kunaliitkgp09/working-unified-multi-model-pt

Working Unified Multi-Model (.pt)

A complete unified PyTorch model that delegates to specialized child models for different AI tasks.

🚀 Features

• —Single .pt file containing all capabilities
• —True model delegation to specialized child models
• —Unified reasoning and routing
• —Production-ready deployment

📦 Model Components

• —Base Reasoning Model: distilgpt2 (~300MB)
• —Image Captioning Model: BLIP (~990MB)
• —Text-to-Image Model: Stable Diffusion v1.5
• —Task Classifiers: Routing and confidence scoring
• —Embeddings: Task type embeddings

🎯 Capabilities

1. 1.Text Processing: Q&A, summarization, text generation
2. 2.Image Captioning: Describe images using BLIP model
3. 3.Text-to-Image: Generate images using Stable Diffusion
4. 4.Reasoning: Step-by-step reasoning tasks

📊 Model Size

• —File Size: 1.26 GB
• —Total Parameters: ~1.2B parameters
• —Architecture: Unified PyTorch model

🔧 Usage

import torch
from working_complete_unified_model_pt import WorkingUnifiedMultiModelPT

# Load the model
model = WorkingUnifiedMultiModelPT.load_model("working_unified_multi_model.pt")

# Process different types of requests
result = model.process("What is machine learning?")
print(f"Task: {result['task_type']}")
print(f"Output: {result['output']}")

result = model.process("Generate an image of a peaceful forest")
print(f"Task: {result['task_type']}")
print(f"Output: {result['output']}")

🏗️ Architecture

The model uses a unified architecture where:

1. 1.Parent LLM (distilgpt2) analyzes requests and routes to appropriate child models
2. 2.Child Models handle specialized tasks:
3. 3.BLIP for image captioning
4. 4.Stable Diffusion for text-to-image generation
5. 5.Base model for text processing and reasoning

🎉 Key Innovations

• —Single .pt file for all capabilities
• —True delegation to specialized models
• —Unified interface like DeepSeek
• —Portable across environments
• —Production-ready deployment

📄 License

MIT License

🤝 Contributing

This model demonstrates the future of AI - unified, portable, and intelligent models that can handle multiple tasks through intelligent delegation.