Configs / V2-Adv.yml
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## model
base_model: NewEden/Hamanasu-KTO-V2
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer
## qlora COPE
load_in_8bit: false
load_in_4bit: false
strict: false
## data
datasets:
- path: PocketDoc/Dans-Prosemaxx-Cowriter-3-S
type: dan-chat-advanced
- path: PocketDoc/Dans-Prosemaxx-Adventure
type: dan-chat-advanced
- path: PocketDoc/Dans-Failuremaxx-Adventure-3
type: dan-chat-advanced
- path: PocketDoc/Dans-Prosemaxx-InstructWriter-ZeroShot-2
type: dan-chat-advanced
- path: PocketDoc/Dans-Prosemaxx-InstructWriter-ZeroShot-3
type: dan-chat-advanced
- path: PocketDoc/Dans-Prosemaxx-InstructWriter-Continue-2
type: dan-chat-advanced
- path: PocketDoc/Dans-Prosemaxx-Instructwriter-Long
type: dan-chat-advanced
shuffle_merged_datasets: true
dataset_prepared_path: dataset_prepared
val_set_size: 0.02
output_dir: 4b-out-rslora
## LIGGER
plugins:
- axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_layer_norm: true
liger_glu_activation: true
liger_fused_linear_cross_entropy: true
## CTX settings
sequence_len: 32768
sample_packing: true
eval_sample_packing: true
pad_to_sequence_len: true
## Lora
adapter: lora
lora_model_dir:
lora_r: 64
lora_alpha: 32
lora_dropout: 0.1
lora_target_modules:
- gate_proj
- down_proj
- up_proj
- q_proj
- v_proj
- k_proj
- o_proj
lora_fan_in_fan_out:
peft_use_rslora: true
lora_modules_to_save:
- embed_tokens
- lm_head
## WandB
wandb_project: tavbussy
wandb_entity:
wandb_watch:
wandb_name: adventure-v2
wandb_log_model:
## evals
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
## hoe params
gradient_accumulation_steps: 2
micro_batch_size: 6
num_epochs: 4
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 2.83e-5
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
s2_attention:
warmup_steps: 40
saves_per_epoch: 2
debug:
deepspeed: ./deepspeed_configs/zero3_bf16.json
weight_decay: 0.02
fsdp:
fsdp_config:
special_tokens:
pad_token: <|finetune_right_pad_id|>