Model_name
stringclasses 6
values | Train_size
int64 50.8k
50.8k
| Test_size
int64 12.7k
12.7k
| Batch
int64 8
32
| GA
int64 1
1
| Parameters
int64 407M
878M
| Trainable_parameters
int64 69.6M
739M
| Accuracy
float64 89.6
90.8
| Memory
float64 4.43k
11.8k
| Time
float64 1.45k
5.31k
| Type
stringclasses 2
values | Model_name_clean
stringclasses 3
values |
|---|---|---|---|---|---|---|---|---|---|---|---|
RUCAIBox/mvp
| 50,775
| 12,652
| 8
| 1
| 407,356,429
| 407,356,429
| 89.72
| 5,128
| 4,920.69
|
Normal
|
RUCAIBox/mvp
|
LoraRUCAIBox/mvp
| 50,775
| 12,652
| 8
| 1
| 476,957,325
| 69,600,896
| 89.84
| 4,432.85
| 2,581.77
|
Lora
|
RUCAIBox/mvp
|
facebook/bart-large-mnli
| 50,775
| 12,652
| 32
| 1
| 407,354,381
| 407,354,381
| 90.23
| 7,341.04
| 2,881.35
|
Normal
|
facebook/bart-large-mnli
|
Lorafacebook/bart-large-mnli
| 50,775
| 12,652
| 32
| 1
| 476,955,277
| 69,600,896
| 89.57
| 6,282.06
| 1,446.84
|
Lora
|
facebook/bart-large-mnli
|
google-t5/t5-large
| 50,775
| 12,652
| 8
| 1
| 738,731,021
| 738,731,021
| 90.8
| 11,843.22
| 5,310.69
|
Normal
|
google-t5/t5-large
|
Loragoogle-t5/t5-large
| 50,775
| 12,652
| 8
| 1
| 877,537,933
| 138,806,912
| 89.78
| 8,194.09
| 4,966.35
|
Lora
|
google-t5/t5-large
|
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