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
|
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