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Scrapegraph-ai
scrapegraphai/models/deepseek.py
.py
""" DeepSeek Module """ from langchain_openai import ChatOpenAI class DeepSeek(ChatOpenAI): """ A wrapper for the ChatOpenAI class (DeepSeek uses an OpenAI-like API) that provides default configuration and could be extended with additional methods if needed. Args: llm_config (dict): Conf...
24
627
Scrapegraph-ai
scrapegraphai/models/minimax.py
.py
""" MiniMax Module """ from langchain_openai import ChatOpenAI DEFAULT_MINIMAX_OPENAI_BASE_URL = "https://api.minimax.io/v1" class MiniMax(ChatOpenAI): """ A wrapper for the ChatOpenAI class (MiniMax uses an OpenAI-compatible API) that provides default configuration and could be extended with additiona...
28
781
Scrapegraph-ai
scrapegraphai/nodes/generate_answer_node.py
.py
""" GenerateAnswerNode Module """ import json import time from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_aws import ChatBedrock from langchain_ollama import ChatOllama from langchain_core.output_parsers import JsonOutputParser from langchain_core.runnables import Ru...
268
10,286
Scrapegraph-ai
scrapegraphai/nodes/generate_answer_csv_node.py
.py
""" Module for generating the answer node """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_core.output_parsers import JsonOutputParser from langchain_core.runnables import RunnableParallel from langchain_mistralai import ChatMistralAI from langchain_openai import ...
171
6,457
Scrapegraph-ai
scrapegraphai/nodes/reasoning_node.py
.py
""" PromptRefinerNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from langchain_core.output_parsers import StrOutputParser from ..prompts import TEMPLATE_REASONING, TEMPLATE_REASONING_WITH_CONTEXT from ..utils import transfor...
104
3,670
Scrapegraph-ai
scrapegraphai/nodes/markdownify_node.py
.py
""" MarkdownifyNode Module """ from typing import List, Optional from ..utils.convert_to_md import convert_to_md from .base_node import BaseNode class MarkdownifyNode(BaseNode): """ A node responsible for converting HTML content to Markdown format. This node takes HTML content from the state and conver...
68
2,209
Scrapegraph-ai
scrapegraphai/nodes/merge_answers_node.py
.py
""" MergeAnswersNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from langchain_core.output_parsers import JsonOutputParser from langchain_mistralai import ChatMistralAI from langchain_openai import ChatOpenAI from ..prompts i...
128
4,519
Scrapegraph-ai
scrapegraphai/nodes/description_node.py
.py
""" DescriptionNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_core.runnables import RunnableParallel from tqdm import tqdm from ..prompts.description_node_prompts import DESCRIPTION_NODE_PROMPT from .base_node import BaseNode class DescriptionNode...
73
2,483
Scrapegraph-ai
scrapegraphai/nodes/generate_code_node.py
.py
""" GenerateCodeNode Module """ import ast import json import re import sys from io import StringIO from typing import Any, Dict, List, Optional from bs4 import BeautifulSoup from jsonschema import ValidationError as JSONSchemaValidationError from jsonschema import validate from langchain_classic.output_parsers impor...
490
17,689
Scrapegraph-ai
scrapegraphai/nodes/concat_answers_node.py
.py
""" ConcatAnswersNode Module """ from typing import List, Optional from .base_node import BaseNode class ConcatAnswersNode(BaseNode): """ A node responsible for concatenating the answers from multiple graph instances into a single answer. Attributes: verbose (bool): A flag indicating whethe...
74
2,279
Scrapegraph-ai
scrapegraphai/nodes/graph_iterator_node.py
.py
""" GraphIterator Module """ import asyncio from typing import List, Optional, Type from pydantic import BaseModel from tqdm.asyncio import tqdm from .base_node import BaseNode DEFAULT_BATCHSIZE = 16 class GraphIteratorNode(BaseNode): """ A node responsible for instantiating and running multiple graph ins...
148
4,714
Scrapegraph-ai
scrapegraphai/nodes/rag_node.py
.py
""" RAGNode Module """ from typing import List, Optional from .base_node import BaseNode class RAGNode(BaseNode): """ A node responsible for compressing the input tokens and storing the document in a vector database for retrieval. Relevant chunks are stored in the state. It allows scraping of big d...
107
3,570
Scrapegraph-ai
scrapegraphai/nodes/parse_node.py
.py
""" ParseNode Module """ import re from typing import List, Optional, Tuple from urllib.parse import urljoin from langchain_community.document_transformers import Html2TextTransformer from langchain_core.documents import Document from ..helpers import default_filters from ..utils.split_text_into_chunks import split_...
220
7,284
Scrapegraph-ai
scrapegraphai/nodes/generate_answer_from_image_node.py
.py
""" GenerateAnswerFromImageNode Module """ import asyncio import base64 from typing import List, Optional import aiohttp from .base_node import BaseNode class GenerateAnswerFromImageNode(BaseNode): """ GenerateAnswerFromImageNode analyzes images from the state dictionary using the OpenAI API and update...
128
3,921
Scrapegraph-ai
scrapegraphai/nodes/robots_node.py
.py
""" RobotsNode Module """ from typing import List, Optional from urllib.parse import urlparse from langchain_core.output_parsers import CommaSeparatedListOutputParser from langchain_core.prompts import PromptTemplate from ..helpers import robots_dictionary from ..prompts import TEMPLATE_ROBOT from .base_node import ...
132
5,193
Scrapegraph-ai
scrapegraphai/nodes/fetch_screen_node.py
.py
""" fetch_screen_node module """ from typing import List, Optional from playwright.sync_api import sync_playwright from .base_node import BaseNode class FetchScreenNode(BaseNode): """ FetchScreenNode captures screenshots from a given URL and stores the image data as bytes. """ def __init__( ...
59
1,650
Scrapegraph-ai
scrapegraphai/nodes/base_node.py
.py
""" This module defines the base node class for the ScrapeGraphAI application. """ import re from abc import ABC, abstractmethod from typing import List, Optional from ..utils import get_logger class BaseNode(ABC): """ An abstract base class for nodes in a graph-based workflow, designed to perform speci...
236
8,188
Scrapegraph-ai
scrapegraphai/nodes/get_probable_tags_node.py
.py
""" GetProbableTagsNode Module """ from typing import List from langchain_core.output_parsers import CommaSeparatedListOutputParser from langchain_core.prompts import PromptTemplate from ..prompts import TEMPLATE_GET_PROBABLE_TAGS from .base_node import BaseNode class GetProbableTagsNode(BaseNode): """ A n...
91
3,171
Scrapegraph-ai
scrapegraphai/nodes/__init__.py
.py
""" __init__.py file for node folder module """ from .base_node import BaseNode from .batch_generate_answer_node import BatchGenerateAnswerNode from .concat_answers_node import ConcatAnswersNode from .conditional_node import ConditionalNode from .description_node import DescriptionNode from .fetch_node import FetchNod...
80
2,665
Scrapegraph-ai
scrapegraphai/nodes/html_analyzer_node.py
.py
""" HtmlAnalyzerNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from langchain_core.output_parsers import StrOutputParser from ..prompts import TEMPLATE_HTML_ANALYSIS, TEMPLATE_HTML_ANALYSIS_WITH_CONTEXT from ..utils import r...
108
3,898
Scrapegraph-ai
scrapegraphai/nodes/batch_generate_answer_node.py
.py
""" BatchGenerateAnswerNode Module A node that collects LLM prompts from multiple scraped documents and submits them as a single OpenAI Batch API request for 50% cost savings. """ import json import logging from typing import Any, Dict, List, Optional from langchain_core.prompts import PromptTemplate from langchain_...
254
8,849
Scrapegraph-ai
scrapegraphai/nodes/text_to_speech_node.py
.py
""" TextToSpeechNode Module """ from typing import List, Optional from .base_node import BaseNode class TextToSpeechNode(BaseNode): """ Converts text to speech using the specified text-to-speech model. Attributes: tts_model: An instance of the text-to-speech model client. verbose (bool)...
68
2,151
Scrapegraph-ai
scrapegraphai/nodes/fetch_node_level_k.py
.py
""" fetch_node_level_k module """ from typing import List, Optional from urllib.parse import urljoin from bs4 import BeautifulSoup from langchain_core.documents import Document from ..docloaders import ChromiumLoader from .base_node import BaseNode class FetchNodeLevelK(BaseNode): """ A node responsible fo...
312
11,654
Scrapegraph-ai
scrapegraphai/nodes/merge_generated_scripts_node.py
.py
""" MergeAnswersNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_core.output_parsers import StrOutputParser from ..prompts import TEMPLATE_MERGE_SCRIPTS_PROMPT from .base_node import BaseNode class MergeGeneratedScriptsNode(BaseNode): """ A ...
84
2,967
Scrapegraph-ai
scrapegraphai/nodes/parse_node_depth_k_node.py
.py
""" ParseNodeDepthK Module """ from typing import List, Optional from langchain_community.document_transformers import Html2TextTransformer from .base_node import BaseNode class ParseNodeDepthK(BaseNode): """ A node responsible for parsing HTML content from a series of documents. This node enhances th...
74
2,380
Scrapegraph-ai
scrapegraphai/nodes/generate_scraper_node.py
.py
""" GenerateScraperNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_core.output_parsers import JsonOutputParser, StrOutputParser from .base_node import BaseNode class GenerateScraperNode(BaseNode): """ Generates a python script for scraping ...
143
5,530
Scrapegraph-ai
scrapegraphai/nodes/fetch_node.py
.py
""" FetchNode Module """ import json from typing import List, Optional import concurrent.futures import requests from langchain_core.documents import Document from langchain_openai import AzureChatOpenAI, ChatOpenAI from ..docloaders import ChromiumLoader from ..utils.cleanup_html import cleanup_html from ..utils.co...
410
15,691
Scrapegraph-ai
scrapegraphai/nodes/generate_answer_node_k_level.py
.py
""" GenerateAnswerNodeKLevel Module """ from typing import List, Optional from langchain_aws import ChatBedrock from langchain_ollama import ChatOllama from langchain_core.output_parsers import JsonOutputParser from langchain_core.prompts import PromptTemplate from langchain_core.runnables import RunnableParallel fro...
178
6,599
Scrapegraph-ai
scrapegraphai/nodes/search_node_with_context.py
.py
""" SearchInternetNode Module """ from typing import List, Optional from langchain_core.output_parsers import CommaSeparatedListOutputParser from langchain_core.prompts import PromptTemplate from tqdm import tqdm from ..prompts import ( TEMPLATE_SEARCH_WITH_CONTEXT_CHUNKS, TEMPLATE_SEARCH_WITH_CONTEXT_NO_CHU...
107
3,880
Scrapegraph-ai
scrapegraphai/nodes/prompt_refiner_node.py
.py
""" PromptRefinerNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from langchain_core.output_parsers import StrOutputParser from ..prompts import TEMPLATE_REFINER, TEMPLATE_REFINER_WITH_CONTEXT from ..utils import transform_sc...
109
3,899
Scrapegraph-ai
scrapegraphai/nodes/search_internet_node.py
.py
""" SearchInternetNode Module """ from typing import List, Optional from langchain_core.output_parsers import CommaSeparatedListOutputParser from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from ..prompts import TEMPLATE_SEARCH_INTERNET from ..utils.research_web import search...
118
4,254
Scrapegraph-ai
scrapegraphai/nodes/conditional_node.py
.py
""" Module for implementing the conditional node """ from typing import List, Optional from simpleeval import EvalWithCompoundTypes, simple_eval from .base_node import BaseNode class ConditionalNode(BaseNode): """ A node that determines the next step in the graph's execution flow based on the presence ...
113
3,891
Scrapegraph-ai
scrapegraphai/nodes/search_link_node.py
.py
""" SearchLinkNode Module """ import re from typing import List, Optional from urllib.parse import parse_qs, urlparse from langchain_core.prompts import PromptTemplate from langchain_core.output_parsers import JsonOutputParser from tqdm import tqdm from ..helpers import default_filters from ..prompts import TEMPLATE...
159
5,832
Scrapegraph-ai
scrapegraphai/nodes/image_to_text_node.py
.py
""" ImageToTextNode Module """ from typing import List, Optional from langchain_core.messages import HumanMessage from .base_node import BaseNode class ImageToTextNode(BaseNode): """ Retrieve images from a list of URLs and return a description of the images using an image-to-text model. Attributes...
89
3,065
Scrapegraph-ai
scrapegraphai/nodes/generate_answer_omni_node.py
.py
""" GenerateAnswerNode Module """ from typing import List, Optional from langchain_core.prompts import PromptTemplate from langchain_ollama import ChatOllama from langchain_core.output_parsers import JsonOutputParser from langchain_core.runnables import RunnableParallel from langchain_mistralai import ChatMistralAI f...
171
6,226
Scrapegraph-ai
scrapegraphai/helpers/__init__.py
.py
""" This module provides helper functions and utilities for the ScrapeGraphAI application. """ from .models_tokens import models_tokens from .nodes_metadata import nodes_metadata from .robots import robots_dictionary from .schemas import graph_schema __all__ = [ "models_tokens", "nodes_metadata", "robots_...
16
355
Scrapegraph-ai
scrapegraphai/helpers/default_filters.py
.py
""" Module for filtering irrelevant links """ filter_dict = { "diff_domain_filter": True, "img_exts": [".jpg", ".jpeg", ".png", ".gif", ".bmp", ".svg", ".webp", ".ico"], "lang_indicators": ["lang=", "/fr", "/pt", "/es", "/de", "/jp", "/it"], "irrelevant_keywords": [ "/login", "/signup",...
22
498
Scrapegraph-ai
scrapegraphai/helpers/models_tokens.py
.py
""" List of model tokens """ models_tokens = { "openai": { "gpt-3.5-turbo-0125": 16385, "gpt-3.5": 4096, "gpt-3.5-turbo": 16385, "gpt-3.5-turbo-1106": 16385, "gpt-3.5-turbo-instruct": 4096, "gpt-4-0125-preview": 128000, "gpt-4-turbo-preview": 128000, ...
420
14,307
Scrapegraph-ai
scrapegraphai/helpers/robots.py
.py
""" Module for mapping the models in ai agents """ robots_dictionary = { "gpt-3.5-turbo": ["GPTBot", "ChatGPT-user"], "gpt-4-turbo": ["GPTBot", "ChatGPT-user"], "gpt-4o": ["GPTBot", "ChatGPT-user"], "gpt-4o-mini": ["GPTBot", "ChatGPT-user"], "claude": ["Claude-Web", "ClaudeBot"], "perplexity": ...
15
399
Scrapegraph-ai
scrapegraphai/helpers/schemas.py
.py
""" Schemas representing the configuration of a graph or node in the ScrapeGraphAI library """ graph_schema = { "name": "ScrapeGraphAI Graph Configuration", "description": "JSON schema for representing graphs in the ScrapeGraphAI library", "type": "object", "properties": { "nodes": { ...
63
2,320
Scrapegraph-ai
scrapegraphai/helpers/nodes_metadata.py
.py
""" Nodes metadata for the scrapegraphai package. """ nodes_metadata = { "SearchInternetNode": { "description": """Refactors the user's query into a search query and fetches the search result URLs.""", "type": "node", "args": {"user_input": "User's query or question."}, "r...
85
3,727
Scrapegraph-ai
scrapegraphai/integrations/__init__.py
.py
""" Init file for integrations module """ from .burr_bridge import BurrBridge from .indexify_node import IndexifyNode __all__ = [ "BurrBridge", "IndexifyNode", ]
12
172
Scrapegraph-ai
scrapegraphai/integrations/burr_bridge.py
.py
""" Bridge class to integrate Burr into ScrapeGraphAI graphs [Burr](https://github.com/DAGWorks-Inc/burr) """ import inspect import re import uuid from typing import Any, Dict, List, Tuple from ..utils.logging import get_logger logger = get_logger(__name__) try: from burr import tracking from burr.core impo...
232
7,591
Scrapegraph-ai
scrapegraphai/integrations/indexify_node.py
.py
""" IndexifyNode Module """ from typing import List, Optional from ..nodes.base_node import BaseNode class IndexifyNode(BaseNode): """ A node responsible for indexing the content present in the state. Attributes: verbose (bool): A flag indicating whether to show print statements during executio...
66
1,961
Scrapegraph-ai
scrapegraphai/integrations/scrapegraph_py_compat.py
.py
""" Compatibility layer for scrapegraph-py SDK. Supports both the v2 `Client` API (PR #82) and the newer `ScrapeGraphAI` API (PR #84) which uses Pydantic request models and an ApiResult wrapper. """ from __future__ import annotations from typing import Any, Optional, Type from pydantic import BaseModel def _detec...
110
3,280
Scrapegraph-ai
examples/depth_search_graph/openai/depth_search_graph_openai.py
.py
""" depth_search_graph_opeani example """ import os from dotenv import load_dotenv from scrapegraphai.graphs import DepthSearchGraph load_dotenv() openai_key = os.getenv("OPENAI_API_KEY") graph_config = { "llm": { "api_key": openai_key, "model": "openai/gpt-4o-mini", }, "verbose": True...
34
601
Scrapegraph-ai
examples/depth_search_graph/ollama/depth_search_graph_ollama.py
.py
""" depth_search_graph_opeani example """ import os from dotenv import load_dotenv from scrapegraphai.graphs import DepthSearchGraph load_dotenv() openai_key = os.getenv("OPENAI_APIKEY") graph_config = { "llm": { "model": "ollama/llama3.1", "temperature": 0, "format": "json", # Ollama...
36
749
Scrapegraph-ai
examples/script_generator_graph/openai/script_generator_multi_openai.py
.py
""" Basic example of scraping pipeline using ScriptCreatorGraph """ import os from dotenv import load_dotenv from scrapegraphai.graphs import ScriptCreatorMultiGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for th...
58
1,499
Scrapegraph-ai
examples/script_generator_graph/openai/script_generator_openai.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import ScriptCreatorGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for t...
50
1,282
Scrapegraph-ai
examples/script_generator_graph/openai/script_generator_schema_openai.py
.py
""" Basic example of scraping pipeline using ScriptCreatorGraph """ import os from typing import List from dotenv import load_dotenv from pydantic import BaseModel, Field from scrapegraphai.graphs import ScriptCreatorGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # *************************...
63
1,683
Scrapegraph-ai
examples/script_generator_graph/ollama/script_generator_ollama.py
.py
""" Basic example of scraping pipeline using ScriptCreatorGraph """ from scrapegraphai.graphs import ScriptCreatorGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Define the configuration for the graph # ************************************************ gra...
43
1,298
Scrapegraph-ai
examples/script_generator_graph/ollama/script_multi_generator_ollama.py
.py
""" Basic example of scraping pipeline using ScriptCreatorGraph """ from dotenv import load_dotenv from scrapegraphai.graphs import ScriptCreatorMultiGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # *...
56
1,586
Scrapegraph-ai
examples/xml_scraper_graph/openai/xml_scraper_openai.py
.py
""" Basic example of scraping pipeline using XMLScraperGraph from XML documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import XMLScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Read the XML file # ***...
58
1,524
Scrapegraph-ai
examples/xml_scraper_graph/openai/xml_scraper_graph_multi_openai.py
.py
""" Basic example of scraping pipeline using XMLScraperMultiGraph from XML documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import XMLScraperMultiGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # *******************************...
62
1,695
Scrapegraph-ai
examples/xml_scraper_graph/ollama/xml_scraper_ollama.py
.py
""" Basic example of scraping pipeline using XMLScraperGraph from XML documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import XMLScraperGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # *****************************************...
62
1,710
Scrapegraph-ai
examples/xml_scraper_graph/ollama/xml_scraper_graph_multi_ollama.py
.py
""" Basic example of scraping pipeline using XMLScraperMultiGraph from XML documents """ import os from scrapegraphai.graphs import XMLScraperMultiGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info # ************************************************ # Read the XML file # *******...
59
1,771
Scrapegraph-ai
examples/extras/scrape_do.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph load_dotenv() # ************************************************ # Define the configuration for the graph # *****************************************...
43
956
Scrapegraph-ai
examples/extras/custom_prompt.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for t...
54
1,341
Scrapegraph-ai
examples/extras/conditional_usage.py
.py
""" Basic example of scraping pipeline using SmartScraperMultiConcatGraph with Groq """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperMultiGraph load_dotenv() # ************************************************ # Define the configuration for the graph # **********...
40
980
Scrapegraph-ai
examples/extras/no_cut.py
.py
""" This example shows how to do not process the html code in the fetch phase """ import json from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Define the configuration for the graph # ***************************...
44
1,151
Scrapegraph-ai
examples/extras/slow_mo.py
.py
""" Basic example of scraping pipeline using SmartScraper """ from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Define the configuration for the graph # ************************************************ graph_conf...
49
1,473
Scrapegraph-ai
examples/extras/browser_base_integration.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for th...
52
1,336
Scrapegraph-ai
examples/extras/force_mode.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # *...
57
1,569
Scrapegraph-ai
examples/extras/authenticated_playwright.py
.py
""" Example leveraging a state file containing session cookies which might be leveraged to authenticate to a website and scrape protected content. """ import os import random from dotenv import load_dotenv # import playwright so we can use it to create the state file from playwright.async_api import async_playwright...
95
2,950
Scrapegraph-ai
examples/extras/screenshot_scaping.py
.py
""" example of scraping with screenshots """ import asyncio from scrapegraphai.utils.screenshot_scraping import ( crop_image, detect_text, select_area_with_opencv, take_screenshot, ) # STEP 1: Take a screenshot image = asyncio.run( take_screenshot( url="https://colab.google/", sav...
40
1,057
Scrapegraph-ai
examples/extras/cond_smartscraper_usage.py
.py
""" Basic example of scraping pipeline using SmartScraperMultiConcatGraph with Groq """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph load_dotenv() # ************************************************ # Define the configuration for the graph # ***************...
41
1,024
Scrapegraph-ai
examples/extras/proxy_rotation.py
.py
""" Basic example of scraping pipeline using SmartScraper """ from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Define the configuration for the graph # ************************************************ graph_conf...
48
1,317
Scrapegraph-ai
examples/extras/html_mode.py
.py
""" Basic example of scraping pipeline using SmartScraper By default smart scraper converts in md format the code. If you want to just use the original code, you have to specify in the confi """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai...
52
1,349
Scrapegraph-ai
examples/extras/reasoning.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for th...
49
1,216
Scrapegraph-ai
examples/extras/undected_playwright.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # **...
46
1,255
Scrapegraph-ai
examples/extras/chromium_selenium.py
.py
import asyncio import json import os from aiohttp import ClientError from dotenv import load_dotenv from scrapegraphai.docloaders.chromium import ( # Import your ChromiumLoader class ChromiumLoader, ) from scrapegraphai.graphs import SmartScraperGraph # Load environment variables for API keys load_dotenv() # ...
149
4,947
Scrapegraph-ai
examples/extras/rag_caching.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # *...
49
1,227
Scrapegraph-ai
examples/extras/serch_graph_scehma.py
.py
""" Example of Search Graph """ import os from typing import List from dotenv import load_dotenv from pydantic import BaseModel, Field from scrapegraphai.graphs import SearchGraph load_dotenv() # ************************************************ # Define the configuration for the graph # **************************...
50
985
Scrapegraph-ai
examples/extras/load_yml.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import yaml from scrapegraphai.graphs import SmartScraperGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Define the configuration for the graph # ***********************************************...
35
990
Scrapegraph-ai
examples/markdownify/markdownify_scrapegraphai_v3.py
.py
""" Scrape a webpage as markdown using the scrapegraph-py v3 API (PR #84). Uses ScrapeGraphAI client + ScrapeRequest model + ApiResult wrapper. """ import json import os from dotenv import load_dotenv from scrapegraph_py import ScrapeGraphAI, ScrapeRequest load_dotenv() api_key = os.getenv("SGAI_API_KEY") or os.get...
25
723
Scrapegraph-ai
examples/markdownify/markdownify_scrapegraphai.py
.py
""" Scrape a webpage as clean markdown using scrapegraph-py v2 API. Replaces the old markdownify() call with scrape(). """ import json import os from dotenv import load_dotenv from scrapegraph_py import Client load_dotenv() api_key = os.getenv("SCRAPEGRAPH_API_KEY") if not api_key: raise ValueError("SCRAPEGRAPH...
21
501
Scrapegraph-ai
examples/speech_graph/speech_graph_openai.py
.py
""" Basic example of scraping pipeline using SpeechSummaryGraph """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SpeechGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define audio output path # ****************...
57
1,504
Scrapegraph-ai
examples/csv_scraper_graph/openai/csv_scraper_graph_multi_openai.py
.py
""" Basic example of scraping pipeline using CSVScraperMultiGraph from CSV documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import CSVScraperMultiGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Read the CSV f...
55
1,441
Scrapegraph-ai
examples/csv_scraper_graph/openai/csv_scraper_openai.py
.py
""" Basic example of scraping pipeline using CSVScraperGraph from CSV documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import CSVScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Read the CSV file # ***...
57
1,463
Scrapegraph-ai
examples/csv_scraper_graph/ollama/csv_scraper_graph_multi_ollama.py
.py
""" Basic example of scraping pipeline using CSVScraperMultiGraph from CSV documents """ import os from scrapegraphai.graphs import CSVScraperMultiGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Read the CSV file # ****************************************...
60
1,705
Scrapegraph-ai
examples/csv_scraper_graph/ollama/csv_scraper_ollama.py
.py
""" Basic example of scraping pipeline using CSVScraperGraph from CSV documents """ import os from scrapegraphai.graphs import CSVScraperGraph from scrapegraphai.utils import prettify_exec_info # ************************************************ # Read the CSV file # ************************************************ ...
60
1,725
Scrapegraph-ai
examples/json_scraper_graph/openai/json_scraper_multi_openai.py
.py
""" Module for showing how PDFScraper multi works """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import JSONScraperMultiGraph load_dotenv() openai_key = os.getenv("OPENAI_APIKEY") graph_config = { "llm": { "api_key": openai_key, "model": "openai/gpt-4o", ...
41
817
Scrapegraph-ai
examples/json_scraper_graph/openai/omni_scraper_openai.py
.py
""" Basic example of scraping pipeline using OmniScraper """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import OmniScraperGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the ...
51
1,317
Scrapegraph-ai
examples/json_scraper_graph/openai/json_scraper_openai.py
.py
""" Basic example of scraping pipeline using JSONScraperGraph from JSON documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import JSONScraperGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # **************************************...
61
1,636
Scrapegraph-ai
examples/json_scraper_graph/openai/md_scraper_openai.py
.py
""" Basic example of scraping pipeline using DocumentScraperGraph from MD documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import DocumentScraperGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # ********************************...
61
1,619
Scrapegraph-ai
examples/json_scraper_graph/ollama/json_scraper_multi_ollama.py
.py
""" Module for showing how PDFScraper multi works """ import json import os from scrapegraphai.graphs import JSONScraperMultiGraph graph_config = { "llm": { "model": "ollama/llama3", "temperature": 0, "format": "json", # Ollama needs the format to be specified explicitly "model_t...
39
879
Scrapegraph-ai
examples/json_scraper_graph/ollama/json_scraper_ollama.py
.py
""" Basic example of scraping pipeline using JSONScraperGraph from JSON documents """ import os from dotenv import load_dotenv from scrapegraphai.graphs import JSONScraperGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # **************************************...
63
1,803
Scrapegraph-ai
examples/search_graph/openai/search_link_graph_openai.py
.py
""" Basic example of scraping pipeline using SmartScraper """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SearchLinkGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # *****...
45
1,097
Scrapegraph-ai
examples/search_graph/openai/search_graph_openai.py
.py
""" Example of Search Graph """ import os from dotenv import load_dotenv from scrapegraphai.graphs import SearchGraph load_dotenv() # ************************************************ # Define the configuration for the graph # ************************************************ openai_key = os.getenv("OPENAI_API_KEY"...
38
759
Scrapegraph-ai
examples/search_graph/openai/search_graph_schema_openai.py
.py
""" Example of Search Graph """ import os from typing import List from dotenv import load_dotenv from pydantic import BaseModel, Field from scrapegraphai.graphs import SearchGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info load_dotenv() # ***********************************...
63
1,563
Scrapegraph-ai
examples/search_graph/scrapegraphai/searchscraper_scrapegraphai.py
.py
""" Search the web and extract AI-structured results using scrapegraph-py v2 API. Replaces the old searchscraper() call with search(). """ import json import os from dotenv import load_dotenv from scrapegraph_py import Client load_dotenv() api_key = os.getenv("SCRAPEGRAPH_API_KEY") if not api_key: raise ValueEr...
21
531
Scrapegraph-ai
examples/search_graph/scrapegraphai/searchscraper_scrapegraphai_v3.py
.py
""" Search the web using the scrapegraph-py v3 API (PR #84). Uses ScrapeGraphAI client + SearchRequest model + ApiResult wrapper. """ import json import os from dotenv import load_dotenv from scrapegraph_py import ScrapeGraphAI, SearchRequest load_dotenv() api_key = os.getenv("SGAI_API_KEY") or os.getenv("SCRAPEGRA...
25
719
Scrapegraph-ai
examples/search_graph/ollama/search_graph_schema_ollama.py
.py
""" Example of Search Graph """ from typing import List from pydantic import BaseModel, Field from scrapegraphai.graphs import SearchGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info # ************************************************ # Define the output schema for the graph #...
62
1,643
Scrapegraph-ai
examples/search_graph/ollama/search_graph_ollama.py
.py
""" Example of Search Graph """ from scrapegraphai.graphs import SearchGraph from scrapegraphai.utils import convert_to_csv, convert_to_json, prettify_exec_info # ************************************************ # Define the configuration for the graph # ************************************************ graph_config...
45
1,223
Scrapegraph-ai
examples/omni_scraper_graph/omni_search_openai.py
.py
""" Example of OmniSearchGraph """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import OmniSearchGraph from scrapegraphai.utils import prettify_exec_info load_dotenv() # ************************************************ # Define the configuration for the graph # *******************...
49
1,158
Scrapegraph-ai
examples/custom_graph/openai/custom_graph_openai.py
.py
""" Example of custom graph using existing nodes """ import os from dotenv import load_dotenv from langchain_openai import ChatOpenAI, OpenAIEmbeddings from scrapegraphai.graphs import BaseGraph from scrapegraphai.nodes import ( FetchNode, GenerateAnswerNode, ParseNode, RAGNode, RobotsNode, ) lo...
117
2,629
Scrapegraph-ai
examples/custom_graph/ollama/custom_graph_ollama.py
.py
""" Example of custom graph using existing nodes """ from langchain_openai import ChatOpenAI, OpenAIEmbeddings from scrapegraphai.graphs import BaseGraph from scrapegraphai.nodes import ( FetchNode, GenerateAnswerNode, ParseNode, RobotsNode, ) # ************************************************ # Defi...
104
2,469
Scrapegraph-ai
examples/document_scraper_graph/openai/document_scraper_openai.py
.py
""" document_scraper example """ import json import os from dotenv import load_dotenv from scrapegraphai.graphs import DocumentScraperGraph load_dotenv() openai_key = os.getenv("OPENAI_APIKEY") graph_config = { "llm": { "api_key": openai_key, "model": "openai/gpt-4o", } } source = """ ...
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1,414
Scrapegraph-ai
examples/document_scraper_graph/ollama/document_scraper_ollama.py
.py
""" document_scraper example """ import json from dotenv import load_dotenv from scrapegraphai.graphs import DocumentScraperGraph load_dotenv() # ************************************************ # Define the configuration for the graph # ************************************************ graph_config = { "llm": ...
46
1,655
Scrapegraph-ai
examples/code_generator_graph/openai/code_generator_graph_openai.py
.py
""" Basic example of scraping pipeline using Code Generator with schema """ import os from typing import List from dotenv import load_dotenv from pydantic import BaseModel, Field from scrapegraphai.graphs import CodeGeneratorGraph load_dotenv() # ************************************************ # Define the output...
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1,577