ScrapeGraphAI · PeriniM · May 26, 2024 · May 10, 2024 · May 10, 2024 · May 10, 2024
diff --git a/.gitignore b/.gitignore
@@ -21,16 +21,20 @@ docs/source/_templates/
 docs/source/_static/
 .env
 venv/
+.venv/
 .vscode/
 
 # exclude pdf, mp3
 *.pdf
 *.mp3
 *.sqlite
 *.google-cookie
+*.python-version
 examples/graph_examples/ScrapeGraphAI_generated_graph
 examples/**/result.csv
 examples/**/result.json
 main.py
+lib/
+*.html
+.idea
 
-
diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -1,4 +1,83 @@
-## [1.4.0](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.3.2...v1.4.0) (2024-05-22)
+## [1.5.0-beta.5](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.5.0-beta.4...v1.5.0-beta.5) (2024-05-26)
+
+
+### Features
+
+* **version:** python 3.12 is now supported 🚀 ([5fb9115](https://github.com/VinciGit00/Scrapegraph-ai/commit/5fb9115330141ac2c1dd97490284d4f1fa2c01c3))
+
+
+### Docs
+
+* **faq:** added faq section and refined installation ([545374c](https://github.com/VinciGit00/Scrapegraph-ai/commit/545374c17e9101a240fd1fbc380ce813c5aa6c2e))
+* updated requirements ([e43b801](https://github.com/VinciGit00/Scrapegraph-ai/commit/e43b8018f5f360b88c52e45ff4e1b4221386ea8e))
+
+## [1.5.0-beta.4](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.5.0-beta.3...v1.5.0-beta.4) (2024-05-25)
+
+
+### Features
+
+* **burr:** added burr integration in graphs and optional burr installation ([ac10128](https://github.com/VinciGit00/Scrapegraph-ai/commit/ac10128ff3af35c52b48c79d085e458524e8e48a))
+* **burr-bridge:** BurrBridge class to integrate inside BaseGraph ([6cbd84f](https://github.com/VinciGit00/Scrapegraph-ai/commit/6cbd84f254ebc1f1c68699273bdd8fcdb0fe26d4))
+* **burr:** first burr integration and docs ([19b27bb](https://github.com/VinciGit00/Scrapegraph-ai/commit/19b27bbe852f134cf239fc1945e7906bc24d7098))
+* **burr-node:** working burr bridge ([654a042](https://github.com/VinciGit00/Scrapegraph-ai/commit/654a04239640a89d9fa408ccb2e4485247ab84df))
+
+
+### Docs
+
+* **burr:** added dependecies and switched to furo ([819f071](https://github.com/VinciGit00/Scrapegraph-ai/commit/819f071f2dc64d090cb05c3571aff6c9cb9196d7))
+* **graph:** added new graphs and schema ([d27cad5](https://github.com/VinciGit00/Scrapegraph-ai/commit/d27cad591196b932c1bbcbaa936479a030ac67b5))
+
+## [1.5.0-beta.3](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.5.0-beta.2...v1.5.0-beta.3) (2024-05-24)
+
+
+### Bug Fixes
+
+* **kg:** removed unused nodes and utils ([5684578](https://github.com/VinciGit00/Scrapegraph-ai/commit/5684578fab635e862de58f7847ad736c6a57f766))
+
+## [1.5.0-beta.2](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.5.0-beta.1...v1.5.0-beta.2) (2024-05-24)
+
+
+### Bug Fixes
+
+* **pdf_scraper:** fix the pdf scraper gaph ([d00cde6](https://github.com/VinciGit00/Scrapegraph-ai/commit/d00cde60309935e283ba9116cf0b114e53cb9640))
+* **local_file:** fixed textual input pdf, csv, json and xml graph ([8d5eb0b](https://github.com/VinciGit00/Scrapegraph-ai/commit/8d5eb0bb0d5d008a63a96df94ce3842320376b8e))
+
+## [1.5.0-beta.1](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.4.0...v1.5.0-beta.1) (2024-05-24)
+
+
+### Features
+
+* **knowledgegraph:** add knowledge graph node ([0196423](https://github.com/VinciGit00/Scrapegraph-ai/commit/0196423bdeea6568086aae6db8fc0f5652fc4e87))
+* add logger integration ([e53766b](https://github.com/VinciGit00/Scrapegraph-ai/commit/e53766b16e89254f945f9b54b38445a24f8b81f2))
+* **smart-scraper-multi:** add schema to graphs and created SmartScraperMultiGraph ([fc58e2d](https://github.com/VinciGit00/Scrapegraph-ai/commit/fc58e2d3a6f05efa72b45c9e68c6bb41a1eee755))
+* **base_graph:** alligned with main ([73fa31d](https://github.com/VinciGit00/Scrapegraph-ai/commit/73fa31db0f791d1fd63b489ac88cc6e595aa07f9))
+* **verbose:** centralized graph logging on debug or warning depending on verbose ([c807695](https://github.com/VinciGit00/Scrapegraph-ai/commit/c807695720a85c74a0b4365afb397bbbcd7e2889))
+* **node:** knowledge graph node ([8c33ea3](https://github.com/VinciGit00/Scrapegraph-ai/commit/8c33ea3fbce18f74484fe7bd9469ab95c985ad0b))
+* **multiple:** quick fix working ([58cc903](https://github.com/VinciGit00/Scrapegraph-ai/commit/58cc903d556d0b8db10284493b05bed20992c339))
+* **kg:** removed import ([a338383](https://github.com/VinciGit00/Scrapegraph-ai/commit/a338383399b669ae2dd7bfcec168b791e8206816))
+* **docloaders:** undetected-playwright ([7b3ee4e](https://github.com/VinciGit00/Scrapegraph-ai/commit/7b3ee4e71e4af04edeb47999d70d398b67c93ac4))
+* **multiple_search:** working multiple example ([bed3eed](https://github.com/VinciGit00/Scrapegraph-ai/commit/bed3eed50c1678cfb07cba7b451ac28d38c87d7c))
+* **kg:** working rag kg ([c75e6a0](https://github.com/VinciGit00/Scrapegraph-ai/commit/c75e6a06b1a647f03e6ac6eeacdc578a85baa25b))
+
+
+### Bug Fixes
+
+* error in jsons ([ca436ab](https://github.com/VinciGit00/Scrapegraph-ai/commit/ca436abf3cbff21d752a71969e787e8f8c98c6a8))
+* **logger:** set up centralized root logger in base node ([4348d4f](https://github.com/VinciGit00/Scrapegraph-ai/commit/4348d4f4db6f30213acc1bbccebc2b143b4d2636))
+* **logging:** source code citation ([d139480](https://github.com/VinciGit00/Scrapegraph-ai/commit/d1394809d704bee4085d494ddebab772306b3b17))
+* template names ([b82f33a](https://github.com/VinciGit00/Scrapegraph-ai/commit/b82f33aee72515e4258e6f508fce15028eba5cbe))
+* **node-logging:** use centralized logger in each node for logging ([c251cc4](https://github.com/VinciGit00/Scrapegraph-ai/commit/c251cc45d3694f8e81503e38a6d2b362452b740e))
+* **web-loader:** use sublogger ([0790ecd](https://github.com/VinciGit00/Scrapegraph-ai/commit/0790ecd2083642af9f0a84583216ababe351cd76))
+
+
+### CI
+
+* **release:** 1.2.0-beta.1 [skip ci] ([fd3e0aa](https://github.com/VinciGit00/Scrapegraph-ai/commit/fd3e0aa5823509dfb46b4f597521c24d4eb345f1))
+* **release:** 1.3.0-beta.1 [skip ci] ([191db0b](https://github.com/VinciGit00/Scrapegraph-ai/commit/191db0bc779e4913713b47b68ec4162a347da3ea))
+* **release:** 1.4.0-beta.1 [skip ci] ([2caddf9](https://github.com/VinciGit00/Scrapegraph-ai/commit/2caddf9a99b5f3aedc1783216f21d23cd35b3a8c))
+* **release:** 1.4.0-beta.2 [skip ci] ([f1a2523](https://github.com/VinciGit00/Scrapegraph-ai/commit/f1a25233d650010e1932e0ab80938079a22a296d))
+
+## [1.4.0-beta.2](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.4.0-beta.1...v1.4.0-beta.2) (2024-05-19)
 
 
 ### Features
@@ -19,13 +98,16 @@
 
 * add deepseek embeddings ([659fad7](https://github.com/VinciGit00/Scrapegraph-ai/commit/659fad770a5b6ace87511513e5233a3bc1269009))
 
+
 ## [1.3.0](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.2.4...v1.3.0) (2024-05-19)
 
 
+
 ### Features
 
 * add new model ([8c7afa7](https://github.com/VinciGit00/Scrapegraph-ai/commit/8c7afa7570f0a104578deb35658168435cfe5ae1))
 
+
 ## [1.2.4](https://github.com/VinciGit00/Scrapegraph-ai/compare/v1.2.3...v1.2.4) (2024-05-17)
 
 

diff --git a/README.md b/README.md
@@ -22,10 +22,6 @@ The reference page for Scrapegraph-ai is available on the official page of pypy:
 ```bash
 pip install scrapegraphai
 ```
-you will also need to install Playwright for javascript-based scraping:
-```bash
-playwright install
-```
 
 **Note**: it is recommended to install the library in a virtual environment to avoid conflicts with other libraries 🐱
 
@@ -49,6 +45,7 @@ There are three main scraping pipelines that can be used to extract information
 - `SmartScraperGraph`: single-page scraper that only needs a user prompt and an input source;
 - `SearchGraph`: multi-page scraper that extracts information from the top n search results of a search engine;
 - `SpeechGraph`: single-page scraper that extracts information from a website and generates an audio file.
+- `SmartScraperMultiGraph`: multiple page scraper given a single prompt
 
 It is possible to use different LLM through APIs, such as **OpenAI**, **Groq**, **Azure** and **Gemini**, or local models using **Ollama**.
 
@@ -171,7 +168,7 @@ Feel free to contribute and join our Discord server to discuss with us improveme
 
 Please see the [contributing guidelines](https://github.com/VinciGit00/Scrapegraph-ai/blob/main/CONTRIBUTING.md).
 
-[![My Skills](https://skillicons.dev/icons?i=discord)](https://discord.gg/gkxQDAjfeX)
+[![My Skills](https://skillicons.dev/icons?i=discord)](https://discord.gg/uJN7TYcpNa)
 [![My Skills](https://skillicons.dev/icons?i=linkedin)](https://www.linkedin.com/company/scrapegraphai/)
 [![My Skills](https://skillicons.dev/icons?i=twitter)](https://twitter.com/scrapegraphai)
 
@@ -182,13 +179,14 @@ Wanna visualize the roadmap in a more interactive way? Check out the [markmap](h
 
 ## ❤️ Contributors
 [![Contributors](https://contrib.rocks/image?repo=VinciGit00/Scrapegraph-ai)](https://github.com/VinciGit00/Scrapegraph-ai/graphs/contributors)
+
 ## Sponsors
 <div style="text-align: center;">
   <a href="https://serpapi.com?utm_source=scrapegraphai">
     <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/serp_api_logo.png" alt="SerpAPI" style="width: 10%;">
   </a>
   <a href="https://dashboard.statproxies.com/?refferal=scrapegraph">
-    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/transparent_stat.png" alt="Stats" style="width: 10%;">
+    <img src="https://raw.githubusercontent.com/VinciGit00/Scrapegraph-ai/main/docs/assets/transparent_stat.png" alt="Stats" style="width: 15%;">
   </a>
 </div>
 

diff --git a/docs/source/conf.py b/docs/source/conf.py
@@ -23,27 +23,17 @@
 # -- General configuration ---------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
 
-extensions = ['sphinx.ext.autodoc', 'sphinx.ext.napoleon','sphinx_wagtail_theme']
+extensions = ['sphinx.ext.autodoc', 'sphinx.ext.napoleon']
 
 templates_path = ['_templates']
 exclude_patterns = []
 
 # -- Options for HTML output -------------------------------------------------
 # https://www.sphinx-doc.org/en/master/usage/configuration.html#options-for-html-output
 
-# html_theme = 'sphinx_rtd_theme'
-html_theme = 'sphinx_wagtail_theme'
-
-html_theme_options = dict(
-    project_name = "ScrapeGraphAI",
-    logo = "scrapegraphai_logo.png",
-    logo_alt = "ScrapeGraphAI",
-    logo_height = 59,
-    logo_url = "https://scrapegraph-ai.readthedocs.io/en/latest/",
-    logo_width = 45,
-    github_url = "https://github.com/VinciGit00/Scrapegraph-ai/tree/main/docs/source/",
-    footer_links = ",".join(
-        ["Landing Page|https://scrapegraphai.com/",
-         "Docusaurus|https://scrapegraph-doc.onrender.com/docs/intro"]
-         ),
-)
+html_theme = 'furo'
+html_theme_options = {
+    "source_repository": "https://github.com/VinciGit00/Scrapegraph-ai/",
+    "source_branch": "main",
+    "source_directory": "docs/source/",
+}
diff --git a/docs/source/getting_started/installation.rst b/docs/source/getting_started/installation.rst
@@ -25,11 +25,18 @@ The library is available on PyPI, so it can be installed using the following com
 
    It is higly recommended to install the library in a virtual environment (conda, venv, etc.)
 
-If your clone the repository, you can install the library using `poetry <https://python-poetry.org/docs/>`_:
+If your clone the repository, it is recommended to use a package manager like `rye <https://rye.astral.sh/>`_.
+To install the library using rye, you can run the following command:
 
 .. code-block:: bash
 
-   poetry install
+   rye pin 3.10
+   rye sync
+   rye build
+
+.. caution::
+
+      **Rye** must be installed first by following the instructions on the `official website <https://rye.astral.sh/>`_.
 
 Additionally on Windows when using WSL
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^

diff --git a/docs/source/index.rst b/docs/source/index.rst
@@ -32,6 +32,15 @@
 
    modules/modules
 
+.. toctree::
+   :hidden:
+   :caption: EXTERNAL RESOURCES
+
+   GitHub <https://github.com/VinciGit00/Scrapegraph-ai>
+   Discord <https://discord.gg/uJN7TYcpNa>
+   Linkedin <https://www.linkedin.com/company/scrapegraphai/>
+   Twitter <https://twitter.com/scrapegraphai>
+
 Indices and tables
 ==================
 

diff --git a/docs/source/introduction/overview.rst b/docs/source/introduction/overview.rst
@@ -6,13 +6,11 @@
 Overview 
 ========
 
-ScrapeGraphAI is a open-source web scraping python library designed to usher in a new era of scraping tools.
-In today's rapidly evolving and data-intensive digital landscape, this library stands out by integrating LLM and
-direct graph logic to automate the creation of scraping pipelines for websites and various local documents, including XML,
-HTML, JSON, and more.
+ScrapeGraphAI is an **open-source** Python library designed to revolutionize **scraping** tools.
+In today's data-intensive digital landscape, this library stands out by integrating **Large Language Models** (LLMs) 
+and modular **graph-based** pipelines to automate the scraping of data from various sources (e.g., websites, local files etc.).
 
-Simply specify the information you need to extract, and ScrapeGraphAI handles the rest,
-providing a more flexible and low-maintenance solution compared to traditional scraping tools.
+Simply specify the information you need to extract, and ScrapeGraphAI handles the rest, providing a more **flexible** and **low-maintenance** solution compared to traditional scraping tools.
 
 Why ScrapegraphAI?
 ==================
@@ -21,17 +19,75 @@ Traditional web scraping tools often rely on fixed patterns or manual configurat
 ScrapegraphAI, leveraging the power of LLMs, adapts to changes in website structures, reducing the need for constant developer intervention. 
 This flexibility ensures that scrapers remain functional even when website layouts change.
 
-We support many Large Language Models (LLMs) including GPT, Gemini, Groq, Azure, Hugging Face etc.
-as well as local models which can run on your machine using Ollama.
+We support many LLMs including **GPT, Gemini, Groq, Azure, Hugging Face** etc.
+as well as local models which can run on your machine using **Ollama**.
 
 Library Diagram
 ===============
 
-With ScrapegraphAI you first construct a pipeline of steps you want to execute by combining nodes into a graph.
-Executing the graph takes care of all the steps that are often part of scraping: fetching, parsing etc...
-Finally the scraped and processed data gets fed to an LLM which generates a response.
+With ScrapegraphAI you can use many already implemented scraping pipelines or create your own.
+
+The diagram below illustrates the high-level architecture of ScrapeGraphAI:
 
 .. image:: ../../assets/project_overview_diagram.png
    :align: center
    :width: 70%
    :alt: ScrapegraphAI Overview
+
+FAQ
+===
+
+1. **What is ScrapeGraphAI?**
+
+   ScrapeGraphAI is an open-source python library that uses large language models (LLMs) and graph logic to automate the creation of scraping pipelines for websites and various document types.
+
+2. **How does ScrapeGraphAI differ from traditional scraping tools?**
+
+   Traditional scraping tools rely on fixed patterns and manual configurations, whereas ScrapeGraphAI adapts to website structure changes using LLMs, reducing the need for constant developer intervention.
+
+3. **Which LLMs are supported by ScrapeGraphAI?**
+
+   ScrapeGraphAI supports several LLMs, including GPT, Gemini, Groq, Azure, Hugging Face, and local models that can run on your machine using Ollama.
+
+4. **Can ScrapeGraphAI handle different document formats?**
+
+   Yes, ScrapeGraphAI can scrape information from various document formats such as XML, HTML, JSON, and more.
+
+5. **I get an empty or incorrect output when scraping a website. What should I do?**
+
+   There are several reasons behind this issue, but for most cases, you can try the following:
+
+      - Set the `headless` parameter to `False` in the graph_config. Some javascript-heavy websites might require it.
+
+      - Check your internet connection. Low speed or unstable connection can cause the HTML to not load properly.
+
+      - Try using a proxy server to mask your IP address. Check out the :ref:`Proxy` section for more information on how to configure proxy settings.
+
+      - Use a different LLM model. Some models might perform better on certain websites than others.
+
+      - Set the `verbose` parameter to `True` in the graph_config to see more detailed logs.
+
+      - Visualize the pipeline graphically using :ref:`Burr`.
+
+   If the issue persists, please report it on the GitHub repository.
+
+6. **How does ScrapeGraphAI handle the context window limit of LLMs?**
+
+   By splitting big websites/documents into chunks with overlaps and applying compression techniques to reduce the number of tokens. If multiple chunks are present, we will have multiple answers to the user prompt, and therefore, we merge them together in the last step of the scraping pipeline.
+
+7. **How can I contribute to ScrapeGraphAI?**
+
+   You can contribute to ScrapeGraphAI by submitting bug reports, feature requests, or pull requests on the GitHub repository. Join our `Discord <https://discord.gg/uJN7TYcpNa>`_ community and follow us on social media!
+
+Sponsors
+========
+
+.. image:: ../../assets/serp_api_logo.png
+   :width: 10%
+   :alt: Serp API
+   :target: https://serpapi.com?utm_source=scrapegraphai
+
+.. image:: ../../assets/transparent_stat.png
+   :width: 15%
+   :alt: Stat Proxies
+   :target: https://dashboard.statproxies.com/?refferal=scrapegraph
diff --git a/docs/source/modules/modules.rst b/docs/source/modules/modules.rst
@@ -1,3 +1,6 @@
+scrapegraphai
+=============
+
 .. toctree::
    :maxdepth: 4
 

diff --git a/docs/source/modules/scrapegraphai.builders.rst b/docs/source/modules/scrapegraphai.builders.rst
@@ -0,0 +1,21 @@
+scrapegraphai.builders package
+==============================
+
+Submodules
+----------
+
+scrapegraphai.builders.graph\_builder module
+--------------------------------------------
+
+.. automodule:: scrapegraphai.builders.graph_builder
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: scrapegraphai.builders
+   :members:
+   :undoc-members:
+   :show-inheritance:
diff --git a/docs/source/modules/scrapegraphai.docloaders.rst b/docs/source/modules/scrapegraphai.docloaders.rst
@@ -0,0 +1,21 @@
+scrapegraphai.docloaders package
+================================
+
+Submodules
+----------
+
+scrapegraphai.docloaders.chromium module
+----------------------------------------
+
+.. automodule:: scrapegraphai.docloaders.chromium
+   :members:
+   :undoc-members:
+   :show-inheritance:
+
+Module contents
+---------------
+
+.. automodule:: scrapegraphai.docloaders
+   :members:
+   :undoc-members:
+   :show-inheritance: