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| 1 | +# Copyright 2024 Google LLC |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# https://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | + |
| 15 | +import os |
| 16 | + |
| 17 | +PROJECT_ID = os.getenv("GOOGLE_CLOUD_PROJECT") |
| 18 | + |
| 19 | + |
| 20 | +def generate_text() -> str: |
| 21 | + # [START generativeaionvertexai_gemini_safety_settings] |
| 22 | + import vertexai |
| 23 | + |
| 24 | + from vertexai.generative_models import ( |
| 25 | + GenerativeModel, |
| 26 | + HarmCategory, |
| 27 | + HarmBlockThreshold, |
| 28 | + Part, |
| 29 | + SafetySetting, |
| 30 | + ) |
| 31 | + |
| 32 | + # TODO(developer): Update and un-comment below line |
| 33 | + # PROJECT_ID = "your-project-id" |
| 34 | + vertexai.init(project=PROJECT_ID, location="us-central1") |
| 35 | + |
| 36 | + model = GenerativeModel("gemini-1.5-flash-001") |
| 37 | + |
| 38 | + # Safety config |
| 39 | + safety_config = [ |
| 40 | + SafetySetting( |
| 41 | + category=HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT, |
| 42 | + threshold=HarmBlockThreshold.BLOCK_LOW_AND_ABOVE, |
| 43 | + ), |
| 44 | + SafetySetting( |
| 45 | + category=HarmCategory.HARM_CATEGORY_HARASSMENT, |
| 46 | + threshold=HarmBlockThreshold.BLOCK_LOW_AND_ABOVE, |
| 47 | + ), |
| 48 | + ] |
| 49 | + |
| 50 | + image_file = Part.from_uri( |
| 51 | + "gs://cloud-samples-data/generative-ai/image/scones.jpg", "image/jpeg" |
| 52 | + ) |
| 53 | + |
| 54 | + # Generate content |
| 55 | + response = model.generate_content( |
| 56 | + [image_file, "What is in this image?"], |
| 57 | + safety_settings=safety_config, |
| 58 | + ) |
| 59 | + |
| 60 | + print(response.text) |
| 61 | + print(response.candidates[0].safety_ratings) |
| 62 | + # Example response: |
| 63 | + # The image contains a beautiful arrangement of blueberry scones, flowers, coffee, and blueberries. |
| 64 | + # The scene is set on a rustic blue background. The image evokes a sense of comfort and indulgence. |
| 65 | + # ... |
| 66 | + |
| 67 | + # [END generativeaionvertexai_gemini_safety_settings] |
| 68 | + return response.text |
| 69 | + |
| 70 | + |
| 71 | +if __name__ == "__main__": |
| 72 | + generate_text() |
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