Library
stringclasses 5
values | Precision
stringlengths 3
18
| CPU Offload
bool 2
classes | Memory After Loading (GB)
float64 0
31.4
⌀ | Peak Memory GB
float64 9.16
36.2
⌀ | Inference Time (Seconds)
float64 12
109
⌀ |
|---|---|---|---|---|---|
Diffusers | BF16 | false | 31.447 | 36.166 | 12 |
Diffusers | BF16 | true | 0 | 23.271 | 20 |
bitsandbytes | 4-bit | false | 12.584 | 17.281 | 12 |
bitsandbytes | 4-bit | true | 12.383 | 12.383 | 17 |
bitsandbytes | 8-bit | false | 19.273 | 24.432 | 27 |
bitsandbytes | 8-bit | true | 19.182 | 23.428 | 27 |
torchao | int4_weight_only | false | 10.635 | 14.654 | 109 |
torchao | int4_weight_only | true | null | null | null |
torchao | int8_weight_only | false | 17.02 | 21.482 | 15 |
torchao | int8_weight_only | true | 0 | 12.189 | 26 |
torchao | float8_weight_only | false | 17.016 | 21.488 | 15 |
torchao | float8_weight_only | true | 0 | 12.348 | 27 |
quanto | INT4 | false | 12.254 | 16.139 | 109 |
quanto | INT4 | true | null | null | null |
quanto | INT8 | false | 17.33 | 21.814 | 15 |
quanto | INT8 | true | 0 | 12.166 | 25 |
quanto | FP8 | false | 16.395 | 20.898 | 16 |
quanto | FP8 | true | 0 | 12.332 | 24 |
GGUF | Q4_1 | false | 16.838 | 21.326 | 23 |
GGUF | Q4_1 | true | 0 | 9.164 | 28 |
GGUF | Q8_0 | false | 21.502 | 25.973 | 15 |
GGUF | Q8_0 | true | 0 | 12.965 | 22 |
GGUF | Q2_k | false | 13.264 | 17.752 | 26 |
GGUF | Q2_k | true | 0 | 9.164 | 31 |
Diffusers | FP8 (e4m3) | false | 23.682 | 28.451 | 13 |
Diffusers | FP8 (e4m3) | true | 9.119 | 15.621 | 22 |