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add per module runtime #1

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@xuanzhang816 xuanzhang816 commented May 13, 2024 •
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On top of this PR -- pytorch/pytorch#125957

@xuanzhang816 xuanzhang816 marked this pull request as ready for review May 13, 2024 16:44
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@sanketpurandare

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sample output with n_layer = 2.

Estimated (operator-level-cost-model)total_time: 1297.821 ms
===== FORWARD RUN TIMES =====
 {
    "Global": 385.6099806192309,
    "GPT": 385.60998057582765,
    "GPT.transformer.wte": 0.36801693121693124,
    "GPT.transformer.wpe": 0.026023280423280427,
    "GPT.transformer.drop": 0.10402539682539684,
    "GPT.transformer.h.0.ln_1": 0.3123534391534392,
    "GPT.transformer.h.0": 73.39711463469551,
    "GPT.transformer.h.0.attn": 47.6066228526399,
    "GPT.transformer.h.0.attn.c_attn": 8.695990172239108,
    "GPT.transformer.h.0.attn.c_proj": 3.1067141843971635,
    "GPT.transformer.h.0.attn.resid_dropout": 0.10402539682539684,
    "GPT.transformer.h.0.ln_2": 0.3123534391534392,
    "GPT.transformer.h.0.mlp": 24.333581729145557,
    "GPT.transformer.h.0.mlp.c_fc": 11.490628166160082,
    "GPT.transformer.h.0.mlp.gelu": 1.248304761904762,
    "GPT.transformer.h.0.mlp.c_proj": 11.49062340425532,
    "GPT.transformer.h.0.mlp.dropout": 0.10402539682539684,
    "GPT.transformer.h.1": 73.39711463469551,
    "GPT.transformer.h.1.ln_1": 0.3123534391534392,
    "GPT.transformer.h.1.attn.c_attn": 8.695990172239108,
    "GPT.transformer.h.1.attn": 47.6066228526399,
    "GPT.transformer.h.1.attn.c_proj": 3.1067141843971635,
    "GPT.transformer.h.1.attn.resid_dropout": 0.10402539682539684,
    "GPT.transformer.h.1.ln_2": 0.3123534391534392,
    "GPT.transformer.h.1.mlp": 24.333581729145557,
    "GPT.transformer.h.1.mlp.c_fc": 11.490628166160082,
    "GPT.transformer.h.1.mlp.gelu": 1.248304761904762,
    "GPT.transformer.h.1.mlp.c_proj": 11.49062340425532,
    "GPT.transformer.h.1.mlp.dropout": 0.10402539682539684,
    "GPT.transformer.ln_f": 0.3123534391534392,
    "GPT.lm_head": 176.3632243161094
} ===== BACKWARD RUN TIMES =====
 {
    "Global": 912.2110417797575,
    "GPT": 912.2110417797575,
    "GPT.lm_head": 388.8972168861872,
    "GPT.transformer.ln_f": 1.0405534391534388,
    "GPT.transformer.h.1": 167.14525148035523,
    "GPT.transformer.h.1.mlp": 56.9925015535292,
    "GPT.transformer.h.1.mlp.c_proj": 27.195911887875667,
    "GPT.transformer.h.1.mlp.dropout": 336.951756106384,
    "GPT.transformer.h.1.mlp.gelu": 4.161015873015873,
    "GPT.transformer.h.1.mlp.c_fc": 25.635573792637572,
    "GPT.transformer.h.1.ln_2": 1.3526296296296292,
    "GPT.transformer.h.1.attn.resid_dropout": 277.2542947644926,
    "GPT.transformer.h.1.attn.c_proj": 7.579179162445108,
    "GPT.transformer.h.1.attn": 104.74283035010644,
    "GPT.transformer.h.1.attn.c_attn": 19.61677558257345,
    "GPT.transformer.h.1.ln_1": 1.3526296296296292,
    "GPT.transformer.h.0": 167.14525148035523,
    "GPT.transformer.h.0.mlp": 56.9925015535292,
    "GPT.transformer.h.0.mlp.dropout": 169.80650462602398,
    "GPT.transformer.h.0.mlp.c_proj": 27.195911887875667,
    "GPT.transformer.h.0.mlp.gelu": 4.161015873015873,
    "GPT.transformer.h.0.mlp.c_fc": 25.635573792637572,
    "GPT.transformer.h.0.ln_2": 1.3526296296296292,
    "GPT.transformer.h.0.attn.c_proj": 7.579179162445108,
    "GPT.transformer.h.0.attn": 104.74283035010644,
    "GPT.transformer.h.0.attn.resid_dropout": 110.10904328413358,
    "GPT.transformer.h.0.attn.c_attn": 19.61677558257345,
    "GPT.transformer.h.0.ln_1": 1.3526296296296292,
    "GPT.transformer.drop": 4.013583304398143,
    "GPT.transformer.wpe": 3.1228658440806725,
    "GPT.transformer.wte": 3.0643346271494556
}
Estimation process total_time: 284.861 ms
peak active: 0.0 GB | peak reserved: 0.001953125 GB
Estimated (operator-level-benchmark)total_time: 1388.629 ms
===== FORWARD RUN TIMES =====
 {
    "Global": 468.1806168566478,
    "GPT": 468.0210971625083,
    "GPT.transformer.wte": 0.6041598856778195,
    "GPT.transformer.wpe": 0.05903993228077889,
    "GPT.transformer.drop": 0.001226650799314181,
    "GPT.transformer.h.0.ln_1": 0.37707723453640946,
    "GPT.transformer.h.0": 81.91163517240562,
    "GPT.transformer.h.0.attn": 46.16283664666986,
    "GPT.transformer.h.0.attn.c_attn": 15.165898302004981,
    "GPT.transformer.h.0.attn.c_proj": 5.063210437149429,
    "GPT.transformer.h.0.attn.resid_dropout": 0.001130651164179047,
    "GPT.transformer.h.0.ln_2": 0.3334399241140733,
    "GPT.transformer.h.0.mlp": 34.31688412099022,
    "GPT.transformer.h.0.mlp.c_fc": 16.70306071086104,
    "GPT.transformer.h.0.mlp.gelu": 0.9647253080829978,
    "GPT.transformer.h.0.mlp.c_proj": 16.647999450654407,
    "GPT.transformer.h.0.mlp.dropout": 0.001098651391764482,
    "GPT.transformer.h.1": 75.65896355429233,
    "GPT.transformer.h.1.ln_1": 0.32328525569289923,
    "GPT.transformer.h.1.attn.c_attn": 12.461044962701079,
    "GPT.transformer.h.1.attn": 39.87656392582259,
    "GPT.transformer.h.1.attn.c_proj": 4.5661971119412526,
    "GPT.transformer.h.1.attn.resid_dropout": 0.0011306514820704856,
    "GPT.transformer.h.1.ln_2": 0.3335999211966992,
    "GPT.transformer.h.1.mlp": 34.40291189267673,
    "GPT.transformer.h.1.mlp.c_fc": 16.76643210730081,
    "GPT.transformer.h.1.mlp.gelu": 0.9636053096279501,
    "GPT.transformer.h.1.mlp.c_proj": 16.671754492128272,
    "GPT.transformer.h.1.mlp.dropout": 0.0011199836196998756,
    "GPT.transformer.ln_f": 0.3261225704594205,
    "GPT.lm_head": 275.3458804402072
} ===== BACKWARD RUN TIMES =====
 {
    "GPT.transformer.drop": 6.7659048870857745,
    "Global": 920.4481403356291,
    "GPT.transformer.wte": 6.2831321057404015,
    "GPT.transformer.wpe": 6.566513126241658,
    "GPT.transformer.h.0.mlp.dropout": 168.55343033045406,
    "GPT.transformer.h.1.attn.resid_dropout": 257.95337108719116,
    "GPT.transformer.h.0.attn.resid_dropout": 96.06949570222504,
    "GPT": 920.4481403356291,
    "GPT.transformer.h.1.mlp.dropout": 330.60479249553003,
    "GPT.lm_head": 547.079509586151,
    "GPT.transformer.ln_f": 0.9316796716252966,
    "GPT.transformer.h.1": 162.0515114867786,
    "GPT.transformer.h.1.mlp": 71.34376328913747,
    "GPT.transformer.h.1.mlp.c_proj": 34.63814287957237,
    "GPT.transformer.h.1.mlp.gelu": 1.4245332712239274,
    "GPT.transformer.h.1.mlp.c_fc": 35.28108713834112,
    "GPT.transformer.h.1.ln_2": 1.2932156415190548,
    "GPT.transformer.h.1.attn.c_proj": 8.656980591962114,
    "GPT.transformer.h.1.attn": 88.10194663996997,
    "GPT.transformer.h.1.attn.c_attn": 25.284478925915433,
    "GPT.transformer.h.1.ln_1": 1.2837436347771434,
    "GPT.transformer.h.0": 161.80177592535807,
    "GPT.transformer.h.0.mlp": 71.17786582034887,
    "GPT.transformer.h.0.mlp.c_proj": 34.538005014196656,
    "GPT.transformer.h.0.mlp.gelu": 1.4252478958672532,
    "GPT.transformer.h.0.mlp.c_fc": 35.21461291028497,
    "GPT.transformer.h.0.ln_2": 1.2914769907724115,
    "GPT.transformer.h.0.attn.c_proj": 8.709823195289818,
    "GPT.transformer.h.0.attn": 88.01500452075278,
    "GPT.transformer.h.0.attn.c_attn": 25.136201193052038,
    "GPT.transformer.h.0.ln_1": 1.2885862943865354
}
Estimation process total_time: 7541.540 ms
peak active: 36.8516845703125 GB | peak reserved: 39.4296875 GB
Actual run_time : 1394.169 ms
peak active: 43.869290351867676 GB | peak reserved: 51.712890625 GB

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