| base_model: NousResearch/Meta-Llama-3-70B | |
| model_type: LlamaForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| load_in_8bit: false | |
| load_in_4bit: true | |
| strict: false | |
| datasets: | |
| - path: /workspace/datasets/dolphin-2.9/dolphin201-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/Ultrachat200kunfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/dolphin-coder-translate-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/dolphin-coder-codegen-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/not_samantha_norefusals.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/Orca-Math-resort-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/agent_instruct_react_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/toolbench_instruct_j1s1_3k_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/toolbench_negative_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/toolbench_react_10p_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/toolbench_tflan_cot_30p_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/openhermes200k_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9/SystemConversations.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| chat_template: chatml | |
| adapter: qlora | |
| lora_r: 32 | |
| lora_alpha: 16 | |
| lora_modules_to_save: [embed_tokens, lm_head] | |
| lora_dropout: 0.05 | |
| lora_target_linear: true | |
| # lora_target_modules: | |
| # - model.layers.75.self_attn.v_proj | |
| # - model.layers.18.self_attn.v_proj | |
| # - model.layers.78.self_attn.v_proj | |
| # - model.layers.68.self_attn.v_proj | |
| # - model.layers.47.self_attn.v_proj | |
| # - model.layers.38.self_attn.v_proj | |
| # - model.layers.71.self_attn.v_proj | |
| # - model.layers.19.self_attn.v_proj | |
| # - model.layers.36.self_attn.v_proj | |
| # - model.layers.39.self_attn.v_proj | |
| # - model.layers.20.self_attn.v_proj | |
| # - model.layers.22.self_attn.v_proj | |
| # - model.layers.70.self_attn.v_proj | |
| # - model.layers.16.self_attn.v_proj | |
| # - model.layers.32.self_attn.v_proj | |
| # - model.layers.21.self_attn.v_proj | |
| # - model.layers.13.self_attn.v_proj | |
| # - model.layers.10.self_attn.v_proj | |
| # - model.layers.26.self_attn.v_proj | |
| # - model.layers.23.self_attn.v_proj | |
| # - model.layers.12.self_attn.v_proj | |
| # - model.layers.33.self_attn.v_proj | |
| # - model.layers.72.self_attn.v_proj | |
| # - model.layers.24.self_attn.v_proj | |
| # - model.layers.30.self_attn.v_proj | |
| # - model.layers.14.self_attn.v_proj | |
| # - model.layers.77.self_attn.v_proj | |
| # - model.layers.8.self_attn.v_proj | |
| # - model.layers.27.self_attn.v_proj | |
| # - model.layers.79.self_attn.v_proj | |
| # - model.layers.31.self_attn.v_proj | |
| # - model.layers.35.self_attn.v_proj | |
| # - model.layers.25.self_attn.v_proj | |
| # - model.layers.6.self_attn.v_proj | |
| # - model.layers.56.self_attn.v_proj | |
| # - model.layers.34.self_attn.v_proj | |
| # - model.layers.15.self_attn.v_proj | |
| # - model.layers.52.self_attn.v_proj | |
| # - model.layers.9.self_attn.v_proj | |
| # - model.layers.29.self_attn.v_proj | |
| # - model.layers.74.self_attn.v_proj | |
| # - model.layers.76.self_attn.v_proj | |
| # - model.layers.70.mlp.up_proj | |
| # - model.layers.67.mlp.up_proj | |
| # - model.layers.66.mlp.up_proj | |
| # - model.layers.69.mlp.up_proj | |
| # - model.layers.62.mlp.up_proj | |
| # - model.layers.65.mlp.up_proj | |
| # - model.layers.63.mlp.up_proj | |
| # - model.layers.68.mlp.up_proj | |
| # - model.layers.71.mlp.up_proj | |
| # - model.layers.64.mlp.up_proj | |
| # - model.layers.61.mlp.up_proj | |
| # - model.layers.58.mlp.up_proj | |
| # - model.layers.59.mlp.up_proj | |
| # - model.layers.7.self_attn.v_proj | |
| # - model.layers.57.mlp.up_proj | |
| # - model.layers.55.mlp.up_proj | |
| # - model.layers.72.mlp.up_proj | |
| # - model.layers.54.mlp.up_proj | |
| # - model.layers.4.self_attn.v_proj | |
| # - model.layers.56.mlp.up_proj | |
| # - model.layers.28.self_attn.v_proj | |
| # - model.layers.60.mlp.up_proj | |
| # - model.layers.40.mlp.down_proj | |
| # - model.layers.73.mlp.up_proj | |
| # - model.layers.46.mlp.down_proj | |
| # - model.layers.44.mlp.down_proj | |
| # - model.layers.45.mlp.down_proj | |
| # - model.layers.43.mlp.down_proj | |
| # - model.layers.51.mlp.up_proj | |
| # - model.layers.50.mlp.up_proj | |
| # - model.layers.52.mlp.down_proj | |
| # - model.layers.47.mlp.down_proj | |
| # - model.layers.53.mlp.up_proj | |
| # - model.layers.48.mlp.down_proj | |
| # - model.layers.39.mlp.down_proj | |
| # - model.layers.49.mlp.down_proj | |
| # - model.layers.52.mlp.up_proj | |
| # - model.layers.74.mlp.up_proj | |
| # - model.layers.38.mlp.down_proj | |
| # - model.layers.49.mlp.up_proj | |
| # - model.layers.53.mlp.down_proj | |
| # - model.layers.41.mlp.down_proj | |
| # - model.layers.35.mlp.down_proj | |
| # - model.layers.51.mlp.down_proj | |
| # - model.layers.30.mlp.up_proj | |
| # - model.layers.42.mlp.down_proj | |
| # - model.layers.34.mlp.up_proj | |
| # - model.layers.47.mlp.up_proj | |
| # - model.layers.46.mlp.up_proj | |
| # - model.layers.50.mlp.down_proj | |
| # - model.layers.37.mlp.down_proj | |
| # - model.layers.48.mlp.up_proj | |
| # - model.layers.60.mlp.down_proj | |
| # - model.layers.76.mlp.down_proj | |
| # - model.layers.54.mlp.down_proj | |
| # - model.layers.36.mlp.down_proj | |
| # - model.layers.57.mlp.down_proj | |
| # - model.layers.56.mlp.down_proj | |
| # - model.layers.55.mlp.down_proj | |
| # - model.layers.59.mlp.down_proj | |
| # - model.layers.77.mlp.down_proj | |
| # - model.layers.38.mlp.up_proj | |
| # - model.layers.45.mlp.up_proj | |
| # - model.layers.61.mlp.down_proj | |
| # - model.layers.43.mlp.up_proj | |
| # - model.layers.29.mlp.up_proj | |
| # - model.layers.42.mlp.up_proj | |
| # - model.layers.75.mlp.up_proj | |
| # - model.layers.58.mlp.down_proj | |
| # - model.layers.35.mlp.up_proj | |
| # - model.layers.44.mlp.up_proj | |
| # - model.layers.65.mlp.down_proj | |
| # - model.layers.31.mlp.up_proj | |
| # - model.layers.73.self_attn.v_proj | |
| # - model.layers.75.mlp.down_proj | |
| # - model.layers.64.mlp.down_proj | |
| # - model.layers.62.mlp.down_proj | |
| # - model.layers.68.mlp.down_proj | |
| # - model.layers.19.mlp.down_proj | |
| # - model.layers.41.mlp.up_proj | |
| # - model.layers.73.mlp.down_proj | |
| # - model.layers.32.mlp.up_proj | |
| # - model.layers.66.mlp.down_proj | |
| # - model.layers.67.mlp.down_proj | |
| # - model.layers.39.mlp.up_proj | |
| # - model.layers.63.mlp.down_proj | |
| # - model.layers.28.mlp.up_proj | |
| # - model.layers.37.mlp.up_proj | |
| # - model.layers.74.mlp.down_proj | |
| # - model.layers.78.mlp.down_proj | |
| # - model.layers.69.mlp.down_proj | |
| # - model.layers.40.mlp.up_proj | |
| # - model.layers.72.mlp.down_proj | |
| # - model.layers.34.mlp.down_proj | |
| # - model.layers.71.mlp.down_proj | |
| # - model.layers.70.mlp.down_proj | |
| # - model.layers.20.mlp.down_proj | |
| # - model.layers.36.mlp.up_proj | |
| # - model.layers.27.mlp.up_proj | |
| # - model.layers.26.mlp.up_proj | |
| # - model.layers.77.mlp.up_proj | |
| # - model.layers.18.mlp.up_proj | |
| # - model.layers.19.mlp.up_proj | |
| # - model.layers.21.mlp.down_proj | |
| # - model.layers.70.mlp.gate_proj | |
| # - model.layers.21.mlp.up_proj | |
| # - model.layers.71.mlp.gate_proj | |
| # - model.layers.20.mlp.up_proj | |
| # - model.layers.25.mlp.up_proj | |
| # - model.layers.33.mlp.down_proj | |
| # - model.layers.76.mlp.up_proj | |
| # - model.layers.31.mlp.down_proj | |
| # - model.layers.67.mlp.gate_proj | |
| # - model.layers.32.mlp.down_proj | |
| # - model.layers.58.mlp.gate_proj | |
| # - model.layers.55.mlp.gate_proj | |
| # - model.layers.57.mlp.gate_proj | |
| # - model.layers.66.mlp.gate_proj | |
| # - model.layers.56.mlp.gate_proj | |
| # - model.layers.72.mlp.gate_proj | |
| # - model.layers.18.mlp.down_proj | |
| # - model.layers.22.mlp.down_proj | |
| # - model.layers.69.mlp.gate_proj | |
| # - model.layers.52.mlp.gate_proj | |
| # - model.layers.54.mlp.gate_proj | |
| # - model.layers.62.mlp.gate_proj | |
| # - model.layers.59.mlp.gate_proj | |
| # - model.layers.3.self_attn.v_proj | |
| # - model.layers.60.mlp.gate_proj | |
| # - model.layers.68.mlp.gate_proj | |
| # - model.layers.74.mlp.gate_proj | |
| # - model.layers.22.mlp.up_proj | |
| # - model.layers.61.mlp.gate_proj | |
| # - model.layers.51.mlp.gate_proj | |
| # - model.layers.53.mlp.gate_proj | |
| # - model.layers.73.mlp.gate_proj | |
| # - model.layers.63.mlp.gate_proj | |
| # - model.layers.48.mlp.gate_proj | |
| # - model.layers.30.mlp.down_proj | |
| # - model.layers.49.mlp.gate_proj | |
| # - model.layers.29.mlp.down_proj | |
| # - model.layers.64.mlp.gate_proj | |
| # - model.layers.17.mlp.up_proj | |
| # - model.layers.78.mlp.up_proj | |
| # - model.layers.50.mlp.gate_proj | |
| # - model.layers.65.mlp.gate_proj | |
| # - model.layers.23.mlp.up_proj | |
| # - model.layers.23.mlp.down_proj | |
| # - model.layers.24.mlp.up_proj | |
| # - model.layers.79.mlp.down_proj | |
| # - model.layers.28.mlp.down_proj | |
| # - model.layers.47.mlp.gate_proj | |
| # - model.layers.44.mlp.gate_proj | |
| # - model.layers.5.self_attn.v_proj | |
| # - model.layers.45.mlp.gate_proj | |
| # - model.layers.75.mlp.gate_proj | |
| # - model.layers.27.mlp.down_proj | |
| # - model.layers.46.mlp.gate_proj | |
| # - model.layers.16.mlp.up_proj | |
| # - model.layers.43.mlp.gate_proj | |
| # - model.layers.25.mlp.down_proj | |
| # - model.layers.26.mlp.down_proj | |
| # - model.layers.24.mlp.down_proj | |
| # - model.layers.77.mlp.gate_proj | |
| # - model.layers.41.mlp.gate_proj | |
| # - model.layers.42.mlp.gate_proj | |
| # - model.layers.40.mlp.gate_proj | |
| # - model.layers.17.mlp.down_proj | |
| # - model.layers.32.mlp.gate_proj | |
| # - model.layers.8.mlp.down_proj | |
| # - model.layers.9.mlp.down_proj | |
| # - model.layers.30.mlp.gate_proj | |
| # - model.layers.15.mlp.up_proj | |
| # - model.layers.2.self_attn.v_proj | |
| # - model.layers.12.mlp.up_proj | |
| # - model.layers.10.mlp.down_proj | |
| # - model.layers.31.mlp.gate_proj | |
| # - model.layers.39.mlp.gate_proj | |
| # - model.layers.37.mlp.gate_proj | |
| # - model.layers.36.mlp.gate_proj | |
| # - model.layers.6.mlp.down_proj | |
| # - model.layers.29.mlp.gate_proj | |
| # - model.layers.28.mlp.gate_proj | |
| # - model.layers.5.mlp.down_proj | |
| # - model.layers.38.mlp.gate_proj | |
| # - model.layers.7.mlp.down_proj | |
| # - model.layers.14.mlp.up_proj | |
| # - model.layers.78.mlp.gate_proj | |
| # - model.layers.2.mlp.down_proj | |
| # - model.layers.11.mlp.down_proj | |
| # - model.layers.12.mlp.down_proj | |
| # - model.layers.27.mlp.gate_proj | |
| # - model.layers.16.mlp.down_proj | |
| # - model.layers.35.mlp.gate_proj | |
| # - model.layers.34.mlp.gate_proj | |
| # - model.layers.13.mlp.up_proj | |
| # - model.layers.4.mlp.down_proj | |
| # - model.layers.3.mlp.down_proj | |
| # - model.layers.76.mlp.gate_proj | |
| # - model.layers.13.mlp.down_proj | |
| # - model.layers.17.mlp.gate_proj | |
| # - model.layers.7.mlp.up_proj | |
| # - model.layers.15.mlp.down_proj | |
| # - model.layers.25.mlp.gate_proj | |
| # - model.layers.1.mlp.down_proj | |
| # - model.layers.10.mlp.up_proj | |
| # - model.layers.20.mlp.gate_proj | |
| # - model.layers.12.mlp.gate_proj | |
| # - model.layers.18.mlp.gate_proj | |
| # - model.layers.16.mlp.gate_proj | |
| # - model.layers.79.mlp.up_proj | |
| # - model.layers.21.mlp.gate_proj | |
| # - model.layers.14.mlp.down_proj | |
| # - model.layers.72.self_attn.k_proj | |
| # - model.layers.24.mlp.gate_proj | |
| # - model.layers.75.self_attn.k_proj | |
| # - model.layers.7.mlp.gate_proj | |
| # - model.layers.71.self_attn.k_proj | |
| # - model.layers.19.mlp.gate_proj | |
| # - model.layers.10.mlp.gate_proj | |
| # - model.layers.74.self_attn.k_proj | |
| # - model.layers.14.mlp.gate_proj | |
| dataset_prepared_path: last_run_prepared | |
| val_set_size: 0.05 | |
| output_dir: ./out | |
| sequence_len: 8192 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| wandb_project: dolphin-2.9-llama3-70b | |
| wandb_watch: | |
| wandb_run_id: | |
| wandb_log_model: | |
| gradient_accumulation_steps: 8 | |
| micro_batch_size: 2 | |
| num_epochs: 3 | |
| optimizer: adamw_8bit | |
| lr_scheduler: cosine | |
| learning_rate: 2e-4 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: auto | |
| fp16: | |
| tf32: false | |
| gradient_checkpointing: true | |
| gradient_checkpointing_kwargs: | |
| use_reentrant: false | |
| early_stopping_patience: | |
| resume_from_checkpoint: | |
| logging_steps: 1 | |
| xformers_attention: | |
| flash_attention: true | |
| warmup_steps: 100 | |
| evals_per_epoch: 2 | |
| eval_table_size: | |
| saves_per_epoch: 4 | |
| save_total_limit: 2 | |
| save_steps: | |
| debug: | |
| deepspeed: deepspeed_configs/zero3_bf16.json | |
| weight_decay: 0.05 | |
| fsdp: | |
| fsdp_config: | |
| special_tokens: | |
| eos_token: "<|im_end|>" | |
| pad_token: "<|end_of_text|>" | |
| tokens: | |
| - "<|im_start|>" | |
| - "<|im_end|>" | |