Upload V2-Adv.yml

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|>