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@chimezie
Last active January 14, 2025 16:17
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base_model: google/gemma-2-27b
lora_model_dir: /path/to/previous/axolotl/run/output/
#model_type: AutoModelForCausalLM
#tokenizer_type: AutoTokenizer
save_safetensors: true
load_in_8bit: false
load_in_4bit: true
strict: false
rl: orpo
orpo_alpha: 0.1
chat_template: gemma
datasets:
- path: argilla/ultrafeedback-binarized-preferences-cleaned
type: chat_template.argilla
dataset_prepared_path: /path/to/last_run_prepared
val_set_size: 0.1
output_dir: /path/to/output/orpo-out
adapter: qlora
sequence_len: 4096
sample_packing: false
pad_to_sequence_len: true
lora_r: 32
lora_alpha: 16
lora_dropout: 0.05
lora_target_linear: true
lora_fan_in_fan_out:
lora_target_modules:
- gate_proj
- down_proj
- up_proj
- q_proj
- v_proj
- k_proj
- o_proj
wandb_project: dibia-axolotl
wandb_entity:
wandb_watch:
wandb_name: dibia-full-orpo
wandb_log_model:
gradient_accumulation_steps: 4
micro_batch_size: 2
num_epochs: 1
optimizer: adamw_bnb_8bit
lr_scheduler: cosine
learning_rate: 0.00000800
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: 5.0
loss_watchdog_patience: 3
warmup_steps: 10
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
saves_per_epoch: 1
debug:
deepspeed:
weight_decay: 0.0
fsdp:
fsdp_config:
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