purplesquirrelnetworks/purple-squirrel-r1

Purple Squirrel R1

A fine-tuned version of DeepSeek-R1-Distill-Llama-8B specialized for Purple Squirrel - an AI-powered media platform combining blockchain technology with intelligent content management.

Model Details

• Base Model: DeepSeek-R1-Distill-Llama-8B
• Parameters: 8B
• Training Method: LoRA (Low-Rank Adaptation)
• Training Data: 74 curated examples covering Purple Squirrel features
• Epochs: 10
• Final Loss: 0.43
• Token Accuracy: 91%

Capabilities

This model is trained to answer questions about:

• Core Platform: What Purple Squirrel is and its mission
• AI Features: Transcription, tagging, intelligent search, content analysis
• Blockchain: NFT minting, decentralized storage (Arweave/IPFS), ownership verification
• Media Management: File formats, organization, collaboration
• Technical: API integration, SDKs, security features

Usage

from transformers import AutoModelForCausalLM, AutoTokenizer
import torch

model_id = "purplesquirrelnetworks/purple-squirrel-r1"

tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(
    model_id,
    torch_dtype=torch.bfloat16,
    device_map="auto",
)

messages = [{"role": "user", "content": "What is Purple Squirrel?"}]
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tokenizer(prompt, return_tensors="pt").to(model.device)

outputs = model.generate(
    **inputs,
    max_new_tokens=256,
    temperature=0.3,
    do_sample=True,
)

print(tokenizer.decode(outputs[0], skip_special_tokens=True))

API Access

This model is deployed on Modal with a REST API:

curl -X POST "https://purplesquirrelnetworks--purple-squirrel-r1-api-purplesqu-1e3c01.modal.run" \
  -H "Content-Type: application/json" \
  -d '{"prompt": "What is Purple Squirrel?"}'

Training Details

Parameter	Value
LoRA Rank	64
LoRA Alpha	16
Learning Rate	5e-4
Batch Size	2
Gradient Accumulation	4
Optimizer	paged_adamw_8bit
Precision	bfloat16
GPU	NVIDIA A10G

Example Outputs

Q: What is Purple Squirrel?

Purple Squirrel is a comprehensive digital media management platform designed to help content creators streamline their workflow and maximize the value of their digital assets.

Q: Can I mint NFTs with Purple Squirrel?

Yes, Purple Squirrel allows you to create and mint NFTs. The platform supports various blockchains like Ethereum, Solana, and others.

Q: What AI capabilities does Purple Squirrel have?

Purple Squirrel offers AI-driven features including smart indexing, face detection, object recognition, automatic tagging, content moderation, intelligent search, and personalized recommendations.

Limitations

• Optimized for Purple Squirrel-related queries
• May produce R1-style reasoning (<think> tags) in responses
• Best results with questions similar to training data

License

Apache 2.0

Links

• Purple Squirrel Networks
• Modal API Deployment