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base_model: meta-llama/Meta-Llama-3.1-8B
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model_type: LlamaForCausalLM
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tokenizer_type: AutoTokenizer
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trust_remote_code: true
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datasets:
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- path: /workspace/datasets/openhermes_200k_unfiltered/Open_Hermes_200k_unfiltered.jsonl
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type: sharegpt
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conversation: chatml
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- path: /workspace/datasets/magpie_function_calling/magpie_function_calling.jsonl
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type: sharegpt
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conversation: chatml
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unfrozen_parameters:
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- ^lm_head.weight$
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- ^model.embed_tokens.weight$
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- model.layers.0.input_layernorm
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- model.layers.1.input_layernorm
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- model.layers.2.input_layernorm
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- model.layers.3.input_layernorm
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- model.layers.4.input_layernorm
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- model.layers.5.input_layernorm
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- model.layers.6.input_layernorm
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- model.layers.7.input_layernorm
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- model.layers.8.input_layernorm
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- model.layers.9.input_layernorm
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- model.layers.10.input_layernorm
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- model.layers.11.input_layernorm
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- model.layers.12.input_layernorm
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- model.layers.13.input_layernorm
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- model.layers.14.input_layernorm
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- model.layers.15.input_layernorm
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- model.layers.1.mlp.down_proj
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- model.layers.0.mlp.down_proj
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- model.layers.30.mlp.down_proj
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- model.layers.2.mlp.down_proj
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- model.layers.21.mlp.down_proj
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- model.layers.22.mlp.down_proj
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- model.layers.29.mlp.down_proj
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- model.layers.5.mlp.down_proj
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- model.layers.4.mlp.down_proj
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- model.layers.20.mlp.down_proj
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- model.layers.23.mlp.down_proj
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- model.layers.19.mlp.down_proj
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- model.layers.3.mlp.down_proj
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- model.layers.17.mlp.down_proj
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- model.layers.6.mlp.down_proj
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- model.layers.31.mlp.down_proj
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|
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- model.layers.1.mlp.gate_proj
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- model.layers.2.mlp.gate_proj
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- model.layers.3.mlp.gate_proj
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- model.layers.4.mlp.gate_proj
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- model.layers.0.mlp.gate_proj
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- model.layers.25.mlp.gate_proj
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- model.layers.26.mlp.gate_proj
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- model.layers.5.mlp.gate_proj
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- model.layers.24.mlp.gate_proj
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- model.layers.28.mlp.gate_proj
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- model.layers.23.mlp.gate_proj
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- model.layers.27.mlp.gate_proj
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- model.layers.21.mlp.gate_proj
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- model.layers.22.mlp.gate_proj
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- model.layers.29.mlp.gate_proj
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- model.layers.20.mlp.gate_proj
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|
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- model.layers.4.mlp.up_proj
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- model.layers.3.mlp.up_proj
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- model.layers.0.mlp.up_proj
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- model.layers.5.mlp.up_proj
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- model.layers.7.mlp.up_proj
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- model.layers.6.mlp.up_proj
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- model.layers.2.mlp.up_proj
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- model.layers.1.mlp.up_proj
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- model.layers.8.mlp.up_proj
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- model.layers.12.mlp.up_proj
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- model.layers.14.mlp.up_proj
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- model.layers.9.mlp.up_proj
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- model.layers.15.mlp.up_proj
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- model.layers.17.mlp.up_proj
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- model.layers.13.mlp.up_proj
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- model.layers.19.mlp.up_proj
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|
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- model.layers.0.post_attention_layernorm
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- model.layers.1.post_attention_layernorm
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- model.layers.2.post_attention_layernorm
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- model.layers.3.post_attention_layernorm
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- model.layers.4.post_attention_layernorm
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- model.layers.5.post_attention_layernorm
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- model.layers.6.post_attention_layernorm
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- model.layers.7.post_attention_layernorm
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- model.layers.8.post_attention_layernorm
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- model.layers.9.post_attention_layernorm
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- model.layers.10.post_attention_layernorm
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- model.layers.11.post_attention_layernorm
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- model.layers.12.post_attention_layernorm
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- model.layers.13.post_attention_layernorm
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- model.layers.14.post_attention_layernorm
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- model.layers.15.post_attention_layernorm
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|
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- model.layers.29.self_attn.k_proj
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- model.layers.25.self_attn.k_proj
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- model.layers.23.self_attn.k_proj
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- model.layers.28.self_attn.k_proj
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- model.layers.21.self_attn.k_proj
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- model.layers.19.self_attn.k_proj
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- model.layers.22.self_attn.k_proj
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- model.layers.20.self_attn.k_proj
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- model.layers.24.self_attn.k_proj
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- model.layers.31.self_attn.k_proj
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- model.layers.27.self_attn.k_proj
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- model.layers.26.self_attn.k_proj
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- model.layers.17.self_attn.k_proj
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- model.layers.11.self_attn.k_proj
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- model.layers.18.self_attn.k_proj
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- model.layers.14.self_attn.k_proj
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|
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- model.layers.14.self_attn.o_proj
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- model.layers.7.self_attn.o_proj
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- model.layers.5.self_attn.o_proj
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- model.layers.11.self_attn.o_proj
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- model.layers.6.self_attn.o_proj
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- model.layers.24.self_attn.o_proj
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- model.layers.9.self_attn.o_proj
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- model.layers.13.self_attn.o_proj
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- model.layers.10.self_attn.o_proj
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- model.layers.12.self_attn.o_proj
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- model.layers.8.self_attn.o_proj
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- model.layers.25.self_attn.o_proj
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- model.layers.21.self_attn.o_proj
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- model.layers.23.self_attn.o_proj
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- model.layers.15.self_attn.o_proj
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- model.layers.16.self_attn.o_proj
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|
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- model.layers.8.self_attn.q_proj
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- model.layers.13.self_attn.q_proj
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- model.layers.9.self_attn.q_proj
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- model.layers.14.self_attn.q_proj
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- model.layers.10.self_attn.q_proj
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- model.layers.11.self_attn.q_proj
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- model.layers.0.self_attn.q_proj
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- model.layers.15.self_attn.q_proj
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- model.layers.1.self_attn.q_proj
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- model.layers.6.self_attn.q_proj
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- model.layers.5.self_attn.q_proj
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- model.layers.7.self_attn.q_proj
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- model.layers.12.self_attn.q_proj
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- model.layers.16.self_attn.q_proj
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- model.layers.17.self_attn.q_proj
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- model.layers.26.self_attn.q_proj
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|
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- model.layers.26.self_attn.v_proj
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- model.layers.17.self_attn.v_proj
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- model.layers.3.self_attn.v_proj
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- model.layers.28.self_attn.v_proj
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- model.layers.29.self_attn.v_proj
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- model.layers.21.self_attn.v_proj
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- model.layers.15.self_attn.v_proj
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- model.layers.16.self_attn.v_proj
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- model.layers.20.self_attn.v_proj
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- model.layers.25.self_attn.v_proj
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- model.layers.6.self_attn.v_proj
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- model.layers.23.self_attn.v_proj
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- model.layers.4.self_attn.v_proj
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- model.layers.1.self_attn.v_proj
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- model.layers.22.self_attn.v_proj
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- model.layers.14.self_attn.v_proj
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chat_template: chatml
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val_set_size: 0.01
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output_dir: llama_3.1_8b_function_calling
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data_seed: 49
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seed: 49
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|
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sequence_len: 8192
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sample_packing: true
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pad_to_sequence_len: true
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wandb_project: function-calling-spectrum
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wandb_entity: therealagi-reviewramp
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wandb_watch: gradients
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wandb_name:
|
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wandb_log_model:
|
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|
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gradient_accumulation_steps: 4
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micro_batch_size: 2
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num_epochs: 3
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optimizer: adamw_torch
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lr_scheduler: linear
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learning_rate: 5e-6
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|
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train_on_inputs: false
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group_by_length: false
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bf16: auto
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fp16:
|
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tf32: false
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|
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gradient_checkpointing: 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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auto_resume_from_checkpoints: true
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|
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warmup_steps: 10
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evals_per_epoch: 2
|
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eval_table_size:
|
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eval_max_new_tokens: 128
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saves_per_epoch: 2
|
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save_total_limit: 2
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debug:
|
|
deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16_cpuoffload_params.json
|
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weight_decay: 0.05
|
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fsdp:
|
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fsdp_config:
|
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special_tokens:
|
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pad_token: "<|endoftext|>"
|
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eos_token: "<|im_end|>" |
