Create axolotl/pretrain_test.yaml

axolotl/pretrain_test.yaml

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+base_model: theblackcat102/whale-v3-base-merged
+# optionally might have model_type or tokenizer_type
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+trust_remote_code: true
+# Automatically upload checkpoint and final model to HF
+# hub_model_id: username/custom_model_name
+
+load_in_8bit: false
+load_in_4bit: true
+strict: false
+
+adapter: qlora
+lora_r: 380
+lora_alpha: 380
+lora_target_modules: [down_proj,gate_proj,up_proj]
+lora_target_linear: false
+peft_use_rslora: true
+
+max_steps: 100000
+datasets:
+  - path: cerebras/SlimPajama-627B
+    data_files:
+      - train/chunk1/example_train_0.jsonl.zst
+      - train/chunk1/example_train_1.jsonl.zst
+      - train/chunk1/example_train_2.jsonl.zst
+      - train/chunk1/example_train_3.jsonl.zst
+      - train/chunk1/example_train_4.jsonl.zst
+      - train/chunk1/example_train_5.jsonl.zst
+      - train/chunk1/example_train_6.jsonl.zst
+      - train/chunk1/example_train_7.jsonl.zst
+      - train/chunk1/example_train_8.jsonl.zst
+      - train/chunk1/example_train_9.jsonl.zst
+      - train/chunk1/example_train_10.jsonl.zst
+      - train/chunk1/example_train_11.jsonl.zst
+      - train/chunk1/example_train_12.jsonl.zst
+      - train/chunk1/example_train_13.jsonl.zst
+      - train/chunk1/example_train_14.jsonl.zst
+      - train/chunk1/example_train_15.jsonl.zst
+      - train/chunk1/example_train_16.jsonl.zst
+      - train/chunk1/example_train_17.jsonl.zst
+      - train/chunk1/example_train_18.jsonl.zst
+      - train/chunk1/example_train_19.jsonl.zst
+      - train/chunk1/example_train_20.jsonl.zst
+      - train/chunk1/example_train_21.jsonl.zst
+      - train/chunk1/example_train_22.jsonl.zst
+      - train/chunk1/example_train_23.jsonl.zst
+      - train/chunk1/example_train_24.jsonl.zst
+      - train/chunk1/example_train_25.jsonl.zst
+      - train/chunk1/example_train_26.jsonl.zst
+      - train/chunk1/example_train_27.jsonl.zst
+      - train/chunk1/example_train_28.jsonl.zst
+      - train/chunk1/example_train_29.jsonl.zst
+      - train/chunk1/example_train_30.jsonl.zst
+      - train/chunk1/example_train_31.jsonl.zst
+      - train/chunk1/example_train_32.jsonl.zst
+      - train/chunk1/example_train_33.jsonl.zst
+      - train/chunk1/example_train_34.jsonl.zst
+      - train/chunk1/example_train_35.jsonl.zst
+      - train/chunk1/example_train_36.jsonl.zst
+      - train/chunk1/example_train_37.jsonl.zst
+      - train/chunk1/example_train_38.jsonl.zst
+      - train/chunk1/example_train_39.jsonl.zst
+      - train/chunk1/example_train_40.jsonl.zst
+    split: train
+    type: completion
+dataset_prepared_path: last_run_mixed
+val_set_size: 0.0
+output_dir: ./outputs/model-out-mix
+
+sequence_len: 1024
+sample_packing: true
+# unfrozen_parameters:
+#   - model.layers.*.mlp.(gate|up|down)_proj.weight$
+wandb_project: whale-v3-post-pt
+wandb_entity: theblackcat102
+wandb_watch:
+wandb_name:
+wandb_log_model:
+
+gradient_accumulation_steps: 32
+micro_batch_size: 1
+num_epochs: 4
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00008
+max_grad_norm: 10.0
+adam_beta2: 0.95
+
+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
+
+warmup_steps: 50
+evals_per_epoch:
+eval_table_size:
+save_steps: 100
+debug:
+deepspeed:
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+special_tokens: