169 lines
5.3 KiB
YAML
169 lines
5.3 KiB
YAML
# base_model: meta-llama/Meta-Llama-3-8B
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base_model: winglian/Llama-3-8b-64k-PoSE
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model_type: LlamaForCausalLM
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tokenizer_type: AutoTokenizer
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load_in_8bit: true
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load_in_4bit: false
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strict: false
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datasets:
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- path: cerebras/SlimPajama-627B
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data_files:
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- train/chunk1/example_train_0.jsonl.zst
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- train/chunk1/example_train_1.jsonl.zst
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- train/chunk1/example_train_2.jsonl.zst
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- train/chunk1/example_train_3.jsonl.zst
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- train/chunk1/example_train_4.jsonl.zst
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- train/chunk1/example_train_5.jsonl.zst
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- train/chunk1/example_train_6.jsonl.zst
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- train/chunk1/example_train_7.jsonl.zst
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- train/chunk1/example_train_8.jsonl.zst
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- train/chunk1/example_train_9.jsonl.zst
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- train/chunk1/example_train_10.jsonl.zst
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- train/chunk1/example_train_11.jsonl.zst
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- train/chunk1/example_train_12.jsonl.zst
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- train/chunk1/example_train_13.jsonl.zst
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- train/chunk1/example_train_14.jsonl.zst
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- train/chunk1/example_train_15.jsonl.zst
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- train/chunk1/example_train_16.jsonl.zst
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- train/chunk1/example_train_17.jsonl.zst
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- train/chunk1/example_train_18.jsonl.zst
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- train/chunk1/example_train_19.jsonl.zst
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- train/chunk1/example_train_20.jsonl.zst
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- train/chunk1/example_train_21.jsonl.zst
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- train/chunk1/example_train_22.jsonl.zst
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- train/chunk1/example_train_23.jsonl.zst
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- train/chunk1/example_train_24.jsonl.zst
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- train/chunk1/example_train_25.jsonl.zst
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- train/chunk1/example_train_26.jsonl.zst
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- train/chunk1/example_train_27.jsonl.zst
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- train/chunk1/example_train_28.jsonl.zst
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- train/chunk1/example_train_29.jsonl.zst
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- train/chunk1/example_train_30.jsonl.zst
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- train/chunk1/example_train_31.jsonl.zst
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- train/chunk1/example_train_32.jsonl.zst
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- train/chunk1/example_train_33.jsonl.zst
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- train/chunk1/example_train_34.jsonl.zst
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- train/chunk1/example_train_35.jsonl.zst
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- train/chunk1/example_train_36.jsonl.zst
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- train/chunk1/example_train_37.jsonl.zst
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- train/chunk1/example_train_38.jsonl.zst
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- train/chunk1/example_train_39.jsonl.zst
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- train/chunk1/example_train_40.jsonl.zst
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- train/chunk1/example_train_41.jsonl.zst
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- train/chunk1/example_train_42.jsonl.zst
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- train/chunk1/example_train_43.jsonl.zst
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- train/chunk1/example_train_44.jsonl.zst
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- train/chunk1/example_train_45.jsonl.zst
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- train/chunk1/example_train_46.jsonl.zst
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- train/chunk1/example_train_47.jsonl.zst
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- train/chunk1/example_train_48.jsonl.zst
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- train/chunk1/example_train_49.jsonl.zst
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- train/chunk1/example_train_50.jsonl.zst
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- train/chunk1/example_train_51.jsonl.zst
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- train/chunk1/example_train_52.jsonl.zst
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- train/chunk1/example_train_53.jsonl.zst
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- train/chunk1/example_train_54.jsonl.zst
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- train/chunk1/example_train_55.jsonl.zst
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- train/chunk1/example_train_56.jsonl.zst
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- train/chunk1/example_train_57.jsonl.zst
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- train/chunk1/example_train_58.jsonl.zst
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- train/chunk1/example_train_59.jsonl.zst
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- train/chunk1/example_train_60.jsonl.zst
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- train/chunk1/example_train_61.jsonl.zst
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- train/chunk1/example_train_62.jsonl.zst
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- train/chunk1/example_train_63.jsonl.zst
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- train/chunk1/example_train_64.jsonl.zst
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- train/chunk1/example_train_65.jsonl.zst
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- train/chunk1/example_train_66.jsonl.zst
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- train/chunk1/example_train_67.jsonl.zst
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- train/chunk1/example_train_68.jsonl.zst
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- train/chunk1/example_train_69.jsonl.zst
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- train/chunk1/example_train_70.jsonl.zst
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- train/chunk1/example_train_71.jsonl.zst
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- train/chunk1/example_train_72.jsonl.zst
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- train/chunk1/example_train_73.jsonl.zst
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- train/chunk1/example_train_74.jsonl.zst
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- train/chunk1/example_train_75.jsonl.zst
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- train/chunk1/example_train_76.jsonl.zst
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- train/chunk1/example_train_77.jsonl.zst
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- train/chunk1/example_train_78.jsonl.zst
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- train/chunk1/example_train_79.jsonl.zst
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type: completion
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split: train
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.001
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output_dir: ./llama-3-32k
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save_safetensors: true
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sequence_len: 8192
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sample_packing: false
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pad_to_sequence_len: false
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use_pose: true
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pose_max_context_len: 262144
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min_sample_len: 6144
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pose_num_chunks: 16
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curriculum_sampling: true
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overrides_of_model_config:
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rope_theta: 500000.0
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max_position_embeddings: 262144
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# peft_use_dora: true
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adapter: lora
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peft_use_rslora: true
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lora_model_dir:
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lora_r: 1024
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lora_alpha: 1024
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lora_dropout: 0.1
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lora_target_modules:
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- q_proj
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- k_proj
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- v_proj
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- o_proj
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wandb_project: llama-3-262k
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wandb_entity: oaaic
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wandb_watch:
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wandb_name:
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wandb_log_model:
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gradient_accumulation_steps: 8
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micro_batch_size: 1
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num_epochs: 1
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optimizer: adamw_bnb_8bit
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lr_scheduler: cosine
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learning_rate: 0.00001
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max_grad_norm: 1.0
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adam_beta2: 0.95
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train_on_inputs: false
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group_by_length: false
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bf16: true
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fp16:
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tf32: true
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gradient_checkpointing: true
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gradient_checkpointing_kwargs:
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use_reentrant: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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sdp_attention:
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s2_attention:
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warmup_steps: 10
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evals_per_epoch: 8
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saves_per_epoch: 8
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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pad_token: <|end_of_text|>
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