations under the License. | ||
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import os | ||
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import backoff | ||
from google.api_core.exceptions import ResourceExhausted | ||
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import anthropic_claude_3_tool_use | ||
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_PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT") | ||
_LOCATION = "us-east5" | ||
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@backoff.on_exception(backoff.expo, ResourceExhausted, max_time=10) | ||
def tool_use_test() -> None: | ||
response = anthropic_claude_3_tool_use.tool_use( | ||
project_id=_PROJECT_ID, region=_LOCATION | ||
) | ||
json_response = response.model_dump_json(indent=2) | ||
assert "restaurant" in json_response | ||
assert "tool_use" in json_response | ||
assert "text_search_places_api" in json_response |