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feat(genai): Add Content Cache example using Gemini 1.5 models (#13164)
* feat(genai): Add Content Cache example using Gemini 1.5 models Example include how to create, update, delete and use Content Cache. * Update genai/content_cache/contentcache_list.py Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com> * Update genai/content_cache/contentcache_list.py Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com> * Update genai/content_cache/contentcache_list.py Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com> * Update genai/content_cache/contentcache_update.py Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com> * feat: Using `input` instead of `raw_input` * feat: Update imports order * fix: region tag mismatch * fix: Add required ENV vars * fix: using `v1beta1` instead of `v1` --------- Co-authored-by: Holt Skinner <13262395+holtskinner@users.noreply.github.com>
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genai/content_cache/contentcache_create_with_txt_gcs_pdf.py
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# Copyright 2025 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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def create_content_cache() -> str: | ||
# [START googlegenaisdk_contentcache_create_with_txt_gcs_pdf] | ||
from google import genai | ||
from google.genai.types import Content, CreateCachedContentConfig, HttpOptions, Part | ||
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client = genai.Client(http_options=HttpOptions(api_version="v1beta1")) | ||
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system_instruction = """ | ||
You are an expert researcher. You always stick to the facts in the sources provided, and never make up new facts. | ||
Now look at these research papers, and answer the following questions. | ||
""" | ||
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contents = [ | ||
Content( | ||
role="user", | ||
parts=[ | ||
Part.from_uri( | ||
file_uri="gs://cloud-samples-data/generative-ai/pdf/2312.11805v3.pdf", | ||
mime_type="application/pdf", | ||
), | ||
Part.from_uri( | ||
file_uri="gs://cloud-samples-data/generative-ai/pdf/2403.05530.pdf", | ||
mime_type="application/pdf", | ||
), | ||
], | ||
) | ||
] | ||
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content_cache = client.caches.create( | ||
model="gemini-1.5-pro-002", | ||
config=CreateCachedContentConfig( | ||
contents=contents, | ||
system_instruction=system_instruction, | ||
display_name="example-cache", | ||
ttl="86400s", | ||
), | ||
) | ||
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print(content_cache.name) | ||
print(content_cache.usage_metadata) | ||
# Example response: | ||
# projects/111111111111/locations/us-central1/cachedContents/1111111111111111111 | ||
# CachedContentUsageMetadata(audio_duration_seconds=None, image_count=167, | ||
# text_count=153, total_token_count=43130, video_duration_seconds=None) | ||
# [END googlegenaisdk_contentcache_create_with_txt_gcs_pdf] | ||
return content_cache.name | ||
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if __name__ == "__main__": | ||
create_content_cache() |
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# Copyright 2025 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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def delete_context_caches(cache_name: str) -> str: | ||
# [START googlegenaisdk_contentcache_delete] | ||
from google import genai | ||
from google.genai.types import HttpOptions | ||
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client = genai.Client(http_options=HttpOptions(api_version="v1beta1")) | ||
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# Delete content cache using name | ||
# E.g cache_name = 'projects/111111111111/locations/us-central1/cachedContents/1111111111111111111' | ||
client.caches.delete(name=cache_name) | ||
print("Deleted Cache", cache_name) | ||
# Example response | ||
# Deleted Cache projects/111111111111/locations/us-central1/cachedContents/1111111111111111111 | ||
# [END googlegenaisdk_contentcache_delete] | ||
return cache_name | ||
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if __name__ == "__main__": | ||
cache_name = input("Cache Name: ") | ||
delete_context_caches(cache_name) |
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# Copyright 2025 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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def list_context_caches() -> str: | ||
# [START googlegenaisdk_contentcache_list] | ||
from google import genai | ||
from google.genai.types import HttpOptions | ||
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client = genai.Client(http_options=HttpOptions(api_version="v1beta1")) | ||
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content_cache_list = client.caches.list() | ||
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# Access individual properties of a ContentCache object(s) | ||
for content_cache in content_cache_list: | ||
print(f"Cache `{content_cache.name}` for model `{content_cache.model}`") | ||
print(f"Last updated at: {content_cache.update_time}") | ||
print(f"Expires at: {content_cache.expire_time}") | ||
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# Example response: | ||
# * Cache `projects/111111111111/locations/us-central1/cachedContents/1111111111111111111` for | ||
# model `projects/111111111111/locations/us-central1/publishers/google/models/gemini-XXX-pro-XXX` | ||
# * Last updated at: 2025-02-13 14:46:42.620490+00:00 | ||
# * CachedContentUsageMetadata(audio_duration_seconds=None, image_count=167, text_count=153, total_token_count=43130, video_duration_seconds=None) | ||
# ... | ||
# [END googlegenaisdk_contentcache_list] | ||
return [content_cache.name for content_cache in content_cache_list] | ||
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if __name__ == "__main__": | ||
list_context_caches() |
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# Copyright 2025 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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def update_content_cache(cache_name: str) -> str: | ||
# [START googlegenaisdk_contentcache_update] | ||
from datetime import datetime as dt | ||
from datetime import timezone as tz | ||
from datetime import timedelta | ||
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from google import genai | ||
from google.genai.types import HttpOptions, UpdateCachedContentConfig | ||
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client = genai.Client(http_options=HttpOptions(api_version="v1beta1")) | ||
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# Get content cache by name | ||
# cache_name = "projects/111111111111/locations/us-central1/cachedContents/1111111111111111111" | ||
content_cache = client.caches.get(name=cache_name) | ||
print("Expire time", content_cache.expire_time) | ||
# Example response | ||
# Expire time 2025-02-20 15:50:18.434482+00:00 | ||
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# Update expire time using TTL | ||
content_cache = client.caches.update( | ||
name=cache_name, config=UpdateCachedContentConfig(ttl="36000s") | ||
) | ||
time_diff = content_cache.expire_time - dt.now(tz.utc) | ||
print("Expire time(after update):", content_cache.expire_time) | ||
print("Expire time(in seconds):", time_diff.seconds) | ||
# Example response | ||
# Expire time(after update): 2025-02-14 01:51:42.571696+00:00 | ||
# Expire time(in seconds): 35999 | ||
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# Update expire time using specific time stamp | ||
next_week_utc = dt.now(tz.utc) + timedelta(days=7) | ||
content_cache = client.caches.update( | ||
name=cache_name, config=UpdateCachedContentConfig(expireTime=next_week_utc) | ||
) | ||
print("Expire time(after update):", content_cache.expire_time) | ||
# Example response | ||
# Expire time(after update): 2025-02-20 15:51:42.614968+00:00 | ||
# [END googlegenaisdk_contentcache_update] | ||
return cache_name | ||
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if __name__ == "__main__": | ||
cache_name = input("Cache Name: ") | ||
update_content_cache(cache_name) |
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# Copyright 2025 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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def generate_content(cache_name: str) -> str: | ||
# [START googlegenaisdk_contentcache_use_with_txt] | ||
from google import genai | ||
from google.genai.types import GenerateContentConfig, HttpOptions | ||
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client = genai.Client(http_options=HttpOptions(api_version="v1beta1")) | ||
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# Use content cache to generate text response | ||
# E.g cache_name = 'projects/111111111111/locations/us-central1/cachedContents/1111111111111111111' | ||
response = client.models.generate_content( | ||
model='gemini-1.5-pro-002', | ||
contents='Summarize the pdfs', | ||
config=GenerateContentConfig( | ||
cached_content=cache_name, | ||
), | ||
) | ||
print(response.text) | ||
# Example response | ||
# The Gemini family of multimodal models from Google DeepMind demonstrates remarkable capabilities across various | ||
# modalities, including image, audio, video, and text.... | ||
# [END googlegenaisdk_contentcache_use_with_txt] | ||
return response.text | ||
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if __name__ == "__main__": | ||
cache_name = input("Cache Name: ") | ||
generate_content(cache_name) |
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# Copyright 2021 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 | ||
# | ||
# http://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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# Default TEST_CONFIG_OVERRIDE for python repos. | ||
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# You can copy this file into your directory, then it will be imported from | ||
# the noxfile.py. | ||
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# The source of truth: | ||
# https://github.com/GoogleCloudPlatform/python-docs-samples/blob/main/noxfile_config.py | ||
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TEST_CONFIG_OVERRIDE = { | ||
# You can opt out from the test for specific Python versions. | ||
"ignored_versions": ["2.7", "3.7", "3.8", "3.10", "3.11", "3.12"], | ||
# Old samples are opted out of enforcing Python type hints | ||
# All new samples should feature them | ||
"enforce_type_hints": True, | ||
# An envvar key for determining the project id to use. Change it | ||
# to 'BUILD_SPECIFIC_GCLOUD_PROJECT' if you want to opt in using a | ||
# build specific Cloud project. You can also use your own string | ||
# to use your own Cloud project. | ||
"gcloud_project_env": "GOOGLE_CLOUD_PROJECT", | ||
# 'gcloud_project_env': 'BUILD_SPECIFIC_GCLOUD_PROJECT', | ||
# If you need to use a specific version of pip, | ||
# change pip_version_override to the string representation | ||
# of the version number, for example, "20.2.4" | ||
"pip_version_override": None, | ||
# A dictionary you want to inject into your test. Don't put any | ||
# secrets here. These values will override predefined values. | ||
"envs": {}, | ||
} |
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google-api-core==2.24.0 | ||
pytest==8.2.0 |
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google-genai==1.2.0 |
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# Copyright 2025 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 contentcache_create_with_txt_gcs_pdf | ||
import contentcache_delete | ||
import contentcache_list | ||
import contentcache_update | ||
import contentcache_use_with_txt | ||
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os.environ["GOOGLE_GENAI_USE_VERTEXAI"] = "True" | ||
os.environ["GOOGLE_CLOUD_LOCATION"] = "us-central1" | ||
# The project name is included in the CICD pipeline | ||
# os.environ['GOOGLE_CLOUD_PROJECT'] = "add-your-project-name" | ||
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def test_content_cache() -> None: | ||
# Create a Cache | ||
cache_name = contentcache_create_with_txt_gcs_pdf.create_content_cache() | ||
assert cache_name | ||
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# List cache | ||
assert contentcache_list.list_context_caches() | ||
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# Update cache | ||
assert contentcache_update.update_content_cache(cache_name) | ||
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# Use cache | ||
assert contentcache_use_with_txt.generate_content(cache_name) | ||
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# Delete cache | ||
assert contentcache_delete.delete_context_caches(cache_name) | ||
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if __name__ == "__main__": | ||
test_content_cache() |