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13 Commits

Author SHA1 Message Date
Liang Wu c6b1c74321 docs: add thinking_config in generate_content_config in example agent
Closes https://github.com/google/adk-python/issues/3905

Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 869232930
2026-02-12 08:37:04 -08:00
Liang Wu 4000c0251d chore: remove scipy from eval dependencies
It's not used in the codebase.

Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 869020801
2026-02-11 21:59:31 -08:00
Liang Wu 845818be44 ci: only use --extra test for unit tests
This can fix unit test github action error by removing `--extra eval`. `--extra a2a` is not needed because it's included in `test`. All tests are still passing.

Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 869014318
2026-02-11 21:39:48 -08:00
Kathy Wu 9f7d5b3f14 feat: Add load_skill_from_dir() method
This allows users to load skills from a directory and pass it into the SkillToolset constructor.

Co-authored-by: Kathy Wu <wukathy@google.com>
PiperOrigin-RevId: 868929937
2026-02-11 18:10:54 -08:00
Xuan Yang b7f9110b52 chore: Introduce a unified Context
Co-authored-by: Xuan Yang <xygoogle@google.com>
PiperOrigin-RevId: 868890552
2026-02-11 16:16:24 -08:00
Yifan 8cd22fb746 chore(version): Bump version and update changelog for 1.25.0
Merge https://github.com/google/adk-python/pull/4455

**Please ensure you have read the [contribution guide](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) before creating a pull request.**

### Link to Issue or Description of Change

**1. Link to an existing issue (if applicable):**

- Closes: #_issue_number_
- Related: #_issue_number_

**2. Or, if no issue exists, describe the change:**

_If applicable, please follow the issue templates to provide as much detail as
possible._

**Problem:**
_A clear and concise description of what the problem is._

**Solution:**
_A clear and concise description of what you want to happen and why you choose
this solution._

### Testing Plan

_Please describe the tests that you ran to verify your changes. This is required
for all PRs that are not small documentation or typo fixes._

**Unit Tests:**

- [ ] I have added or updated unit tests for my change.
- [ ] All unit tests pass locally.

_Please include a summary of passed `pytest` results._

**Manual End-to-End (E2E) Tests:**

_Please provide instructions on how to manually test your changes, including any
necessary setup or configuration. Please provide logs or screenshots to help
reviewers better understand the fix._

### Checklist

- [ ] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document.
- [ ] I have performed a self-review of my own code.
- [ ] I have commented my code, particularly in hard-to-understand areas.
- [ ] I have added tests that prove my fix is effective or that my feature works.
- [ ] New and existing unit tests pass locally with my changes.
- [ ] I have manually tested my changes end-to-end.
- [ ] Any dependent changes have been merged and published in downstream modules.

### Additional context

_Add any other context or screenshots about the feature request here._

COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/4455 from google:release/candidate f660ec82ff4140ef1deea95182e6e0cc62100f89
PiperOrigin-RevId: 868877872
2026-02-11 15:46:09 -08:00
George Weale 079f7a38be fix: Support escaped curly braces in instruction templates
Close #3527

Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 868875061
2026-02-11 15:38:53 -08:00
Google Team Member 34da2d5b26 feat: enable dependency injection for agent loader in FastAPI app gen
This enables to re-use the ADK web interface in other contexts more easily.
For example, when having an own run-time the web interface can be exposed
for visualization during development.

Also add documentation for function.

PiperOrigin-RevId: 868848338
2026-02-11 14:35:35 -08:00
Leon Ziyang Zhang bcbfeba953 feat: pass trace context in MCP tool call's _meta field with Otel propagator
PiperOrigin-RevId: 868841079
2026-02-11 14:18:22 -08:00
Liang Wu 9dccd6a692 feat(conformance): read report's version info from the server
Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 868837301
2026-02-11 14:10:57 -08:00
Wei Sun (Jack) 38b4869c41 chore(ci): migrate release pipeline from release-please App to GitHub Actions
Remove the release-please GitHub App config files and add an Actions-based
release pipeline with candidate branch strategy. This includes workflows for
cutting releases, running release-please, finalizing releases, publishing to
PyPI, and cherry-picking fixes to release candidates.

Co-authored-by: Wei Sun (Jack) <weisun@google.com>
PiperOrigin-RevId: 868825704
2026-02-11 13:47:41 -08:00
Hiroaki Sano 657acfadbb docs: Add PostgreSQL session storage sample and documentation
Merge https://github.com/google/adk-python/pull/3926

### Link to Issue or Description of Change

**1. Link to an existing issue (if applicable):**

- Related: #3916

**2. Or, if no issue exists, describe the change:**

**Problem:**
While `DatabaseSessionService` already supports PostgreSQL through SQLAlchemy, there is no documentation or sample code showing users how to configure and use it.

**Solution:**
Add a comprehensive sample under `contributing/samples/postgres_session_service/` that demonstrates:
- How to configure `DatabaseSessionService` with PostgreSQL
- The auto-generated database schema (sessions, events, app_states, user_states tables)
- Connection URL format and configuration options
- A working sample agent with session persistence

### Testing Plan

**Unit Tests:**

- [x] I have added or updated unit tests for my change.
- [x] All unit tests pass locally.

This is a documentation-only change (new sample), so no new unit tests are required. Existing tests continue to pass.

**Manual End-to-End (E2E) Tests:**

Tested locally with the following steps:

1. Started PostgreSQL using `docker compose up -d`
2. Set environment variables:

```bash
export POSTGRES_URL=postgresql+asyncpg://postgres:postgres@localhost:5432/adk_sessions
export GOOGLE_CLOUD_PROJECT=$(gcloud config get-value project)
export GOOGLE_CLOUD_LOCATION=us-central1
export GOOGLE_GENAI_USE_VERTEXAI=true
```
3. Ran `pip install google-adk asyncpg greenlet` to install the required packages
4. Ran `python main.py` - session created successfully
5. Ran `python main.py` again - previous session resumed with event history
6. Verified tables and rows created in PostgreSQL (sessions, events, app_states, user_states)

### Checklist

- [x] I have read the https://github.com/google/adk-python/blob/main/CONTRIBUTING.md document.
- [x] I have performed a self-review of my own code.
- [x] I have commented my code, particularly in hard-to-understand areas.
- [x] I have added tests that prove my fix is effective or that my feature works.
- [x] New and existing unit tests pass locally with my changes.
- [x] I have manually tested my changes end-to-end.
- [x] Any dependent changes have been merged and published in downstream modules.

### Additional context

This PR adds documentation and a working sample for an already-supported feature. The DatabaseSessionService class already handles PostgreSQL through its DynamicJSON type decorator which uses JSONB for PostgreSQL.

Files added:
- contributing/samples/postgres_session_service/README.md - Comprehensive guide
- contributing/samples/postgres_session_service/agent.py - Sample agent
- contributing/samples/postgres_session_service/main.py - Usage example
- contributing/samples/postgres_session_service/compose.yml - Local PostgreSQL setup
- contributing/samples/postgres_session_service/\_\_init\_\_.py - Package init

Co-authored-by: Liang Wu <wuliang@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3926 from hiroakis:feat-support-pg-for-conversation a5279d4fb2a63699f384c670928d77d882c25a25
PiperOrigin-RevId: 868816317
2026-02-11 13:25:52 -08:00
Liang Wu 61c329f8ce ci: match the environment with internal ones for pyink/isort/unittest
Previously submitted change is causing [Pyink error](https://github.com/google/adk-python/actions/runs/21884351396/job/63176122118) in repo because Pyink recently updated to 25.12.0.

Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 868806575
2026-02-11 13:01:32 -08:00
91 changed files with 2047 additions and 138 deletions
+3
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@@ -0,0 +1,3 @@
{
".": "1.24.1"
}
+24
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@@ -0,0 +1,24 @@
{
"$schema": "https://raw.githubusercontent.com/googleapis/release-please/main/schemas/config.json",
"packages": {
".": {
"release-type": "python",
"package-name": "google-adk",
"include-component-in-tag": false,
"skip-github-release": true,
"changelog-path": "CHANGELOG.md",
"changelog-sections": [
{"type": "feat", "section": "Features"},
{"type": "fix", "section": "Bug Fixes"},
{"type": "perf", "section": "Performance Improvements"},
{"type": "refactor", "section": "Code Refactoring"},
{"type": "docs", "section": "Documentation"},
{"type": "test", "section": "Tests", "hidden": true},
{"type": "build", "section": "Build System", "hidden": true},
{"type": "ci", "section": "CI/CD", "hidden": true},
{"type": "style", "section": "Styles", "hidden": true},
{"type": "chore", "section": "Miscellaneous Chores", "hidden": true}
]
}
}
}
-5
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@@ -1,5 +0,0 @@
releaseType: python
handleGHRelease: true
bumpMinorPreMajor: false
extraFiles:
- src/google/adk/version.py
-1
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@@ -1 +0,0 @@
enabled: true
+1 -1
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@@ -33,7 +33,7 @@ jobs:
- name: Set up Python
uses: actions/setup-python@v6
with:
python-version: '3.x'
python-version: '3.11'
- name: Install isort
run: |
+1 -1
View File
@@ -33,7 +33,7 @@ jobs:
- name: Set up Python
uses: actions/setup-python@v6
with:
python-version: '3.x'
python-version: '3.11'
- name: Install pyink
run: |
+1 -1
View File
@@ -25,7 +25,7 @@ jobs:
runs-on: ubuntu-latest
strategy:
matrix:
python-version: ["3.10", "3.11", "3.12", "3.13"]
python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
steps:
- name: Checkout code
+46
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@@ -0,0 +1,46 @@
# Cherry-picks a commit from main to the release/candidate branch.
# Use this to include bug fixes in an in-progress release.
name: "Release: Cherry-pick"
on:
workflow_dispatch:
inputs:
commit_sha:
description: 'Commit SHA to cherry-pick'
required: true
type: string
permissions:
contents: write
actions: write
jobs:
cherry-pick:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
ref: release/candidate
fetch-depth: 0
- name: Configure git
run: |
git config user.name "github-actions[bot]"
git config user.email "github-actions[bot]@users.noreply.github.com"
- name: Cherry-pick commit
run: |
echo "Cherry-picking ${{ inputs.commit_sha }} to release/candidate"
git cherry-pick ${{ inputs.commit_sha }}
- name: Push changes
run: |
git push origin release/candidate
echo "Successfully cherry-picked commit to release/candidate"
- name: Trigger Release Please
env:
GH_TOKEN: ${{ github.token }}
run: |
gh workflow run release-please.yml --repo ${{ github.repository }}
echo "Triggered Release Please workflow"
+46
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@@ -0,0 +1,46 @@
# Starts the release process by creating a release/candidate branch.
# Triggers release-please to generate a changelog PR.
name: "Release: Cut"
on:
workflow_dispatch:
inputs:
commit_sha:
description: 'Commit SHA to cut from (leave empty for latest main)'
required: false
type: string
permissions:
contents: write
actions: write
jobs:
cut-release:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
ref: ${{ inputs.commit_sha || 'main' }}
- name: Check for existing release/candidate branch
env:
GH_TOKEN: ${{ github.token }}
run: |
if git ls-remote --exit-code --heads origin release/candidate &>/dev/null; then
echo "Error: release/candidate branch already exists"
echo "Please finalize or delete the existing release candidate before starting a new one"
exit 1
fi
- name: Create and push release/candidate branch
run: |
git checkout -b release/candidate
git push origin release/candidate
echo "Created branch: release/candidate"
- name: Trigger Release Please
env:
GH_TOKEN: ${{ github.token }}
run: |
gh workflow run release-please.yml --repo ${{ github.repository }}
echo "Triggered Release Please workflow"
+66
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@@ -0,0 +1,66 @@
# Triggers when release-please PR is merged to release/candidate.
# Creates the final release/v{version} branch and deletes the candidate branch.
name: "Release: Finalize"
on:
pull_request:
types: [closed]
branches:
- release/candidate
permissions:
contents: write
pull-requests: write
jobs:
finalize:
if: github.event.pull_request.merged == true
runs-on: ubuntu-latest
steps:
- name: Check for release-please PR
id: check
env:
LABELS: ${{ toJson(github.event.pull_request.labels.*.name) }}
run: |
if echo "$LABELS" | grep -q "autorelease: pending"; then
echo "is_release_pr=true" >> $GITHUB_OUTPUT
else
echo "Not a release-please PR, skipping"
echo "is_release_pr=false" >> $GITHUB_OUTPUT
fi
- uses: actions/checkout@v4
if: steps.check.outputs.is_release_pr == 'true'
with:
ref: release/candidate
- name: Extract version from manifest
if: steps.check.outputs.is_release_pr == 'true'
id: version
run: |
VERSION=$(jq -r '.["."]' .github/.release-please-manifest.json)
echo "version=$VERSION" >> $GITHUB_OUTPUT
echo "Extracted version: $VERSION"
- name: Create release branch
if: steps.check.outputs.is_release_pr == 'true'
run: |
git checkout -b "release/v${{ steps.version.outputs.version }}"
git push origin "release/v${{ steps.version.outputs.version }}"
echo "Created branch: release/v${{ steps.version.outputs.version }}"
- name: Delete release/candidate branch
if: steps.check.outputs.is_release_pr == 'true'
run: |
git push origin --delete release/candidate
echo "Deleted branch: release/candidate"
- name: Update PR label to tagged
if: steps.check.outputs.is_release_pr == 'true'
env:
GH_TOKEN: ${{ github.token }}
run: |
gh pr edit ${{ github.event.pull_request.number }} \
--remove-label "autorelease: pending" \
--add-label "autorelease: tagged"
echo "Updated PR label to autorelease: tagged"
+30
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@@ -0,0 +1,30 @@
# Runs release-please to create/update a PR with version bump and changelog.
# Triggered by pushes to release/candidate or manually.
name: "Release: Please"
on:
push:
branches:
- release/candidate
workflow_dispatch:
permissions:
contents: write
pull-requests: write
jobs:
release-please:
# Skip if this is a release-please PR merge (handled by Release: Finalize)
if: "!startsWith(github.event.head_commit.message, 'chore(release')"
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
ref: release/candidate
- uses: googleapis/release-please-action@v4
with:
token: ${{ secrets.RELEASE_PAT }}
config-file: .github/release-please-config.json
manifest-file: .github/.release-please-manifest.json
target-branch: release/candidate
+59
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@@ -0,0 +1,59 @@
# Builds and publishes the package to PyPI from a release branch.
# Creates a merge-back PR to sync release changes to main.
name: "Release: Publish to PyPi"
on:
workflow_dispatch:
permissions:
contents: write
pull-requests: write
jobs:
publish:
runs-on: ubuntu-latest
steps:
- name: Validate branch
run: |
if [[ ! "${{ github.ref_name }}" =~ ^release/v[0-9]+\.[0-9]+\.[0-9]+$ ]]; then
echo "Error: Must run from a release/v* branch (e.g., release/v0.3.0)"
exit 1
fi
- name: Extract version
id: version
run: |
VERSION="${{ github.ref_name }}"
VERSION="${VERSION#release/v}"
echo "version=$VERSION" >> $GITHUB_OUTPUT
echo "Publishing version: $VERSION"
- uses: actions/checkout@v4
- name: Install uv
uses: astral-sh/setup-uv@v4
with:
version: "latest"
- name: Set up Python
uses: actions/setup-python@v5
with:
python-version: "3.11"
- name: Build package
run: uv build
- name: Publish to PyPI
env:
UV_PUBLISH_TOKEN: ${{ secrets.PYPI_TOKEN }}
run: uv publish
- name: Create merge-back PR
env:
GH_TOKEN: ${{ secrets.RELEASE_PAT }}
run: |
gh pr create \
--base main \
--head "${{ github.ref_name }}" \
--title "chore: merge release v${{ steps.version.outputs.version }} to main" \
--body "Syncs version bump and CHANGELOG from release v${{ steps.version.outputs.version }} to main."
+2 -3
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@@ -187,8 +187,7 @@ uv venv --python "python3.11" ".venv" source .venv/bin/activate
uv sync --all-extras ```
**Minimal setup for testing only (matches CI):** `bash uv sync --extra test
--extra eval --extra a2a`
**Minimal setup for testing only (matches CI):** `bash uv sync --extra test`
**Virtual Environment Usage (Required):** - **Always use** `.venv/bin/python` or
`.venv/bin/pytest` directly - **Or activate** with `source .venv/bin/activate`
@@ -363,7 +362,7 @@ catching issues with the public API.
**Quick start:** Run all tests with: `bash pytest tests/unittests`
**Recommended:** Match CI configuration before submitting PRs: `bash uv sync
--extra test --extra eval --extra a2a && pytest tests/unittests`
--extra test && pytest tests/unittests`
**Additional options:** ```bash
+44
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@@ -1,5 +1,49 @@
# Changelog
## [1.25.0](https://github.com/google/adk-python/compare/v1.24.1...v1.25.0) (2026-02-11)
### Features
* **[Core]**
* Add a demo for the simple prompt optimizer for the optimization interface ([0abf4cd](https://github.com/google/adk-python/commit/0abf4cd2c7103a071506c9398455a3bd66fe5da5))
* Add `--auto_create_session` flag to `adk api_server` CLI ([40c15d0](https://github.com/google/adk-python/commit/40c15d059599472b40f48272a464eb3cb7345fc6))
* Add `add_events_to_memory` facade for event-delta ([59e8897](https://github.com/google/adk-python/commit/59e88972ae4f10274444593db0607f40cfcc597e))
* Add post-invocation token-threshold compaction with event retention ([a88e864](https://github.com/google/adk-python/commit/a88e8647558a9b9d0bfdf38d2d8de058e3ba0596))
* Add report generation to `adk conformance test` command ([43c437e](https://github.com/google/adk-python/commit/43c437e38b9109b68a81de886d1901e4d8f87a01))
* **[Models]**
* Add base_url option to Gemini LLM class ([781f605](https://github.com/google/adk-python/commit/781f605a1e5de6d77b69d7e7b9835ec6fc8de4bf))
* **[Tools]**
* Enhance google credentials config to support externally passed access token ([3cf43e3](https://github.com/google/adk-python/commit/3cf43e3842d9987499ea70d6f63d6e1c4d4a07db))
* Update agent simulator by improving prompts and add environment data ([7af1858](https://github.com/google/adk-python/commit/7af1858f46b66fa4471c5ba7943385f2d23d08d3))
* Add a load MCP resource tool ([e25227d](https://github.com/google/adk-python/commit/e25227da5e91a8c1192af709f8e8bb2a471ded92))
* Add SkillToolset to adk ([8d02792](https://github.com/google/adk-python/commit/8d0279251ce4fad6f0c84bd7777eb5a74f7ba07a))
* **[Web]**
* Add `/health` and `/version` endpoints to ADK web server ([25ec2c6](https://github.com/google/adk-python/commit/25ec2c6b614cf8d185ff6dbdac5697a210be68da))
### Bug Fixes
* Use async iteration for VertexAiSessionService.list_sessions pagination ([758d337](https://github.com/google/adk-python/commit/758d337c76d877e3174c35f06551cc9beb1def06))
* Fix event loop closed bug in McpSessionManager ([4aa4751](https://github.com/google/adk-python/commit/4aa475145f196fb35fe97290dd9f928548bc737f))
* Preserve thought_signature in function call conversions for interactions API integration ([2010569](https://github.com/google/adk-python/commit/20105690100d9c2f69c061ac08be5e94c50dc39c))
* Propagate grounding and citation metadata in streaming responses ([e6da417](https://github.com/google/adk-python/commit/e6da4172924ecc36ffc2535199c450a2a51c7bcc))
* Add endpoints to get/list artifact version metadata ([e0b9712](https://github.com/google/adk-python/commit/e0b9712a492bf84ac17679095b333642a79b8ee6))
* Support escaped curly braces in instruction templates ([7c7d25a](https://github.com/google/adk-python/commit/7c7d25a4a6e4389e23037e70b8efdcd5341f44ea))
* Strip timezone for PostgreSQL timestamps in DatabaseSessionService ([19b6076](https://github.com/google/adk-python/commit/19b607684f15ce2b6ffd60382211ba5600705743))
* Prompt token may be None in streaming mode ([32ee07d](https://github.com/google/adk-python/commit/32ee07df01f10dbee0e98ca9d412440a7fe9163d))
* Pass invocation_id from `/run` endpoint to `Runner.run_async` ([d2dba27](https://github.com/google/adk-python/commit/d2dba27134f833e5d929fdf363ada9364cc852f9))
* Conditionally preserve function call IDs in LLM requests ([663cb75](https://github.com/google/adk-python/commit/663cb75b3288d8d0649412e1009329502b21cbbc))
* Migrate VertexAiMemoryBankService to use the async Vertex AI client ([64a44c2](https://github.com/google/adk-python/commit/64a44c28974de77cf8934f9c3d1bc03691b90e7b))
* Handle list values in Gemini schema sanitization ([fd8a9e3](https://github.com/google/adk-python/commit/fd8a9e3962cca4f422beb7316cbe732edf726d51))
* Used logger to log instead of print in MCP ([6bc70a6](https://github.com/google/adk-python/commit/6bc70a6bab79b679a4b18ad146b3450fb9014475))
### Improvements
* Replace check of instance for LlmAgent with hasAttribute check ([7110336](https://github.com/google/adk-python/commit/7110336788662abb8c9bbbb0a53a50cc09130d5e))
* Log exception details before re-raising in MCP session execution ([de79bf1](https://github.com/google/adk-python/commit/de79bf12b564a4eefc7e6a2568dbe0f08bb6efeb))
## [1.24.1](https://github.com/google/adk-python/compare/v1.24.0...v1.24.1) (2026-02-06)
### Bug Fixes
+3 -3
View File
@@ -180,11 +180,11 @@ part before or alongside your code PR.
pytest ./tests/unittests
```
NOTE: for accurate repro of test failure, only include `test`, `eval` and
`a2a` as extra dependencies.
NOTE: for accurate repro of test failure, only include `test` as extra
dependencies.
```shell
uv sync --extra test --extra eval --extra a2a
uv sync --extra test
pytest ./tests/unittests
```
+15
View File
@@ -1,4 +1,18 @@
#!/usr/bin/env python3
# Copyright 2026 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.
"""
build_llms_txt.py – produce llms.txt and llms-full.txt
– skips ```java``` blocks
@@ -6,6 +20,7 @@ build_llms_txt.py – produce llms.txt and llms-full.txt
– includes Python API reference from HTML files
– includes adk-python repository README
"""
from __future__ import annotations
import argparse
@@ -344,7 +344,8 @@ async def analyze_cache_performance_from_sessions(
print(
" Cache Utilization:"
f" {cached_analysis['cache_utilization_ratio_percent']:.1f}%"
f" ({cached_analysis['requests_with_cache_hits']}/{cached_analysis['total_requests']} requests)"
f" ({cached_analysis['requests_with_cache_hits']}/{cached_analysis['total_requests']}"
" requests)"
)
print(
" Avg Cached Tokens/Request:"
@@ -383,7 +384,8 @@ async def analyze_cache_performance_from_sessions(
print(
" Cache Utilization:"
f" {uncached_analysis['cache_utilization_ratio_percent']:.1f}%"
f" ({uncached_analysis['requests_with_cache_hits']}/{uncached_analysis['total_requests']} requests)"
f" ({uncached_analysis['requests_with_cache_hits']}/{uncached_analysis['total_requests']}"
" requests)"
)
print(
" Avg Cached Tokens/Request:"
@@ -1,6 +1,6 @@
# yaml-language-server: $schema=https://raw.githubusercontent.com/google/adk-python/refs/heads/main/src/google/adk/agents/config_schemas/AgentConfig.json
name: search_agent
model: gemini-2.0-flash
model: gemini-2.5-flash
description: 'an agent whose job it is to perform Google search queries and answer questions about the results.'
instruction: You are an agent whose job is to perform Google search queries and answer questions about the results.
tools:
@@ -8,3 +8,5 @@ tools:
generate_content_config:
temperature: 0.1
max_output_tokens: 2000
thinking_config:
include_thoughts: true
@@ -23,6 +23,7 @@ cd tau-bench/
pip install -e . --quiet
```
"""
from __future__ import annotations
from typing import Any
+2 -2
View File
@@ -113,8 +113,8 @@ async def main():
updated_tool_output_data = {
"status": "approved",
"ticketId": ticket_id,
"approver_feedback": "Approved by manager at " + str(
asyncio.get_event_loop().time()
"approver_feedback": (
"Approved by manager at " + str(asyncio.get_event_loop().time())
),
}

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