recipes: add orpo-val-sel-indep-paper.yaml

recipes/iter1-paper/orpo-val-sel-indep-paper.yaml

@@ -0,0 +1,42 @@
+model_name_or_path: /weka/s225250685/mats-tist/alignment-handbook/output/sft-validator-sel-llama1b-paper-v1
+torch_dtype: bfloat16
+use_flash_attention_2: false
+dataset_mixer:
+  /weka/s225250685/mats-tist/data/hf_orpo_val_sel_paper_iter1_indep: 1.0
+dataset_splits:
+- train_dpo
+- test_dpo
+preprocessing_num_workers: 12
+chat_template: "{{'<|begin_of_text|><|start_header_id|>user<|end_header_id|>\n\n' + messages['prompt'] + '<|eot_id|>'}}{{'<|start_header_id|>assistant<|end_header_id|>\n\n' + messages['completion'] + '<|eot_id|>'}}"
+report_to: ["tensorboard"]
+bf16: true
+beta: 0.1
+do_eval: true
+eval_strategy: "steps"
+eval_steps: 100
+gradient_accumulation_steps: 8
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: False
+learning_rate: 1.0e-6
+log_level: info
+logging_steps: 10
+lr_scheduler_type: inverse_sqrt
+max_length: 3000
+max_prompt_length: 2700
+num_train_epochs: -1
+max_steps: 200
+optim: adamw_torch
+output_dir: /weka/s225250685/mats-tist/alignment-handbook/output/orpo-val-sel-indep-paper
+overwrite_output_dir: true
+per_device_train_batch_size: 1
+per_device_eval_batch_size: 1
+push_to_hub: false
+remove_unused_columns: false
+save_strategy: "steps"
+save_steps: 400
+save_total_limit: 1
+seed: 42
+warmup_ratio: 0.1
+warmup_steps: 50
+max_grad_norm: 0.1