Instructions to use NagusameCS/ultratensor-models 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 NagusameCS/ultratensor-models 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 NagusameCS/ultratensor-models # Run inference directly in the terminal: llama cli -hf NagusameCS/ultratensor-models
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf NagusameCS/ultratensor-models # Run inference directly in the terminal: llama cli -hf NagusameCS/ultratensor-models
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-app # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama serve -hf NagusameCS/ultratensor-models # Run inference directly in the terminal: ./build/bin/llama cli -hf NagusameCS/ultratensor-models
Use Docker
docker model run hf.co/NagusameCS/ultratensor-models
- Llama new
- LM Studio
- Jan
- Ollama
How to use NagusameCS/ultratensor-models with Ollama:
ollama run hf.co/NagusameCS/ultratensor-models
- Unsloth Desktop
- Docker Model Runner
How to use NagusameCS/ultratensor-models with Docker Model Runner:
docker model run hf.co/NagusameCS/ultratensor-models
- Lemonade
How to use NagusameCS/ultratensor-models with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull NagusameCS/ultratensor-models
Run and chat with the model
lemonade run user.ultratensor-models-{{QUANT_TAG}}List all available models
lemonade list
- Atomic Chat
Commit History
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corrected release: model_catalog.json
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corrected release: README.md
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corrected release: keep16u-iq2xs/DeepSeek-V4-Coder-keep16u-iq2xs.gguf
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model card: keep16u-iq2xs replaced; 2-bit cause documented
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model card: keep16u-iq2xs replaced; 2-bit cause documented
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keep16u-iq2xs: working requant (routed experts IQ2_XS, rest Q4_K_M) from corrected keep16u; replaces garbage-emitting file
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model card: corrected keep12u/keep16u, audit findings, status of remaining files
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model card: corrected keep12u/keep16u, audit findings, status of remaining files
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corrected keep16u: row-sliced routers, per-layer experts (Noble Phase 1 v2)
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corrected keep12u: row-sliced routers, per-layer experts (Noble Phase 1 v2)
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