Add training config
Browse files- config.yaml +67 -0
config.yaml
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| 1 |
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# Exp7 Phase 1: Data Quality Check (117M + 2B tokens)
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# Validate data quality via loss curves
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model:
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d_model: 768
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n_layers: 12
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vocab_size: 32000
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n_heads: 12
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n_kv_heads: 3
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ff_mult: 3
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max_seq_len: 1024
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training:
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# Optimizer
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weight_decay: 0.1
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grad_clip: 1.0
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# Learning Rate
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peak_lr: 5.0e-4
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min_lr: 5.0e-5
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warmup_steps: 1000
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# Regularization
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dropout: 0.1
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label_smoothing: 0.05
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# Batch Size - 8 GPUs: 8 * 8 * 2 = 128 effective batch
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batch_size: 8
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grad_accum_steps: 2
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max_length: 1024
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# Training - 1.29B tokens / 128 batch / 1024 seq = ~10000 steps
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max_steps: 10000
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save_steps: 2000
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eval_steps: 500
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log_steps: 100
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# Checkpointing
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gradient_checkpointing: true
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data:
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path: data/processed_exp7_phase1
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# Mix ratios
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korean_ratio: 0.50
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english_ratio: 0.30
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math_ratio: 0.15
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code_ratio: 0.05
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tokenizer:
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vocab_size: 32000
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model_type: unigram
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character_coverage: 0.9995
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distributed:
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enabled: true
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world_size: 8
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backend: nccl
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# Phase 1 specific settings
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phase:
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name: "data_quality_check"
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total_tokens: "2B"
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analysis:
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- "loss_curve_by_domain"
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- "perplexity_tracking"
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- "data_mix_optimization"
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- "benchmark_evaluation"
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