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feat(genai): add prompt template example #12764
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feat(genai): add prompt template example
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feat(genai): fix spelling, restructure comments, fix syntax
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feat(genai): update comment, restructure variables and prompt assembl…
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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. | ||
| import os | ||
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| from vertexai.generative_models import GenerationResponse | ||
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| PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT") | ||
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| def prompt_template_example() -> list[GenerationResponse]: | ||
| """Build a parameterized prompt template to generate content with multiple variable sets""" | ||
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| # [START generativeaionvertexai_prompt_template] | ||
| import vertexai | ||
| from vertexai.preview.prompts import Prompt | ||
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| # Initialize vertexai | ||
| vertexai.init(project=PROJECT_ID, location="us-central1") | ||
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| variables = [ | ||
| {"animal": "Eagles", "activity": "eat berries"}, | ||
| {"animal": "Coyotes", "activity": "jump"}, | ||
| {"animal": "Squirrels", "activity": "fly"} | ||
| ] | ||
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| # define prompt template | ||
| prompt = Prompt( | ||
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| prompt_data="Do {animal} {activity}?", | ||
| model_name="gemini-1.5-flash-002", | ||
| variables=variables, | ||
| system_instruction="You are a helpful zoologist" | ||
| # generation_config=generation_config, # Optional | ||
| # safety_settings=safety_settings, # Optional | ||
| ) | ||
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| # Generates content using the assembled prompt. | ||
| responses = [] | ||
| for variable_set in prompt.variables: | ||
| response = prompt.generate_content( | ||
| contents=prompt.assemble_contents(**variable_set) | ||
| ) | ||
| responses.append(response) | ||
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| for response in responses: | ||
| print(response.text, end="") | ||
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| # Example response | ||
| # Assembled prompt replacing: 1 instances of variable animal, 1 instances of variable activity | ||
| # Eagles are primarily carnivorous. While they might *accidentally* ingest a berry...... | ||
| # [END generativeaionvertexai_prompt_template] | ||
| return responses | ||
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| if __name__ == "__main__": | ||
| prompt_template_example() | ||
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| @@ -0,0 +1,20 @@ | ||
| # 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 prompt_template | ||
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| def test_prompt_template() -> None: | ||
| text = prompt_template.prompt_template_example() | ||
| assert len(text) > 2 |
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