Upload folder using huggingface_hub
Browse files- README.md +79 -0
- automate_scraping.sh +22 -0
- dataset.jsonl +15 -0
- scraper.py +78 -0
- trickbd_logo_reference.png +3 -0
- trickbd_logo_reference.webp +3 -0
- trickgpt_logo.png +3 -0
README.md
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---
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language:
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- bn
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- en
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license: mit
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task_categories:
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- text-generation
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- summarization
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- question-answering
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tags:
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- trickbd
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- trickgpt
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- bengali
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- tech-forum
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- data-filtering
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- high-quality
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- llm
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- pretraining
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- math
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- data-synthesis
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dataset_info:
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modalities:
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- text
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formats:
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- jsonl
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- parquet
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features:
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- name: instruction
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dtype: string
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- name: input
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dtype: string
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- name: output
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dtype: string
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- name: metadata
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struct:
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- name: title
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dtype: string
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- name: category
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dtype: string
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- name: url
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dtype: string
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- name: source
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dtype: string
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---
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# TrickGPT Dataset
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## About TrickGPT
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TrickGPT is a specialized dataset curated from [TrickBD](https://trickbd.com), Bangladesh's premier mobile-based tech forum and community. This dataset is designed to train State-of-the-Art (SOTA) AI models to understand, summarize, and generate tech-related content in both Bengali and English, specifically tailored to the unique community-driven knowledge shared on TrickBD.
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## Data Description
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The dataset consists of articles scraped from TrickBD, formatted in an instruction-following style (Instruction, Input, Output). This format is ideal for fine-tuning Large Language Models (LLMs) like Llama, Mistral, or GPT-based architectures.
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### Dataset Structure
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Each entry in the dataset contains:
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- **instruction**: A prompt describing the task (e.g., "Summarize this article").
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- **input**: The raw content of the TrickBD article.
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- **output**: (Placeholder for model-generated or human-refined summaries).
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- **metadata**: Additional information including the original title, category, and URL.
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## Usage for SOTA AI Training
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To use this dataset for training, you can load it using the Hugging Face `datasets` library:
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```python
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from datasets import load_dataset
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dataset = load_dataset("fariasultana/TrickGPT")
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```
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### Formatting for Fine-tuning
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The data is provided in `.jsonl` format, which can be directly used with popular fine-tuning frameworks like Axolotl, Unsloth, or Hugging Face's SFTTrainer.
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## Automation
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The dataset is designed to be updated automatically using a Playwright-based scraper that tracks new posts on TrickBD.
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## License
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This dataset is released under the MIT License. Please respect the original content creators on TrickBD.
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automate_scraping.sh
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#!/bin/bash
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# TrickGPT Automated Scraping Script
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# This script runs the scraper and prepares the data for upload
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echo "Starting TrickGPT scraping process..."
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# Run the scraper
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python3 scraper.py
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# Check if scraping was successful
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if [ -f "trickgpt_dataset.jsonl" ]; then
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echo "Scraping successful. Updating dataset.jsonl..."
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mv trickgpt_dataset.jsonl dataset.jsonl
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# Instructions for uploading to Hugging Face
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# hf upload fariasultana/TrickGPT . --repo-type=dataset
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echo "Dataset updated. Ready for upload to fariasultana/TrickGPT."
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else
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echo "Scraping failed. Please check scraper.py and internet connection."
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exit 1
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fi
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dataset.jsonl
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{"instruction": "Summarize the key points of the following article from TrickBD titled '🔥 Evolution X 16.0: Redmi Note 11 (Spes)-এ Android 16 ইনস্টল করুন এবং সেরা পারফরম্যান্স পান!'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "🔥 Evolution X 16.0: Redmi Note 11 (Spes)-এ Android 16 ইনস্টল করুন এবং সেরা পারফরম্যান্স পান!", "category": "Uncategorized", "url": "https://trickbd.com/custom-rom/3073152", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'Make your linux super fast with these tweaks'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "Make your linux super fast with these tweaks", "category": "Uncategorized", "url": "https://trickbd.com/cybersecurity-tutorials/3078735", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'সাইকোলজিক্যাল ডিজঅর্ডার : মানব মনের যতোসব অদ্ভুত অসুখ'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "সাইকোলজিক্যাল ডিজঅর্ডার : মানব মনের যতোসব অদ্ভুত অসুখ", "category": "Uncategorized", "url": "https://trickbd.com/lifestyle/3078762", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'GitHub সুপার সার্চ ইঞ্জিন মডিউল'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "GitHub সুপার সার্চ ইঞ্জিন মডিউল", "category": "Uncategorized", "url": "https://trickbd.com/tools/3077582", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'Pixellab এর জন্য একসাথে 50+ বাংলা ফন্ট'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "Pixellab এর জন্য একসাথে 50+ বাংলা ফন্ট", "category": "Uncategorized", "url": "https://trickbd.com/tools/3078646", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled '🖥️💥 Microsoft Word-এ Page Number দেওয়ার নিয়ম – Step-by-Step Complete Guide 📝📐'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "🖥️💥 Microsoft Word-এ Page Number দেওয়ার নিয়ম – Step-by-Step Complete Guide 📝📐", "category": "Uncategorized", "url": "https://trickbd.com/windows-pc/3078505", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'AI এর মাধ্যমে Cyber Attack টেকনিক'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "AI এর মাধ্যমে Cyber Attack টেকনিক", "category": "Uncategorized", "url": "https://trickbd.com/cybersecurity-tutorials/3078559", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'রাজশাহী বিশ্ববিদ্যালয়ের এ ইউনিট লিখিত ও ব্যবহারিক পরীক্ষার ফল প্রকাশ – জানুন বিস্তারিত'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "রাজশাহী বিশ্ববিদ্যালয়ের এ ইউনিট লিখিত ও ব্যবহারিক পরীক্ষার ফল প্রকাশ – জানুন বিস্তারিত", "category": "Uncategorized", "url": "https://trickbd.com/electronics/3079259", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'প্রোগ্রামিং ল্যাঙ্গুয়েজ শেখার রোডম্যাপ'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "প্রোগ্রামিং ল্যাঙ্গুয়েজ শেখার রোডম্যাপ", "category": "Uncategorized", "url": "https://trickbd.com/education/3063989", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled '[Hot Post] Airtel & Robi ফ্রী ইন্টারনেট চালু হয়েছে সকলের সিমই চলবে সারাদেশে'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "[Hot Post] Airtel & Robi ফ্রী ইন্টারনেট চালু হয়েছে সকলের সিমই চলবে সারাদেশে", "category": "Uncategorized", "url": "https://trickbd.com/airtel-free-net/3065439", "source": "trickbd.com"}}
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| 11 |
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'ESP32 হতে Flipper Zero তৈরী করুন'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "ESP32 হতে Flipper Zero তৈরী করুন", "category": "Uncategorized", "url": "https://trickbd.com/cybersecurity-tutorials/3078890", "source": "trickbd.com"}}
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'রিয়েল লাইফ হ্যাকিং : হ্যাকিং করে টাকা ইনকাম?!'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "রিয়েল লাইফ হ্যাকিং : হ্যাকিং করে টাকা ইনকাম?!", "category": "Uncategorized", "url": "https://trickbd.com/cybersecurity-tutorials/3078518", "source": "trickbd.com"}}
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| 13 |
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'BIN কী? যেকোনো ওয়েবসাইটের ফ্রি ট্রায়ালের BIN বের করার উপায়'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "BIN কী? যেকোনো ওয়েবসাইটের ফ্রি ট্রায়ালের BIN বের করার উপায়", "category": "Uncategorized", "url": "https://trickbd.com/uncategorized/3078711", "source": "trickbd.com"}}
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| 14 |
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{"instruction": "Summarize the key points of the following article from TrickBD titled 'TrickBD+ এবং কিছুকথা…'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "TrickBD+ এবং কিছুকথা…", "category": "Uncategorized", "url": "https://trickbd.com/tricks/3078682", "source": "trickbd.com"}}
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| 15 |
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{"instruction": "Summarize the key points of the following article from TrickBD titled '🚀 Redmi Note 11-এ OrangeFox Recovery ইনস্টল: কাস্টম রম ও রুটিংয়ের জন্য পারফেক্ট গাইড'.", "input": "🛠️ POCO F6 Pro (Vermeer) এ TWRP ইনস্টল করুন। আনঅফিশিয়াল রিকভারি গাইড!", "output": "", "metadata": {"title": "🚀 Redmi Note 11-এ OrangeFox Recovery ইনস্টল: কাস্টম রম ও রুটিংয়ের জন্য পারফেক্ট গাইড", "category": "Uncategorized", "url": "https://trickbd.com/custom-rom/3072942", "source": "trickbd.com"}}
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scraper.py
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import asyncio
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import json
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from playwright.async_api import async_playwright
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async def scrape_trickbd():
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"""
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Scrapes articles from trickbd.com, formats them into a dataset for AI model training,
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and saves the data to a JSONL file.
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"""
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async with async_playwright() as p:
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browser = await p.chromium.launch(headless=True)
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page = await browser.new_page()
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# Navigate to the website with a desktop theme
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base_url = "https://trickbd.com/?theme_change=desktop"
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try:
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await page.goto(base_url, timeout=120000) # Increased timeout
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except Exception as e:
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print(f"Failed to load the main page: {e}")
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await browser.close()
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return
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# Extract unique article links from the homepage
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links = await page.eval_on_selector_all("h3 a", "elements => elements.map(e => e.href)")
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unique_links = list(set([link for link in links if "/author/" not in link and "/category/" not in link]))
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print(f"Found {len(unique_links)} unique article links.")
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articles = []
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# Scrape a limited number of articles for the dataset sample
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for link in unique_links[:15]:
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try:
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print(f"Navigating to: {link}")
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await page.goto(link, timeout=120000) # Increased timeout
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await page.wait_for_load_state("domcontentloaded", timeout=60000)
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# Extract title, content, and category using robust selectors
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title = await page.evaluate("() => document.querySelector('h1')?.innerText || document.title")
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content = await page.evaluate("""() => {
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const selectors = ['.entry-content', '.post-content', 'article'];
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for (const s of selectors) {
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const el = document.querySelector(s);
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if (el) return el.innerText;
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}
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return "";
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}""")
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category = await page.evaluate("() => document.querySelector('.cat-links')?.innerText || 'Uncategorized'")
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if content:
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articles.append({
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"instruction": f"Summarize the key points of the following article from TrickBD titled '{title}'.",
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"input": content.strip(),
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"output": "", # To be filled by the model
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"metadata": {
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"title": title,
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"category": category,
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"url": link,
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"source": "trickbd.com"
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}
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})
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print(f"Successfully scraped: {title[:60]}...")
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else:
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print(f"Could not extract content from: {link}")
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except Exception as e:
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print(f"Error scraping {link}: {e}")
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await browser.close()
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# Save the scraped data to a JSONL file
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output_file = "/home/ubuntu/trickgpt_dataset.jsonl"
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with open(output_file, "w", encoding="utf-8") as f:
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for article in articles:
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f.write(json.dumps(article, ensure_ascii=False) + "\n")
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print(f"Scraping completed. Saved {len(articles)} articles to {output_file}")
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if __name__ == "__main__":
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asyncio.run(scrape_trickbd())
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trickbd_logo_reference.png
ADDED
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Git LFS Details
|
trickbd_logo_reference.webp
ADDED
|
Git LFS Details
|
trickgpt_logo.png
ADDED
|
Git LFS Details
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