Schreiber-mistral-nemo-12B

nbeerbower/mistral-nemo-kartoffel-12B finetuned on:

• jondurbin/gutenberg-dpo-v0.1
• nbeerbower/gutenberg2-dpo
• nbeerbower/gutenberg-moderne-dpo
• nbeerbower/synthetic-fiction-dpo
• nbeerbower/Arkhaios-DPO
• nbeerbower/Purpura-DPO
• nbeerbower/Schule-DPO

Method

ORPO tuned with 1x RTX A6000 for 3 epochs.

QLoRA config

# QLoRA config
bnb_config = BitsAndBytesConfig(
 load_in_4bit=True,
 bnb_4bit_quant_type="nf4",
 bnb_4bit_compute_dtype=torch_dtype,
 bnb_4bit_use_double_quant=True,
)
# LoRA config
peft_config = LoraConfig(
 r=64,
 lora_alpha=128,
 lora_dropout=0.05,
 bias="none",
 task_type="CAUSAL_LM",
 target_modules=['up_proj', 'down_proj', 'gate_proj', 'k_proj', 'q_proj', 'v_proj', 'o_proj']
)

ORPO config

orpo_args = ORPOConfig(
 learning_rate=8e-6,
 lr_scheduler_type="cosine",
 warmup_ratio=0.05,
 max_length=4096,
 max_prompt_length=1024,
 max_completion_length=4096,
 beta=0.1,
 per_device_train_batch_size=1,
 per_device_eval_batch_size=1,
 gradient_accumulation_steps=64,
 optim="paged_adamw_8bit",
 num_train_epochs=3,
 max_grad_norm=0.5,
 bf16=True,
)

Base model