base_model: pints-ai/1.5-Pints-16K-v0.1 | |
model_type: AutoModelForCausalLM | |
tokenizer_type: AutoTokenizer | |
load_in_8bit: false | |
load_in_4bit: true | |
strict: false | |
datasets: | |
- path: tangledgroup/tangled-llama-pints-1.5b-v0.2-dataset | |
type: sharegpt | |
conversation: chatml | |
chat_template: chatml | |
dataset_prepared_path: | |
val_set_size: 0.05 | |
output_dir: ./outputs/qlora-out | |
adapter: qlora | |
lora_model_dir: | |
sequence_len: 16384 | |
sample_packing: true | |
pad_to_sequence_len: true | |
lora_r: 32 | |
lora_alpha: 16 | |
lora_dropout: 0.05 | |
lora_target_modules: | |
lora_target_linear: true | |
lora_fan_in_fan_out: | |
wandb_project: | |
wandb_entity: | |
wandb_watch: | |
wandb_name: | |
wandb_log_model: | |
gradient_accumulation_steps: 4 | |
micro_batch_size: 2 | |
num_epochs: 3 | |
optimizer: paged_adamw_32bit | |
# optimizer: adamw_torch_fused | |
lr_scheduler: cosine | |
learning_rate: 0.0002 | |
train_on_inputs: false | |
group_by_length: false | |
bf16: auto | |
fp16: | |
tf32: false | |
gradient_checkpointing: true | |
early_stopping_patience: | |
resume_from_checkpoint: | |
local_rank: | |
logging_steps: 1 | |
xformers_attention: | |
flash_attention: true | |
loss_watchdog_threshold: 15.0 | |
loss_watchdog_patience: 3 | |
warmup_steps: 10 | |
evals_per_epoch: 3 | |
eval_table_size: | |
saves_per_epoch: 1 | |
debug: | |
deepspeed: | |
weight_decay: 0.0 | |
fsdp: | |
fsdp_config: | |
special_tokens: | |
plugins: | |
- axolotl.integrations.liger.LigerPlugin | |
liger_rope: true | |
liger_rms_norm: true | |
liger_swiglu: true | |
liger_fused_linear_cross_entropy: true |