LocalFit

Instella-MoE-16B-A3B-Think

amd/Instella-MoE-16B-A3B-Think

ReleasedRelease date unknownSize16B tensors · MoERoleAssistantLicenseresearchrailContext32K config max

Where it runs 8K context · ≥ 5 t/s floor

SetupBest planMemoryGenerate
8 GB GPU + 32 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU experts · 10 expert layers on CPUKV unknown~14–25 t/s Estimated extrapolated
12 GB GPU + 32 GB RAMQ4_K_Mllama.cpp CUDAFull GPUKV unknown~37–106 t/s Estimated extrapolated
16 GB GPU + 64 GB RAMQ5_K_Mllama.cpp CUDAFull GPUKV unknown~80–230 t/s Estimated extrapolated
24 GB GPU + 64 GB RAMQ8_0llama.cpp CUDAFull GPUKV unknown~64–184 t/s Estimated extrapolated
32 GB GPU + 128 GB RAMFP16llama.cpp CUDAFull GPUKV unknown~60–174 t/s Estimated extrapolated
2× 24 GB GPUs + 128 GB RAMFP16llama.cpp CUDALayer split across GPUsKV unknown~31–91 t/s Estimated extrapolated
96 GB workstation GPU + 256 GB RAMFP16llama.cpp CUDAFull GPUKV unknown~60–174 t/s Estimated extrapolated
Mac, 24 GBQ8_0llama.cpp MetalUnified memoryKV unknown~17–50 t/s Estimated extrapolated
Mac, 48 GBFP16llama.cpp MetalUnified memoryKV unknown~9.1–26 t/s Estimated extrapolated
Mac, 128 GBFP16llama.cpp MetalUnified memoryKV unknown~18–53 t/s Estimated extrapolated
Mac, 512 GBFP16llama.cpp MetalUnified memoryKV unknown~27–79 t/s Estimated extrapolated
DGX Spark 128 GBFP16llama.cpp CUDAUnified memoryKV unknown~15–39 t/s Estimated
Ryzen AI Max+ 395, 128 GBFP16llama.cpp VulkanUnified memoryKV unknown~8.6–25 t/s Estimated extrapolated
CPU only, 64 GB DDR5-5600 dual channelQ4_K_Mllama.cpp CPUCPU onlyKV unknown~11–13 t/s Estimated extrapolated

Same plan engine as the planner, with its default reserves and RAM. How plans are chosen.

Files exact Hugging Face bytes

ArtifactSizeFilesRevisionSource
FP16
TULLUS/Instella-MoE-16B-A3B-Think-GGUF
29.56 GiB10645a49719HF files
Q8_0
DevQuasar/amd.Instella-MoE-16B-A3B-Think-GGUF
15.71 GiB1987ee1648dHF files
Q5_K_M
DevQuasar/amd.Instella-MoE-16B-A3B-Think-GGUF
11.15 GiB1987ee1648dHF files
Q4_K_M
DevQuasar/amd.Instella-MoE-16B-A3B-Think-GGUF
9.75 GiB1987ee1648dHF files
Native safetensors mixed/custom native; ; stored tensor dtypes=BF16/F32 · BF16/
amd/Instella-MoE-16B-A3B-Think
29.55 GiB674d28c1a84HF files

Not found in the representative quant search (not proven unavailable): MLX 8-bit, MLX 4-bit, EXL3, AWQ, GPTQ. Complete selected file sets; projectors, MTP/draft and lookup files are listed separately and budgeted only by plans that use them. File bytes are not allocated memory.

Quality

No Artificial Analysis evaluation mapped to this checkpoint.

Arena text rating

Unknown

Publisher-reported benchmarks

None extracted from the model card.

AA and Arena describe the hosted model in the stated mode, not each quantized file; scores are never inherited by base, pruned, abliterated or quantized variants and never averaged together.

How to run it

No model-specific recipe in the research. The planner binds the backend’s documented command template (llama.cpp, Ollama, LM Studio, MLX, vLLM) to your plan: open a plan’s details.

Recipes are source examples (settings are the publisher’s or author’s, not measured optima) and were not executed by LocalFit. A downloadable file does not prove your backend build supports the architecture.

Reported speeds 0

No reported measurement yet. Submit one.