fine-tuning.yaml

max_seq_len: 2048
global_seed: 1337

# Run Name
run_name: fine-tuning

# Model
model:
  name: hf_causal_lm
  pretrained: true
  pretrained_model_name_or_path: vinai/RecGPT-7B
  config_overrides:
    max_seq_len: ${max_seq_len}
    attn_config:
      attn_impl: triton
      alibi: true
      prefix_lm: false
      attn_uses_sequence_id: false

# Tokenizer
tokenizer:
  name: vinai/RecGPT-7B
  kwargs:
    model_max_length: ${max_seq_len}

# Dataloaders
train_loader:
  name: finetuning
  dataset:
    hf_name: path/to/sample_instruction_following_dataset
    split: train
    shuffle: true
    max_seq_len: ${max_seq_len}
    shuffle_seed: ${global_seed}
    decoder_only_format: true
    allow_pad_trimming: false
  drop_last: true
  num_workers: 8

# Optimization
scheduler:
  name: cosine_with_warmup # Or using: linear_decay_with_warmup
  t_warmup: 200ba # To be adjusted, for example: 1/20 the total number of training steps
  alpha_f: 0.1 # 0.0 for linear_decay_with_warmup

optimizer:
  name: decoupled_lionw # Or decoupled_adamw
  lr: 1e-5 # To be adjusted
  betas:
  - 0.9
  - 0.98
  weight_decay: 1e-7
  eps: 1e-07

algorithms:
  gradient_clipping:
    clipping_type: norm
    clipping_threshold: 1.0

max_duration: 2ep
eval_interval: 1
eval_first: false
eval_subset_num_batches: -1
global_train_batch_size: 128 # To be adjusted, for example: 16 * the number of GPUs

# System
seed: ${global_seed}
device_eval_batch_size: 1
device_train_microbatch_size: 1
precision: amp_bf16

# FSDP
fsdp_config:
  sharding_strategy: FULL_SHARD
  mixed_precision: PURE
  activation_checkpointing: false
  activation_checkpointing_reentrant: false
  activation_cpu_offload: false
  limit_all_gathers: true
  verbose: false

# Logging
progress_bar: false
log_to_console: true
console_log_interval: 10ba

callbacks:
  speed_monitor:
    window_size: 10
  lr_monitor: {}
  memory_monitor: {}
  runtime_estimator: {}

# Checkpoint to local filesystem or remote object store
save_interval: 1ep
save_num_checkpoints_to_keep: 2  # Important, this cleans up checkpoints saved to DISK
save_folder: path/to/your/saving/folder