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70b.yml

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+## model
+base_model: /home/quixi/Mango/models/Sao10K_Llama-3.3-70B-Vulpecula-r1
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+## qlora
+load_in_8bit: false
+load_in_4bit: True
+strict: false
+## Lora
+adapter: lora
+lora_model_dir:
+lora_r: 32
+lora_alpha: 64
+lora_dropout: 0.0
+peft_use_rslora: true
+lora_target_modules:
+lora_mlp_kernel: false
+lora_qkv_kernel: false
+lora_o_kernel: false
+lora_target_linear: true
+#  - gate_proj
+#  - down_proj
+#  - up_proj
+#  - q_proj
+#  - v_proj
+#  - k_proj
+#  - o_proj
+## data 
+datasets:
+  - path: Delta-Vector/Orion-Books-V2-ShareGPT
+    type: dan-chat-advanced-llama3
+  - path: PocketDoc/Dans-Prosemaxx-RepRemover-1
+    type: dan-chat-advanced-llama3
+  - path: Delta-Vector/Orion-Personamaxx-RP
+    type: dan-chat-advanced-llama3
+shuffle_merged_datasets: true
+dataset_prepared_path: base-dataset_prepared
+val_set_size: 0.0
+output_dir: ./SFT-Vulpecula
+
+## Liger + CCE
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+  - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_layer_norm: true
+liger_glu_activation: true
+liger_fused_linear_cross_entropy: false
+cut_cross_entropy: true
+
+## CTX settings
+sequence_len:  4096
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+## WandB
+wandb_project: Francois
+wandb_entity:
+wandb_watch:
+wandb_name: 
+wandb_log_model:
+
+## evals
+#evals_per_epoch: 4
+#eval_table_size: 
+#eval_max_new_tokens: 128
+
+## hparams
+gradient_accumulation_steps: 2
+micro_batch_size: 1
+num_epochs: 2
+optimizer: adamw_torch_fused
+#optim_args: proj=random,rank=1,scale=128.0,scale_type=tensor,update_proj_gap=200
+#optim_target_modules:
+#  - .*.attn.*
+#  - .*.mlp.*
+lr_scheduler: cosine
+learning_rate: 1e-5
+warmup_steps: 50
+weight_decay: 0.0025
+## max grad norm
+max_grad_norm: 0.001
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+gradient_checkpointing: offload
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+s2_attention:
+saves_per_epoch: 2
+debug:
+#deepspeed: ./deepspeed_configs/zero3_bf16_cpuoffload_all.json
+#fsdp:
+#fsdp_config:
+fsdp:
+  - full_shard
+  - auto_wrap
+fsdp_config:
+  fsdp_limit_all_gathers: true
+  fsdp_sync_module_states: true
+  fsdp_offload_params: true
+  fsdp_use_orig_params: false
+  fsdp_cpu_ram_efficient_loading: true
+  fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
+  fsdp_transformer_layer_cls_to_wrap: LlamaDecoderLayer
+  fsdp_state_dict_type: FULL_STATE_DICT
+  fsdp_sharding_strategy: FULL_SHARD
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+  eos_token: <|eot_id|>
+