753906cfc7
* chore: rename without period * feat: add glm45 air * feat: add doc on expert quantization * feat: update base readme with new changes * chore: cleanup * chore: cleanup * chore: cleanup * fix: disable quantize_moe_expert on merge per comment * chore: add kernel info to optimizations doc
65 lines
1.2 KiB
YAML
65 lines
1.2 KiB
YAML
base_model: zai-org/GLM-4.5-Air
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# Automatically upload checkpoint and final model to HF
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# hub_model_id: username/custom_model_name
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plugins:
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- axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
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load_in_8bit: false
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load_in_4bit: true
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quantize_moe_experts: true # important
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datasets:
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- path: fozziethebeat/alpaca_messages_2k_test
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type: chat_template
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.1
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output_dir: ./outputs/lora-out
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adapter: qlora
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lora_model_dir:
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sequence_len: 2048
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sample_packing: true
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lora_r: 16
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lora_alpha: 8
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lora_dropout: 0
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lora_target_modules:
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- q_proj
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- v_proj
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- k_proj
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- o_proj
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# lora_target_parameters:
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# - mlp.experts.gate_up_proj
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# - mlp.experts.down_proj
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lora_mlp_kernel: false
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lora_qkv_kernel: false
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lora_o_kernel: false
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gradient_accumulation_steps: 2
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micro_batch_size: 2
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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: 0.0002
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bf16: auto
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tf32: false
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gradient_checkpointing: true
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resume_from_checkpoint:
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logging_steps: 1
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flash_attention: true
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warmup_ratio: 0.1
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evals_per_epoch: 1
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saves_per_epoch: 1
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# save_first_step: true # uncomment this to validate checkpoint saving works with your config
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