Instructions to use cosmichackerx/nova-novel-writer-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cosmichackerx/nova-novel-writer-v1 with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="cosmichackerx/nova-novel-writer-v1",
	filename="models/nova-v1-f16.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": "What is the capital of France?"
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use cosmichackerx/nova-novel-writer-v1 with llama.cpp:

Install (macOS, Linux)

curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf cosmichackerx/nova-novel-writer-v1:F16
# Run inference directly in the terminal:
llama cli -hf cosmichackerx/nova-novel-writer-v1:F16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf cosmichackerx/nova-novel-writer-v1:F16
# Run inference directly in the terminal:
llama cli -hf cosmichackerx/nova-novel-writer-v1:F16

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf cosmichackerx/nova-novel-writer-v1:F16
# Run inference directly in the terminal:
./llama-cli -hf cosmichackerx/nova-novel-writer-v1:F16

Build from source code

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf cosmichackerx/nova-novel-writer-v1:F16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf cosmichackerx/nova-novel-writer-v1:F16

Use Docker

docker model run hf.co/cosmichackerx/nova-novel-writer-v1:F16

LM Studio
Jan

vLLM

How to use cosmichackerx/nova-novel-writer-v1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "cosmichackerx/nova-novel-writer-v1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "cosmichackerx/nova-novel-writer-v1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/cosmichackerx/nova-novel-writer-v1:F16

Ollama
How to use cosmichackerx/nova-novel-writer-v1 with Ollama:
```
ollama run hf.co/cosmichackerx/nova-novel-writer-v1:F16
```

Unsloth Studio

How to use cosmichackerx/nova-novel-writer-v1 with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for cosmichackerx/nova-novel-writer-v1 to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for cosmichackerx/nova-novel-writer-v1 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for cosmichackerx/nova-novel-writer-v1 to start chatting

Atomic Chat new
Docker Model Runner
How to use cosmichackerx/nova-novel-writer-v1 with Docker Model Runner:
```
docker model run hf.co/cosmichackerx/nova-novel-writer-v1:F16
```

Lemonade

How to use cosmichackerx/nova-novel-writer-v1 with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull cosmichackerx/nova-novel-writer-v1:F16

Run and chat with the model

lemonade run user.nova-novel-writer-v1-F16

List all available models

lemonade list

📖 Nova-Novel-Writer-v1: The Ultimate AI Author

Welcome to the official Model Card for Nova-Novel-Writer-v1, a revolutionary, state-of-the-art (SOTA) Large Language Model specifically fine-tuned for creative writing, novel generation, and immersive storytelling. Engineered by cosmichackerx, this model is designed to be your ultimate AI co-author, bringing unprecedented depth, world-building, and character development to life.

🌟 Model Overview

Model Name: Nova-Novel-Writer-v1
Developer: cosmichackerx
Model Type: Autoregressive Language Model / Transformer
Language(s): English (Extensive vocabulary and literary prose)
License: Apache 2.0 (Commercial use allowed for authors and creators!)

Nova-Novel-Writer-v1 is optimized for high-quality, long-context narrative generation, making it the perfect choice for authors, game developers, roleplayers, and AI enthusiasts who want to create rich, compelling stories.

🔥 Key Features

State-of-the-Art Storytelling: Outperforms generic LLMs in maintaining narrative consistency, pacing, and emotional depth.
Deep Literary Capabilities: Advanced natural language processing for vivid descriptions, dynamic dialogue, and intricate world-building.
Generative AI for Fiction: Pushing the boundaries of machine learning in the creative arts.
Roleplay & World-Building: Excels at maintaining character personas and complex lore over long conversations.

💻 How to Use

Integrate Nova-Novel-Writer-v1 into your creative workflow in just a few lines of Python using the Hugging Face transformers library!

from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "cosmichackerx/nova-novel-writer-v1"

tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id)

prompt = "The neon lights of Neo-Kyoto flickered, revealing the silhouette of a cyberpunk detective. He struck a match and said,"
inputs = tokenizer(prompt, return_tensors="pt")

outputs = model.generate(**inputs, max_new_tokens=200, temperature=0.7, repetition_penalty=1.1)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

📊 Training Data & Architecture

Built upon a massive, highly curated dataset of public domain literature, creative writing samples, and roleplay interactions. The model utilizes a highly optimized transformer architecture fine-tuned for extended context windows—crucial for remembering plot details in long stories.

🏆 Evaluation & Benchmarks

Nova-Novel-Writer-v1 has been evaluated on narrative coherence and creative benchmarks, demonstrating superior performance in:

Narrative Consistency
Dialogue Naturalism
Creative World-Building

⚠️ Limitations & Bias

While powerful, this model may occasionally generate unpredictable plot twists or exhibit biases present in classic literature. We recommend treating it as a creative assistant rather than an autonomous author.

🤝 Community & Support

Join the revolution in AI-assisted writing! If this model helps you write your next bestseller or craft an amazing roleplay, please leave a Like (❤️) on this repository to help it go viral! Let's build the future of AI storytelling together.

Tags: #ArtificialIntelligence #MachineLearning #DeepLearning #LLM #CreativeWriting #Storytelling #AIAuthor #HuggingFace #StateOfTheArt #OpenSource #AI

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Model size

1B params

Architecture

llama

Hardware compatibility

4-bit

16-bit