Batch Size
int64 1
1
| Seq Length
int64 16
16
| New Tokens
int64 16
64
| Torch Compile
stringclasses 3
values | Implementation
stringclasses 4
values | Mean Generation Latency (ms)
float64 144
4.91k
| Mean Prefill Latency (ms)
float64 52.2
289
| Mean Decode Latency (ms)
float64 92
4.62k
| Peak Mem (MB)
float64 27.3k
28.4k
|
|---|---|---|---|---|---|---|---|---|
1
| 16
| 16
|
False
|
eager
| 1,193.7
| 269.94
| 923.76
| 27,333.27
|
1
| 16
| 16
|
max-autotune-no-cudagraphs
|
eager
| 1,332.96
| 269.72
| 1,063.24
| 27,333.27
|
1
| 16
| 16
|
False
|
grouped_mm
| 814.61
| 64.32
| 750.29
| 27,333.27
|
1
| 16
| 16
|
max-autotune-no-cudagraphs
|
grouped_mm
| 476.82
| 63.42
| 413.41
| 27,333.27
|
1
| 16
| 16
|
False
|
batched_mm
| 535.34
| 52.18
| 483.17
| 28,386.68
|
1
| 16
| 16
|
max-autotune
|
batched_mm
| 144.21
| 52.25
| 91.97
| 28,386.68
|
1
| 16
| 16
|
False
|
grouped_prefill+batched_decode
| 579.92
| 64.83
| 515.1
| 27,396.05
|
1
| 16
| 16
|
max-autotune
|
grouped_prefill+batched_decode
| 162.56
| 64.71
| 97.84
| 27,332.98
|
1
| 16
| 64
|
False
|
eager
| 4,303.03
| 274.71
| 4,028.32
| 27,342.27
|
1
| 16
| 64
|
max-autotune-no-cudagraphs
|
eager
| 4,908.6
| 288.97
| 4,619.63
| 27,343.43
|
1
| 16
| 64
|
False
|
grouped_mm
| 3,300.09
| 64.67
| 3,235.42
| 27,343.43
|
1
| 16
| 64
|
max-autotune-no-cudagraphs
|
grouped_mm
| 1,801.67
| 64.25
| 1,737.41
| 27,342.27
|
1
| 16
| 64
|
False
|
batched_mm
| 2,151.96
| 52.23
| 2,099.73
| 28,395.68
|
1
| 16
| 64
|
max-autotune
|
batched_mm
| 434.84
| 52.25
| 382.58
| 28,395.68
|
1
| 16
| 64
|
False
|
grouped_prefill+batched_decode
| 2,217.35
| 64.99
| 2,152.36
| 27,405.06
|
1
| 16
| 64
|
max-autotune
|
grouped_prefill+batched_decode
| 465.11
| 64.5
| 400.62
| 27,341.98
|