add: support mxfp4 axo (#3375)
* mxfp4 axo * import lint * test for qat mxfp4 * config for mxfp4 * add qat: * pass base config * MXFakeQuantizeConfig * lint * tune config so it fits in 32GB VRAM --------- Co-authored-by: Wing Lian <wing@axolotl.ai>
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examples/llama-3/3b-qat-mxfp4.yaml
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65
examples/llama-3/3b-qat-mxfp4.yaml
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base_model: meta-llama/Llama-3.2-3B
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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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load_in_8bit: false
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load_in_4bit: false
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strict: false
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plugins:
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- axolotl.integrations.liger.LigerPlugin
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liger_rope: true
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liger_rms_norm: true
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liger_glu_activation: true
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liger_layer_norm: true
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liger_fused_linear_cross_entropy: true
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datasets:
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- path: yahma/alpaca-cleaned
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type: alpaca
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split: train[:95%]
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output_dir: ./outputs/qat_out/
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dataset_prepared_path: ./outputs/dataset_prepared
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sequence_len: 2048
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flash_attention: true
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qat:
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activation_dtype: mxfp4
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weight_dtype: mxfp4
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group_size: 32
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wandb_project:
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wandb_entity:
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wandb_watch:
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wandb_name:
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wandb_log_model:
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gradient_checkpointing: true
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activation_offloading: true
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gradient_accumulation_steps: 4
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micro_batch_size: 1
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num_epochs: 1
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optimizer: adamw_torch_8bit
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cosine_constant_lr_ratio: 0
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cosine_min_lr_ratio: 1.0
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learning_rate: 2e-5
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save_only_model: true
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bf16: true
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resume_from_checkpoint:
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logging_steps: 1
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evals_per_epoch: 1
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saves_per_epoch: 1
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warmup_ratio: 0.1
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weight_decay: 0.0
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special_tokens:
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pad_token: <|finetune_right_pad_id|>
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# save_first_step: true # uncomment this to validate checkpoint saving works with your config
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