EasySell AI β SLM Tool Calling Model
A custom GPT model trained to output structured JSON tool calls for a WhatsApp e-commerce shopping assistant.
Architecture
- Type: Custom GPT (Decoder-only Transformer)
- Layers: 14 | Heads: 12 | Embedding: 768
- Block size: 1024 tokens
- Trained on: Kaggle P100 GPU, 3 epochs, loss ~0.016
What it does
Given a customer message, outputs a JSON tool call selecting one of 12 tools:
Input : "i want bag pack"
Output: {"tool": "add_to_cart_tool", "parameters": {"product": "bag pack", "quantity": 1}}
Input : "checkout"
Output: {"tool": "get_checkout_link_tool", "parameters": {}}
Input : "where is my order"
Output: {"tool": "get_order_status_tool", "parameters": {}}
Supported Tools (12)
| Tool | Trigger |
|---|---|
| search_catalog_by_text_tool | Product search, link requests |
| add_to_cart_tool | Buy, order, add any product |
| get_checkout_link_tool | Checkout, pay now |
| get_instant_checkout_link_tool | Buy now, instant buy |
| list_all_products_tool | Show products, catalog |
| update_order_address_tool | Change delivery address |
| view_cart_tool | My cart, show cart |
| update_cart_item_tool | Change quantity in cart |
| remove_from_cart_tool | Remove item from cart |
| clear_cart_tool | Empty entire cart |
| clear_out_of_stock_items_tool | Remove unavailable items |
| get_order_status_tool | Order tracking, delivery status |
Languages
Supports English and Hindi/Hinglish:
- "mujhe shawl chahiye" β add_to_cart_tool
- "cart dikhao" β view_cart_tool
- "mobile ki link bhejo" β search_catalog_by_text_tool
Author
Built by Tanishq Vemaraju (https://huggingface.co/TanishqV03)
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