LocalFit

Ling-3.0-flash

inclusionAI/Ling-3.0-flash

Released2026-08-07Size124B · 5.1B activeLicensemit

Files and memory at 8K context

QuantFileFiles+ KV + runtimeSmallest fitSource
Q4_K_M
bartowski/Ling-3.0-flash-GGUF
72.46 GiB2unknown80 GB GPU (cache unknown)HF files
Q5_K_M
bartowski/Ling-3.0-flash-GGUF
84.43 GiB3unknown96 GB GPU (cache unknown)HF files
Q8_0
bartowski/Ling-3.0-flash-GGUF
126 GiB4unknown128 GB GPU (cache unknown)HF files
BF16
bartowski/Ling-3.0-flash-GGUF
238 GiB7unknownover 192 GB GPUHF files
MLX 4-bit mixed precision
TensorFold/Ling-3.0-flash-MLX-4bit
65.20 GiB14unknown96 GB Mac (cache unknown)HF files
MLX 8-bit mixed precision
TensorFold/Ling-3.0-flash-MLX-8bit
123 GiB27unknown192 GB Mac (cache unknown)HF files

No verified file: FP16. Sizes are exact file bytes (text weights; projectors listed separately). “+” = recurrent state or other terms unknown. Smallest fit adds 0.5 GiB spare; Macs use 75% of memory.

Quality

Artificial Analysis Intelligence Index

Unknown

Arena text rating

Unknown

Scores describe the evaluated hosted variant, not each quantized file. AA and Arena are never averaged.

Reported speeds 9

HardwareQuantBackendPrompt t/sGen t/sDateSource
Apple M5 Max (40-core GPU), 128 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX1,67058.72026-08-25omlx.ai
Apple M5 Max (40-core GPU), 128 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX1,61455.52026-08-25omlx.ai
Apple M1 Ultra (64-core GPU), 128 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX72438.32026-08-24omlx.ai
Apple M3 Ultra (60-core GPU), 256 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX1,18154.32026-08-23omlx.ai
Apple M3 Ultra (60-core GPU), 256 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX1,04649.52026-08-23omlx.ai
Apple M2 Ultra (76-core GPU), 192 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX1,18745.62026-08-22omlx.ai
Apple M2 Max (38-core GPU), 96 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX63637.82026-08-17omlx.ai
Apple M2 Max (38-core GPU), 96 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX55133.52026-08-17omlx.ai
Apple M4 Max (40-core GPU), 128 GB unified memoryMLX oQ4e (oMLX custom ~4-bit)MLX83852.42026-08-11omlx.ai

Reported by the linked sources, not reproduced by LocalFit. All rows in the speed database