File size: 17,944 Bytes
a0abdd7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
{
    "config": {
        "name": "pytorch_generate",
        "backend": {
            "name": "pytorch",
            "version": "2.4.0+cu121",
            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
            "task": "text-generation",
            "library": "transformers",
            "model_type": "gemma",
            "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": {},
            "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,
            "memory": true,
            "latency": 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",
            "numactl": false,
            "numactl_kwargs": {},
            "start_method": "spawn"
        },
        "environment": {
            "cpu": " AMD EPYC 7R32",
            "cpu_count": 16,
            "cpu_ram_mb": 66697.261056,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.223-211.872.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": "0.4.0",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.45.0.dev0",
            "transformers_commit": "9578c2597e2d88b6f0b304b5a05864fd613ddcc1",
            "accelerate_version": "0.34.0.dev0",
            "accelerate_commit": null,
            "diffusers_version": null,
            "diffusers_commit": null,
            "optimum_version": "1.22.0.dev0",
            "optimum_commit": null,
            "timm_version": "0.9.16",
            "timm_commit": null,
            "peft_version": "0.12.1.dev0",
            "peft_commit": null
        }
    },
    "report": {
        "load": {
            "memory": {
                "unit": "MB",
                "max_ram": 1319.886848,
                "max_global_vram": 6768.033792,
                "max_process_vram": 0.0,
                "max_reserved": 6138.363904,
                "max_allocated": 6060.931072
            },
            "latency": {
                "unit": "s",
                "count": 1,
                "total": 11.6247099609375,
                "mean": 11.6247099609375,
                "stdev": 0.0,
                "p50": 11.6247099609375,
                "p90": 11.6247099609375,
                "p95": 11.6247099609375,
                "p99": 11.6247099609375,
                "values": [
                    11.6247099609375
                ]
            },
            "throughput": null,
            "energy": null,
            "efficiency": null
        },
        "prefill": {
            "memory": {
                "unit": "MB",
                "max_ram": 1714.958336,
                "max_global_vram": 6789.005312,
                "max_process_vram": 0.0,
                "max_reserved": 6142.558208,
                "max_allocated": 5028.431872
            },
            "latency": {
                "unit": "s",
                "count": 2,
                "total": 0.041375551223754886,
                "mean": 0.020687775611877443,
                "stdev": 3.196811676025278e-05,
                "p50": 0.020687775611877443,
                "p90": 0.020713350105285643,
                "p95": 0.02071654691696167,
                "p99": 0.02071910436630249,
                "values": [
                    0.02065580749511719,
                    0.020719743728637694
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 338.3640721615861
            },
            "energy": null,
            "efficiency": null
        },
        "decode": {
            "memory": {
                "unit": "MB",
                "max_ram": 1769.074688,
                "max_global_vram": 6793.199616,
                "max_process_vram": 0.0,
                "max_reserved": 6146.752512,
                "max_allocated": 5031.801344
            },
            "latency": {
                "unit": "s",
                "count": 2,
                "total": 5.00892724609375,
                "mean": 2.504463623046875,
                "stdev": 0.01867016601562499,
                "p50": 2.504463623046875,
                "p90": 2.519399755859375,
                "p95": 2.5212667724609372,
                "p99": 2.5227603857421874,
                "values": [
                    2.5231337890625,
                    2.48579345703125
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 50.7094608327729
            },
            "energy": null,
            "efficiency": null
        },
        "per_token": {
            "memory": null,
            "latency": {
                "unit": "s",
                "count": 254,
                "total": 5.008598026275633,
                "mean": 0.019718889867226908,
                "stdev": 0.0004935351444897931,
                "p50": 0.019902976036071777,
                "p90": 0.020130918502807616,
                "p95": 0.020281190395355225,
                "p99": 0.02115054573059082,
                "values": [
                    0.01946828842163086,
                    0.019903488159179687,
                    0.019912704467773438,
                    0.019943424224853516,
                    0.019929088592529298,
                    0.019900415420532228,
                    0.019917823791503905,
                    0.01988403129577637,
                    0.0198604793548584,
                    0.021011455535888672,
                    0.020000768661499024,
                    0.019810304641723633,
                    0.01983180809020996,
                    0.019939327239990236,
                    0.019894271850585937,
                    0.02008166313171387,
                    0.019929088592529298,
                    0.019902463912963866,
                    0.019940351486206053,
                    0.019895296096801757,
                    0.020239360809326173,
                    0.02001817512512207,
                    0.019878911972045898,
                    0.020015104293823242,
                    0.019655679702758787,
                    0.019917823791503905,
                    0.019949567794799804,
                    0.020158464431762696,
                    0.019982336044311523,
                    0.019992576599121094,
                    0.019933183670043944,
                    0.0199332160949707,
                    0.019948511123657225,
                    0.019928064346313477,
                    0.01991372871398926,
                    0.019843072891235353,
                    0.019878911972045898,
                    0.01985638427734375,
                    0.019943424224853516,
                    0.019910655975341796,
                    0.019903488159179687,
                    0.01988096046447754,
                    0.02005504035949707,
                    0.019952640533447266,
                    0.01985740852355957,
                    0.019899391174316407,
                    0.019990528106689453,
                    0.01985024070739746,
                    0.02027724838256836,
                    0.019951616287231445,
                    0.020001792907714845,
                    0.019412992477416992,
                    0.021355520248413085,
                    0.020316160202026368,
                    0.02003558349609375,
                    0.01990553665161133,
                    0.0198973445892334,
                    0.01999667167663574,
                    0.019946495056152345,
                    0.02005606460571289,
                    0.019997695922851562,
                    0.01983078384399414,
                    0.02000383949279785,
                    0.02001203155517578,
                    0.02011238479614258,
                    0.020107263565063475,
                    0.020017152786254884,
                    0.020067327499389647,
                    0.02004684829711914,
                    0.020051967620849608,
                    0.020017152786254884,
                    0.020025344848632814,
                    0.02003558349609375,
                    0.020106239318847655,
                    0.020076543807983398,
                    0.02002739143371582,
                    0.02004172706604004,
                    0.02010419273376465,
                    0.020076543807983398,
                    0.020059135437011717,
                    0.02011136054992676,
                    0.020091903686523437,
                    0.0200130558013916,
                    0.020023296356201172,
                    0.02002841567993164,
                    0.020025344848632814,
                    0.02005504035949707,
                    0.02004991912841797,
                    0.019994623184204103,
                    0.019919872283935547,
                    0.019747840881347657,
                    0.01987174415588379,
                    0.019992576599121094,
                    0.02000383949279785,
                    0.02002841567993164,
                    0.020025344848632814,
                    0.02002739143371582,
                    0.02003455924987793,
                    0.02007756805419922,
                    0.020180992126464844,
                    0.020048896789550782,
                    0.0194201602935791,
                    0.019305471420288087,
                    0.019350528717041016,
                    0.019315711975097655,
                    0.019284992218017577,
                    0.01926553535461426,
                    0.019311616897583008,
                    0.019318784713745117,
                    0.019296255111694336,
                    0.01923993682861328,
                    0.01921023941040039,
                    0.019088384628295898,
                    0.019005439758300782,
                    0.0191016960144043,
                    0.01908531188964844,
                    0.019152896881103516,
                    0.019357696533203125,
                    0.019092479705810548,
                    0.01906073570251465,
                    0.019087360382080077,
                    0.020152320861816408,
                    0.019787776947021486,
                    0.019668991088867188,
                    0.019771392822265626,
                    0.019773439407348634,
                    0.019896320343017578,
                    0.01942425537109375,
                    0.019555328369140625,
                    0.019851264953613282,
                    0.01984921646118164,
                    0.019587072372436523,
                    0.019708927154541016,
                    0.01985740852355957,
                    0.019817472457885742,
                    0.019574783325195313,
                    0.018920448303222655,
                    0.01889587211608887,
                    0.018911231994628908,
                    0.018966527938842775,
                    0.018961408615112304,
                    0.018926591873168946,
                    0.018950143814086915,
                    0.018905088424682616,
                    0.018953216552734374,
                    0.01902592086791992,
                    0.018976768493652343,
                    0.01887129592895508,
                    0.019133440017700197,
                    0.018968576431274413,
                    0.018979839324951172,
                    0.018924543380737305,
                    0.01897881507873535,
                    0.01898700714111328,
                    0.01908531188964844,
                    0.019112960815429687,
                    0.018961408615112304,
                    0.018962432861328125,
                    0.018997247695922852,
                    0.018935808181762694,
                    0.018917375564575196,
                    0.018898944854736328,
                    0.01906892776489258,
                    0.019134464263916014,
                    0.019145727157592773,
                    0.019058687210083008,
                    0.018951168060302736,
                    0.019153919219970703,
                    0.019117055892944337,
                    0.019191808700561523,
                    0.019164159774780275,
                    0.01903206443786621,
                    0.01902387237548828,
                    0.018985984802246093,
                    0.018924543380737305,
                    0.019171327590942384,
                    0.019144704818725586,
                    0.01922150421142578,
                    0.019136512756347656,
                    0.019269632339477538,
                    0.019142656326293944,
                    0.019131391525268555,
                    0.019183616638183593,
                    0.01920204734802246,
                    0.019283967971801756,
                    0.019269632339477538,
                    0.01926144027709961,
                    0.019292160034179686,
                    0.01924608039855957,
                    0.01926348876953125,
                    0.019277824401855468,
                    0.019289087295532227,
                    0.01927987289428711,
                    0.019317760467529296,
                    0.019338239669799806,
                    0.01927884864807129,
                    0.019283967971801756,
                    0.019363840103149413,
                    0.02165657615661621,
                    0.02030899238586426,
                    0.020183040618896485,
                    0.01943961524963379,
                    0.02012876892089844,
                    0.020880384445190428,
                    0.02012876892089844,
                    0.02007961654663086,
                    0.02003763198852539,
                    0.020131839752197265,
                    0.020060159683227538,
                    0.020050943374633787,
                    0.02002739143371582,
                    0.020059135437011717,
                    0.0200447998046875,
                    0.020124671936035156,
                    0.020140031814575195,
                    0.019991552352905274,
                    0.019320831298828126,
                    0.019289087295532227,
                    0.01924300765991211,
                    0.019949567794799804,
                    0.02001408004760742,
                    0.02001408004760742,
                    0.019983360290527344,
                    0.020530176162719727,
                    0.020137983322143553,
                    0.02002022361755371,
                    0.0200898551940918,
                    0.0200263671875,
                    0.02002022361755371,
                    0.02007244873046875,
                    0.02023526382446289,
                    0.020131839752197265,
                    0.02007756805419922,
                    0.02001203155517578,
                    0.02007040023803711,
                    0.02005504035949707,
                    0.02004172706604004,
                    0.02004172706604004,
                    0.02063155174255371,
                    0.021307392120361326,
                    0.020254720687866212,
                    0.02046668815612793,
                    0.020265983581542968,
                    0.02003865623474121,
                    0.020578304290771485,
                    0.020495359420776366,
                    0.020288511276245116,
                    0.020114431381225584,
                    0.02008678436279297,
                    0.020107263565063475,
                    0.01943756866455078,
                    0.019289087295532227,
                    0.01926553535461426,
                    0.019216384887695313
                ]
            },
            "throughput": {
                "unit": "tokens/s",
                "value": 50.71279401291322
            },
            "energy": null,
            "efficiency": null
        }
    }
}