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Model: winglian/llama-3-8b-256k-PoSE
Source: Original Platform

axolotl/pose.yaml

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+# base_model: meta-llama/Meta-Llama-3-8B
+base_model: winglian/Llama-3-8b-64k-PoSE
+model_type: LlamaForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: true
+load_in_4bit: false
+strict: false
+
+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
+      - train/chunk1/example_train_41.jsonl.zst
+      - train/chunk1/example_train_42.jsonl.zst
+      - train/chunk1/example_train_43.jsonl.zst
+      - train/chunk1/example_train_44.jsonl.zst
+      - train/chunk1/example_train_45.jsonl.zst
+      - train/chunk1/example_train_46.jsonl.zst
+      - train/chunk1/example_train_47.jsonl.zst
+      - train/chunk1/example_train_48.jsonl.zst
+      - train/chunk1/example_train_49.jsonl.zst
+      - train/chunk1/example_train_50.jsonl.zst
+      - train/chunk1/example_train_51.jsonl.zst
+      - train/chunk1/example_train_52.jsonl.zst
+      - train/chunk1/example_train_53.jsonl.zst
+      - train/chunk1/example_train_54.jsonl.zst
+      - train/chunk1/example_train_55.jsonl.zst
+      - train/chunk1/example_train_56.jsonl.zst
+      - train/chunk1/example_train_57.jsonl.zst
+      - train/chunk1/example_train_58.jsonl.zst
+      - train/chunk1/example_train_59.jsonl.zst
+      - train/chunk1/example_train_60.jsonl.zst
+      - train/chunk1/example_train_61.jsonl.zst
+      - train/chunk1/example_train_62.jsonl.zst
+      - train/chunk1/example_train_63.jsonl.zst
+      - train/chunk1/example_train_64.jsonl.zst
+      - train/chunk1/example_train_65.jsonl.zst
+      - train/chunk1/example_train_66.jsonl.zst
+      - train/chunk1/example_train_67.jsonl.zst
+      - train/chunk1/example_train_68.jsonl.zst
+      - train/chunk1/example_train_69.jsonl.zst
+      - train/chunk1/example_train_70.jsonl.zst
+      - train/chunk1/example_train_71.jsonl.zst
+      - train/chunk1/example_train_72.jsonl.zst
+      - train/chunk1/example_train_73.jsonl.zst
+      - train/chunk1/example_train_74.jsonl.zst
+      - train/chunk1/example_train_75.jsonl.zst
+      - train/chunk1/example_train_76.jsonl.zst
+      - train/chunk1/example_train_77.jsonl.zst
+      - train/chunk1/example_train_78.jsonl.zst
+      - train/chunk1/example_train_79.jsonl.zst
+    type: completion
+    split: train
+dataset_prepared_path: last_run_prepared
+val_set_size: 0.001
+output_dir: ./llama-3-32k
+save_safetensors: true
+sequence_len: 8192
+sample_packing: false
+pad_to_sequence_len: false
+use_pose: true
+pose_max_context_len: 262144
+min_sample_len: 6144
+pose_num_chunks: 16
+curriculum_sampling: true
+
+overrides_of_model_config:
+  rope_theta: 500000.0
+  max_position_embeddings: 262144
+
+  # peft_use_dora: true
+adapter: lora
+peft_use_rslora: true
+lora_model_dir:
+lora_r: 1024
+lora_alpha: 1024
+lora_dropout: 0.1
+lora_target_modules:
+  - q_proj
+  - k_proj
+  - v_proj
+  - o_proj
+
+wandb_project: llama-3-262k
+wandb_entity: oaaic
+wandb_watch:
+wandb_name:
+wandb_log_model:
+
+gradient_accumulation_steps: 8
+micro_batch_size: 1
+num_epochs: 1
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+max_grad_norm: 1.0
+adam_beta2: 0.95
+
+train_on_inputs: false
+group_by_length: false
+bf16: true
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+sdp_attention:
+s2_attention:
+
+warmup_steps: 10
+evals_per_epoch: 8
+saves_per_epoch: 8
+debug:
+deepspeed:
+weight_decay: 0.0
+fsdp:
+fsdp_config:
+special_tokens:
+  pad_token: <|end_of_text|>
+