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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 |
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