Model_name
stringclasses 1
value | Train_size
int64 50.8k
50.8k
| Test_size
int64 12.7k
12.7k
| arg
dict | lora
listlengths 5
5
| Parameters
int64 413M
413M
| Trainable_parameters
int64 57.7M
57.7M
| r
int64 128
128
| Memory Allocation
stringclasses 3
values | Training Time
stringclasses 3
values | accuracy
float64 0.87
0.87
| f1_macro
float64 0.85
0.86
| f1_weighted
float64 0.87
0.87
| precision
float64 0.85
0.85
| recall
float64 0.87
0.87
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FacebookAI/roberta-large
| 50,775
| 12,652
|
{
"adafactor": false,
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_epsilon": 1e-8,
"bf16": false,
"fp16": false,
"fp16_opt_level": "O1",
"gradient_accumulation_steps": 4,
"half_precision_backend": "auto",
"label_smoothing_factor": 0,
"learning_rate": 0.00005,
"lr_scheduler_type": "linear",
"max_grad_norm": 1,
"max_steps": -1,
"n_gpu": 1,
"num_train_epochs": 1,
"optim": "adamw_8bit",
"optim_args": "Not have",
"per_device_eval_batch_size": 8,
"per_device_train_batch_size": 8,
"warmup_ratio": 0,
"warmup_steps": 5,
"weight_decay": 0.01
}
|
[
"dense",
"value",
"out_proj",
"key",
"query"
] | 413,059,098
| 57,686,029
| 128
|
1251.42
|
1492.04
| 0.865081
| 0.853448
| 0.870179
| 0.852941
| 0.870543
|
FacebookAI/roberta-large
| 50,775
| 12,652
|
{
"adafactor": false,
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_epsilon": 1e-8,
"bf16": false,
"fp16": false,
"fp16_opt_level": "O1",
"gradient_accumulation_steps": 4,
"half_precision_backend": "auto",
"label_smoothing_factor": 0,
"learning_rate": 0.00005,
"lr_scheduler_type": "linear",
"max_grad_norm": 1,
"max_steps": -1,
"n_gpu": 1,
"num_train_epochs": 1,
"optim": "adamw_8bit",
"optim_args": "Not have",
"per_device_eval_batch_size": 8,
"per_device_train_batch_size": 8,
"warmup_ratio": 0,
"warmup_steps": 5,
"weight_decay": 0.01
}
|
[
"dense",
"value",
"out_proj",
"key",
"query"
] | 413,059,098
| 57,686,029
| 128
|
1234.01
|
1498.12
| 0.866266
| 0.855261
| 0.87118
| 0.854582
| 0.871842
|
FacebookAI/roberta-large
| 50,775
| 12,652
|
{
"adafactor": false,
"adam_beta1": 0.9,
"adam_beta2": 0.999,
"adam_epsilon": 1e-8,
"bf16": false,
"fp16": false,
"fp16_opt_level": "O1",
"gradient_accumulation_steps": 4,
"half_precision_backend": "auto",
"label_smoothing_factor": 0,
"learning_rate": 0.00005,
"lr_scheduler_type": "linear",
"max_grad_norm": 1,
"max_steps": -1,
"n_gpu": 1,
"num_train_epochs": 1,
"optim": "adamw_8bit",
"optim_args": "Not have",
"per_device_eval_batch_size": 8,
"per_device_train_batch_size": 8,
"warmup_ratio": 0,
"warmup_steps": 5,
"weight_decay": 0.01
}
|
[
"dense",
"value",
"out_proj",
"key",
"query"
] | 413,059,098
| 57,686,029
| 128
|
1233.64
|
1495.29
| 0.866266
| 0.855261
| 0.87118
| 0.854582
| 0.871842
|
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