Nimbus Labs local coding models

Nimbus-4B GGUF

Text-only llama.cpp artifacts for Nimbus-4B. Q5_K_M is the quality-first local default; Q4_K_M is listed only where it actually exists.

Choose a Nimbus model

Model Best fit Transformers GGUF
Nimbus-2B Fast drafting and focused edits Nimbus-Labs/Nimbus-2B Nimbus-Labs/Nimbus-2B-GGUF
Nimbus-4B Balanced implementation and debugging Nimbus-Labs/Nimbus-4B Nimbus-Labs/Nimbus-4B-GGUF
Nimbus-9B v2.1 Deeper coding and reasoning Nimbus-Labs/Nimbus-9B-v2.1 Nimbus-Labs/Nimbus-9B-v2.1-GGUF

Nimbus family download footprint

The adjacent assets/nimbus-family-footprint.json contains the plotted values. Download size is not runtime memory: context cache and runtime buffers require additional capacity.

Downloads

File Role Bytes SHA-256
Nimbus-4B-BF16.gguf BF16 reference 8,424,392,960 (8.42 GB) aec0fd8c767f67522ade75e453cdc9c2b8cbf16fdfa134cbbe6d20554f2cdb6b
Nimbus-4B-Q4_K_M.gguf Memory-first 2,708,803,840 (2.71 GB) f404660f5fb11fba99112b02c02e215945b48a2b981c26d05f6d3afd2d30e474
Nimbus-4B-Q5_K_M.gguf Quality-first default 3,074,986,240 (3.07 GB) def18cfa32028c76f8976a8856139440c601b305e71da5d4a13f0104f6994e5f

llama.cpp

Validated release runtime: llama.cpp b10007. Native thinking uses the supplied Qwen/Ornith chat template and DeepSeek-style reasoning parsing.

llama-server --model Nimbus-4B-Q5_K_M.gguf --ctx-size 65536 --n-gpu-layers all --reasoning-format deepseek

Evaluation

The released Q5_K_M artifact was evaluated in direct mode on the full HumanEval and MBPP suites with llama.cpp b10007, one answer per task, temperature 0.6, top-p 0.95, top-k 20, and seed 42.

Benchmark Passed Total pass@1
HumanEval 121 164 73.8%
HumanEval+ 112 164 68.3%
MBPP 285 378 75.4%
MBPP+ 232 378 61.4%

Nimbus-4B EvalPlus results

The adjacent assets/nimbus-4b-evalplus.json is the machine-readable source for this chart.

Provenance and scope

  • Quantized from Nimbus-Labs/Nimbus-4B
  • Foundation: Qwen3.5
  • GGUF files are text-only; the Transformers repository retains the multimodal components.
  • Do not infer memory fit from file size alone; context KV cache and runtime buffers require additional memory.

Licenses and notices

See LICENSES.md, THIRD_PARTY_NOTICES.md, and LICENSES/Apache-2.0.txt.

Project

Nimbus8 脗路 Transformers checkpoint

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