Create axolotl_config.yml

axolotl_config.yml

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+base_model: mistralai/Mixtral-8x7B-v0.1
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+model_config:
+  output_router_logits: true
+  router_aux_loss_coef: 0.02
+  router_z_loss_coef: 0.001
+
+load_in_8bit: false
+load_in_4bit: true
+strict: false
+
+datasets:
+  - path: /workspace/data/rpguild-grammar-filtered.jsonl
+    type: rp_forum
+    shards: 4
+  - path: /workspace/limaerp-8192.jsonl
+    type: rp_forum
+    repeats: 2
+  - path: /workspace/data/no-robots-rp.jsonl
+    type: pippa
+  - path: Open-Orca/SlimOrca
+    type: sharegpt
+    shards: 15
+  - path: chargoddard/summarize_from_feedback_alpaca
+    type: alpaca
+    shards: 14
+  - path: chargoddard/coedit-reworded
+    type: alpaca
+    shards: 14
+prompt_format: economic_rp
+dataset_prepared_path: last_run_prepared
+val_set_size: 0.04
+output_dir: ./mixtral-lora
+save_safetensors: true
+
+adapter: qlora
+lora_model_dir:
+
+sequence_len: 8192
+sample_packing: true
+pad_to_sequence_len: true
+
+lora_r: 128
+lora_alpha: 256
+lora_dropout: 0.05
+lora_target_linear: true
+lora_fan_in_fan_out:
+# lora_target_modules:
+
+wandb_project: mixtral-lora
+wandb_entity:
+wandb_watch:
+wandb_run_id:
+wandb_log_model:
+
+gradient_accumulation_steps: 16
+micro_batch_size: 2
+eval_batch_size: 2
+num_epochs: 1
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00025
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16: false
+tf32: false
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+auto_resume_from_checkpoints: true
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+save_total_limit: 2
+
+warmup_steps: 10
+eval_steps: 0.05
+save_steps: 0.05
+eval_table_size:
+eval_table_max_new_tokens: 128
+weight_decay: 0.0
+special_tokens:
+  bos_token: "<s>"
+  eos_token: "</s>"
+  unk_token: "<unk>"