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Removing LangChain and Rebuilding Executor (#1322)
* rebuilding executor * removing langchain * Making all tests good * fixing types and adding ability for nor using system prompts * improving types * pleasing the types gods * pleasing the types gods * fixing parser, tools and executor * making sure all tests pass * final pass * fixing type * Updating Docs * preparing to cut new version
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@@ -71,25 +71,59 @@ To customize your pipeline project, you can:
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3. Modify `src/<project_name>/main.py` to set up and run your pipelines.
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4. Add your environment variables into the `.env` file.
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### Example: Defining a Pipeline
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## Example 1: Defining a Two-Stage Sequential Pipeline
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Here's an example of how to define a pipeline in `src/<project_name>/pipelines/normal_pipeline.py`:
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Here's an example of how to define a pipeline with sequential stages in `src/<project_name>/pipelines/pipeline.py`:
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```python
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from crewai import Pipeline
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from crewai.project import PipelineBase
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from ..crews.normal_crew import NormalCrew
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from ..crews.research_crew.research_crew import ResearchCrew
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from ..crews.write_x_crew.write_x_crew import WriteXCrew
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@PipelineBase
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class NormalPipeline:
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class SequentialPipeline:
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def __init__(self):
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# Initialize crews
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self.normal_crew = NormalCrew().crew()
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self.research_crew = ResearchCrew().crew()
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self.write_x_crew = WriteXCrew().crew()
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def create_pipeline(self):
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return Pipeline(
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stages=[
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self.normal_crew
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self.research_crew,
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self.write_x_crew
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]
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)
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async def kickoff(self, inputs):
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pipeline = self.create_pipeline()
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results = await pipeline.kickoff(inputs)
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return results
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```
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## Example 2: Defining a Two-Stage Pipeline with Parallel Execution
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```python
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from crewai import Pipeline
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from crewai.project import PipelineBase
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from ..crews.research_crew.research_crew import ResearchCrew
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from ..crews.write_x_crew.write_x_crew import WriteXCrew
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from ..crews.write_linkedin_crew.write_linkedin_crew import WriteLinkedInCrew
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@PipelineBase
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class ParallelExecutionPipeline:
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def __init__(self):
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# Initialize crews
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self.research_crew = ResearchCrew().crew()
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self.write_x_crew = WriteXCrew().crew()
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self.write_linkedin_crew = WriteLinkedInCrew().crew()
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def create_pipeline(self):
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return Pipeline(
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stages=[
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self.research_crew,
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[self.write_x_crew, self.write_linkedin_crew] # Parallel execution
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]
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)
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@@ -126,4 +160,4 @@ This will initialize your pipeline and begin task execution as defined in your `
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Pipelines can be deployed in the same way as regular CrewAI projects. The easiest way is through [CrewAI+](https://www.crewai.com/crewaiplus), where you can deploy your pipeline in a few clicks.
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Remember, when working with pipelines, you're orchestrating multiple crews to work together in a sequence or parallel fashion. This allows for more complex workflows and information processing tasks.
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Remember, when working with pipelines, you're orchestrating multiple crews to work together in a sequence or parallel fashion. This allows for more complex workflows and information processing tasks.
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