Text Generation
GGUF
qwen3_5
code
coding
coder
qwen
qwen3.5
unsloth
lora
sft
html
css
javascript
threejs
canvas
python
multilingual
conversational
Instructions to use guell00/OBSIDIAN-9B-Coder with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use guell00/OBSIDIAN-9B-Coder 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 guell00/OBSIDIAN-9B-Coder:Q4_K_M # Run inference directly in the terminal: llama cli -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M # Run inference directly in the terminal: llama cli -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
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 guell00/OBSIDIAN-9B-Coder:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
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 guell00/OBSIDIAN-9B-Coder:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
Use Docker
docker model run hf.co/guell00/OBSIDIAN-9B-Coder:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use guell00/OBSIDIAN-9B-Coder with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "guell00/OBSIDIAN-9B-Coder" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "guell00/OBSIDIAN-9B-Coder", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/guell00/OBSIDIAN-9B-Coder:Q4_K_M
- Ollama
How to use guell00/OBSIDIAN-9B-Coder with Ollama:
ollama run hf.co/guell00/OBSIDIAN-9B-Coder:Q4_K_M
- Unsloth Studio
How to use guell00/OBSIDIAN-9B-Coder 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 guell00/OBSIDIAN-9B-Coder 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 guell00/OBSIDIAN-9B-Coder to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for guell00/OBSIDIAN-9B-Coder to start chatting
- Pi
How to use guell00/OBSIDIAN-9B-Coder with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "guell00/OBSIDIAN-9B-Coder:Q4_K_M" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use guell00/OBSIDIAN-9B-Coder with Docker Model Runner:
docker model run hf.co/guell00/OBSIDIAN-9B-Coder:Q4_K_M
- Lemonade
How to use guell00/OBSIDIAN-9B-Coder with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull guell00/OBSIDIAN-9B-Coder:Q4_K_M
Run and chat with the model
lemonade run user.OBSIDIAN-9B-Coder-Q4_K_M
List all available models
lemonade list
- Hermes Agent
How to use guell00/OBSIDIAN-9B-Coder with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default guell00/OBSIDIAN-9B-Coder:Q4_K_M
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use guell00/OBSIDIAN-9B-Coder with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf guell00/OBSIDIAN-9B-Coder:Q4_K_M
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "guell00/OBSIDIAN-9B-Coder:Q4_K_M" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
Add README
Browse files
README.md
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---
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pretty_name: OBSIDIAN-9B-Coder
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base_model: Jackrong/Qwopus3.5-9B-Coder
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datasets:
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- guell00/Coder-max
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language:
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pipeline_tag: text-generation
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tags:
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- programming
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- multilingual
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- sft
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---
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```
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fill="none" stroke="url(#obsidian-main)" stroke-width="2" opacity="0.45"/>
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<!-- Obsidian symbol -->
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font-size="69" font-weight="900"
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fill="url(#obsidian-main)"
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letter-spacing="4">
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OBSIDIAN </text>
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<text x="365" y="202"
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font-family="-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif"
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font-size="33" font-weight="800"
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fill="#e2e8f0"
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letter-spacing="7">
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9B CODER </text>
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<text x="365" y="249"
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font-family="monospace"
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font-size="18"
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fill="#94a3b8">
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QWEN-BASED • MULTILINGUAL • FRONTEND SPECIALIZED </text>
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```
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```
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<text x="365" y="374"
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font-family="-apple-system,BlinkMacSystemFont,'Segoe UI',sans-serif"
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font-size="16" font-weight="600"
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fill="#64748b"
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letter-spacing="1">
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BUILT FROM CODE. TRAINED FOR COMPLETE SOFTWARE. </text>
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font-family="monospace"
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font-size="14"
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fill="#475569">
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Coder Max × Qwen × Unsloth </text> </svg>
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</div>
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<br>
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<div align="center">
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**A 9B coding model specialized in complete software generation, modern frontend development, Three.js, Canvas and multilingual programming instructions.**
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</div>
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<text x="120" y="76" font-size="12" fill="#64748b">PARAMETER CLASS</text>
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```
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<text x="360" y="76" font-size="12" fill="#64748b">SFT CONTEXT TARGET</text>
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<text x="600" y="46" font-size="27" font-weight="900" fill="#f0abfc">10</text>
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<text x="600" y="76" font-size="12" fill="#64748b">PROMPT LANGUAGES</text>
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<text x="840" y="76" font-size="12" fill="#64748b">SUPERVISED FINE-TUNING</text>
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<text x="1080" y="46" font-size="27" font-weight="900" fill="#86efac">95%+</text>
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```
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</div>
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# OBSIDIAN-9B-Coder
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**OBSIDIAN-9B-Coder** is a Qwen-family coding model fine-tuned on the **Coder Max Multilingual** dataset by **guell00**.
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The model is designed around one primary objective:
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> **Generate complete software instead of merely discussing how to generate it.**
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Its specialization is concentrated on full-length programming outputs, particularly:
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* complete single-file web applications;
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* HTML5, CSS3 and modern JavaScript;
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* Three.js scenes and interactive 3D applications;
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* HTML5 Canvas applications;
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* frontend state and event handling;
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* browser graphics and animation loops;
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* Python and algorithmic programming;
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* multilingual coding instructions.
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OBSIDIAN is intended to favor **complete implementations**, including long frontend responses where closing tags, rendering loops, state management and application lifecycle matter.
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---
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<div align="center">
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font-family="monospace" font-size="16" font-weight="700" fill="#a78bfa">
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OBSIDIAN TRAINING PIPELINE </text>
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<text x="150" y="120" fill="#e2e8f0">QWEN FAMILY</text>
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<text x="150" y="145" fill="#64748b">9B FOUNDATION</text>
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```
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<text x="430" y="120" fill="#c4b5fd">CODER MAX</text>
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<text x="430" y="145" fill="#64748b">MULTILINGUAL CODE SFT</text>
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<text x="725" y="120" fill="#93c5fd">UNSLOTH LoRA</text>
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<text x="725" y="145" fill="#64748b">BF16 • LONG CONTEXT</text>
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| 264 |
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<path d="M835 129H910" stroke="#0891b2" stroke-width="3"/>
|
| 265 |
-
<path d="M900 121L910 129L900 137" fill="none" stroke="#0891b2" stroke-width="3"/>
|
| 266 |
-
|
| 267 |
-
<rect x="910" y="90" width="235" height="78" rx="12" fill="#071419" stroke="#0891b2"/>
|
| 268 |
-
<text x="1027" y="120" fill="#67e8f9">OBSIDIAN-9B</text>
|
| 269 |
-
<text x="1027" y="145" fill="#64748b">CODE SPECIALIST</text>
|
| 270 |
-
```
|
| 271 |
-
|
| 272 |
-
</g>
|
| 273 |
-
|
| 274 |
-
<text x="600" y="220" text-anchor="middle"
|
| 275 |
-
font-family="monospace" font-size="12" fill="#475569">
|
| 276 |
-
FOUNDATION → CURATED CODE → SUPERVISED SPECIALIZATION → COMPLETE SOFTWARE </text> </svg>
|
| 277 |
-
|
| 278 |
-
</div>
|
| 279 |
-
|
| 280 |
-
## Core Specialization
|
| 281 |
-
|
| 282 |
-
OBSIDIAN is particularly focused on frontend code generation.
|
| 283 |
-
|
| 284 |
-
### Three.js
|
| 285 |
-
|
| 286 |
-
The training corpus contains intentional high-value exposure to Three.js code, including:
|
| 287 |
-
|
| 288 |
-
* complete scenes;
|
| 289 |
-
* cameras and controls;
|
| 290 |
-
* lighting systems;
|
| 291 |
-
* animated objects;
|
| 292 |
-
* 3D games;
|
| 293 |
-
* browser-based simulations;
|
| 294 |
-
* meshes and materials;
|
| 295 |
-
* render loops;
|
| 296 |
-
* interactive environments;
|
| 297 |
-
* single-file Three.js applications.
|
| 298 |
-
|
| 299 |
-
The goal is not merely to recognize the Three.js API, but to generate coherent applications where scene initialization, rendering and interaction work together.
|
| 300 |
-
|
| 301 |
-
### Complete Frontend Applications
|
| 302 |
-
|
| 303 |
-
OBSIDIAN is trained on full application outputs rather than exclusively on isolated snippets.
|
| 304 |
-
|
| 305 |
-
Typical targets include:
|
| 306 |
-
|
| 307 |
-
```text
|
| 308 |
-
<!DOCTYPE html>
|
| 309 |
-
<html>
|
| 310 |
-
<head>
|
| 311 |
-
styles
|
| 312 |
-
</head>
|
| 313 |
-
|
| 314 |
-
<body>
|
| 315 |
-
interface
|
| 316 |
-
|
| 317 |
-
<script>
|
| 318 |
-
state
|
| 319 |
-
logic
|
| 320 |
-
rendering
|
| 321 |
-
interaction
|
| 322 |
-
animation
|
| 323 |
-
</script>
|
| 324 |
-
</body>
|
| 325 |
-
</html>
|
| 326 |
-
```
|
| 327 |
-
|
| 328 |
-
This structure encourages the model to preserve application-level context from beginning to end.
|
| 329 |
-
|
| 330 |
-
---
|
| 331 |
-
|
| 332 |
-
<div align="center">
|
| 333 |
-
|
| 334 |
-
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 330" width="100%">
|
| 335 |
-
<rect width="1200" height="330" rx="20" fill="#08080d" stroke="#27272a"/>
|
| 336 |
-
|
| 337 |
-
<text x="600" y="43" text-anchor="middle"
|
| 338 |
-
font-family="monospace" font-size="17" font-weight="700" fill="#e2e8f0">
|
| 339 |
-
SPECIALIZATION MATRIX </text>
|
| 340 |
-
|
| 341 |
-
<g font-family="monospace" font-size="13">
|
| 342 |
-
|
| 343 |
-
```
|
| 344 |
-
<text x="90" y="95" fill="#94a3b8">HTML / CSS</text>
|
| 345 |
-
<rect x="260" y="77" width="790" height="22" rx="11" fill="#18181b"/>
|
| 346 |
-
<rect x="260" y="77" width="750" height="22" rx="11" fill="#7c3aed"/>
|
| 347 |
-
<text x="1080" y="94" fill="#c4b5fd">HIGH</text>
|
| 348 |
-
|
| 349 |
-
<text x="90" y="140" fill="#94a3b8">JavaScript</text>
|
| 350 |
-
<rect x="260" y="122" width="790" height="22" rx="11" fill="#18181b"/>
|
| 351 |
-
<rect x="260" y="122" width="755" height="22" rx="11" fill="#a21caf"/>
|
| 352 |
-
<text x="1080" y="139" fill="#f0abfc">HIGH</text>
|
| 353 |
-
|
| 354 |
-
<text x="90" y="185" fill="#94a3b8">Three.js</text>
|
| 355 |
-
<rect x="260" y="167" width="790" height="22" rx="11" fill="#18181b"/>
|
| 356 |
-
<rect x="260" y="167" width="770" height="22" rx="11" fill="#0891b2"/>
|
| 357 |
-
<text x="1080" y="184" fill="#67e8f9">CORE</text>
|
| 358 |
-
|
| 359 |
-
<text x="90" y="230" fill="#94a3b8">Canvas 2D</text>
|
| 360 |
-
<rect x="260" y="212" width="790" height="22" rx="11" fill="#18181b"/>
|
| 361 |
-
<rect x="260" y="212" width="700" height="22" rx="11" fill="#2563eb"/>
|
| 362 |
-
<text x="1080" y="229" fill="#93c5fd">HIGH</text>
|
| 363 |
-
|
| 364 |
-
<text x="90" y="275" fill="#94a3b8">Python / Logic</text>
|
| 365 |
-
<rect x="260" y="257" width="790" height="22" rx="11" fill="#18181b"/>
|
| 366 |
-
<rect x="260" y="257" width="625" height="22" rx="11" fill="#4f46e5"/>
|
| 367 |
-
<text x="1080" y="274" fill="#a5b4fc">STRONG</text>
|
| 368 |
-
```
|
| 369 |
-
|
| 370 |
-
</g>
|
| 371 |
-
</svg>
|
| 372 |
-
|
| 373 |
-
</div>
|
| 374 |
-
|
| 375 |
-
## Training Dataset
|
| 376 |
-
|
| 377 |
-
OBSIDIAN is fine-tuned on:
|
| 378 |
-
|
| 379 |
-
**[`guell00/Coder-max`](https://huggingface.co/datasets/guell00/Coder-max)**
|
| 380 |
-
|
| 381 |
-
Coder Max Multilingual is a code-dense conversational SFT corpus built around complete programming responses.
|
| 382 |
-
|
| 383 |
-
Major properties of the full dataset include:
|
| 384 |
-
|
| 385 |
-
| Property | Value |
|
| 386 |
-
| ----------------------- | --------------------: |
|
| 387 |
-
| Languages | 10 |
|
| 388 |
-
| Largest corpus | ~4 GB |
|
| 389 |
-
| Records | ~390K |
|
| 390 |
-
| Messages | ~813K |
|
| 391 |
-
| Code density | ~95.8% |
|
| 392 |
-
| Format | JSONL / chat messages |
|
| 393 |
-
| Primary focus | Code generation |
|
| 394 |
-
| Frontend specialization | High |
|
| 395 |
-
|
| 396 |
-
The corpus includes incremental dataset variants ranging from compact experimental subsets to the complete multi-gigabyte distribution.
|
| 397 |
-
|
| 398 |
-
---
|
| 399 |
-
|
| 400 |
-
## Multilingual Support
|
| 401 |
-
|
| 402 |
-
<div align="center">
|
| 403 |
-
|
| 404 |
-
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 190" width="100%">
|
| 405 |
-
<rect width="1200" height="190" rx="18" fill="#09090e" stroke="#27272a"/>
|
| 406 |
-
|
| 407 |
-
<text x="600" y="40" text-anchor="middle"
|
| 408 |
-
font-family="monospace" font-size="15" font-weight="700" fill="#a78bfa">
|
| 409 |
-
10-LANGUAGE INSTRUCTION MATRIX </text>
|
| 410 |
-
|
| 411 |
-
<g font-family="monospace" font-size="14" text-anchor="middle">
|
| 412 |
-
|
| 413 |
-
```
|
| 414 |
-
<g transform="translate(65,75)">
|
| 415 |
-
<rect width="100" height="42" rx="10" fill="#18121f" stroke="#7c3aed"/>
|
| 416 |
-
<text x="50" y="26" fill="#ddd6fe">PT</text>
|
| 417 |
-
</g>
|
| 418 |
-
|
| 419 |
-
<g transform="translate(175,75)">
|
| 420 |
-
<rect width="100" height="42" rx="10" fill="#18121f" stroke="#8b5cf6"/>
|
| 421 |
-
<text x="50" y="26" fill="#ddd6fe">EN</text>
|
| 422 |
-
</g>
|
| 423 |
-
|
| 424 |
-
<g transform="translate(285,75)">
|
| 425 |
-
<rect width="100" height="42" rx="10" fill="#18121f" stroke="#a855f7"/>
|
| 426 |
-
<text x="50" y="26" fill="#e9d5ff">ES</text>
|
| 427 |
-
</g>
|
| 428 |
-
|
| 429 |
-
<g transform="translate(395,75)">
|
| 430 |
-
<rect width="100" height="42" rx="10" fill="#19111e" stroke="#c026d3"/>
|
| 431 |
-
<text x="50" y="26" fill="#f5d0fe">FR</text>
|
| 432 |
-
</g>
|
| 433 |
-
|
| 434 |
-
<g transform="translate(505,75)">
|
| 435 |
-
<rect width="100" height="42" rx="10" fill="#19111e" stroke="#db2777"/>
|
| 436 |
-
<text x="50" y="26" fill="#fbcfe8">DE</text>
|
| 437 |
-
</g>
|
| 438 |
-
|
| 439 |
-
<g transform="translate(615,75)">
|
| 440 |
-
<rect width="100" height="42" rx="10" fill="#10131f" stroke="#2563eb"/>
|
| 441 |
-
<text x="50" y="26" fill="#bfdbfe">IT</text>
|
| 442 |
-
</g>
|
| 443 |
-
|
| 444 |
-
<g transform="translate(725,75)">
|
| 445 |
-
<rect width="100" height="42" rx="10" fill="#0c151c" stroke="#0284c7"/>
|
| 446 |
-
<text x="50" y="26" fill="#bae6fd">JA</text>
|
| 447 |
-
</g>
|
| 448 |
-
|
| 449 |
-
<g transform="translate(835,75)">
|
| 450 |
-
<rect width="100" height="42" rx="10" fill="#0c1519" stroke="#0891b2"/>
|
| 451 |
-
<text x="50" y="26" fill="#a5f3fc">ZH</text>
|
| 452 |
-
</g>
|
| 453 |
-
|
| 454 |
-
<g transform="translate(945,75)">
|
| 455 |
-
<rect width="100" height="42" rx="10" fill="#0c1718" stroke="#0d9488"/>
|
| 456 |
-
<text x="50" y="26" fill="#99f6e4">RU</text>
|
| 457 |
-
</g>
|
| 458 |
-
|
| 459 |
-
<g transform="translate(1055,75)">
|
| 460 |
-
<rect width="80" height="42" rx="10" fill="#0c1715" stroke="#10b981"/>
|
| 461 |
-
<text x="40" y="26" fill="#a7f3d0">TR</text>
|
| 462 |
-
</g>
|
| 463 |
-
```
|
| 464 |
-
|
| 465 |
-
</g>
|
| 466 |
-
|
| 467 |
-
<text x="600" y="151" text-anchor="middle"
|
| 468 |
-
font-family="monospace" font-size="11" fill="#52525b">
|
| 469 |
-
PROGRAMMING INSTRUCTIONS ACROSS MULTIPLE HUMAN LANGUAGES </text> </svg>
|
| 470 |
-
|
| 471 |
-
</div>
|
| 472 |
-
|
| 473 |
-
Supported prompt languages include:
|
| 474 |
-
|
| 475 |
-
| Language | Code |
|
| 476 |
-
| --------- | ---- |
|
| 477 |
-
| Português | `pt` |
|
| 478 |
-
| English | `en` |
|
| 479 |
-
| Español | `es` |
|
| 480 |
-
| Français | `fr` |
|
| 481 |
-
| Deutsch | `de` |
|
| 482 |
-
| Italiano | `it` |
|
| 483 |
-
| 日本語 | `ja` |
|
| 484 |
-
| 简体中文 | `zh` |
|
| 485 |
-
| Русский | `ru` |
|
| 486 |
-
| Türkçe | `tr` |
|
| 487 |
-
|
| 488 |
-
---
|
| 489 |
-
|
| 490 |
-
## Intended Behavior
|
| 491 |
-
|
| 492 |
-
OBSIDIAN is optimized toward requests such as:
|
| 493 |
-
|
| 494 |
-
```text
|
| 495 |
-
Create a complete Three.js game in one HTML file.
|
| 496 |
-
```
|
| 497 |
-
|
| 498 |
-
```text
|
| 499 |
-
Crie uma aplicação web completa com HTML, CSS e JavaScript.
|
| 500 |
-
```
|
| 501 |
-
|
| 502 |
-
```text
|
| 503 |
-
Build an interactive particle simulation using Canvas.
|
| 504 |
-
```
|
| 505 |
-
|
| 506 |
-
```text
|
| 507 |
-
Create a complete Three.js scene with lighting, camera controls,
|
| 508 |
-
animations and responsive UI.
|
| 509 |
-
```
|
| 510 |
-
|
| 511 |
-
```text
|
| 512 |
-
Implement the entire solution. Do not omit code.
|
| 513 |
-
```
|
| 514 |
-
|
| 515 |
-
The fine-tuning objective favors responses that contain the **implementation itself** rather than lengthy preambles.
|
| 516 |
-
|
| 517 |
-
---
|
| 518 |
-
|
| 519 |
-
<div align="center">
|
| 520 |
-
|
| 521 |
-
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 225" width="100%">
|
| 522 |
-
<defs>
|
| 523 |
-
<linearGradient id="flow" x1="0" x2="1">
|
| 524 |
-
<stop offset="0%" stop-color="#7c3aed"/>
|
| 525 |
-
<stop offset="50%" stop-color="#c026d3"/>
|
| 526 |
-
<stop offset="100%" stop-color="#0891b2"/>
|
| 527 |
-
</linearGradient>
|
| 528 |
-
</defs>
|
| 529 |
-
|
| 530 |
-
<rect width="1200" height="225" rx="18" fill="#08080c" stroke="#27272a"/>
|
| 531 |
-
|
| 532 |
-
<text x="600" y="40" text-anchor="middle"
|
| 533 |
-
font-family="monospace" font-size="15" fill="#c4b5fd" font-weight="700">
|
| 534 |
-
GENERATION PHILOSOPHY </text>
|
| 535 |
-
|
| 536 |
-
<g font-family="monospace" text-anchor="middle">
|
| 537 |
-
<rect x="80" y="88" width="230" height="65" rx="14" fill="#130d1c" stroke="#7c3aed"/>
|
| 538 |
-
<text x="195" y="115" font-size="14" fill="#ddd6fe">USER INTENT</text>
|
| 539 |
-
<text x="195" y="137" font-size="11" fill="#64748b">natural language</text>
|
| 540 |
-
|
| 541 |
-
```
|
| 542 |
-
<path d="M310 120H445" stroke="url(#flow)" stroke-width="4"/>
|
| 543 |
-
<path d="M432 110L445 120L432 130" fill="none" stroke="#c026d3" stroke-width="4"/>
|
| 544 |
-
|
| 545 |
-
<rect x="445" y="88" width="310" height="65" rx="14" fill="#160d18" stroke="#c026d3"/>
|
| 546 |
-
<text x="600" y="115" font-size="14" fill="#f5d0fe">OBSIDIAN-9B-CODER</text>
|
| 547 |
-
<text x="600" y="137" font-size="11" fill="#64748b">reason + construct</text>
|
| 548 |
-
|
| 549 |
-
<path d="M755 120H890" stroke="url(#flow)" stroke-width="4"/>
|
| 550 |
-
<path d="M877 110L890 120L877 130" fill="none" stroke="#0891b2" stroke-width="4"/>
|
| 551 |
-
|
| 552 |
-
<rect x="890" y="88" width="230" height="65" rx="14" fill="#07171b" stroke="#0891b2"/>
|
| 553 |
-
<text x="1005" y="115" font-size="14" fill="#a5f3fc">COMPLETE CODE</text>
|
| 554 |
-
<text x="1005" y="137" font-size="11" fill="#64748b">ready to inspect</text>
|
| 555 |
-
```
|
| 556 |
-
|
| 557 |
-
</g>
|
| 558 |
-
|
| 559 |
-
<text x="600" y="192" text-anchor="middle"
|
| 560 |
-
font-family="monospace" font-size="11" fill="#52525b">
|
| 561 |
-
LESS TALK • MORE IMPLEMENTATION • COMPLETE OUTPUTS </text> </svg>
|
| 562 |
-
|
| 563 |
-
</div>
|
| 564 |
-
|
| 565 |
-
## Model Architecture & Fine-Tuning
|
| 566 |
-
|
| 567 |
-
OBSIDIAN-9B-Coder is produced using parameter-efficient supervised fine-tuning.
|
| 568 |
-
|
| 569 |
-
Training configuration for the initial OBSIDIAN experiments:
|
| 570 |
-
|
| 571 |
-
```text
|
| 572 |
-
Method LoRA
|
| 573 |
-
Precision BF16
|
| 574 |
-
LoRA Rank 16
|
| 575 |
-
LoRA Alpha 32
|
| 576 |
-
LoRA Dropout 0
|
| 577 |
-
Context Target 32,768 tokens
|
| 578 |
-
Trainer Unsloth
|
| 579 |
-
Optimizer AdamW BNB 8-bit
|
| 580 |
-
Scheduler Cosine
|
| 581 |
-
Batch Size 1
|
| 582 |
-
Gradient Accumulation 1
|
| 583 |
-
Response-only Loss Enabled
|
| 584 |
-
```
|
| 585 |
-
|
| 586 |
-
Primary LoRA target modules:
|
| 587 |
-
|
| 588 |
-
```text
|
| 589 |
-
q_proj
|
| 590 |
-
k_proj
|
| 591 |
-
v_proj
|
| 592 |
-
o_proj
|
| 593 |
-
gate_proj
|
| 594 |
-
up_proj
|
| 595 |
-
down_proj
|
| 596 |
-
```
|
| 597 |
-
|
| 598 |
-
Only a small fraction of the model parameters are modified during LoRA training, preserving most capabilities of the underlying foundation model while specializing its behavior toward the Coder Max distribution.
|
| 599 |
-
|
| 600 |
-
---
|
| 601 |
-
|
| 602 |
-
## Recommended Inference
|
| 603 |
-
|
| 604 |
-
For deterministic programming tasks, begin with relatively conservative sampling.
|
| 605 |
-
|
| 606 |
-
Example conceptual settings:
|
| 607 |
-
|
| 608 |
-
```python
|
| 609 |
-
temperature = 0.2
|
| 610 |
-
top_p = 0.9
|
| 611 |
-
```
|
| 612 |
-
|
| 613 |
-
For creative frontend or graphical generation, slightly higher sampling may produce more varied designs:
|
| 614 |
-
|
| 615 |
-
```python
|
| 616 |
-
temperature = 0.6
|
| 617 |
-
top_p = 0.95
|
| 618 |
-
```
|
| 619 |
-
|
| 620 |
-
Exact settings should be benchmarked for the intended task.
|
| 621 |
-
|
| 622 |
-
---
|
| 623 |
-
|
| 624 |
-
## Example Prompt
|
| 625 |
-
|
| 626 |
-
```text
|
| 627 |
-
Create a complete single-file HTML application using Three.js.
|
| 628 |
-
|
| 629 |
-
Requirements:
|
| 630 |
-
- responsive layout;
|
| 631 |
-
- perspective camera;
|
| 632 |
-
- interactive controls;
|
| 633 |
-
- dynamic lighting;
|
| 634 |
-
- animated objects;
|
| 635 |
-
- game state;
|
| 636 |
-
- keyboard input;
|
| 637 |
-
- score system;
|
| 638 |
-
- restart functionality.
|
| 639 |
-
|
| 640 |
-
Return the complete HTML file.
|
| 641 |
-
```
|
| 642 |
-
|
| 643 |
-
Expected OBSIDIAN behavior:
|
| 644 |
-
|
| 645 |
-
```text
|
| 646 |
-
<!DOCTYPE html>
|
| 647 |
-
<html>
|
| 648 |
-
<head>
|
| 649 |
-
...
|
| 650 |
-
</head>
|
| 651 |
-
<body>
|
| 652 |
-
...
|
| 653 |
-
<script>
|
| 654 |
-
// complete scene
|
| 655 |
-
// state
|
| 656 |
-
// input
|
| 657 |
-
// rendering
|
| 658 |
-
// game loop
|
| 659 |
-
</script>
|
| 660 |
-
</body>
|
| 661 |
-
</html>
|
| 662 |
-
```
|
| 663 |
-
|
| 664 |
-
---
|
| 665 |
-
|
| 666 |
-
## What OBSIDIAN Is Not
|
| 667 |
-
|
| 668 |
-
OBSIDIAN is not intended to guarantee that every generated program is:
|
| 669 |
-
|
| 670 |
-
* secure;
|
| 671 |
-
* bug-free;
|
| 672 |
-
* production-ready;
|
| 673 |
-
* dependency-compatible;
|
| 674 |
-
* optimized;
|
| 675 |
-
* factually correct.
|
| 676 |
-
|
| 677 |
-
Code generation models can produce plausible but incorrect implementations.
|
| 678 |
-
|
| 679 |
-
Generated software should be reviewed and tested before production deployment.
|
| 680 |
-
|
| 681 |
-
---
|
| 682 |
-
|
| 683 |
-
<div align="center">
|
| 684 |
-
|
| 685 |
-
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 145" width="100%">
|
| 686 |
-
<rect width="1200" height="145" rx="18" fill="#09090d" stroke="#3f3f46"/>
|
| 687 |
-
|
| 688 |
-
<path d="M60 72H1140" stroke="#27272a"/>
|
| 689 |
-
|
| 690 |
-
<g font-family="monospace" text-anchor="middle">
|
| 691 |
-
<text x="190" y="60" font-size="20" font-weight="800" fill="#c4b5fd">BUILD</text>
|
| 692 |
-
<text x="190" y="91" font-size="11" fill="#52525b">COMPLETE SOFTWARE</text>
|
| 693 |
-
|
| 694 |
-
```
|
| 695 |
-
<text x="470" y="60" font-size="20" font-weight="800" fill="#f0abfc">RENDER</text>
|
| 696 |
-
<text x="470" y="91" font-size="11" fill="#52525b">INTERACTIVE WORLDS</text>
|
| 697 |
-
|
| 698 |
-
<text x="750" y="60" font-size="20" font-weight="800" fill="#93c5fd">THINK</text>
|
| 699 |
-
<text x="750" y="91" font-size="11" fill="#52525b">PROGRAMMING LOGIC</text>
|
| 700 |
-
|
| 701 |
-
<text x="1030" y="60" font-size="20" font-weight="800" fill="#67e8f9">SHIP</text>
|
| 702 |
-
<text x="1030" y="91" font-size="11" fill="#52525b">FULL OUTPUTS</text>
|
| 703 |
-
```
|
| 704 |
-
|
| 705 |
-
</g>
|
| 706 |
-
</svg>
|
| 707 |
-
|
| 708 |
-
</div>
|
| 709 |
-
|
| 710 |
-
## Relationship to the Base Model
|
| 711 |
-
|
| 712 |
-
OBSIDIAN-9B-Coder is a derivative fine-tune.
|
| 713 |
-
|
| 714 |
-
The underlying architecture and pretrained capabilities originate from its declared base model.
|
| 715 |
-
|
| 716 |
-
OBSIDIAN should therefore be understood as a **specialized coding derivative**, not as a newly pretrained foundation model.
|
| 717 |
-
|
| 718 |
-
When redistributing or deploying OBSIDIAN, review the terms and license requirements of both:
|
| 719 |
-
|
| 720 |
-
1. the underlying base model;
|
| 721 |
-
2. the Coder Max training dataset.
|
| 722 |
-
|
| 723 |
-
---
|
| 724 |
-
|
| 725 |
-
## Dataset Integrity
|
| 726 |
-
|
| 727 |
-
Coder Max uses SHA-256 metadata and provenance records to help validate training artifacts and identify intentional repetitions.
|
| 728 |
-
|
| 729 |
-
Intentional repeated samples may be present as part of the dataset's specialization strategy.
|
| 730 |
-
|
| 731 |
-
These samples are designed to reinforce selected programming behaviors and technologies rather than representing accidental duplicate ingestion.
|
| 732 |
-
|
| 733 |
-
---
|
| 734 |
-
|
| 735 |
-
## Limitations
|
| 736 |
-
|
| 737 |
-
The model may:
|
| 738 |
-
|
| 739 |
-
* reproduce patterns from its training corpus;
|
| 740 |
-
* generate syntactically valid but logically incorrect code;
|
| 741 |
-
* hallucinate browser or library APIs;
|
| 742 |
-
* produce unsafe application logic;
|
| 743 |
-
* generate outdated dependency usage;
|
| 744 |
-
* fail on highly specialized technologies outside the training distribution.
|
| 745 |
-
|
| 746 |
-
Long-context capability of the underlying architecture does not guarantee perfect long-range reasoning or error-free generation across the entire context window.
|
| 747 |
-
|
| 748 |
-
---
|
| 749 |
-
|
| 750 |
-
## Evaluation
|
| 751 |
-
|
| 752 |
-
Recommended evaluation categories for OBSIDIAN include:
|
| 753 |
-
|
| 754 |
-
```text
|
| 755 |
-
HTML completeness
|
| 756 |
-
CSS validity
|
| 757 |
-
JavaScript syntax
|
| 758 |
-
Three.js scene initialization
|
| 759 |
-
Render-loop correctness
|
| 760 |
-
DOM interaction
|
| 761 |
-
Canvas rendering
|
| 762 |
-
Python syntax
|
| 763 |
-
Algorithmic correctness
|
| 764 |
-
Multilingual instruction following
|
| 765 |
-
Long-response completion
|
| 766 |
-
```
|
| 767 |
-
|
| 768 |
-
For frontend evaluation, executable browser-based benchmarks are more informative than text similarity alone.
|
| 769 |
-
|
| 770 |
-
A generated application should ideally be:
|
| 771 |
-
|
| 772 |
-
```text
|
| 773 |
-
generated
|
| 774 |
-
↓
|
| 775 |
-
parsed
|
| 776 |
-
↓
|
| 777 |
-
executed
|
| 778 |
-
↓
|
| 779 |
-
inspected
|
| 780 |
-
↓
|
| 781 |
-
interaction-tested
|
| 782 |
-
```
|
| 783 |
-
|
| 784 |
-
---
|
| 785 |
-
|
| 786 |
-
<div align="center">
|
| 787 |
-
|
| 788 |
-
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 300" width="100%">
|
| 789 |
-
<defs>
|
| 790 |
-
<radialGradient id="coreGlow">
|
| 791 |
-
<stop offset="0%" stop-color="#8b5cf6" stop-opacity="0.45"/>
|
| 792 |
-
<stop offset="100%" stop-color="#8b5cf6" stop-opacity="0"/>
|
| 793 |
-
</radialGradient>
|
| 794 |
-
</defs>
|
| 795 |
-
|
| 796 |
-
<rect width="1200" height="300" rx="20" fill="#060609"/>
|
| 797 |
-
|
| 798 |
-
<circle cx="600" cy="150" r="130" fill="url(#coreGlow)"/>
|
| 799 |
-
|
| 800 |
-
<path d="M600 40 L685 95 L655 210 L600 260 L545 210 L515 95 Z"
|
| 801 |
-
fill="#0d0913"
|
| 802 |
-
stroke="#8b5cf6"
|
| 803 |
-
stroke-width="3"/>
|
| 804 |
-
|
| 805 |
-
<path d="M600 65 L645 110 L625 195 L600 225 L575 195 L555 110 Z"
|
| 806 |
-
fill="#151020"
|
| 807 |
-
stroke="#22d3ee"
|
| 808 |
-
stroke-opacity="0.6"/>
|
| 809 |
-
|
| 810 |
-
<path d="M600 86L619 133L600 202L581 133Z"
|
| 811 |
-
fill="#8b5cf6"/>
|
| 812 |
-
|
| 813 |
-
<text x="600" y="280"
|
| 814 |
-
text-anchor="middle"
|
| 815 |
-
font-family="monospace"
|
| 816 |
-
font-size="13"
|
| 817 |
-
fill="#64748b">
|
| 818 |
-
OBSIDIAN // FORGED FOR CODE </text> </svg>
|
| 819 |
-
|
| 820 |
-
</div>
|
| 821 |
-
|
| 822 |
-
## Author
|
| 823 |
-
|
| 824 |
-
**guell00**
|
| 825 |
-
|
| 826 |
-
Dataset:
|
| 827 |
-
|
| 828 |
-
**Coder Max Multilingual**
|
| 829 |
-
|
| 830 |
-
Model:
|
| 831 |
-
|
| 832 |
-
**OBSIDIAN-9B-Coder**
|
| 833 |
-
|
| 834 |
-
---
|
| 835 |
-
|
| 836 |
-
## Citation
|
| 837 |
-
|
| 838 |
-
If you use OBSIDIAN-9B-Coder in research or derivative work, please reference the model repository and the Coder Max dataset.
|
| 839 |
-
|
| 840 |
-
```bibtex
|
| 841 |
-
@misc{obsidian9bcoder,
|
| 842 |
-
title = {OBSIDIAN-9B-Coder},
|
| 843 |
-
author = {guell00},
|
| 844 |
-
year = {2026},
|
| 845 |
-
note = {Qwen-based multilingual coding model fine-tuned on Coder Max}
|
| 846 |
-
}
|
| 847 |
-
```
|
| 848 |
-
|
| 849 |
-
---
|
| 850 |
-
|
| 851 |
-
<div align="center">
|
| 852 |
-
|
| 853 |
-
### OBSIDIAN-9B-Coder
|
| 854 |
-
|
| 855 |
-
**Complete code. Long context. Interactive software.**
|
| 856 |
-
|
| 857 |
-
`HTML` • `CSS` • `JavaScript` • `Three.js` • `Canvas` • `Python` • `Multilingual`
|
| 858 |
-
|
| 859 |
-
</div>
|
|
|
|
| 1 |
---
|
|
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|
| 2 |
tags:
|
| 3 |
+
- gguf
|
| 4 |
+
- llama.cpp
|
| 5 |
+
- unsloth
|
| 6 |
+
- vision-language-model
|
|
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|
|
|
| 7 |
---
|
| 8 |
|
| 9 |
+
# OBSIDIAN-9B-Coder : GGUF
|
| 10 |
|
| 11 |
+
This model was finetuned and converted to GGUF format using [Unsloth](https://github.com/unslothai/unsloth).
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
| 12 |
|
| 13 |
+
**Example usage**:
|
| 14 |
+
- For text only LLMs: `llama-cli -hf guell00/OBSIDIAN-9B-Coder --jinja`
|
| 15 |
+
- For multimodal models: `llama-mtmd-cli -hf guell00/OBSIDIAN-9B-Coder --jinja`
|
|
|
|
|
|
|
|
|
|
|
|
|
| 16 |
|
| 17 |
+
## Available Model files:
|
| 18 |
+
- `Qwopus3.5-9B-Coder.Q3_K_M.gguf`
|
| 19 |
+
- `Qwopus3.5-9B-Coder.Q8_0.gguf`
|
| 20 |
+
- `Qwopus3.5-9B-Coder.Q6_K.gguf`
|
| 21 |
+
- `Qwopus3.5-9B-Coder.Q5_K_M.gguf`
|
| 22 |
+
- `Qwopus3.5-9B-Coder.Q4_K_M.gguf`
|
| 23 |
+
- `Qwopus3.5-9B-Coder.BF16-mmproj.gguf`
|
| 24 |
+
This was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth)
|
| 25 |
+
[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
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