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Author SHA1 Message Date
Brandon Hancock
a6cd115b25 Update pyproject.toml and uv.lock to drop crewai-tools as a default requirement in crewai repo 2024-12-05 12:59:17 -05:00
50 changed files with 989 additions and 703 deletions

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@@ -65,6 +65,7 @@ body:
- '3.10' - '3.10'
- '3.11' - '3.11'
- '3.12' - '3.12'
- '3.13'
validations: validations:
required: true required: true
- type: input - type: input

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@@ -23,7 +23,7 @@ jobs:
- name: Set up Python - name: Set up Python
run: uv python install 3.12.8 run: uv python install 3.11.9
- name: Install the project - name: Install the project
run: uv sync --dev --all-extras run: uv sync --dev --all-extras

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@@ -44,7 +44,7 @@ To get started with CrewAI, follow these simple steps:
### 1. Installation ### 1. Installation
Ensure you have Python >=3.10 <=3.12 installed on your system. CrewAI uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience. Ensure you have Python >=3.10 <=3.13 installed on your system. CrewAI uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience.
First, install CrewAI: First, install CrewAI:

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@@ -41,155 +41,6 @@ A crew in crewAI represents a collaborative group of agents working together to
**Crew Max RPM**: The `max_rpm` attribute sets the maximum number of requests per minute the crew can perform to avoid rate limits and will override individual agents' `max_rpm` settings if you set it. **Crew Max RPM**: The `max_rpm` attribute sets the maximum number of requests per minute the crew can perform to avoid rate limits and will override individual agents' `max_rpm` settings if you set it.
</Tip> </Tip>
## Creating Crews
There are two ways to create crews in CrewAI: using **YAML configuration (recommended)** or defining them **directly in code**.
### YAML Configuration (Recommended)
Using YAML configuration provides a cleaner, more maintainable way to define crews and is consistent with how agents and tasks are defined in CrewAI projects.
After creating your CrewAI project as outlined in the [Installation](/installation) section, you can define your crew in a class that inherits from `CrewBase` and uses decorators to define agents, tasks, and the crew itself.
#### Example Crew Class with Decorators
```python code
from crewai import Agent, Crew, Task, Process
from crewai.project import CrewBase, agent, task, crew, before_kickoff, after_kickoff
@CrewBase
class YourCrewName:
"""Description of your crew"""
# Paths to your YAML configuration files
# To see an example agent and task defined in YAML, checkout the following:
# - Task: https://docs.crewai.com/concepts/tasks#yaml-configuration-recommended
# - Agents: https://docs.crewai.com/concepts/agents#yaml-configuration-recommended
agents_config = 'config/agents.yaml'
tasks_config = 'config/tasks.yaml'
@before_kickoff
def prepare_inputs(self, inputs):
# Modify inputs before the crew starts
inputs['additional_data'] = "Some extra information"
return inputs
@after_kickoff
def process_output(self, output):
# Modify output after the crew finishes
output.raw += "\nProcessed after kickoff."
return output
@agent
def agent_one(self) -> Agent:
return Agent(
config=self.agents_config['agent_one'],
verbose=True
)
@agent
def agent_two(self) -> Agent:
return Agent(
config=self.agents_config['agent_two'],
verbose=True
)
@task
def task_one(self) -> Task:
return Task(
config=self.tasks_config['task_one']
)
@task
def task_two(self) -> Task:
return Task(
config=self.tasks_config['task_two']
)
@crew
def crew(self) -> Crew:
return Crew(
agents=self.agents, # Automatically collected by the @agent decorator
tasks=self.tasks, # Automatically collected by the @task decorator.
process=Process.sequential,
verbose=True,
)
```
<Note>
Tasks will be executed in the order they are defined.
</Note>
The `CrewBase` class, along with these decorators, automates the collection of agents and tasks, reducing the need for manual management.
#### Decorators overview from `annotations.py`
CrewAI provides several decorators in the `annotations.py` file that are used to mark methods within your crew class for special handling:
- `@CrewBase`: Marks the class as a crew base class.
- `@agent`: Denotes a method that returns an `Agent` object.
- `@task`: Denotes a method that returns a `Task` object.
- `@crew`: Denotes the method that returns the `Crew` object.
- `@before_kickoff`: (Optional) Marks a method to be executed before the crew starts.
- `@after_kickoff`: (Optional) Marks a method to be executed after the crew finishes.
These decorators help in organizing your crew's structure and automatically collecting agents and tasks without manually listing them.
### Direct Code Definition (Alternative)
Alternatively, you can define the crew directly in code without using YAML configuration files.
```python code
from crewai import Agent, Crew, Task, Process
from crewai_tools import YourCustomTool
class YourCrewName:
def agent_one(self) -> Agent:
return Agent(
role="Data Analyst",
goal="Analyze data trends in the market",
backstory="An experienced data analyst with a background in economics",
verbose=True,
tools=[YourCustomTool()]
)
def agent_two(self) -> Agent:
return Agent(
role="Market Researcher",
goal="Gather information on market dynamics",
backstory="A diligent researcher with a keen eye for detail",
verbose=True
)
def task_one(self) -> Task:
return Task(
description="Collect recent market data and identify trends.",
expected_output="A report summarizing key trends in the market.",
agent=self.agent_one()
)
def task_two(self) -> Task:
return Task(
description="Research factors affecting market dynamics.",
expected_output="An analysis of factors influencing the market.",
agent=self.agent_two()
)
def crew(self) -> Crew:
return Crew(
agents=[self.agent_one(), self.agent_two()],
tasks=[self.task_one(), self.task_two()],
process=Process.sequential,
verbose=True
)
```
In this example:
- Agents and tasks are defined directly within the class without decorators.
- We manually create and manage the list of agents and tasks.
- This approach provides more control but can be less maintainable for larger projects.
## Crew Output ## Crew Output

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@@ -48,6 +48,7 @@ from crewai.knowledge.source.string_knowledge_source import StringKnowledgeSourc
content = "Users name is John. He is 30 years old and lives in San Francisco." content = "Users name is John. He is 30 years old and lives in San Francisco."
string_source = StringKnowledgeSource( string_source = StringKnowledgeSource(
content=content, content=content,
metadata={"preference": "personal"}
) )
# Create an LLM with a temperature of 0 to ensure deterministic outputs # Create an LLM with a temperature of 0 to ensure deterministic outputs
@@ -73,7 +74,10 @@ crew = Crew(
tasks=[task], tasks=[task],
verbose=True, verbose=True,
process=Process.sequential, process=Process.sequential,
knowledge_sources=[string_source], # Enable knowledge by adding the sources here. You can also add more sources to the sources list. knowledge={
"sources": [string_source],
"metadata": {"preference": "personal"}
}, # Enable knowledge by adding the sources here. You can also add more sources to the sources list.
) )
result = crew.kickoff(inputs={"question": "What city does John live in and how old is he?"}) result = crew.kickoff(inputs={"question": "What city does John live in and how old is he?"})
@@ -81,6 +85,17 @@ result = crew.kickoff(inputs={"question": "What city does John live in and how o
## Knowledge Configuration ## Knowledge Configuration
### Metadata and Filtering
Knowledge sources support metadata for better organization and filtering. Metadata is used to filter the knowledge sources when querying the knowledge store.
```python Code
knowledge_source = StringKnowledgeSource(
content="Users name is John. He is 30 years old and lives in San Francisco.",
metadata={"preference": "personal"} # Metadata is used to filter the knowledge sources
)
```
### Chunking Configuration ### Chunking Configuration
Control how content is split for processing by setting the chunk size and overlap. Control how content is split for processing by setting the chunk size and overlap.
@@ -101,27 +116,21 @@ You can also configure the embedder for the knowledge store. This is useful if y
... ...
string_source = StringKnowledgeSource( string_source = StringKnowledgeSource(
content="Users name is John. He is 30 years old and lives in San Francisco.", content="Users name is John. He is 30 years old and lives in San Francisco.",
metadata={"preference": "personal"}
) )
crew = Crew( crew = Crew(
... ...
knowledge_sources=[string_source], knowledge={
embedder={ "sources": [string_source],
"provider": "openai", "metadata": {"preference": "personal"},
"config": {"model": "text-embedding-3-small"}, "embedder_config": {
"provider": "openai", # Default embedder provider; can be "ollama", "gemini", e.t.c.
"config": {"model": "text-embedding-3-small"} # Default embedder model; can be "mxbai-embed-large", "nomic-embed-tex", e.t.c.
},
}, },
) )
``` ```
## Clearing Knowledge
If you need to clear the knowledge stored in CrewAI, you can use the `crewai reset-memories` command with the `--knowledge` option.
```bash Command
crewai reset-memories --knowledge
```
This is useful when you've updated your knowledge sources and want to ensure that the agents are using the most recent information.
## Custom Knowledge Sources ## Custom Knowledge Sources
CrewAI allows you to create custom knowledge sources for any type of data by extending the `BaseKnowledgeSource` class. Let's create a practical example that fetches and processes space news articles. CrewAI allows you to create custom knowledge sources for any type of data by extending the `BaseKnowledgeSource` class. Let's create a practical example that fetches and processes space news articles.
@@ -180,12 +189,17 @@ class SpaceNewsKnowledgeSource(BaseKnowledgeSource):
chunks = self._chunk_text(text) chunks = self._chunk_text(text)
self.chunks.extend(chunks) self.chunks.extend(chunks)
self._save_documents() self.save_documents(metadata={
"source": "space_news_api",
"timestamp": datetime.now().isoformat(),
"article_count": self.limit
})
# Create knowledge source # Create knowledge source
recent_news = SpaceNewsKnowledgeSource( recent_news = SpaceNewsKnowledgeSource(
api_endpoint="https://api.spaceflightnewsapi.net/v4/articles", api_endpoint="https://api.spaceflightnewsapi.net/v4/articles",
limit=10, limit=10,
metadata={"category": "recent_news", "source": "spaceflight_news"}
) )
# Create specialized agent # Create specialized agent
@@ -219,7 +233,6 @@ result = crew.kickoff(
inputs={"user_question": "What are the latest developments in space exploration?"} inputs={"user_question": "What are the latest developments in space exploration?"}
) )
``` ```
```output Output ```output Output
# Agent: Space News Analyst # Agent: Space News Analyst
## Task: Answer this question about space news: What are the latest developments in space exploration? ## Task: Answer this question about space news: What are the latest developments in space exploration?
@@ -243,26 +256,22 @@ The latest developments in space exploration, based on recent space news article
7. The Center for AEroSpace Autonomy Research (CAESAR) at Stanford University is focusing on spacecraft autonomy. The center held a kickoff event on May 22, 2024, to highlight the industry, academia, and government collaboration it seeks to foster. This could lead to significant advancements in autonomous spacecraft technology. [Source: SpaceNews](https://spacenews.com/stanford-center-focuses-on-spacecraft-autonomy/) 7. The Center for AEroSpace Autonomy Research (CAESAR) at Stanford University is focusing on spacecraft autonomy. The center held a kickoff event on May 22, 2024, to highlight the industry, academia, and government collaboration it seeks to foster. This could lead to significant advancements in autonomous spacecraft technology. [Source: SpaceNews](https://spacenews.com/stanford-center-focuses-on-spacecraft-autonomy/)
``` ```
</CodeGroup> </CodeGroup>
#### Key Components Explained #### Key Components Explained
1. **Custom Knowledge Source (`SpaceNewsKnowledgeSource`)**: 1. **Custom Knowledge Source (`SpaceNewsKnowledgeSource`)**:
- Extends `BaseKnowledgeSource` for integration with CrewAI - Extends `BaseKnowledgeSource` for integration with CrewAI
- Configurable API endpoint and article limit - Configurable API endpoint and article limit
- Implements three key methods: - Implements three key methods:
- `load_content()`: Fetches articles from the API - `load_content()`: Fetches articles from the API
- `_format_articles()`: Structures the articles into readable text - `_format_articles()`: Structures the articles into readable text
- `add()`: Processes and stores the content - `add()`: Processes and stores the content with metadata
2. **Agent Configuration**: 2. **Agent Configuration**:
- Specialized role as a Space News Analyst - Specialized role as a Space News Analyst
- Uses the knowledge source to access space news - Uses the knowledge source to access space news
3. **Task Setup**: 3. **Task Setup**:
- Takes a user question as input through `{user_question}` - Takes a user question as input through `{user_question}`
- Designed to provide detailed answers based on the knowledge source - Designed to provide detailed answers based on the knowledge source
@@ -271,7 +280,6 @@ The latest developments in space exploration, based on recent space news article
- Handles input/output through the kickoff method - Handles input/output through the kickoff method
This example demonstrates how to: This example demonstrates how to:
- Create a custom knowledge source that fetches real-time data - Create a custom knowledge source that fetches real-time data
- Process and format external data for AI consumption - Process and format external data for AI consumption
- Use the knowledge source to answer specific user questions - Use the knowledge source to answer specific user questions
@@ -279,26 +287,26 @@ This example demonstrates how to:
#### About the Spaceflight News API #### About the Spaceflight News API
The example uses the [Spaceflight News API](https://api.spaceflightnewsapi.net/v4/docs/), which: The example uses the [Spaceflight News API](https://api.spaceflightnewsapi.net/v4/documentation), which:
- Provides free access to space-related news articles - Provides free access to space-related news articles
- Requires no authentication - Requires no authentication
- Returns structured data about space news - Returns structured data about space news
- Supports pagination and filtering - Supports pagination and filtering
You can customize the API query by modifying the endpoint URL: You can customize the API query by modifying the endpoint URL:
```python ```python
# Fetch more articles # Fetch more articles
recent_news = SpaceNewsKnowledgeSource( recent_news = SpaceNewsKnowledgeSource(
api_endpoint="https://api.spaceflightnewsapi.net/v4/articles", api_endpoint="https://api.spaceflightnewsapi.net/v4/articles",
limit=20, # Increase the number of articles limit=20, # Increase the number of articles
metadata={"category": "recent_news"}
) )
# Add search parameters # Add search parameters
recent_news = SpaceNewsKnowledgeSource( recent_news = SpaceNewsKnowledgeSource(
api_endpoint="https://api.spaceflightnewsapi.net/v4/articles?search=NASA", # Search for NASA news api_endpoint="https://api.spaceflightnewsapi.net/v4/articles?search=NASA", # Search for NASA news
limit=10, limit=10,
metadata={"category": "nasa_news"}
) )
``` ```
@@ -306,12 +314,14 @@ recent_news = SpaceNewsKnowledgeSource(
<AccordionGroup> <AccordionGroup>
<Accordion title="Content Organization"> <Accordion title="Content Organization">
- Use descriptive metadata for better filtering
- Keep chunk sizes appropriate for your content type - Keep chunk sizes appropriate for your content type
- Consider content overlap for context preservation - Consider content overlap for context preservation
- Organize related information into separate knowledge sources - Organize related information into separate knowledge sources
</Accordion> </Accordion>
<Accordion title="Performance Tips"> <Accordion title="Performance Tips">
- Use metadata filtering to narrow search scope
- Adjust chunk sizes based on content complexity - Adjust chunk sizes based on content complexity
- Configure appropriate embedding models - Configure appropriate embedding models
- Consider using local embedding providers for faster processing - Consider using local embedding providers for faster processing

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@@ -172,48 +172,6 @@ def my_tool(question: str) -> str:
return "Result from your custom tool" return "Result from your custom tool"
``` ```
### Structured Tools
The `StructuredTool` class wraps functions as tools, providing flexibility and validation while reducing boilerplate. It supports custom schemas and dynamic logic for seamless integration of complex functionalities.
#### Example:
Using `StructuredTool.from_function`, you can wrap a function that interacts with an external API or system, providing a structured interface. This enables robust validation and consistent execution, making it easier to integrate complex functionalities into your applications as demonstrated in the following example:
```python
from crewai.tools.structured_tool import CrewStructuredTool
from pydantic import BaseModel
# Define the schema for the tool's input using Pydantic
class APICallInput(BaseModel):
endpoint: str
parameters: dict
# Wrapper function to execute the API call
def tool_wrapper(*args, **kwargs):
# Here, you would typically call the API using the parameters
# For demonstration, we'll return a placeholder string
return f"Call the API at {kwargs['endpoint']} with parameters {kwargs['parameters']}"
# Create and return the structured tool
def create_structured_tool():
return CrewStructuredTool.from_function(
name='Wrapper API',
description="A tool to wrap API calls with structured input.",
args_schema=APICallInput,
func=tool_wrapper,
)
# Example usage
structured_tool = create_structured_tool()
# Execute the tool with structured input
result = structured_tool._run(**{
"endpoint": "https://example.com/api",
"parameters": {"key1": "value1", "key2": "value2"}
})
print(result) # Output: Call the API at https://example.com/api with parameters {'key1': 'value1', 'key2': 'value2'}
```
### Custom Caching Mechanism ### Custom Caching Mechanism
<Tip> <Tip>

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@@ -57,7 +57,7 @@ This feature is useful for debugging and understanding how agents interact with
<Step title="Install AgentOps"> <Step title="Install AgentOps">
Install AgentOps with: Install AgentOps with:
```bash ```bash
pip install 'crewai[agentops]' pip install crewai[agentops]
``` ```
or or
```bash ```bash

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@@ -7,7 +7,7 @@ icon: wrench
<Note> <Note>
**Python Version Requirements** **Python Version Requirements**
CrewAI requires `Python >=3.10 and <=3.12`. Here's how to check your version: CrewAI requires `Python >=3.10 and <=3.13`. Here's how to check your version:
```bash ```bash
python3 --version python3 --version
``` ```

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@@ -1,9 +1,9 @@
[project] [project]
name = "crewai" name = "crewai"
version = "0.86.0" version = "0.85.0"
description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks." description = "Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks."
readme = "README.md" readme = "README.md"
requires-python = ">=3.10,<=3.12" requires-python = ">=3.10,<=3.13"
authors = [ authors = [
{ name = "Joao Moura", email = "joao@crewai.com" } { name = "Joao Moura", email = "joao@crewai.com" }
] ]
@@ -15,7 +15,6 @@ dependencies = [
"opentelemetry-exporter-otlp-proto-http>=1.22.0", "opentelemetry-exporter-otlp-proto-http>=1.22.0",
"instructor>=1.3.3", "instructor>=1.3.3",
"regex>=2024.9.11", "regex>=2024.9.11",
"crewai-tools>=0.17.0",
"click>=8.1.7", "click>=8.1.7",
"python-dotenv>=1.0.0", "python-dotenv>=1.0.0",
"appdirs>=1.4.4", "appdirs>=1.4.4",

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@@ -14,7 +14,7 @@ warnings.filterwarnings(
category=UserWarning, category=UserWarning,
module="pydantic.main", module="pydantic.main",
) )
__version__ = "0.86.0" __version__ = "0.85.0"
__all__ = [ __all__ = [
"Agent", "Agent",
"Crew", "Crew",

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@@ -8,7 +8,7 @@ from pydantic import Field, InstanceOf, PrivateAttr, model_validator
from crewai.agents import CacheHandler from crewai.agents import CacheHandler
from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent import BaseAgent
from crewai.agents.crew_agent_executor import CrewAgentExecutor from crewai.agents.crew_agent_executor import CrewAgentExecutor
from crewai.cli.constants import ENV_VARS, LITELLM_PARAMS from crewai.cli.constants import ENV_VARS
from crewai.knowledge.knowledge import Knowledge from crewai.knowledge.knowledge import Knowledge
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.knowledge.utils.knowledge_utils import extract_knowledge_context from crewai.knowledge.utils.knowledge_utils import extract_knowledge_context
@@ -181,11 +181,20 @@ class Agent(BaseAgent):
if key_name and key_name not in unaccepted_attributes: if key_name and key_name not in unaccepted_attributes:
env_value = os.environ.get(key_name) env_value = os.environ.get(key_name)
if env_value: if env_value:
key_name = key_name.lower() # Map key names containing "API_KEY" to "api_key"
for pattern in LITELLM_PARAMS: key_name = (
if pattern in key_name: "api_key" if "API_KEY" in key_name else key_name
key_name = pattern )
break # Map key names containing "API_BASE" to "api_base"
key_name = (
"api_base" if "API_BASE" in key_name else key_name
)
# Map key names containing "API_VERSION" to "api_version"
key_name = (
"api_version"
if "API_VERSION" in key_name
else key_name
)
llm_params[key_name] = env_value llm_params[key_name] = env_value
# Check for default values if the environment variable is not set # Check for default values if the environment variable is not set
elif env_var.get("default", False): elif env_var.get("default", False):

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@@ -143,9 +143,6 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
tool_result = self._execute_tool_and_check_finality( tool_result = self._execute_tool_and_check_finality(
formatted_answer formatted_answer
) )
if self.step_callback:
self.step_callback(tool_result)
formatted_answer.text += f"\nObservation: {tool_result.result}" formatted_answer.text += f"\nObservation: {tool_result.result}"
formatted_answer.result = tool_result.result formatted_answer.result = tool_result.result
if tool_result.result_as_answer: if tool_result.result_as_answer:
@@ -302,7 +299,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin):
self._i18n.slice("summarizer_system_message"), role="system" self._i18n.slice("summarizer_system_message"), role="system"
), ),
self._format_msg( self._format_msg(
self._i18n.slice("summarize_instruction").format(group=group), self._i18n.slice("sumamrize_instruction").format(group=group),
), ),
], ],
callbacks=self.callbacks, callbacks=self.callbacks,

View File

@@ -25,7 +25,6 @@ from .update_crew import update_crew
@click.group() @click.group()
@click.version_option(pkg_resources.get_distribution("crewai").version)
def crewai(): def crewai():
"""Top-level command group for crewai.""" """Top-level command group for crewai."""
@@ -51,10 +50,7 @@ def create(type, name, provider, skip_provider=False):
) )
def version(tools): def version(tools):
"""Show the installed version of crewai.""" """Show the installed version of crewai."""
try:
crewai_version = pkg_resources.get_distribution("crewai").version crewai_version = pkg_resources.get_distribution("crewai").version
except Exception:
crewai_version = "unknown version"
click.echo(f"crewai version: {crewai_version}") click.echo(f"crewai version: {crewai_version}")
if tools: if tools:

View File

@@ -159,6 +159,3 @@ MODELS = {
} }
JSON_URL = "https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json" JSON_URL = "https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json"
LITELLM_PARAMS = ["api_key", "api_base", "api_version"]

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@@ -4,7 +4,7 @@ Welcome to the {{crew_name}} Crew project, powered by [crewAI](https://crewai.co
## Installation ## Installation
Ensure you have Python >=3.10 <=3.12 installed on your system. This project uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience. Ensure you have Python >=3.10 <=3.13 installed on your system. This project uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience.
First, if you haven't already, install uv: First, if you haven't already, install uv:

View File

@@ -12,6 +12,6 @@ reporting_task:
Review the context you got and expand each topic into a full section for a report. Review the context you got and expand each topic into a full section for a report.
Make sure the report is detailed and contains any and all relevant information. Make sure the report is detailed and contains any and all relevant information.
expected_output: > expected_output: >
A fully fledged report with the main topics, each with a full section of information. A fully fledge reports with the mains topics, each with a full section of information.
Formatted as markdown without '```' Formatted as markdown without '```'
agent: reporting_analyst agent: reporting_analyst

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@@ -1,26 +1,37 @@
from crewai import Agent, Crew, Process, Task from crewai import Agent, Crew, Process, Task
from crewai.project import CrewBase, agent, crew, task from crewai.project import CrewBase, agent, crew, task, before_kickoff, after_kickoff
# Uncomment the following line to use an example of a custom tool
# from {{folder_name}}.tools.custom_tool import MyCustomTool
# Uncomment the following line to use an example of a knowledge source
# from crewai.knowledge.source.text_file_knowledge_source import TextFileKnowledgeSource
# If you want to run a snippet of code before or after the crew starts, # Check our tools documentations for more information on how to use them
# you can use the @before_kickoff and @after_kickoff decorators # from crewai_tools import SerperDevTool
# https://docs.crewai.com/concepts/crews#example-crew-class-with-decorators
@CrewBase @CrewBase
class {{crew_name}}(): class {{crew_name}}():
"""{{crew_name}} crew""" """{{crew_name}} crew"""
# Learn more about YAML configuration files here:
# Agents: https://docs.crewai.com/concepts/agents#yaml-configuration-recommended
# Tasks: https://docs.crewai.com/concepts/tasks#yaml-configuration-recommended
agents_config = 'config/agents.yaml' agents_config = 'config/agents.yaml'
tasks_config = 'config/tasks.yaml' tasks_config = 'config/tasks.yaml'
# If you would like to add tools to your agents, you can learn more about it here: @before_kickoff # Optional hook to be executed before the crew starts
# https://docs.crewai.com/concepts/agents#agent-tools def pull_data_example(self, inputs):
# Example of pulling data from an external API, dynamically changing the inputs
inputs['extra_data'] = "This is extra data"
return inputs
@after_kickoff # Optional hook to be executed after the crew has finished
def log_results(self, output):
# Example of logging results, dynamically changing the output
print(f"Results: {output}")
return output
@agent @agent
def researcher(self) -> Agent: def researcher(self) -> Agent:
return Agent( return Agent(
config=self.agents_config['researcher'], config=self.agents_config['researcher'],
# tools=[MyCustomTool()], # Example of custom tool, loaded on the beginning of file
verbose=True verbose=True
) )
@@ -31,9 +42,6 @@ class {{crew_name}}():
verbose=True verbose=True
) )
# To learn more about structured task outputs,
# task dependencies, and task callbacks, check out the documentation:
# https://docs.crewai.com/concepts/tasks#overview-of-a-task
@task @task
def research_task(self) -> Task: def research_task(self) -> Task:
return Task( return Task(
@@ -50,8 +58,14 @@ class {{crew_name}}():
@crew @crew
def crew(self) -> Crew: def crew(self) -> Crew:
"""Creates the {{crew_name}} crew""" """Creates the {{crew_name}} crew"""
# To learn how to add knowledge sources to your crew, check out the documentation: # You can add knowledge sources here
# https://docs.crewai.com/concepts/knowledge#what-is-knowledge # knowledge_path = "user_preference.txt"
# sources = [
# TextFileKnowledgeSource(
# file_path="knowledge/user_preference.txt",
# metadata={"preference": "personal"}
# ),
# ]
return Crew( return Crew(
agents=self.agents, # Automatically created by the @agent decorator agents=self.agents, # Automatically created by the @agent decorator
@@ -59,4 +73,5 @@ class {{crew_name}}():
process=Process.sequential, process=Process.sequential,
verbose=True, verbose=True,
# process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/ # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/
# knowledge_sources=sources, # In the case you want to add knowledge sources
) )

View File

@@ -3,9 +3,9 @@ name = "{{folder_name}}"
version = "0.1.0" version = "0.1.0"
description = "{{name}} using crewAI" description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }] authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<=3.12" requires-python = ">=3.10,<=3.13"
dependencies = [ dependencies = [
"crewai[tools]>=0.86.0,<1.0.0" "crewai[tools]>=0.85.0,<1.0.0"
] ]
[project.scripts] [project.scripts]

View File

@@ -4,7 +4,7 @@ Welcome to the {{crew_name}} Crew project, powered by [crewAI](https://crewai.co
## Installation ## Installation
Ensure you have Python >=3.10 <=3.12 installed on your system. This project uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience. Ensure you have Python >=3.10 <=3.13 installed on your system. This project uses [UV](https://docs.astral.sh/uv/) for dependency management and package handling, offering a seamless setup and execution experience.
First, if you haven't already, install uv: First, if you haven't already, install uv:

View File

@@ -1,44 +1,28 @@
from crewai import Agent, Crew, Process, Task from crewai import Agent, Crew, Process, Task
from crewai.project import CrewBase, agent, crew, task from crewai.project import CrewBase, agent, crew, task
# If you want to run a snippet of code before or after the crew starts,
# you can use the @before_kickoff and @after_kickoff decorators
# https://docs.crewai.com/concepts/crews#example-crew-class-with-decorators
@CrewBase @CrewBase
class PoemCrew: class PoemCrew():
"""Poem Crew""" """Poem Crew"""
# Learn more about YAML configuration files here: agents_config = 'config/agents.yaml'
# Agents: https://docs.crewai.com/concepts/agents#yaml-configuration-recommended tasks_config = 'config/tasks.yaml'
# Tasks: https://docs.crewai.com/concepts/tasks#yaml-configuration-recommended
agents_config = "config/agents.yaml"
tasks_config = "config/tasks.yaml"
# If you would lik to add tools to your crew, you can learn more about it here:
# https://docs.crewai.com/concepts/agents#agent-tools
@agent @agent
def poem_writer(self) -> Agent: def poem_writer(self) -> Agent:
return Agent( return Agent(
config=self.agents_config["poem_writer"], config=self.agents_config['poem_writer'],
) )
# To learn more about structured task outputs,
# task dependencies, and task callbacks, check out the documentation:
# https://docs.crewai.com/concepts/tasks#overview-of-a-task
@task @task
def write_poem(self) -> Task: def write_poem(self) -> Task:
return Task( return Task(
config=self.tasks_config["write_poem"], config=self.tasks_config['write_poem'],
) )
@crew @crew
def crew(self) -> Crew: def crew(self) -> Crew:
"""Creates the Research Crew""" """Creates the Research Crew"""
# To learn how to add knowledge sources to your crew, check out the documentation:
# https://docs.crewai.com/concepts/knowledge#what-is-knowledge
return Crew( return Crew(
agents=self.agents, # Automatically created by the @agent decorator agents=self.agents, # Automatically created by the @agent decorator
tasks=self.tasks, # Automatically created by the @task decorator tasks=self.tasks, # Automatically created by the @task decorator

View File

@@ -3,9 +3,9 @@ name = "{{folder_name}}"
version = "0.1.0" version = "0.1.0"
description = "{{name}} using crewAI" description = "{{name}} using crewAI"
authors = [{ name = "Your Name", email = "you@example.com" }] authors = [{ name = "Your Name", email = "you@example.com" }]
requires-python = ">=3.10,<=3.12" requires-python = ">=3.10,<=3.13"
dependencies = [ dependencies = [
"crewai[tools]>=0.86.0,<1.0.0", "crewai[tools]>=0.85.0,<1.0.0",
] ]
[project.scripts] [project.scripts]

View File

@@ -5,7 +5,7 @@ custom tools to power up your crews.
## Installing ## Installing
Ensure you have Python >=3.10 <=3.12 installed on your system. This project Ensure you have Python >=3.10 <=3.13 installed on your system. This project
uses [UV](https://docs.astral.sh/uv/) for dependency management and package uses [UV](https://docs.astral.sh/uv/) for dependency management and package
handling, offering a seamless setup and execution experience. handling, offering a seamless setup and execution experience.

View File

@@ -3,8 +3,8 @@ name = "{{folder_name}}"
version = "0.1.0" version = "0.1.0"
description = "Power up your crews with {{folder_name}}" description = "Power up your crews with {{folder_name}}"
readme = "README.md" readme = "README.md"
requires-python = ">=3.10,<=3.12" requires-python = ">=3.10,<=3.13"
dependencies = [ dependencies = [
"crewai[tools]>=0.86.0" "crewai[tools]>=0.85.0"
] ]

View File

@@ -33,6 +33,26 @@ def copy_template(src, dst, name, class_name, folder_name):
click.secho(f" - Created {dst}", fg="green") click.secho(f" - Created {dst}", fg="green")
# Drop the simple_toml_parser when we move to python3.11
def simple_toml_parser(content):
result = {}
current_section = result
for line in content.split("\n"):
line = line.strip()
if line.startswith("[") and line.endswith("]"):
# New section
section = line[1:-1].split(".")
current_section = result
for key in section:
current_section = current_section.setdefault(key, {})
elif "=" in line:
key, value = line.split("=", 1)
key = key.strip()
value = value.strip().strip('"')
current_section[key] = value
return result
def read_toml(file_path: str = "pyproject.toml"): def read_toml(file_path: str = "pyproject.toml"):
"""Read the content of a TOML file and return it as a dictionary.""" """Read the content of a TOML file and return it as a dictionary."""
with open(file_path, "rb") as f: with open(file_path, "rb") as f:
@@ -43,7 +63,7 @@ def read_toml(file_path: str = "pyproject.toml"):
def parse_toml(content): def parse_toml(content):
if sys.version_info >= (3, 11): if sys.version_info >= (3, 11):
return tomllib.loads(content) return tomllib.loads(content)
return tomli.loads(content) return simple_toml_parser(content)
def get_project_name( def get_project_name(

View File

@@ -1,10 +1,11 @@
import os import os
from typing import Any, Dict, List, Optional
from typing import List, Optional, Dict, Any
from pydantic import BaseModel, ConfigDict, Field from pydantic import BaseModel, ConfigDict, Field
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage
from crewai.utilities.constants import DEFAULT_SCORE_THRESHOLD
os.environ["TOKENIZERS_PARALLELISM"] = "false" # removes logging from fastembed os.environ["TOKENIZERS_PARALLELISM"] = "false" # removes logging from fastembed
@@ -45,7 +46,9 @@ class Knowledge(BaseModel):
source.storage = self.storage source.storage = self.storage
source.add() source.add()
def query(self, query: List[str], limit: int = 3) -> List[Dict[str, Any]]: def query(
self, query: List[str], limit: int = 3, preference: Optional[str] = None
) -> List[Dict[str, Any]]:
""" """
Query across all knowledge sources to find the most relevant information. Query across all knowledge sources to find the most relevant information.
Returns the top_k most relevant chunks. Returns the top_k most relevant chunks.
@@ -54,6 +57,8 @@ class Knowledge(BaseModel):
results = self.storage.search( results = self.storage.search(
query, query,
limit, limit,
filter={"preference": preference} if preference else None,
score_threshold=DEFAULT_SCORE_THRESHOLD,
) )
return results return results

View File

@@ -1,13 +1,13 @@
from abc import ABC, abstractmethod from abc import ABC, abstractmethod
from pathlib import Path from pathlib import Path
from typing import Dict, List, Union from typing import Union, List, Dict, Any
from pydantic import Field from pydantic import Field
from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource from crewai.knowledge.source.base_knowledge_source import BaseKnowledgeSource
from crewai.utilities.logger import Logger
from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage from crewai.knowledge.storage.knowledge_storage import KnowledgeStorage
from crewai.utilities.constants import KNOWLEDGE_DIRECTORY from crewai.utilities.constants import KNOWLEDGE_DIRECTORY
from crewai.utilities.logger import Logger
class BaseFileKnowledgeSource(BaseKnowledgeSource, ABC): class BaseFileKnowledgeSource(BaseKnowledgeSource, ABC):
@@ -49,9 +49,10 @@ class BaseFileKnowledgeSource(BaseKnowledgeSource, ABC):
color="red", color="red",
) )
def _save_documents(self): def save_documents(self, metadata: Dict[str, Any]):
"""Save the documents to the storage.""" """Save the documents to the storage."""
self.storage.save(self.chunks) chunk_metadatas = [metadata.copy() for _ in self.chunks]
self.storage.save(self.chunks, chunk_metadatas)
def convert_to_path(self, path: Union[Path, str]) -> Path: def convert_to_path(self, path: Union[Path, str]) -> Path:
"""Convert a path to a Path object.""" """Convert a path to a Path object."""

View File

@@ -1,5 +1,5 @@
from abc import ABC, abstractmethod from abc import ABC, abstractmethod
from typing import Any, Dict, List, Optional from typing import List, Dict, Any, Optional
import numpy as np import numpy as np
from pydantic import BaseModel, ConfigDict, Field from pydantic import BaseModel, ConfigDict, Field
@@ -17,7 +17,7 @@ class BaseKnowledgeSource(BaseModel, ABC):
model_config = ConfigDict(arbitrary_types_allowed=True) model_config = ConfigDict(arbitrary_types_allowed=True)
storage: KnowledgeStorage = Field(default_factory=KnowledgeStorage) storage: KnowledgeStorage = Field(default_factory=KnowledgeStorage)
metadata: Dict[str, Any] = Field(default_factory=dict) # Currently unused metadata: Dict[str, Any] = Field(default_factory=dict)
collection_name: Optional[str] = Field(default=None) collection_name: Optional[str] = Field(default=None)
@abstractmethod @abstractmethod
@@ -41,9 +41,9 @@ class BaseKnowledgeSource(BaseModel, ABC):
for i in range(0, len(text), self.chunk_size - self.chunk_overlap) for i in range(0, len(text), self.chunk_size - self.chunk_overlap)
] ]
def _save_documents(self): def save_documents(self, metadata: Dict[str, Any]):
""" """
Save the documents to the storage. Save the documents to the storage.
This method should be called after the chunks and embeddings are generated. This method should be called after the chunks and embeddings are generated.
""" """
self.storage.save(self.chunks) self.storage.save(self.chunks, metadata)

View File

@@ -1,6 +1,6 @@
import csv import csv
from pathlib import Path
from typing import Dict, List from typing import Dict, List
from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
@@ -30,7 +30,7 @@ class CSVKnowledgeSource(BaseFileKnowledgeSource):
) )
new_chunks = self._chunk_text(content_str) new_chunks = self._chunk_text(content_str)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -1,6 +1,5 @@
from pathlib import Path
from typing import Dict, List from typing import Dict, List
from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
@@ -45,7 +44,7 @@ class ExcelKnowledgeSource(BaseFileKnowledgeSource):
new_chunks = self._chunk_text(content_str) new_chunks = self._chunk_text(content_str)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -1,6 +1,6 @@
import json import json
from pathlib import Path
from typing import Any, Dict, List from typing import Any, Dict, List
from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
@@ -42,7 +42,7 @@ class JSONKnowledgeSource(BaseFileKnowledgeSource):
) )
new_chunks = self._chunk_text(content_str) new_chunks = self._chunk_text(content_str)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -1,5 +1,5 @@
from typing import List, Dict
from pathlib import Path from pathlib import Path
from typing import Dict, List
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
@@ -43,7 +43,7 @@ class PDFKnowledgeSource(BaseFileKnowledgeSource):
for _, text in self.content.items(): for _, text in self.content.items():
new_chunks = self._chunk_text(text) new_chunks = self._chunk_text(text)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -24,7 +24,7 @@ class StringKnowledgeSource(BaseKnowledgeSource):
"""Add string content to the knowledge source, chunk it, compute embeddings, and save them.""" """Add string content to the knowledge source, chunk it, compute embeddings, and save them."""
new_chunks = self._chunk_text(self.content) new_chunks = self._chunk_text(self.content)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -1,5 +1,5 @@
from pathlib import Path
from typing import Dict, List from typing import Dict, List
from pathlib import Path
from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource from crewai.knowledge.source.base_file_knowledge_source import BaseFileKnowledgeSource
@@ -24,7 +24,7 @@ class TextFileKnowledgeSource(BaseFileKnowledgeSource):
for _, text in self.content.items(): for _, text in self.content.items():
new_chunks = self._chunk_text(text) new_chunks = self._chunk_text(text)
self.chunks.extend(new_chunks) self.chunks.extend(new_chunks)
self._save_documents() self.save_documents(metadata=self.metadata)
def _chunk_text(self, text: str) -> List[str]: def _chunk_text(self, text: str) -> List[str]:
"""Utility method to split text into chunks.""" """Utility method to split text into chunks."""

View File

@@ -1,22 +1,18 @@
import contextlib import contextlib
import hashlib
import io import io
import logging import logging
import os
import shutil
from typing import Any, Dict, List, Optional, Union, cast
import chromadb import chromadb
import chromadb.errors import os
from chromadb.api import ClientAPI
from chromadb.api.types import OneOrMany
from chromadb.config import Settings
from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage import chromadb.errors
from crewai.utilities import EmbeddingConfigurator
from crewai.utilities.logger import Logger
from crewai.utilities.paths import db_storage_path from crewai.utilities.paths import db_storage_path
from crewai.utilities.constants import KNOWLEDGE_DIRECTORY from typing import Optional, List, Dict, Any, Union
from crewai.utilities import EmbeddingConfigurator
from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage
import hashlib
from chromadb.config import Settings
from chromadb.api import ClientAPI
from crewai.utilities.logger import Logger
@contextlib.contextmanager @contextlib.contextmanager
@@ -107,31 +103,24 @@ class KnowledgeStorage(BaseKnowledgeStorage):
raise Exception("Failed to create or get collection") raise Exception("Failed to create or get collection")
def reset(self): def reset(self):
base_path = os.path.join(db_storage_path(), KNOWLEDGE_DIRECTORY) if self.app:
if not self.app: self.app.reset()
else:
base_path = os.path.join(db_storage_path(), "knowledge")
self.app = chromadb.PersistentClient( self.app = chromadb.PersistentClient(
path=base_path, path=base_path,
settings=Settings(allow_reset=True), settings=Settings(allow_reset=True),
) )
self.app.reset() self.app.reset()
shutil.rmtree(base_path)
self.app = None
self.collection = None
def save( def save(
self, self,
documents: List[str], documents: List[str],
metadata: Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] = None, metadata: Union[Dict[str, Any], List[Dict[str, Any]]],
): ):
if self.collection: if self.collection:
try: try:
if metadata is None: metadatas = [metadata] if isinstance(metadata, dict) else metadata
metadatas: Optional[OneOrMany[chromadb.Metadata]] = None
elif isinstance(metadata, list):
metadatas = [cast(chromadb.Metadata, m) for m in metadata]
else:
metadatas = cast(chromadb.Metadata, metadata)
ids = [ ids = [
hashlib.sha256(doc.encode("utf-8")).hexdigest() for doc in documents hashlib.sha256(doc.encode("utf-8")).hexdigest() for doc in documents

View File

@@ -1,5 +1,4 @@
import logging import logging
import os
import sys import sys
import threading import threading
import warnings import warnings
@@ -129,7 +128,6 @@ class LLM:
litellm.drop_params = True litellm.drop_params = True
litellm.set_verbose = False litellm.set_verbose = False
self.set_callbacks(callbacks) self.set_callbacks(callbacks)
self.set_env_callbacks()
def call(self, messages: List[Dict[str, str]], callbacks: List[Any] = []) -> str: def call(self, messages: List[Dict[str, str]], callbacks: List[Any] = []) -> str:
with suppress_warnings(): with suppress_warnings():
@@ -204,39 +202,3 @@ class LLM:
litellm._async_success_callback.remove(callback) litellm._async_success_callback.remove(callback)
litellm.callbacks = callbacks litellm.callbacks = callbacks
def set_env_callbacks(self):
"""
Sets the success and failure callbacks for the LiteLLM library from environment variables.
This method reads the `LITELLM_SUCCESS_CALLBACKS` and `LITELLM_FAILURE_CALLBACKS`
environment variables, which should contain comma-separated lists of callback names.
It then assigns these lists to `litellm.success_callback` and `litellm.failure_callback`,
respectively.
If the environment variables are not set or are empty, the corresponding callback lists
will be set to empty lists.
Example:
LITELLM_SUCCESS_CALLBACKS="langfuse,langsmith"
LITELLM_FAILURE_CALLBACKS="langfuse"
This will set `litellm.success_callback` to ["langfuse", "langsmith"] and
`litellm.failure_callback` to ["langfuse"].
"""
success_callbacks_str = os.environ.get("LITELLM_SUCCESS_CALLBACKS", "")
success_callbacks = []
if success_callbacks_str:
success_callbacks = [
callback.strip() for callback in success_callbacks_str.split(",")
]
failure_callbacks_str = os.environ.get("LITELLM_FAILURE_CALLBACKS", "")
failure_callbacks = []
if failure_callbacks_str:
failure_callbacks = [
callback.strip() for callback in failure_callbacks_str.split(",")
]
litellm.success_callback = success_callbacks
litellm.failure_callback = failure_callbacks

View File

@@ -4,14 +4,12 @@ import logging
import os import os
import shutil import shutil
import uuid import uuid
from typing import Any, Dict, List, Optional from typing import Any, Dict, List, Optional
from chromadb.api import ClientAPI from chromadb.api import ClientAPI
from crewai.memory.storage.base_rag_storage import BaseRAGStorage from crewai.memory.storage.base_rag_storage import BaseRAGStorage
from crewai.utilities import EmbeddingConfigurator
from crewai.utilities.constants import MAX_FILE_NAME_LENGTH
from crewai.utilities.paths import db_storage_path from crewai.utilities.paths import db_storage_path
from crewai.utilities import EmbeddingConfigurator
@contextlib.contextmanager @contextlib.contextmanager
@@ -39,15 +37,12 @@ class RAGStorage(BaseRAGStorage):
app: ClientAPI | None = None app: ClientAPI | None = None
def __init__( def __init__(self, type, allow_reset=True, embedder_config=None, crew=None, path=None):
self, type, allow_reset=True, embedder_config=None, crew=None, path=None
):
super().__init__(type, allow_reset, embedder_config, crew) super().__init__(type, allow_reset, embedder_config, crew)
agents = crew.agents if crew else [] agents = crew.agents if crew else []
agents = [self._sanitize_role(agent.role) for agent in agents] agents = [self._sanitize_role(agent.role) for agent in agents]
agents = "_".join(agents) agents = "_".join(agents)
self.agents = agents self.agents = agents
self.storage_file_name = self._build_storage_file_name(type, agents)
self.type = type self.type = type
@@ -65,7 +60,7 @@ class RAGStorage(BaseRAGStorage):
self._set_embedder_config() self._set_embedder_config()
chroma_client = chromadb.PersistentClient( chroma_client = chromadb.PersistentClient(
path=self.path if self.path else self.storage_file_name, path=self.path if self.path else f"{db_storage_path()}/{self.type}/{self.agents}",
settings=Settings(allow_reset=self.allow_reset), settings=Settings(allow_reset=self.allow_reset),
) )
@@ -86,20 +81,6 @@ class RAGStorage(BaseRAGStorage):
""" """
return role.replace("\n", "").replace(" ", "_").replace("/", "_") return role.replace("\n", "").replace(" ", "_").replace("/", "_")
def _build_storage_file_name(self, type: str, file_name: str) -> str:
"""
Ensures file name does not exceed max allowed by OS
"""
base_path = f"{db_storage_path()}/{type}"
if len(file_name) > MAX_FILE_NAME_LENGTH:
logging.warning(
f"Trimming file name from {len(file_name)} to {MAX_FILE_NAME_LENGTH} characters."
)
file_name = file_name[:MAX_FILE_NAME_LENGTH]
return f"{base_path}/{file_name}"
def save(self, value: Any, metadata: Dict[str, Any]) -> None: def save(self, value: Any, metadata: Dict[str, Any]) -> None:
if not hasattr(self, "app") or not hasattr(self, "collection"): if not hasattr(self, "app") or not hasattr(self, "collection"):
self._initialize_app() self._initialize_app()
@@ -150,11 +131,9 @@ class RAGStorage(BaseRAGStorage):
def reset(self) -> None: def reset(self) -> None:
try: try:
shutil.rmtree(f"{db_storage_path()}/{self.type}")
if self.app: if self.app:
self.app.reset() self.app.reset()
shutil.rmtree(f"{db_storage_path()}/{self.type}")
self.app = None
self.collection = None
except Exception as e: except Exception as e:
if "attempt to write a readonly database" in str(e): if "attempt to write a readonly database" in str(e):
# Ignore this specific error # Ignore this specific error

View File

@@ -37,7 +37,7 @@ class UserMemory(Memory):
limit: int = 3, limit: int = 3,
score_threshold: float = 0.35, score_threshold: float = 0.35,
): ):
results = self.storage.search( results = super().search(
query=query, query=query,
limit=limit, limit=limit,
score_threshold=score_threshold, score_threshold=score_threshold,

View File

@@ -66,8 +66,6 @@ def cache_handler(func):
def crew(func) -> Callable[..., Crew]: def crew(func) -> Callable[..., Crew]:
@wraps(func)
def wrapper(self, *args, **kwargs) -> Crew: def wrapper(self, *args, **kwargs) -> Crew:
instantiated_tasks = [] instantiated_tasks = []
instantiated_agents = [] instantiated_agents = []

View File

@@ -213,8 +213,4 @@ def CrewBase(cls: T) -> T:
callback_functions[callback]() for callback in callbacks callback_functions[callback]() for callback in callbacks
] ]
# Include base class (qual)name in the wrapper class (qual)name.
WrappedClass.__name__ = CrewBase.__name__ + "(" + cls.__name__ + ")"
WrappedClass.__qualname__ = CrewBase.__qualname__ + "(" + cls.__name__ + ")"
return cast(T, WrappedClass) return cast(T, WrappedClass)

View File

@@ -1,13 +1,11 @@
from functools import wraps
def memoize(func): def memoize(func):
cache = {} cache = {}
@wraps(func)
def memoized_func(*args, **kwargs): def memoized_func(*args, **kwargs):
key = (args, tuple(kwargs.items())) key = (args, tuple(kwargs.items()))
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return cache[key] return cache[key]
memoized_func.__dict__.update(func.__dict__)
return memoized_func return memoized_func

View File

@@ -1,6 +1,6 @@
import datetime import datetime
import json import json
from pathlib import Path import os
import threading import threading
import uuid import uuid
from concurrent.futures import Future from concurrent.futures import Future
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if self.output_file is None: if self.output_file is None:
raise ValueError("output_file is not set.") raise ValueError("output_file is not set.")
resolved_path = Path(self.output_file).expanduser().resolve() directory = os.path.dirname(self.output_file) # type: ignore # Value of type variable "AnyOrLiteralStr" of "dirname" cannot be "str | None"
directory = resolved_path.parent
if not directory.exists(): if directory and not os.path.exists(directory):
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with resolved_path.open("w", encoding="utf-8") as file: with open(self.output_file, "w", encoding="utf-8") as file:
if isinstance(result, dict): if isinstance(result, dict):
import json import json

View File

@@ -19,7 +19,7 @@
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"getting_input": "This is the agent's final answer: {final_answer}\n\n", "getting_input": "This is the agent's final answer: {final_answer}\n\n",
"summarizer_system_message": "You are a helpful assistant that summarizes text.", "summarizer_system_message": "You are a helpful assistant that summarizes text.",
"summarize_instruction": "Summarize the following text, make sure to include all the important information: {group}", "sumamrize_instruction": "Summarize the following text, make sure to include all the important information: {group}",
"summary": "This is a summary of our conversation so far:\n{merged_summary}", "summary": "This is a summary of our conversation so far:\n{merged_summary}",
"manager_request": "Your best answer to your coworker asking you this, accounting for the context shared.", "manager_request": "Your best answer to your coworker asking you this, accounting for the context shared.",
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View File

@@ -3,4 +3,3 @@ TRAINED_AGENTS_DATA_FILE = "trained_agents_data.pkl"
DEFAULT_SCORE_THRESHOLD = 0.35 DEFAULT_SCORE_THRESHOLD = 0.35
KNOWLEDGE_DIRECTORY = "knowledge" KNOWLEDGE_DIRECTORY = "knowledge"
MAX_LLM_RETRY = 3 MAX_LLM_RETRY = 3
MAX_FILE_NAME_LENGTH = 255

File diff suppressed because one or more lines are too long

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def test_version_flag(runner):
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crew_training_handler().load.assert_called() crew_training_handler().load.assert_called()
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mock.call( mock.call(
agent_id="Senior Writer", agent_id="Senior Writer",
trained_data=task_evaluator().evaluate_training_data().model_dump(), trained_data=task_evaluator().evaluate_training_data().model_dump(),
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) )
])
def test_crew_train_error(): def test_crew_train_error():

349
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