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utensil
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llm-playground
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qlora.yml 1.5 KB
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  1. base_model: tiiuae/falcon-40b
    2. 

  2. base_model_config: `tiiuae/falcon-40b`
    3. 

  3. trust_remote_code: true
    4. 

  4. model_type: AutoModelForCausalLM
    5. 

  5. tokenizer_type: AutoTokenizer
    6. 

  6. load_in_8bit: false
    7. 

  7. load_in_4bit: true
    8. 

  8. gptq: false
    9. 

  9. strict: false
    10. 

  10. push_dataset_to_hub:
    11. 

  11. datasets:
    12. 

  12.   - path: QingyiSi/Alpaca-CoT
    13. 

  13.     data_files:
    14. 

  14.       - Chain-of-Thought/formatted_cot_data/gsm8k_train.json
    15. 

  15.     type: "alpaca:chat"
    16. 

  16. dataset_prepared_path: last_run_prepared
    17. 

  17. val_set_size: 0.01
    18. 

  18. adapter: qlora
    19. 

  19. lora_model_dir:
    20. 

  20. sequence_len: 2048
    21. 

  21. max_packed_sequence_len:
    22. 

  22. lora_r: 64
    23. 

  23. lora_alpha: 16
    24. 

  24. lora_dropout: 0.05
    25. 

  25. lora_target_modules:
    26. 

  26. lora_target_linear: true
    27. 

  27. lora_fan_in_fan_out:
    28. 

  28. wandb_project: falcon-qlora
    29. 

  29. wandb_watch:
    30. 

  30. wandb_run_id:
    31. 

  31. wandb_log_model:
    32. 

  32. output_dir: ./qlora-out
    33. 

  33. micro_batch_size: 1
    34. 

  34. gradient_accumulation_steps: 2
    35. 

  35. num_epochs: 3
    36. 

  36. optimizer: paged_adamw_32bit
    37. 

  37. torchdistx_path:
    38. 

  38. lr_scheduler: cosine
    39. 

  39. learning_rate: 0.0002
    40. 

  40. train_on_inputs: false
    41. 

  41. group_by_length: false
    42. 

  42. bf16: true
    43. 

  43. fp16: false
    44. 

  44. tf32: true
    45. 

  45. gradient_checkpointing: true
    46. 

  46. # stop training after this many evaluation losses have increased in a row
    47. 

  47. # https://huggingface.co/transformers/v4.2.2/_modules/transformers/trainer_callback.html#EarlyStoppingCallback
    48. 

  48. early_stopping_patience: 3
    49. 

  49. resume_from_checkpoint:
    50. 

  50. auto_resume_from_checkpoints: true
    51. 

  51. local_rank:
    52. 

  52. logging_steps: 1
    53. 

  53. xformers_attention: true
    54. 

  54. flash_attention:
    55. 

  55. gptq_groupsize:
    56. 

  56. gptq_model_v1:
    57. 

  57. warmup_steps: 10
    58. 

  58. eval_steps: 5
    59. 

  59. save_steps: 10
    60. 

  60. debug:
    61. 

  61. deepspeed:
    62. 

  62. weight_decay: 0.000001
    63. 

  63. fsdp:
    64. 

  64. fsdp_config:
    65. 

  65. special_tokens:
    66. 

  66.   pad_token: "<|endoftext|>"
    67. 

  67.   bos_token: ">>ABSTRACT<<"
    68. 

  68.   eos_token: "<|endoftext|>"
    69.
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