CMSManhattan/JiRackUltra_14b
text-generation model by CMSManhattan
From the publisher
Model card & documentation
Source previewRead the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.
A fast and efficient 14B model optimized for CPU inference. The model was refactored with BitNet features and an updated tokenizer that includes new Routing, Media, Vision, Sound, Tool call, and Robotics tags. Built on a DeepSeek R1-14B architecture with native ternary (BitNet-style) support and ready-to-run GGUF quantizations. Default CPU (Q4 recommended) Q3 Q2 (lowest memory) Full precision Multi CPU Once the container is running, open your browser and navigate to: http://localhost:7869 This opens the JiRack UI — a clean web interface. The listening port can be easily modified directly from the Settings panel within the JiRack UI. For commercial licensing, cluster deployment, or enterprise use of JiRack models,…
Read the full model card ↗ · Preview checked 2026-09-21T11:47:09.569Z
Inside the original model card — Document outline
- JiRack Ultra 14B (CPU)
- JiRack Ternary Architedure & JiRack Tokenizer
- JiRack sevice options
- JiRack Codding Agent IDE
- Ollama production support
- Spring Boot AI tool calls examples for JiRack Ultra series
- GoEx AI tool calls examples for JiRack Ultra series
- JiRack Ultra 1 tool calls to boost tool call quality
- JiRack RoboTech
- Available Variants
- Quick Start
- Run with Docker
Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.
Documentation belongs to its respective authors. Reported project/model license: mit. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.
Model overview
CMSManhattan/JiRackUltra_14b is a text-generation model repository published by CMSManhattan on Hugging Face. A library was not reported.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- Not reported
- Recent downloads (30 days)
- 1,000,579
- Cumulative likes
- 2
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 14,770,033,664
- Architecture
- Qwen2ForCausalLM
- License
- mit
- Access
- Not gated by Hugging Face
- Created
- 2026-08-03T00:19:53.000Z
- Last modified
- 2026-09-19T14:59:07.000Z
Compatibility and lineage
Reported languages: en, zh, ja, ko, fr, es, pt, de, it, ru, ar, vi, th
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.
No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.
Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-21T06:36:49.162Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.
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