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July 22, 2024 21:01
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Dolphin 2.9.3 mistral nemo yml
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| base_model: /workspace/models/Mistral-Nemo-Base-2407 | |
| model_type: AutoModelForCausalLM | |
| tokenizer_type: AutoTokenizer | |
| load_in_8bit: false | |
| # load_in_4bit: true | |
| strict: false | |
| datasets: | |
| - path: /workspace/datasets/dolphin-2.9.3/dolphin201-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/SystemChat_filtered_sharegpt.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/SystemChat_multilingual_sharegpt.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/dolphin-coder-translate-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/dolphin-coder-codegen-sharegpt2.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/not_samantha_norefusals.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/Orca-Math-resort-unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/agent_instruct_react_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/toolbench_instruct_j1s1_3k_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/toolbench_negative_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/toolbench_react_10p_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/toolbench_tflan_cot_30p_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| - path: /workspace/datasets/dolphin-2.9.3/openhermes200k_unfiltered.jsonl | |
| type: sharegpt | |
| conversation: chatml | |
| chat_template: chatml | |
| # adapter: qlora | |
| # lora_r: 128 | |
| # lora_alpha: 16 | |
| # lora_modules_to_save: [embed_tokens, lm_head] | |
| # lora_dropout: 0.05 | |
| # lora_target_linear: true | |
| unfrozen_parameters: | |
| - ^lm_head.weight$ | |
| - ^model.embed_tokens.weight$ | |
| - input_layernorm | |
| - model.norm | |
| - post_attention_layernorm | |
| - self_attn.rotary_emb | |
| # mlp.down_proj layers | |
| - model.layers.0.mlp.down_proj | |
| - model.layers.1.mlp.down_proj | |
| - model.layers.4.mlp.down_proj | |
| - model.layers.37.mlp.down_proj | |
| - model.layers.24.mlp.down_proj | |
| - model.layers.2.mlp.down_proj | |
| - model.layers.38.mlp.down_proj | |
| - model.layers.35.mlp.down_proj | |
| - model.layers.25.mlp.down_proj | |
| - model.layers.6.mlp.down_proj | |
| - model.layers.22.mlp.down_proj | |
| - model.layers.23.mlp.down_proj | |
| - model.layers.3.mlp.down_proj | |
| - model.layers.21.mlp.down_proj | |
| - model.layers.5.mlp.down_proj | |
| - model.layers.28.mlp.down_proj | |
| - model.layers.20.mlp.down_proj | |
| - model.layers.26.mlp.down_proj | |
| - model.layers.19.mlp.down_proj | |
| - model.layers.34.mlp.down_proj | |
| # mlp.gate_proj layers | |
| - model.layers.2.mlp.gate_proj | |
| - model.layers.1.mlp.gate_proj | |
| - model.layers.3.mlp.gate_proj | |
| - model.layers.5.mlp.gate_proj | |
| - model.layers.4.mlp.gate_proj | |
| - model.layers.35.mlp.gate_proj | |
| - model.layers.36.mlp.gate_proj | |
| - model.layers.37.mlp.gate_proj | |
| - model.layers.38.mlp.gate_proj | |
| - model.layers.34.mlp.gate_proj | |
| - model.layers.33.mlp.gate_proj | |
| - model.layers.8.mlp.gate_proj | |
| - model.layers.32.mlp.gate_proj | |
| - model.layers.6.mlp.gate_proj | |
| - model.layers.28.mlp.gate_proj | |
| - model.layers.26.mlp.gate_proj | |
| - model.layers.30.mlp.gate_proj | |
| - model.layers.23.mlp.gate_proj | |
| - model.layers.29.mlp.gate_proj | |
| - model.layers.27.mlp.gate_proj | |
| # mlp.up_proj layers | |
| - model.layers.3.mlp.up_proj | |
| - model.layers.4.mlp.up_proj | |
| - model.layers.6.mlp.up_proj | |
| - model.layers.2.mlp.up_proj | |
| - model.layers.5.mlp.up_proj | |
| - model.layers.8.mlp.up_proj | |
| - model.layers.10.mlp.up_proj | |
| - model.layers.9.mlp.up_proj | |
| - model.layers.7.mlp.up_proj | |
| - model.layers.0.mlp.up_proj | |
| - model.layers.17.mlp.up_proj | |
| - model.layers.15.mlp.up_proj | |
| - model.layers.22.mlp.up_proj | |
| - model.layers.18.mlp.up_proj | |
| - model.layers.16.mlp.up_proj | |
| - model.layers.11.mlp.up_proj | |
| - model.layers.21.mlp.up_proj | |
| - model.layers.23.mlp.up_proj | |
| - model.layers.20.mlp.up_proj | |
| - model.layers.27.mlp.up_proj | |
| # self_attn.k_proj layers | |
| - model.layers.30.self_attn.k_proj | |
| - model.layers.27.self_attn.k_proj | |
| - model.layers.25.self_attn.k_proj | |
| - model.layers.33.self_attn.k_proj | |
| - model.layers.26.self_attn.k_proj | |
| - model.layers.31.self_attn.k_proj | |
| - model.layers.35.self_attn.k_proj | |
| - model.layers.39.self_attn.k_proj | |
| - model.layers.22.self_attn.k_proj | |
| - model.layers.24.self_attn.k_proj | |
| - model.layers.21.self_attn.k_proj | |
| - model.layers.28.self_attn.k_proj | |
| - model.layers.23.self_attn.k_proj | |
| - model.layers.36.self_attn.k_proj | |
| - model.layers.20.self_attn.k_proj | |
| - model.layers.37.self_attn.k_proj | |
| - model.layers.29.self_attn.k_proj | |
| - model.layers.32.self_attn.k_proj | |
| - model.layers.16.self_attn.k_proj | |
| - model.layers.18.self_attn.k_proj | |
| # self_attn.o_proj layers | |
| - model.layers.7.self_attn.o_proj | |
| - model.layers.6.self_attn.o_proj | |
| - model.layers.9.self_attn.o_proj | |
| - model.layers.5.self_attn.o_proj | |
| - model.layers.27.self_attn.o_proj | |
| - model.layers.26.self_attn.o_proj | |
| - model.layers.4.self_attn.o_proj | |
| - model.layers.31.self_attn.o_proj | |
| - model.layers.8.self_attn.o_proj | |
| - model.layers.16.self_attn.o_proj | |
| - model.layers.3.self_attn.o_proj | |
| - model.layers.10.self_attn.o_proj | |
| - model.layers.18.self_attn.o_proj | |
| - model.layers.33.self_attn.o_proj | |
| - model.layers.17.self_attn.o_proj | |
| - model.layers.32.self_attn.o_proj | |
| - model.layers.30.self_attn.o_proj | |
| - model.layers.2.self_attn.o_proj | |
| - model.layers.15.self_attn.o_proj | |
| - model.layers.11.self_attn.o_proj | |
| # self_attn.q_proj layers | |
| - model.layers.14.self_attn.q_proj | |
| - model.layers.11.self_attn.q_proj | |
| - model.layers.15.self_attn.q_proj | |
| - model.layers.9.self_attn.q_proj | |
| - model.layers.8.self_attn.q_proj | |
| - model.layers.18.self_attn.q_proj | |
| - model.layers.12.self_attn.q_proj | |
| - model.layers.13.self_attn.q_proj | |
| - model.layers.19.self_attn.q_proj | |
| - model.layers.16.self_attn.q_proj | |
| - model.layers.10.self_attn.q_proj | |
| - model.layers.17.self_attn.q_proj | |
| - model.layers.7.self_attn.q_proj | |
| - model.layers.5.self_attn.q_proj | |
| - model.layers.20.self_attn.q_proj | |
| - model.layers.3.self_attn.q_proj | |
| - model.layers.26.self_attn.q_proj | |
| - model.layers.27.self_attn.q_proj | |
| - model.layers.28.self_attn.q_proj | |
| - model.layers.33.self_attn.q_proj | |
| # self_attn.v_proj layers | |
| - model.layers.27.self_attn.v_proj | |
| - model.layers.20.self_attn.v_proj | |
| - model.layers.24.self_attn.v_proj | |
| - model.layers.25.self_attn.v_proj | |
| - model.layers.30.self_attn.v_proj | |
| - model.layers.2.self_attn.v_proj | |
| - model.layers.23.self_attn.v_proj | |
| - model.layers.22.self_attn.v_proj | |
| - model.layers.26.self_attn.v_proj | |
| - model.layers.33.self_attn.v_proj | |
| - model.layers.37.self_attn.v_proj | |
| - model.layers.7.self_attn.v_proj | |
| - model.layers.4.self_attn.v_proj | |
| - model.layers.18.self_attn.v_proj | |
| - model.layers.31.self_attn.v_proj | |
| - model.layers.17.self_attn.v_proj | |
| - model.layers.35.self_attn.v_proj | |
| - model.layers.32.self_attn.v_proj | |
| - model.layers.21.self_attn.v_proj | |
| - model.layers.3.self_attn.v_proj | |
| dataset_prepared_path: /workspace/axolotl/dolph-2.9.3-nemo-prepared | |
| val_set_size: 0.01 | |
| output_dir: /workspace/axolotl/dolphin-2.9.3-mistral-nemo | |
| sequence_len: 8192 | |
| sample_packing: true | |
| pad_to_sequence_len: true | |
| wandb_project: dolphin-2.9.3-Mistral-nemo | |
| wandb_watch: | |
| wandb_run_id: | |
| wandb_log_model: | |
| gradient_accumulation_steps: 16 | |
| micro_batch_size: 1 | |
| num_epochs: 3 | |
| optimizer: adamw_torch | |
| lr_scheduler: cosine | |
| learning_rate: 5e-6 | |
| train_on_inputs: false | |
| group_by_length: false | |
| bf16: auto | |
| fp16: | |
| tf32: | |
| 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: 4 | |
| eval_table_size: | |
| saves_per_epoch: 1 | |
| save_total_limit: 2 | |
| save_steps: | |
| debug: | |
| deepspeed: deepspeed_configs/zero3_bf16.json | |
| weight_decay: 0.1 | |
| special_tokens: | |
| eos_token: "<|im_end|>" | |
| pad_token: "<pad>" | |
| bos_token: "<s>" | |
| unk_token: "<unk>" | |
| tokens: | |
| - "<|im_start|>" | |
| # fsdp: | |
| # - full_shard | |
| # - auto_wrap | |
| # fsdp_config: | |
| # fsdp_limit_all_gathers: true | |
| # fsdp_sync_module_states: true | |
| # fsdp_offload_params: true | |
| # fsdp_use_orig_params: false | |
| # fsdp_cpu_ram_efficient_loading: true | |
| # fsdp_transformer_layer_cls_to_wrap: MixtralSparseMoeBlock | |
| # fsdp_state_dict_type: FULL_STATE_DICT | |
| # fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP | |
| # fsdp_sharding_strategy: FULL_SHARD | |
| # fsdp_forward_prefetch: false | |
| # fsdp_backward_prefetch: BACKWARD_PRE |
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