Unnamed: 0
float64 | num_layer
int64 2
42
| hidden_size
int64 128
4.1k
| num_heads
int64 2
32
| param_count
float64 6.9
7.3k
| compute
float64 3,000,000,000B
1,000,000,000,000B
| training_tokens
float64 1.1B
384B
| attention_head_type
stringclasses 1
value | sequence_length
int64 2.05k
2.05k
| batch_size_tokens
float64 524k
1.05M
| global_batch_size
int64 256
512
| learning_rate
float64 0
0
| num_gpu
int64 2
32
| training_time
float64 0.14
2.9
| micro_batch_size
int64 8
128
| training_iters
int64 1.31k
733k
| lr_warmup_iters
int64 130
1k
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
null | 24 | 1,792 | 14 | 874.2 | 600,000,000,000,000,000,000 | 114,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 1.739 | 8 | 218,189 | 1,000 |
null | 24 | 2,048 | 16 | 1,124.9 | 600,000,000,000,000,000,000 | 88,900,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 1.739 | 8 | 169,559 | 1,000 |
null | 26 | 2,304 | 18 | 1,514.4 | 600,000,000,000,000,000,000 | 66,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 1.739 | 8 | 125,943 | 1,000 |
null | 30 | 2,560 | 20 | 2,118 | 600,000,000,000,000,000,000 | 47,200,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 1.739 | 8 | 90,054 | 1,000 |
null | 36 | 2,816 | 22 | 3,026.4 | 600,000,000,000,000,000,000 | 33,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 1.739 | 8 | 63,024 | 1,000 |
null | 40 | 3,584 | 28 | 5,360.3 | 600,000,000,000,000,000,000 | 18,700,000,000 | multiquery | 2,048 | 1,050,000 | 512 | 0.0001 | 32 | 1.739 | 16 | 17,791 | 1,000 |
null | 42 | 4,096 | 32 | 7,302.6 | 600,000,000,000,000,000,000 | 13,700,000,000 | multiquery | 2,048 | 1,050,000 | 512 | 0.0001 | 32 | 1.739 | 16 | 13,059 | 1,000 |
null | 22 | 1,280 | 10 | 433.7 | 1,000,000,000,000,000,000,000 | 384,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 2.898 | 8 | 733,022 | 1,000 |
null | 22 | 1,536 | 12 | 606.9 | 1,000,000,000,000,000,000,000 | 275,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 2.898 | 8 | 523,784 | 1,000 |
null | 24 | 1,792 | 14 | 874.2 | 1,000,000,000,000,000,000,000 | 191,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 2.898 | 8 | 363,648 | 1,000 |
null | 24 | 2,048 | 16 | 1,124.9 | 1,000,000,000,000,000,000,000 | 148,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.0002 | 32 | 2.898 | 8 | 282,599 | 1,000 |
null | 26 | 2,304 | 18 | 1,514.4 | 1,000,000,000,000,000,000,000 | 110,000,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 2.898 | 8 | 209,905 | 1,000 |
null | 30 | 2,560 | 20 | 2,118 | 1,000,000,000,000,000,000,000 | 78,700,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 2.898 | 8 | 150,090 | 1,000 |
null | 36 | 2,816 | 22 | 3,026.4 | 1,000,000,000,000,000,000,000 | 55,100,000,000 | multiquery | 2,048 | 524,000 | 256 | 0.00015 | 32 | 2.898 | 8 | 105,040 | 1,000 |
null | 40 | 3,584 | 28 | 5,360.3 | 1,000,000,000,000,000,000,000 | 31,100,000,000 | multiquery | 2,048 | 1,050,000 | 512 | 0.0001 | 32 | 2.898 | 16 | 29,652 | 1,000 |
null | 42 | 4,096 | 32 | 7,302.6 | 1,000,000,000,000,000,000,000 | 22,800,000,000 | multiquery | 2,048 | 1,050,000 | 512 | 0.0001 | 32 | 2.898 | 16 | 21,765 | 1,000 |