LocalFit

IQuest-Coder-V1-40B-Instruct Coding

IQuestLab/IQuest-Coder-V1-40B-Instruct

ReleasedRelease date unknownSize40B tensors · denseRoleCodingLicenseiquestcoderContext128K config max

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

SetupBest planMemoryGenerate
8 GB GPU + 32 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU layers · 20/80 layers on GPUFits~1.0–1.2 t/s Estimated extrapolated
12 GB GPU + 32 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU layers · 33/80 layers on GPUFits~0.8–0.9 t/s Estimated extrapolated
16 GB GPU + 64 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU layers · 46/80 layers on GPUFits~1.8–2.1 t/s Estimated extrapolated
24 GB GPU + 64 GB RAMQ4_K_Mllama.cpp CUDAGPU + CPU layers · 72/80 layers on GPUFits~6.1–7.3 t/s Estimated extrapolated
32 GB GPU + 128 GB RAMQ5_K_Mllama.cpp CUDAFull GPUFits~31–49 t/s Estimated
2× 24 GB GPUs + 128 GB RAMQ8_0llama.cpp CUDALayer split across GPUsFits~12–16 t/s Estimated extrapolated
96 GB workstation GPU + 256 GB RAMQ8_0llama.cpp CUDAFull GPUFits~21–33 t/s Estimated
Mac, 24 GBDoes not fit
Mac, 48 GBQ5_K_Mllama.cpp MetalUnified memoryFits~6.6–7.8 t/s Estimated
Mac, 128 GBMLX 8-bitMLX-LMUnified memoryFits~9.7–12 t/s Estimated
Mac, 512 GBMLX 8-bitMLX-LMUnified memoryFits~12–17 t/s Estimated
DGX Spark 128 GBQ8_0llama.cpp CUDAUnified memoryFits~4.8–5.3 t/s Estimated
Ryzen AI Max+ 395, 128 GBQ5_K_Mllama.cpp VulkanUnified memoryFits~4.7–6.9 t/s Estimated
CPU only, 64 GB DDR5-5600 dual channelQ4_K_Mllama.cpp CPUCPU onlyFits~0.8–0.9 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
Q8_0
mradermacher/IQuest-Coder-V1-40B-Instruct-GGUF
39.38 GiB11a03749840HF files
Q5_K_M
mradermacher/IQuest-Coder-V1-40B-Instruct-GGUF
26.26 GiB11a03749840HF files
Q4_K_M
mradermacher/IQuest-Coder-V1-40B-Instruct-GGUF
22.38 GiB11a03749840HF files
MLX 8-bit 8-bit
mlx-community/IQuest-Coder-V1-40B-Instruct-8bit
39.38 GiB88be665aaaaHF files
MLX 4-bit 4-bit
mlx-community/IQuest-Coder-V1-40B-Instruct-4bit
20.85 GiB557d8c3bfdcHF files
EXL3 4-bit
turboderp/IQuest-Coder-V1-40B-Instruct-exl3
19.19 GiB321dc76efb9HF files
Native safetensors BF16
IQuestLab/IQuest-Coder-V1-40B-Instruct
74.12 GiB2265a7cba7dHF files

Not found in the representative quant search (not proven unavailable): GGUF FP16, 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.