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@@ -0,0 +1,134 @@
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# Pydantic Argument Sample Agent
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This sample demonstrates the automatic Pydantic model conversion feature in ADK FunctionTool.
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## What This Demonstrates
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This sample shows two key features of the Pydantic argument conversion:
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### 1. Optional Type Handling
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The `create_full_user_account` function demonstrates `Optional[PydanticModel]` conversion:
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Before the fix, Optional parameters required manual conversion:
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```python
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def create_full_user_account(
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profile: UserProfile,
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preferences: Optional[UserPreferences] = None
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) -> dict:
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# Manual conversion needed:
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if not isinstance(profile, UserProfile):
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profile = UserProfile.model_validate(profile)
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if preferences is not None and not isinstance(preferences, UserPreferences):
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preferences = UserPreferences.model_validate(preferences)
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# Your function logic here...
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```
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**After the fix**, Union/Optional Pydantic models are handled automatically:
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```python
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def create_full_user_account(
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profile: UserProfile,
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preferences: Optional[UserPreferences] = None
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) -> dict:
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# Both profile and preferences are guaranteed to be proper instances!
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# profile: UserProfile instance (converted from JSON)
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# preferences: UserPreferences instance OR None (converted from JSON or kept as None)
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return {"profile": profile.name, "theme": preferences.theme if preferences else "default"}
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```
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### 2. Union Type Handling
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The `create_entity_profile` function demonstrates `Union[PydanticModel1, PydanticModel2]` conversion:
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**Before the fix**, Union types required complex manual type checking:
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```python
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def create_entity_profile(entity: Union[UserProfile, CompanyProfile]) -> dict:
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# Manual conversion needed:
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if isinstance(entity, dict):
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# Try to determine which model to use and convert manually
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if 'company_name' in entity:
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entity = CompanyProfile.model_validate(entity)
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elif 'name' in entity:
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entity = UserProfile.model_validate(entity)
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else:
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raise ValueError("Cannot determine entity type")
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# Your function logic here...
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```
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**After the fix**, Union Pydantic models are handled automatically:
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```python
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def create_entity_profile(entity: Union[UserProfile, CompanyProfile]) -> dict:
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# entity is guaranteed to be either UserProfile or CompanyProfile instance!
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# The LLM sends appropriate JSON structure, and it gets converted
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# to the correct Pydantic model based on JSON schema matching
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if isinstance(entity, UserProfile):
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return {"type": "user", "name": entity.name}
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else: # CompanyProfile
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return {"type": "company", "name": entity.company_name}
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```
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## How to Run
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1. **Set up API credentials** (choose one):
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**Option A: Google AI API**
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```bash
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export GOOGLE_GENAI_API_KEY="your-api-key"
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```
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**Option B: Vertex AI (requires Google Cloud project)**
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```bash
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export GOOGLE_CLOUD_PROJECT="your-project-id"
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export GOOGLE_CLOUD_LOCATION="us-central1"
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```
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1. **Run the sample**:
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```bash
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cd contributing/samples
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python -m pydantic_argument.main
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```
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## Expected Output
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The agent will be prompted to create user profiles and accounts, demonstrating automatic Pydantic model conversion.
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### Test Scenarios:
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1. **Full Account with Preferences (Optional Type)**:
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- **Input**: "Create an account for Alice, 25 years old, with dark theme and Spanish language preferences"
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- **Tool Called**: `create_full_user_account(profile=UserProfile(...), preferences=UserPreferences(...))`
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- **Conversion**: Two JSON dicts → `UserProfile` + `UserPreferences` instances
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1. **Account with Different Preferences (Optional Type)**:
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- **Input**: "Create a user account for Bob, age 30, with light theme, French language, and notifications disabled"
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- **Tool Called**: `create_full_user_account(profile=UserProfile(...), preferences=UserPreferences(...))`
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- **Conversion**: Two JSON dicts → `UserProfile` + `UserPreferences` instances
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1. **Account with Default Preferences (Optional Type)**:
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- **Input**: "Make an account for Charlie, 28 years old, but use default preferences"
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- **Tool Called**: `create_full_user_account(profile=UserProfile(...), preferences=None)`
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- **Conversion**: JSON dict → `UserProfile`, None → None (Optional handling)
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1. **Company Profile Creation (Union Type)**:
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- **Input**: "Create a profile for Tech Corp company, software industry, with 150 employees"
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- **Tool Called**: `create_entity_profile(entity=CompanyProfile(...))`
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- **Conversion**: JSON dict → `CompanyProfile` instance (Union type resolution)
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1. **User Profile Creation (Union Type)**:
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- **Input**: "Create an entity profile for Diana, 32 years old"
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- **Tool Called**: `create_entity_profile(entity=UserProfile(...))`
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- **Conversion**: JSON dict → `UserProfile` instance (Union type resolution)
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@@ -0,0 +1,15 @@
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# Copyright 2026 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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||||
#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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||||
# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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||||
# See the License for the specific language governing permissions and
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# limitations under the License.
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from . import agent
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@@ -0,0 +1,182 @@
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# Copyright 2026 Google LLC
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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||||
#
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# http://www.apache.org/licenses/LICENSE-2.0
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||||
#
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||||
# Unless required by applicable law or agreed to in writing, software
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||||
# distributed under the License is distributed on an "AS IS" BASIS,
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||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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||||
# See the License for the specific language governing permissions and
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||||
# limitations under the License.
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"""Simple agent demonstrating Pydantic model arguments in tools."""
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from typing import Optional
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from typing import Union
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from google.adk.agents.llm_agent import Agent
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from google.adk.tools.function_tool import FunctionTool
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import pydantic
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class UserProfile(pydantic.BaseModel):
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"""A user's profile information."""
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name: str
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age: int
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email: Optional[str] = None
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class UserPreferences(pydantic.BaseModel):
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"""A user's preferences."""
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theme: str = "light"
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language: str = "English"
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notifications_enabled: bool = True
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class CompanyProfile(pydantic.BaseModel):
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"""A company's profile information."""
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company_name: str
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industry: str
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employee_count: int
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website: Optional[str] = None
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def create_full_user_account(
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profile: UserProfile, preferences: Optional[UserPreferences] = None
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) -> dict:
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"""Create a complete user account with profile and optional preferences.
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This function demonstrates Union/Optional Pydantic model handling.
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The preferences parameter is Optional[UserPreferences], which is
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internally Union[UserPreferences, None].
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||||
Before the fix, we would need:
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if preferences is not None and not isinstance(preferences, UserPreferences):
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preferences = UserPreferences.model_validate(preferences)
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Now the FunctionTool automatically handles this conversion!
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Args:
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profile: The user's profile information (required)
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preferences: Optional user preferences (Union[UserPreferences, None])
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Returns:
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A dictionary containing the complete user account.
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"""
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# Use default preferences if not provided
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if preferences is None:
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preferences = UserPreferences()
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# Both profile and preferences are guaranteed to be proper Pydantic instances!
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return {
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"status": "account_created",
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"message": f"Full account created for {profile.name}!",
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"profile": {
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"name": profile.name,
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"age": profile.age,
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"email": profile.email or "Not provided",
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"profile_type": type(profile).__name__,
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},
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"preferences": {
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"theme": preferences.theme,
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"language": preferences.language,
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"notifications_enabled": preferences.notifications_enabled,
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"preferences_type": type(preferences).__name__,
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},
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"conversion_demo": {
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"profile_converted": "JSON dict → UserProfile instance",
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"preferences_converted": (
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"JSON dict → UserPreferences instance"
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if preferences
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else "None → default UserPreferences"
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),
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},
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}
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def create_entity_profile(entity: Union[UserProfile, CompanyProfile]) -> dict:
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"""Create a profile for either a user or a company.
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This function demonstrates Union type handling with multiple Pydantic models.
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The entity parameter accepts Union[UserProfile, CompanyProfile].
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Before the fix, we would need complex type checking:
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if isinstance(entity, dict):
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# Try to determine which model to use and convert manually
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if 'company_name' in entity:
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entity = CompanyProfile.model_validate(entity)
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elif 'name' in entity:
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entity = UserProfile.model_validate(entity)
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else:
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raise ValueError("Cannot determine entity type")
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|
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Now the FunctionTool automatically handles Union type conversion!
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||||
The LLM will send the appropriate JSON structure, and it gets converted
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||||
to the correct Pydantic model based on the JSON schema matching.
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|
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Args:
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entity: Either a UserProfile or CompanyProfile (Union type)
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Returns:
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A dictionary containing the entity profile information.
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"""
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if isinstance(entity, UserProfile):
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return {
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"status": "user_profile_created",
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"entity_type": "user",
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"message": f"User profile created for {entity.name}!",
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"profile": {
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"name": entity.name,
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"age": entity.age,
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"email": entity.email or "Not provided",
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"model_type": type(entity).__name__,
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||||
},
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}
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elif isinstance(entity, CompanyProfile):
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return {
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"status": "company_profile_created",
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"entity_type": "company",
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"message": f"Company profile created for {entity.company_name}!",
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"profile": {
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"company_name": entity.company_name,
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"industry": entity.industry,
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"employee_count": entity.employee_count,
|
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"website": entity.website or "Not provided",
|
||||
"model_type": type(entity).__name__,
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},
|
||||
}
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||||
else:
|
||||
return {
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"status": "error",
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||||
"message": f"Unexpected entity type: {type(entity)}",
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}
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||||
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# Create the agent with all Pydantic tools
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root_agent = Agent(
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model="gemini-2.5-pro",
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name="profile_agent",
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description=(
|
||||
"Helpful assistant that helps creating accounts and profiles for users"
|
||||
" and companies"
|
||||
),
|
||||
instruction="""
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||||
You are a helpful assistant that can create accounts and profiles for users and companies.
|
||||
|
||||
When someone asks you to create a user account, use `create_full_user_account`.
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When someone asks you to create a profile and it's unclear whether they mean a user or company, use `create_entity_profile`.
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When someone specifically mentions a company, use `create_entity_profile`.
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Use the tools with the structured data provided by the user.
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""",
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tools=[
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FunctionTool(create_full_user_account),
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FunctionTool(create_entity_profile),
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],
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||||
)
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@@ -0,0 +1,112 @@
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#!/usr/bin/env python3
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||||
"""Simple test script for Pydantic argument agent."""
|
||||
|
||||
# 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.
|
||||
|
||||
import asyncio
|
||||
import logging
|
||||
|
||||
from google.adk.agents.run_config import RunConfig
|
||||
from google.adk.cli.utils import logs
|
||||
from google.adk.runners import InMemoryRunner
|
||||
from google.genai import types
|
||||
from pydantic_argument import agent
|
||||
|
||||
APP_NAME = "pydantic_test_app"
|
||||
USER_ID = "test_user"
|
||||
|
||||
logs.setup_adk_logger(level=logging.INFO)
|
||||
|
||||
|
||||
async def call_agent_async(runner, user_id, session_id, prompt):
|
||||
"""Helper function to call the agent and return response."""
|
||||
content = types.Content(
|
||||
role="user", parts=[types.Part.from_text(text=prompt)]
|
||||
)
|
||||
|
||||
final_response_text = ""
|
||||
async for event in runner.run_async(
|
||||
user_id=user_id,
|
||||
session_id=session_id,
|
||||
new_message=content,
|
||||
run_config=RunConfig(save_input_blobs_as_artifacts=False),
|
||||
):
|
||||
if hasattr(event, "content") and event.content:
|
||||
final_response_text += event.content
|
||||
|
||||
return final_response_text
|
||||
|
||||
|
||||
async def main():
|
||||
print("🚀 Testing Pydantic Argument Feature")
|
||||
print("=" * 50)
|
||||
|
||||
runner = InMemoryRunner(
|
||||
agent=agent.root_agent,
|
||||
app_name=APP_NAME,
|
||||
)
|
||||
|
||||
# Create a session
|
||||
session = await runner.session_service.create_session(
|
||||
app_name=APP_NAME, user_id=USER_ID
|
||||
)
|
||||
|
||||
test_prompts = [
|
||||
# Test Optional[Pydantic] type handling (UserProfile + Optional[UserPreferences])
|
||||
(
|
||||
"Create an account for Alice, 25 years old, email: alice@example.com,"
|
||||
" with dark theme and Spanish language preferences"
|
||||
),
|
||||
(
|
||||
"Create a user account for Bob, age 30, no email, "
|
||||
"with light theme, French language, and notifications disabled"
|
||||
),
|
||||
(
|
||||
"Make an account for Charlie, 28 years old, email: charlie@test.com, "
|
||||
"but use default preferences"
|
||||
),
|
||||
# Test Union type handling (Union[UserProfile, CompanyProfile])
|
||||
(
|
||||
"Create a profile for Tech Corp company, software industry, "
|
||||
"with 150 employees and website techcorp.com"
|
||||
),
|
||||
(
|
||||
"Create an entity profile for Diana, 32 years old, "
|
||||
"email diana@example.com"
|
||||
),
|
||||
]
|
||||
|
||||
for i, prompt in enumerate(test_prompts, 1):
|
||||
print(f"\n📝 Test {i}: {prompt}")
|
||||
print("-" * 40)
|
||||
|
||||
try:
|
||||
response = await call_agent_async(runner, USER_ID, session.id, prompt)
|
||||
print(f"✅ Response: {response}")
|
||||
except Exception as e:
|
||||
print(f"❌ Error: {e}")
|
||||
|
||||
print("\n" + "=" * 50)
|
||||
print("✨ Testing complete!")
|
||||
print("🔧 Features demonstrated:")
|
||||
print(" • JSON dict → Pydantic model conversion (UserProfile)")
|
||||
print(" • Optional type handling (Optional[UserPreferences])")
|
||||
print(" • Union type handling (Union[UserProfile, CompanyProfile])")
|
||||
print(" • Automatic model validation and conversion")
|
||||
print(" • No manual isinstance() checks needed!")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
asyncio.run(main())
|
||||
@@ -0,0 +1,96 @@
|
||||
{
|
||||
"events": [
|
||||
{
|
||||
"author": "user",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "Create a profile for company Acme Corp in tech industry with 50 employees."
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-1",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionCall": {
|
||||
"args": {
|
||||
"entity": {
|
||||
"company_name": "Acme Corp",
|
||||
"employee_count": 50,
|
||||
"industry": "tech"
|
||||
}
|
||||
},
|
||||
"id": "fc-1",
|
||||
"name": "create_entity_profile"
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-2",
|
||||
"invocationId": "i-1",
|
||||
"longRunningToolIds": [],
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionResponse": {
|
||||
"id": "fc-1",
|
||||
"name": "create_entity_profile",
|
||||
"response": {
|
||||
"entity_type": "company",
|
||||
"message": "Company profile created for Acme Corp!",
|
||||
"profile": {
|
||||
"company_name": "Acme Corp",
|
||||
"employee_count": 50,
|
||||
"industry": "tech",
|
||||
"model_type": "CompanyProfile",
|
||||
"website": "Not provided"
|
||||
},
|
||||
"status": "company_profile_created"
|
||||
}
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-3",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "I have created a profile for Acme Corp in the tech industry with 50 employees."
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-4",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,104 @@
|
||||
{
|
||||
"events": [
|
||||
{
|
||||
"author": "user",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "Create a user account for Alice, age 30, email alice@example.com."
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-1",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionCall": {
|
||||
"args": {
|
||||
"profile": {
|
||||
"age": 30,
|
||||
"email": "alice@example.com",
|
||||
"name": "Alice"
|
||||
}
|
||||
},
|
||||
"id": "fc-1",
|
||||
"name": "create_full_user_account"
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-2",
|
||||
"invocationId": "i-1",
|
||||
"longRunningToolIds": [],
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionResponse": {
|
||||
"id": "fc-1",
|
||||
"name": "create_full_user_account",
|
||||
"response": {
|
||||
"conversion_demo": {
|
||||
"preferences_converted": "JSON dict \u2192 UserPreferences instance",
|
||||
"profile_converted": "JSON dict \u2192 UserProfile instance"
|
||||
},
|
||||
"message": "Full account created for Alice!",
|
||||
"preferences": {
|
||||
"language": "English",
|
||||
"notifications_enabled": true,
|
||||
"preferences_type": "UserPreferences",
|
||||
"theme": "light"
|
||||
},
|
||||
"profile": {
|
||||
"age": 30,
|
||||
"email": "alice@example.com",
|
||||
"name": "Alice",
|
||||
"profile_type": "UserProfile"
|
||||
},
|
||||
"status": "account_created"
|
||||
}
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-3",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "I have created a user account for Alice, age 30, with the email alice@example.com."
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-4",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
@@ -0,0 +1,107 @@
|
||||
{
|
||||
"events": [
|
||||
{
|
||||
"author": "user",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "Create a user account for Bob, age 25, with dark theme and French language."
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-1",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": ""
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionCall": {
|
||||
"args": {
|
||||
"preferences": {
|
||||
"language": "French",
|
||||
"theme": "dark"
|
||||
},
|
||||
"profile": {
|
||||
"age": 25,
|
||||
"name": "Bob"
|
||||
}
|
||||
},
|
||||
"id": "fc-1",
|
||||
"name": "create_full_user_account"
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-2",
|
||||
"invocationId": "i-1",
|
||||
"longRunningToolIds": [],
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"functionResponse": {
|
||||
"id": "fc-1",
|
||||
"name": "create_full_user_account",
|
||||
"response": {
|
||||
"conversion_demo": {
|
||||
"preferences_converted": "JSON dict \u2192 UserPreferences instance",
|
||||
"profile_converted": "JSON dict \u2192 UserProfile instance"
|
||||
},
|
||||
"message": "Full account created for Bob!",
|
||||
"preferences": {
|
||||
"language": "French",
|
||||
"notifications_enabled": true,
|
||||
"preferences_type": "UserPreferences",
|
||||
"theme": "dark"
|
||||
},
|
||||
"profile": {
|
||||
"age": 25,
|
||||
"email": "Not provided",
|
||||
"name": "Bob",
|
||||
"profile_type": "UserProfile"
|
||||
},
|
||||
"status": "account_created"
|
||||
}
|
||||
}
|
||||
}
|
||||
],
|
||||
"role": "user"
|
||||
},
|
||||
"id": "e-3",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
},
|
||||
{
|
||||
"author": "profile_agent",
|
||||
"content": {
|
||||
"parts": [
|
||||
{
|
||||
"text": "OK. I have created a user account for Bob, age 25, with a dark theme and French language preference."
|
||||
}
|
||||
],
|
||||
"role": "model"
|
||||
},
|
||||
"finishReason": "STOP",
|
||||
"id": "e-4",
|
||||
"invocationId": "i-1",
|
||||
"nodeInfo": {
|
||||
"path": "profile_agent@1"
|
||||
}
|
||||
}
|
||||
]
|
||||
}
|
||||
Reference in New Issue
Block a user