Hi, I'm trying to replicate the DoRA result in your paper by following the hyperparameter config in Table 8. All the results seem fine except the case LLaMa-7B with rank = 16.
Here are the fine-tuning results when I tried to replicate:
| Model |
r |
lr |
BoolQ |
PIQA |
SIQA |
HellaSwag |
WinoGrande |
ARC-e |
ARC-c |
OBQA |
Average |
| LLaMA-7B-DoRA (first time) |
16 |
2e-4 |
68.7 |
56.9 |
62.8 |
76 |
11.5 |
72.4 |
58.7 |
74 |
60.1 |
| LLaMA-7B-DoRA (second time) |
16 |
2e-4 |
67.2 |
65.3 |
54.8 |
46.3 |
55 |
43.1 |
35.4 |
61.8 |
53.6 |
Here are the evaluation results I ran on my machine using your checkpoint:
| Model |
r |
lr |
BoolQ |
PIQA |
SIQA |
HellaSwag |
WinoGrande |
ARC-e |
ARC-c |
OBQA |
Average |
| LLaMA-7B-DoRA (checkpoint) |
16 |
2e-4 |
70 |
82.6 |
79.7 |
83.2 |
80.6 |
80.6 |
65.4 |
77.6 |
77.5 |
Any ideas about what could cause the differences?
Hi, I'm trying to replicate the
DoRAresult in your paper by following the hyperparameter config inTable 8. All the results seem fine except the caseLLaMa-7Bwith rank = 16.Here are the fine-tuning results when I tried to replicate:
Here are the evaluation results I ran on my machine using your checkpoint:
Any ideas about what could cause the differences?