Upload Untitled-1.yaml

Untitled-1.yaml

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+base_model: allura-org/TQ2.5-14B-Sugarquill-v1
+strict: false
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+# Output and HuggingFace
+hub_model_id: NewEden/control-14b-lora
+hf_use_auth_token: true
+hub_strategy: "all_checkpoints"
+
+wandb_project: huggingface
+wandb_entity:
+wandb_name: Control-14B
+
+
+chat_template: chatml
+group_by_length: false
+datasets:
+  - path: Nitral-AI/Creative_Writing-ShareGPT
+    type: chat_template
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/ARES-ShareGPT
+    type: chat_template
+    chat_template: chatml
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: NewEden/Claude-Instruct-5K
+    type: chat_template
+    chat_template: chatml
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: NewEden/OpenCAI-ShareGPT
+    type: chat_template
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: NewEden/PIPPA-Mega-Filtered
+    type: chat_template
+    chat_template: chatml
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: NewEden/Roleplay-Logs-Sharegpt-Ngram-cleaned
+    type: chat_template
+    chat_template: chatml
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/Creative_Writing-ShareGPT
+    type: chat_template
+    chat_template: chatml
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+
+val_set_size: 0.01
+evals_per_epoch: 4
+eval_table_size:
+eval_max_new_tokens: 128
+
+sequence_len: 8192
+save_safetensors: true
+saves_per_epoch: 2
+logging_steps: 1
+special_tokens:
+
+# Quantization
+bf16: auto
+fp16:
+tf32: false
+## For LoRA
+load_in_8bit: false
+load_in_4bit: True
+
+# LoRA
+peft_use_rslora: true
+adapter: qlora 
+lora_model_dir:
+lora_r: 128  
+lora_alpha: 16
+lora_dropout: 0.05
+lora_target_linear: true
+lora_fan_in_fan_out:
+lora_target_modules:
+
+## if oom
+# lora_r: 64  
+# lora_alpha: 32
+# lora_dropout: 0.1
+
+
+weight_decay: 0.02
+max_grad_norm: 1.0
+
+warmup_ratio: 0.05
+learning_rate: 0.00002
+lr_scheduler: cosine
+#lr_scheduler_kwargs:
+optimizer: paged_adamw_8bit # usually adamw_torch or paged_adamw_8bit
+
+## Batch Size
+gradient_accumulation_steps: 8      
+micro_batch_size: 1                
+eval_batch_size: 1
+
+# Optimizations
+pad_to_sequence_len: true
+sample_packing: true
+eval_sample_packing: false
+flash_attention: true
+xformers_attention:
+gradient_checkpointing: "unsloth"
+gradient_checkpointing_kwargs:
+   use_reentrant: true
+local_rank:
+early_stopping_patience:
+debug: