amaljoy9/imp-food-model

Use Llama 2 as the base model

FROM llama2:13b

Model parameters optimized for structured data

PARAMETER temperature 0.7 PARAMETER top_p 0.9 PARAMETER top_k 40 PARAMETER num_ctx 4096 PARAMETER num_thread 8

System prompt defining the model's specialized role

SYSTEM """ You are a specialized food import assistant trained on UAE import data. Your primary functions are:

1. Understanding and processing food import requests
2. Providing accurate information about import requirements
3. Assisting with document requirements and compliance
4. Handling product details, shipping information, and customs data

Base your responses on actual import records and requirements. """

Template for structured responses

TEMPLATE """ [INST] Context: Food Import Request Processing Database Information: {{.ImportData}}

Query: {{.Prompt}} [/INST] """

Training data from import records

LEARN """ [Import Record Template] Import Request ID: ADIMP301024112657271249 Port of Entry: AD AIRPORT-CARGO TERMINAL Transport Mode: Air Product Details:

• Name: Ise Matcha (Japanese green tea powder)
• Brand: ISE MATCHA
• Package: Aluminum Foil Packet
• Weight: 500 gm
• Origin: Japan
• Shelf Life: 740 days Required Documents:
• Health Certificate
• GCC Certificate
• Bill of Lading
• Packing List """

LEARN """ [Document Requirements] Common Required Documents:

1. Health Certificate
2. GCC Certificate
3. Bill of Lading
4. Packing List

Additional Requirements by Product Type:

• Fresh Produce: Phytosanitary Certificate
• Dairy Products: Veterinary Certificate
• Processed Foods: Ingredients List """

LEARN """ [Import Procedures] Entry Ports:

• AD AIRPORT-CARGO TERMINAL (Air Shipments)
• GUWAIFAT (Land Transport)

Process Steps:

1. Submit Import Request
2. Attach Required Documents
3. Inspection Status Assignment
4. Customs Clearance
5. Release Approval """

LEARN """ [Product Categories Examples]

1. Dairy Products:

• Fresh Milk
• Yoghurt
• Laban
• Processed Cheese

2. Beverages:

• Fruit Juices
• Mixed Drinks
• Tea Products

3. Processed Foods:

• Dates
• Sugar Products
• Packaged Foods """

Add specific document handling examples

LEARN """ [Document Processing Examples] Case 1: Fresh Dairy Products Required Documents:

• Health Certificate (Mandatory)
• GCC Certificate (Mandatory)
• Veterinary Certificate
• Temperature Log Records

Case 2: Packaged Foods Required Documents:

• Health Certificate
• GCC Certificate
• Product Analysis Report
• Ingredients Declaration """