Update README.md

README.md

@@ -35,8 +35,9 @@ Awaiting results...
 
 ## Training Configuration
 
-<details><summary>Click here for Axolotl config</summary>
+<details><summary>Click here for Axolotl configs</summary>
 
+SFT
 ```yaml
 base_model: arcee-ai/Llama-3.1-SuperNova-Lite
 model_type: AutoModelForCausalLM
@@ -159,6 +160,100 @@ deepspeed:
 weight_decay: 0.05
 fsdp:
 fsdp_config:
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+  eos_token: <|eot_id|>
+```
+
+KTO
+```
+base_model: jeiku/Aura-8B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/aurakto
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+chat_template: llama3
+
+rl: kto
+rl_beta: 0.2
+kto_desirable_weight: 0.2
+
+datasets:
+  - path: anthracite-core/full-opus-chosen-hermes-rejected-kto-v1
+    type: llama3.argilla
+
+shuffle_merged_datasets: true
+val_set_size: 0.0
+output_dir: ./outputs/out
+
+adapter: lora
+lora_model_dir:
+
+lora_r: 32
+lora_alpha: 64
+lora_dropout: 0.05
+lora_target_linear: true
+lora_fan_in_fan_out:
+
+sequence_len: 8192
+sample_packing: false
+eval_sample_packing: false
+pad_to_sequence_len: false
+
+wandb_project: Aura-8B
+wandb_entity:
+wandb_watch:
+wandb_name: Aura-8B
+wandb_log_model:
+
+gradient_accumulation_steps: 16
+micro_batch_size: 2
+num_epochs: 2
+max_steps: 500
+
+optimizer: adamw_8bit
+lr_scheduler: cosine
+learning_rate: 0.0001
+weight_decay: 0.05
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: true
+remove_unused_columns: false
+early_stopping_patience:
+resume_from_checkpoint: 
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 10
+evals_per_epoch: 2
+eval_table_size:
+eval_max_new_tokens: 
+saves_per_epoch: 1
+
+debug:
+deepspeed: 
+fsdp:
+fsdp_config:
+fsdp:
+fsdp_config:
+
 special_tokens:
   pad_token: <|finetune_right_pad_id|>
   eos_token: <|eot_id|>