File size: 810 Bytes
a04cf2b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
### model
model_name_or_path: tiiuae/falcon-7b-instruct

### method
stage: orpo
do_train: true
finetuning_type: lora
lora_target: all

### dataset
dataset: dpo_mix_en
dataset_dir: data
template: falcon
cutoff_len: 1024
# max_samples: 1000
overwrite_cache: true
preprocessing_num_workers: 16

### output
output_dir: saves/Falcon-7B-Instruct/lora/orpo
logging_steps: 10
save_steps: 500
plot_loss: true
overwrite_output_dir: true
save_total_limit: 3
load_best_model_at_end: true
push_to_hub: true
hub_model_id: chchen/Falcon-7B-Instruct-ORPO

### train
per_device_train_batch_size: 2
gradient_accumulation_steps: 8
learning_rate: 0.000005
num_train_epochs: 3.0
lr_scheduler_type: cosine
warmup_steps: 0.1
bf16: true

### eval
val_size: 0.1
per_device_eval_batch_size: 2
evaluation_strategy: steps
eval_steps: 500