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Merge pull request #743 from aziz-ullah-khan/pre/beta
Replacement of Google search to googlesearch-python and integration of Proxy.
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""" | ||
Basic example of scraping pipeline using Code Generator with schema | ||
""" | ||
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import os, json | ||
from typing import List | ||
from dotenv import load_dotenv | ||
from pydantic import BaseModel, Field | ||
from scrapegraphai.graphs import CodeGeneratorGraph | ||
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load_dotenv() | ||
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# ************************************************ | ||
# Define the output schema for the graph | ||
# ************************************************ | ||
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class Project(BaseModel): | ||
title: str = Field(description="The title of the project") | ||
description: str = Field(description="The description of the project") | ||
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class Projects(BaseModel): | ||
projects: List[Project] | ||
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# ************************************************ | ||
# Define the configuration for the graph | ||
# ************************************************ | ||
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together_key = os.getenv("TOGETHER_KEY") | ||
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graph_config = { | ||
"llm": { | ||
"model": "togetherai/meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo", | ||
"api_key": together_key, | ||
}, | ||
"verbose": True, | ||
"headless": False, | ||
"reduction": 2, | ||
"max_iterations": { | ||
"overall": 10, | ||
"syntax": 3, | ||
"execution": 3, | ||
"validation": 3, | ||
"semantic": 3 | ||
}, | ||
"output_file_name": "extracted_data.py" | ||
} | ||
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# ************************************************ | ||
# Create the SmartScraperGraph instance and run it | ||
# ************************************************ | ||
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code_generator_graph = CodeGeneratorGraph( | ||
prompt="List me all the projects with their description", | ||
source="https://perinim.github.io/projects/", | ||
schema=Projects, | ||
config=graph_config | ||
) | ||
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result = code_generator_graph.run() | ||
print(result) |
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