# ๐ŸŽฏ Complete Hugging Face Upload Guide for Bengali AI ## ๐Ÿ“‹ Your Model is Ready! **Repository:** `megharudushi/Sheikh` **Files:** 11 complete files (1.4GB total) **Status:** โœ… Ready for upload ## ๐Ÿš€ Upload Methods (Choose One) ### Method 1: Simple Python API (Recommended) ```bash # Install dependencies uv pip install huggingface_hub # Run upload script python3 simple_hf_upload.py ``` ### Method 2: Command Line Interface ```bash # Install HF CLI pip install huggingface_hub # Login (prompts for token) huggingface-cli login # Upload directory huggingface-cli upload megharudushi/Sheikh ready_bengali_ai/ \ --commit-message "Complete Bengali AI model with tokenizer" ``` ### Method 3: Git-based Upload (Advanced) ```bash # Install git-xet pip install git-xet # Clone repository git clone git@hf.co:megharudushi/Sheikh # Copy files cp ready_bengali_ai/* Sheikh/ # Commit and push cd Sheikh git add . git commit -m "Add Bengali AI model - 355M parameters" git push ``` ### Method 4: Web Interface (Easiest) 1. Go to https://huggingface.co/new 2. Choose "Model" repository type 3. Name: `megharudushi/Sheikh` 4. Drag and drop all files from `ready_bengali_ai/` folder 5. Add description and publish ## ๐Ÿ“ Your Model Files (Ready to Upload) ``` ready_bengali_ai/ โ”œโ”€โ”€ model.bin (1.4GB) # Main model weights โ”œโ”€โ”€ tokenizer.json (3.4MB) # Tokenizer configuration โ”œโ”€โ”€ vocab.json (780KB) # Vocabulary โ”œโ”€โ”€ merges.txt (446KB) # BPE merges โ”œโ”€โ”€ config.json (13KB) # Model configuration โ”œโ”€โ”€ params.json (2KB) # Parameters config โ”œโ”€โ”€ special_tokens_map.json # Special tokens โ”œโ”€โ”€ tokenizer_config.json # Tokenizer settings โ”œโ”€โ”€ chat_template.jinja # Chat template โ”œโ”€โ”€ README.md (924B) # Model documentation โ””โ”€โ”€ usage_guide.md (1.8KB) # Usage instructions ``` ## ๐Ÿ” Getting Your Hugging Face Token 1. Go to: https://huggingface.co/settings/tokens 2. Click "New token" 3. Give it a name (e.g., "Bengali AI Upload") 4. Select "Write" permissions 5. Copy the token (starts with `hf_`) ## ๐ŸŒ After Upload Your model will be available at: **https://huggingface.co/megharudushi/Sheikh** Anyone can use it with: ```python from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("megharudushi/Sheikh") model = AutoModelForCausalLM.from_pretrained("megharudushi/Sheikh") # Bengali query input_text = "เฆฌเฆพเฆ‚เฆฒเฆพเฆฆเง‡เฆถเง‡เฆฐ เฆฐเฆพเฆœเฆงเฆพเฆจเง€ เฆ•เง€?" inputs = tokenizer.encode(input_text, return_tensors="pt") outputs = model.generate(inputs, max_length=150) response = tokenizer.decode(outputs[0], skip_special_tokens=True) print(response) ``` ## ๐ŸŽฏ Model Information - **Base Model:** microsoft/DialoGPT-medium - **Parameters:** 355M - **Language:** Bengali (Bangla) - **Training Data:** Alpaca Bangla dataset - **Capabilities:** Instruction following, educational content, cultural knowledge ## ๐Ÿ”ง Troubleshooting **Authentication Issues:** - Check token: `huggingface-cli whoami` - Re-login: `huggingface-cli login` - Set token: `export HF_TOKEN=your_token_here` **Repository Issues:** - Repository might not exist yet - will be created on first upload - Check username: Ensure `megharudushi` is your HF username - Permissions: Ensure you have write access **Upload Issues:** - Large file size: `model.bin` (1.4GB) may take time - Network: Ensure stable internet connection - Try alternative method if one fails ## ๐ŸŽ‰ Success! Once uploaded, your Bengali AI model will be: - โœ… Publicly accessible - โœ… Searchable on Hugging Face Hub - โœ… Loadable with transformers library - โœ… Ready for others to use and build upon Your contribution to Bengali NLP is now live! ๐ŸŒ