purplesquirrelnetworks/purple-squirrel-r1

Purple Squirrel R1

Fine-tuned DeepSeek-R1-Distill-Llama-8B for Purple Squirrel AI Platform

Model Details

• Base Model: DeepSeek-R1-Distill-Llama-8B
• Parameters: 8B
• Context Length: 4096 tokens
• Quantization: 4-bit NF4 (GGUF f16 available)
• Specialization: Purple Squirrel AI platform operations

Research Paper

This model is deployed in the AIDP Neural Cloud distributed inference system. Read the full research paper:

📄 AIDP Neural Cloud: Distributed LLM Inference on Decentralized GPU Networks

Key Results:

• 47% cost reduction vs OpenAI
• 28% faster latency (p50: 180ms vs 250ms)
• 50 req/s throughput with fault tolerance

Capabilities

Fine-tuned to excel at:

• Video Analysis: AI-powered transcription and tagging
• Blockchain Operations: Multi-chain NFT minting (Solana, Ethereum, Polygon)
• Cloud Integration: OCI, AWS, IPFS storage operations
• Video Editing: Professional workflow understanding
• Platform Operations: Purple Squirrel feature guidance

Quick Start

Using Ollama

ollama pull purplesquirrelnetworks/purple-squirrel-r1
ollama run purplesquirrelnetworks/purple-squirrel-r1

Using Transformers

from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "purplesquirrelnetworks/purple-squirrel-r1"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id)

Via AIDP Neural Cloud API

import openai

client = openai.OpenAI(
    base_url="https://neural-cloud.aidp.store/v1",
    api_key="your-api-key"
)

response = client.chat.completions.create(
    model="purple-squirrel-r1",
    messages=[{"role": "user", "content": "What is Purple Squirrel?"}]
)

Training Details

• Method: LoRA fine-tuning
• Dataset: Purple Squirrel platform documentation
• Framework: TRL (Transformer Reinforcement Learning)
• Hardware: AIDP decentralized GPU network

Downloads

Available Formats:

• Safetensors: Hugging Face Transformers (default)
• GGUF f16: Ollama, llama.cpp (15GB) - Download

Links

• Research Paper: AIDP Neural Cloud
• GitHub: purple-squirrel-r1
• Live API: neural-cloud.aidp.store
• Platform: purplesquirrel.media

Citation

@misc{purplesquirrel-r1,
  title={Purple Squirrel R1: Fine-tuned DeepSeek-R1-Distill-Llama-8B},
  author={Karsten, Matthew},
  year={2026},
  publisher={Purple Squirrel Networks},
  url={https://huggingface.co/purplesquirrelnetworks/purple-squirrel-r1}
}

License

MIT License - Based on DeepSeek-R1-Distill-Llama-8B

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Built by Purple Squirrel Networks