File size: 17,021 Bytes
148f5d8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
{
    "config": {
        "name": "pytorch_generate",
        "backend": {
            "name": "pytorch",
            "version": "2.3.0+cu121",
            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
            "task": "text-generation",
            "library": "transformers",
            "model": "google/gemma-2b",
            "processor": "google/gemma-2b",
            "device": "cuda",
            "device_ids": "0",
            "seed": 42,
            "inter_op_num_threads": null,
            "intra_op_num_threads": null,
            "model_kwargs": {},
            "processor_kwargs": {},
            "hub_kwargs": {},
            "no_weights": true,
            "device_map": null,
            "torch_dtype": "float16",
            "eval_mode": true,
            "to_bettertransformer": false,
            "low_cpu_mem_usage": null,
            "attn_implementation": null,
            "cache_implementation": null,
            "autocast_enabled": false,
            "autocast_dtype": null,
            "torch_compile": false,
            "torch_compile_target": "forward",
            "torch_compile_config": {
                "backend": "inductor",
                "mode": "reduce-overhead",
                "fullgraph": true
            },
            "quantization_scheme": null,
            "quantization_config": {},
            "deepspeed_inference": false,
            "deepspeed_inference_config": {},
            "peft_type": null,
            "peft_config": {}
        },
        "scenario": {
            "name": "inference",
            "_target_": "optimum_benchmark.scenarios.inference.scenario.InferenceScenario",
            "iterations": 2,
            "duration": 0,
            "warmup_runs": 10,
            "input_shapes": {
                "batch_size": 1,
                "num_choices": 2,
                "sequence_length": 7
            },
            "new_tokens": null,
            "latency": true,
            "memory": true,
            "energy": false,
            "forward_kwargs": {},
            "generate_kwargs": {
                "max_new_tokens": 128,
                "min_new_tokens": 128,
                "do_sample": false
            },
            "call_kwargs": {}
        },
        "launcher": {
            "name": "process",
            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
            "device_isolation": true,
            "device_isolation_action": "warn",
            "start_method": "spawn"
        },
        "environment": {
            "cpu": " AMD EPYC 7R32",
            "cpu_count": 16,
            "cpu_ram_mb": 66697.29792,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29",
            "processor": "x86_64",
            "python_version": "3.8.10",
            "gpu": [
                "NVIDIA A10G"
            ],
            "gpu_count": 1,
            "gpu_vram_mb": 24146608128,
            "optimum_benchmark_version": "0.2.1",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.42.0.dev0",
            "transformers_commit": "348e2294ac1a3cc744a93f04ab1f886439ee90d3",
            "accelerate_version": "0.32.0.dev0",
            "accelerate_commit": null,
            "diffusers_version": null,
            "diffusers_commit": null,
            "optimum_version": "1.21.0.dev0",
            "optimum_commit": null,
            "timm_version": "0.9.16",
            "timm_commit": null,
            "peft_version": "0.11.2.dev0",
            "peft_commit": null
        }
    },
    "report": {
        "prefill": {
            "memory": {
                "unit": "MB",
                "max_ram": 1705.24672,
                "max_global_vram": 6793.199616,
                "max_process_vram": 0.0,
                "max_reserved": 6146.752512,
                "max_allocated": 5034.576896
            },
            "latency": {
                "unit": "s",
                "count": 2,
                "total": 0.04079094314575195,
                "mean": 0.020395471572875974,
                "stdev": 0.0005370082855224601,
                "p50": 0.020395471572875974,
                "p90": 0.020825078201293944,
                "p95": 0.02087877902984619,
                "p99": 0.02092173969268799,
                "values": [
                    0.020932479858398436,
                    0.019858463287353516
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 343.213442012752
            },
            "energy": null,
            "efficiency": null
        },
        "decode": {
            "memory": {
                "unit": "MB",
                "max_ram": 1705.271296,
                "max_global_vram": 6795.296768,
                "max_process_vram": 0.0,
                "max_reserved": 6148.849664,
                "max_allocated": 5034.577408
            },
            "latency": {
                "unit": "s",
                "count": 2,
                "total": 4.853116943359375,
                "mean": 2.4265584716796873,
                "stdev": 0.0074359130859373845,
                "p50": 2.4265584716796873,
                "p90": 2.4325072021484373,
                "p95": 2.4332507934570313,
                "p99": 2.433845666503906,
                "values": [
                    2.41912255859375,
                    2.433994384765625
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 52.33749834682095
            },
            "energy": null,
            "efficiency": null
        },
        "per_token": {
            "memory": null,
            "latency": {
                "unit": "s",
                "count": 253,
                "total": 4.852438024520875,
                "mean": 0.019179596934865113,
                "stdev": 0.0012931213007423474,
                "p50": 0.019135488510131835,
                "p90": 0.019310387802124025,
                "p95": 0.019495116424560546,
                "p99": 0.020765777893066398,
                "values": [
                    0.02121625518798828,
                    0.021309440612792968,
                    0.01882009506225586,
                    0.018487295150756835,
                    0.01941913604736328,
                    0.018508800506591795,
                    0.01855897521972656,
                    0.018570240020751954,
                    0.018480127334594726,
                    0.018530303955078126,
                    0.018541568756103514,
                    0.018535423278808593,
                    0.018473983764648438,
                    0.018540544509887694,
                    0.018506752014160157,
                    0.018571264266967775,
                    0.018705408096313478,
                    0.01882828712463379,
                    0.01860710334777832,
                    0.018530303955078126,
                    0.018505727767944336,
                    0.018503679275512695,
                    0.019418111801147463,
                    0.019536895751953123,
                    0.018561023712158203,
                    0.018501632690429686,
                    0.018513919830322266,
                    0.018577407836914063,
                    0.018549760818481444,
                    0.018542591094970702,
                    0.018552831649780274,
                    0.01856716728210449,
                    0.01849241638183594,
                    0.018494464874267577,
                    0.018556928634643553,
                    0.01863884735107422,
                    0.018588672637939452,
                    0.018534400939941405,
                    0.01919385528564453,
                    0.01959219169616699,
                    0.019430400848388672,
                    0.019487743377685548,
                    0.019506175994873046,
                    0.019418111801147463,
                    0.018551807403564453,
                    0.018479103088378905,
                    0.018610176086425782,
                    0.018869247436523438,
                    0.01923072052001953,
                    0.019430400848388672,
                    0.019084287643432618,
                    0.01900851249694824,
                    0.019021823883056642,
                    0.019066879272460938,
                    0.01909350395202637,
                    0.018975744247436522,
                    0.019156991958618166,
                    0.019131391525268555,
                    0.019153919219970703,
                    0.019142656326293944,
                    0.019155967712402345,
                    0.019180543899536134,
                    0.019080192565917968,
                    0.019173376083374022,
                    0.01923891258239746,
                    0.019137535095214844,
                    0.019216384887695313,
                    0.019174400329589843,
                    0.019149824142456053,
                    0.019179519653320314,
                    0.019161088943481445,
                    0.01922355270385742,
                    0.019132415771484376,
                    0.019121152877807617,
                    0.019125247955322267,
                    0.019156991958618166,
                    0.019141632080078123,
                    0.019150848388671874,
                    0.01908940887451172,
                    0.019149824142456053,
                    0.019207168579101562,
                    0.019124223709106446,
                    0.019146751403808594,
                    0.019168256759643554,
                    0.019117055892944337,
                    0.019173376083374022,
                    0.019110912322998046,
                    0.019133440017700197,
                    0.019121152877807617,
                    0.019212287902832033,
                    0.019183616638183593,
                    0.01922764778137207,
                    0.019211263656616212,
                    0.019105791091918945,
                    0.01942425537109375,
                    0.019168256759643554,
                    0.01909350395202637,
                    0.019119104385375976,
                    0.019102720260620116,
                    0.019146751403808594,
                    0.019172351837158205,
                    0.019347455978393553,
                    0.019137535095214844,
                    0.019056640625,
                    0.019139583587646485,
                    0.019149824142456053,
                    0.019135488510131835,
                    0.019128320693969726,
                    0.019143680572509765,
                    0.019103744506835937,
                    0.01916729545593262,
                    0.01911084747314453,
                    0.019163135528564454,
                    0.01925734329223633,
                    0.019171327590942384,
                    0.019280895233154297,
                    0.019150848388671874,
                    0.019136512756347656,
                    0.019166208267211913,
                    0.019161088943481445,
                    0.019143680572509765,
                    0.019156991958618166,
                    0.019079168319702147,
                    0.019150848388671874,
                    0.019156991958618166,
                    0.019133440017700197,
                    0.039002113342285157,
                    0.02024140739440918,
                    0.019364864349365234,
                    0.018981887817382814,
                    0.018959360122680666,
                    0.018965503692626954,
                    0.018970624923706055,
                    0.018982912063598634,
                    0.018959360122680666,
                    0.018967552185058592,
                    0.018976768493652343,
                    0.018976768493652343,
                    0.01899929618835449,
                    0.018993152618408202,
                    0.019017728805541992,
                    0.019149824142456053,
                    0.019535871505737306,
                    0.019092479705810548,
                    0.01904537582397461,
                    0.019140607833862306,
                    0.019134464263916014,
                    0.019148799896240236,
                    0.020141056060791016,
                    0.01947648048400879,
                    0.019133440017700197,
                    0.019109888076782225,
                    0.019132415771484376,
                    0.019281984329223633,
                    0.019113920211791993,
                    0.019136512756347656,
                    0.019092512130737305,
                    0.01907606315612793,
                    0.01895427131652832,
                    0.018996192932128907,
                    0.019023904800415038,
                    0.019006431579589842,
                    0.018950143814086915,
                    0.018957311630249024,
                    0.01902592086791992,
                    0.018990079879760743,
                    0.01902079963684082,
                    0.018980863571166993,
                    0.019124223709106446,
                    0.018998271942138673,
                    0.01898700714111328,
                    0.019050495147705078,
                    0.018993152618408202,
                    0.01902592086791992,
                    0.019072000503540038,
                    0.01904435157775879,
                    0.01923993682861328,
                    0.01898700714111328,
                    0.01898700714111328,
                    0.019009536743164062,
                    0.01903308868408203,
                    0.019083263397216797,
                    0.018993152618408202,
                    0.01918976020812988,
                    0.019142656326293944,
                    0.01923481559753418,
                    0.019150848388671874,
                    0.019158016204833983,
                    0.019521535873413084,
                    0.019915775299072267,
                    0.020349952697753908,
                    0.019561471939086913,
                    0.019305471420288087,
                    0.019290111541748048,
                    0.019110912322998046,
                    0.01942425537109375,
                    0.019296255111694336,
                    0.019311616897583008,
                    0.01921331214904785,
                    0.019129344940185547,
                    0.019169279098510742,
                    0.019142656326293944,
                    0.019100671768188478,
                    0.019119104385375976,
                    0.019139583587646485,
                    0.019302400588989257,
                    0.019137535095214844,
                    0.019130367279052735,
                    0.019155967712402345,
                    0.019147775650024415,
                    0.019190784454345702,
                    0.019122175216674805,
                    0.019117055892944337,
                    0.019190784454345702,
                    0.019168256759643554,
                    0.019129344940185547,
                    0.019081247329711913,
                    0.01917027282714844,
                    0.019125247955322267,
                    0.019141632080078123,
                    0.019148799896240236,
                    0.019148799896240236,
                    0.01919692802429199,
                    0.019121152877807617,
                    0.019149824142456053,
                    0.019147775650024415,
                    0.019194879531860352,
                    0.01906790351867676,
                    0.01923379135131836,
                    0.01918156814575195,
                    0.019140607833862306,
                    0.01921023941040039,
                    0.019188735961914064,
                    0.019168256759643554,
                    0.019174400329589843,
                    0.019112960815429687,
                    0.019159040451049804,
                    0.01909760093688965,
                    0.019224576950073242,
                    0.019091455459594727,
                    0.019135488510131835,
                    0.019135488510131835,
                    0.01923481559753418,
                    0.019146751403808594,
                    0.01918976020812988,
                    0.019120128631591796,
                    0.019204095840454103,
                    0.01925529670715332,
                    0.019178495407104493,
                    0.019424320220947266,
                    0.019182527542114258,
                    0.019204095840454103,
                    0.019192832946777344
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 52.13873906714781
            },
            "energy": null,
            "efficiency": null
        }
    }
}