|
| 1 | +{ |
| 2 | + |
| 3 | + "gpt3_ref_1536": |
| 4 | + { |
| 5 | + "Benchmark": "gpt3", |
| 6 | + "Creator": "Google & NVIDIA", |
| 7 | + "When": "Prior to 3.0 submission", |
| 8 | + "Platform": "TPU-v4-1536 / PaxML, 1024 A100-80GB / Megatron-LM", |
| 9 | + "BS": 1536, |
| 10 | + "Hyperparams": { |
| 11 | + "opt_base_learning_rate": 2e-5 |
| 12 | + }, |
| 13 | + "Epochs to converge": [ |
| 14 | + 1157627904, 1157627904, 1157627904, 1258291200, 1207959552, 1258291200 |
| 15 | + ] |
| 16 | + }, |
| 17 | + |
| 18 | + "gpt3_ref_2048": |
| 19 | + { |
| 20 | + "Benchmark": "gpt3", |
| 21 | + "Creator": "Google & NVIDIA", |
| 22 | + "When": "Prior to 3.0 submission", |
| 23 | + "Platform": "TPU-v4-2048 / PaxML, 1024 A100-80GB / Megatron-LM", |
| 24 | + "BS": 2048, |
| 25 | + "Hyperparams": { |
| 26 | + "opt_base_learning_rate": 2e-5 |
| 27 | + }, |
| 28 | + "Epochs to converge": [ |
| 29 | + 1157627904, 1207959552, 1157627904, 1207959552, 1207959552, 1157627904, 1157627904 |
| 30 | + ] |
| 31 | + }, |
| 32 | + |
| 33 | + "gpt3_ref_3072": |
| 34 | + { |
| 35 | + "Benchmark": "gpt3", |
| 36 | + "Creator": "Google & NVIDIA", |
| 37 | + "When": "Prior to 3.0 submission", |
| 38 | + "Platform": "TPU-v4-1536 / PaxML, 1024 A100-80GB / Megatron-LM", |
| 39 | + "BS": 3072, |
| 40 | + "Hyperparams": { |
| 41 | + "opt_base_learning_rate": 2e-5 |
| 42 | + }, |
| 43 | + "Epochs to converge": [ |
| 44 | + 1258291200, 1207959552, 1207959552, 1207959552, 1207959552, 1207959552, 13790871552 |
| 45 | + ] |
| 46 | + }, |
| 47 | + |
| 48 | + "gpt3_ref_4096": |
| 49 | + { |
| 50 | + "Benchmark": "gpt3", |
| 51 | + "Creator": "Google & NVIDIA", |
| 52 | + "When": "Prior to 3.0 submission", |
| 53 | + "Platform": "TPU-v4-2048 / PaxML, 1024 A100-80GB / Megatron-LM", |
| 54 | + "BS": 4096, |
| 55 | + "Hyperparams": { |
| 56 | + "opt_base_learning_rate": 3e-5 |
| 57 | + }, |
| 58 | + "Epochs to converge": [ |
| 59 | + 1258291200, 1258291200, 1308622848, 1258291200, 1258291200, 1258291200 |
| 60 | + ] |
| 61 | + }, |
| 62 | + |
| 63 | + "gpt3_ref_6144": |
| 64 | + { |
| 65 | + "Benchmark": "gpt3", |
| 66 | + "Creator": "Google & NVIDIA", |
| 67 | + "When": "Prior to 3.0 submission", |
| 68 | + "Platform": "TPU-v4-2048 / PaxML, 1024 H100-80GB / Megatron-LM", |
| 69 | + "BS": 6144, |
| 70 | + "Hyperparams": { |
| 71 | + "opt_base_learning_rate": 3e-5 |
| 72 | + }, |
| 73 | + "Epochs to converge": [ |
| 74 | + 1409286144, 1409286144, 1409286144, 1409286144, 1409286144, 1409286144 |
| 75 | + ] |
| 76 | + }, |
| 77 | + |
| 78 | + "gpt3_ref_8192": |
| 79 | + { |
| 80 | + "Benchmark": "gpt3", |
| 81 | + "Creator": "Google & NVIDIA", |
| 82 | + "When": "Prior to 3.0 submission", |
| 83 | + "Platform": "TPU-v4-2048 / PaxML, 1024 A100-80GB / Megatron-LM", |
| 84 | + "BS": 8192, |
| 85 | + "Hyperparams": { |
| 86 | + "opt_base_learning_rate": 3e-5 |
| 87 | + }, |
| 88 | + "Epochs to converge": [ |
| 89 | + 1610612736, 1660944384, 1660944384, 1610612736, 1610612736, 1610612736 |
| 90 | + ] |
| 91 | + } |
| 92 | + |
| 93 | +} |
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