diff --git a/1991.yml b/1991.yml
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+++ b/1991.yml
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+base_model: Qwen/Qwen2.5-14B-Instruct
+model_type: AutoModelForCausalLM #nohup accelerate launch -m axolotl.cli.train /home/ubuntu/qwen2.5_14B.yml > training_output.log 2>&1 &
+tokenizer_type: AutoTokenizer
+trust_remote_code: true
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+datasets:
+  - path: tatsu-lab/alpaca
+    type: alpaca
+
+chat_template: chatml
+dataset_prepared_path:
+val_set_size: 0
+output_dir: ./outputs/out
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: true
+pad_to_sequence_len: true
+
+unfrozen_parameters:
+- ^lm_head.weight$
+- ^model.embed_tokens.weight$
+# input_layernorm layers
+- model.layers.0.input_layernorm
+- model.layers.1.input_layernorm
+- model.layers.2.input_layernorm
+- model.layers.3.input_layernorm
+- model.layers.4.input_layernorm
+- model.layers.5.input_layernorm
+- model.layers.6.input_layernorm
+- model.layers.7.input_layernorm
+- model.layers.8.input_layernorm
+- model.layers.9.input_layernorm
+- model.layers.10.input_layernorm
+- model.layers.11.input_layernorm
+- model.layers.12.input_layernorm
+- model.layers.13.input_layernorm
+- model.layers.14.input_layernorm
+- model.layers.15.input_layernorm
+- model.layers.16.input_layernorm
+- model.layers.17.input_layernorm
+- model.layers.18.input_layernorm
+- model.layers.19.input_layernorm
+- model.layers.20.input_layernorm
+- model.layers.21.input_layernorm
+- model.layers.22.input_layernorm
+- model.layers.23.input_layernorm
+# lm_head layers
+# mlp.down_proj layers
+- model.layers.1.mlp.down_proj
+- model.layers.35.mlp.down_proj
+- model.layers.38.mlp.down_proj
+- model.layers.37.mlp.down_proj
+- model.layers.36.mlp.down_proj
+- model.layers.15.mlp.down_proj
+- model.layers.11.mlp.down_proj
+- model.layers.12.mlp.down_proj
+- model.layers.34.mlp.down_proj
+- model.layers.44.mlp.down_proj
+- model.layers.45.mlp.down_proj
+- model.layers.9.mlp.down_proj
+- model.layers.41.mlp.down_proj
+- model.layers.33.mlp.down_proj
+- model.layers.43.mlp.down_proj
+- model.layers.40.mlp.down_proj
+- model.layers.13.mlp.down_proj
+- model.layers.8.mlp.down_proj
+- model.layers.39.mlp.down_proj
+- model.layers.10.mlp.down_proj
+- model.layers.14.mlp.down_proj
+- model.layers.16.mlp.down_proj
+- model.layers.31.mlp.down_proj
+- model.layers.32.mlp.down_proj
+# mlp.gate_proj layers
+- model.layers.1.mlp.gate_proj
+- model.layers.44.mlp.gate_proj
+- model.layers.46.mlp.gate_proj
+- model.layers.45.mlp.gate_proj
+- model.layers.43.mlp.gate_proj
+- model.layers.47.mlp.gate_proj
+- model.layers.42.mlp.gate_proj
+- model.layers.32.mlp.gate_proj
+- model.layers.27.mlp.gate_proj
+- model.layers.33.mlp.gate_proj
+- model.layers.28.mlp.gate_proj
+- model.layers.39.mlp.gate_proj
+- model.layers.41.mlp.gate_proj
+- model.layers.40.mlp.gate_proj
+- model.layers.30.mlp.gate_proj
+- model.layers.29.mlp.gate_proj
+- model.layers.31.mlp.gate_proj
+- model.layers.26.mlp.gate_proj
+- model.layers.37.mlp.gate_proj
+- model.layers.10.mlp.gate_proj
+- model.layers.38.mlp.gate_proj
+- model.layers.12.mlp.gate_proj
+- model.layers.36.mlp.gate_proj
+- model.layers.13.mlp.gate_proj
+# mlp.up_proj layers
+- model.layers.1.mlp.up_proj
+- model.layers.13.mlp.up_proj
+- model.layers.11.mlp.up_proj
+- model.layers.14.mlp.up_proj
+- model.layers.15.mlp.up_proj
+- model.layers.12.mlp.up_proj
+- model.layers.8.mlp.up_proj
+- model.layers.16.mlp.up_proj
+- model.layers.9.mlp.up_proj
+- model.layers.19.mlp.up_proj
+- model.layers.10.mlp.up_proj
+- model.layers.7.mlp.up_proj
+- model.layers.17.mlp.up_proj
+- model.layers.20.mlp.up_proj
+- model.layers.21.mlp.up_proj
+- model.layers.18.mlp.up_proj
+- model.layers.38.mlp.up_proj
+- model.layers.37.mlp.up_proj
+- model.layers.39.mlp.up_proj
+- model.layers.42.mlp.up_proj
+- model.layers.41.mlp.up_proj
+- model.layers.27.mlp.up_proj
+- model.layers.28.mlp.up_proj
+- model.layers.34.mlp.up_proj
+# model.norm layers
+# post_attention_layernorm layers
+- model.layers.0.post_attention_layernorm
+- model.layers.1.post_attention_layernorm
+- model.layers.2.post_attention_layernorm
+- model.layers.3.post_attention_layernorm
+- model.layers.4.post_attention_layernorm
+- model.layers.5.post_attention_layernorm
+- model.layers.6.post_attention_layernorm
+- model.layers.7.post_attention_layernorm
+- model.layers.8.post_attention_layernorm
+- model.layers.9.post_attention_layernorm
+- model.layers.10.post_attention_layernorm
+- model.layers.11.post_attention_layernorm
+- model.layers.12.post_attention_layernorm
+- model.layers.13.post_attention_layernorm
+- model.layers.14.post_attention_layernorm
+- model.layers.15.post_attention_layernorm
+- model.layers.16.post_attention_layernorm
+- model.layers.17.post_attention_layernorm
+- model.layers.18.post_attention_layernorm
+- model.layers.19.post_attention_layernorm
+- model.layers.20.post_attention_layernorm
+- model.layers.21.post_attention_layernorm
+- model.layers.22.post_attention_layernorm
+- model.layers.23.post_attention_layernorm
+# self_attn.k_proj layers
+- model.layers.47.self_attn.k_proj
+- model.layers.39.self_attn.k_proj
+- model.layers.41.self_attn.k_proj
+- model.layers.37.self_attn.k_proj
+- model.layers.35.self_attn.k_proj
+- model.layers.44.self_attn.k_proj
+- model.layers.38.self_attn.k_proj
+- model.layers.14.self_attn.k_proj
+- model.layers.7.self_attn.k_proj
+- model.layers.12.self_attn.k_proj
+- model.layers.11.self_attn.k_proj
+- model.layers.32.self_attn.k_proj
+- model.layers.10.self_attn.k_proj
+- model.layers.8.self_attn.k_proj
+- model.layers.9.self_attn.k_proj
+- model.layers.6.self_attn.k_proj
+- model.layers.45.self_attn.k_proj
+- model.layers.42.self_attn.k_proj
+- model.layers.5.self_attn.k_proj
+- model.layers.40.self_attn.k_proj
+- model.layers.33.self_attn.k_proj
+- model.layers.0.self_attn.k_proj
+- model.layers.34.self_attn.k_proj
+- model.layers.13.self_attn.k_proj
+# self_attn.o_proj layers
+- model.layers.12.self_attn.o_proj
+- model.layers.5.self_attn.o_proj
+- model.layers.14.self_attn.o_proj
+- model.layers.16.self_attn.o_proj
+- model.layers.20.self_attn.o_proj
+- model.layers.13.self_attn.o_proj
+- model.layers.11.self_attn.o_proj
+- model.layers.4.self_attn.o_proj
+- model.layers.6.self_attn.o_proj
+- model.layers.19.self_attn.o_proj
+- model.layers.7.self_attn.o_proj
+- model.layers.18.self_attn.o_proj
+- model.layers.8.self_attn.o_proj
+- model.layers.38.self_attn.o_proj
+- model.layers.15.self_attn.o_proj
+- model.layers.17.self_attn.o_proj
+- model.layers.9.self_attn.o_proj
+- model.layers.10.self_attn.o_proj
+- model.layers.21.self_attn.o_proj
+- model.layers.28.self_attn.o_proj
+- model.layers.32.self_attn.o_proj
+- model.layers.35.self_attn.o_proj
+- model.layers.39.self_attn.o_proj
+- model.layers.3.self_attn.o_proj
+# self_attn.q_proj layers
+- model.layers.1.self_attn.q_proj
+- model.layers.2.self_attn.q_proj
+- model.layers.3.self_attn.q_proj
+- model.layers.44.self_attn.q_proj
+- model.layers.29.self_attn.q_proj
+- model.layers.45.self_attn.q_proj
+- model.layers.43.self_attn.q_proj
+- model.layers.32.self_attn.q_proj
+- model.layers.38.self_attn.q_proj
+- model.layers.19.self_attn.q_proj
+- model.layers.42.self_attn.q_proj
+- model.layers.34.self_attn.q_proj
+- model.layers.36.self_attn.q_proj
+- model.layers.40.self_attn.q_proj
+- model.layers.26.self_attn.q_proj
+- model.layers.20.self_attn.q_proj
+- model.layers.39.self_attn.q_proj
+- model.layers.28.self_attn.q_proj
+- model.layers.35.self_attn.q_proj
+- model.layers.41.self_attn.q_proj
+- model.layers.33.self_attn.q_proj
+- model.layers.25.self_attn.q_proj
+- model.layers.30.self_attn.q_proj
+- model.layers.27.self_attn.q_proj
+# self_attn.v_proj layers
+- model.layers.0.self_attn.v_proj
+- model.layers.7.self_attn.v_proj
+- model.layers.39.self_attn.v_proj
+- model.layers.31.self_attn.v_proj
+- model.layers.15.self_attn.v_proj
+- model.layers.10.self_attn.v_proj
+- model.layers.32.self_attn.v_proj
+- model.layers.41.self_attn.v_proj
+- model.layers.6.self_attn.v_proj
+- model.layers.33.self_attn.v_proj
+- model.layers.42.self_attn.v_proj
+- model.layers.29.self_attn.v_proj
+- model.layers.14.self_attn.v_proj
+- model.layers.9.self_attn.v_proj
+- model.layers.35.self_attn.v_proj
+- model.layers.38.self_attn.v_proj
+- model.layers.13.self_attn.v_proj
+- model.layers.30.self_attn.v_proj
+- model.layers.5.self_attn.v_proj
+- model.layers.34.self_attn.v_proj
+- model.layers.28.self_attn.v_proj
+- model.layers.37.self_attn.v_proj
+- model.layers.27.self_attn.v_proj
+- model.layers.11.self_attn.v_proj
+# model.embed_tokens layers
+
+
+gradient_accumulation_steps: 16
+micro_batch_size: 2
+num_epochs: 3
+optimizer: adamw_torch_fused
+lr_scheduler: linear
+learning_rate: 5e-6
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+gradient_checkpointing: unsloth
+gradient_checkpointing_kwargs:
+  use_reentrant: false
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 10
+evals_per_epoch: 2
+saves_per_epoch: 1
+save_total_limit: 4
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+weight_decay: 0.05
+special_tokens:
+  eos_token: <|im_end|>
\ No newline at end of file