LLM 训练内存估算器
基于 UltraScale Playbook 公式,可预测不同配置下的训练内存消耗。调整下方参数实时查看内存分布变化。
Memory usage breakdown
Total: 0 GB | Activation: 0 GB | Params/Grads/Opt: 0 GB
Model Configuration
Presets
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Custom
Llama 3 Tiny
Llama 3.2 1B
Llama 3.2 3B
Llama 3 8B
Llama 3 70B
Attention Heads (a)
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Micro Batch (b)
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Grad Accum Steps
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Hidden (h)
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FF Dim (h_ff)
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Layers (L)
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Seq Length (s)
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Tensor Parallel (t)
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Data Parallel (d)
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Mixed Precision
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Sequence Parallel
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Recomputation
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None
Selective
Full
ZeRO
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Vocab Size (v)
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Opt Params (k)
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