File size: 12,610 Bytes
3e74449
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
    "config": {
        "name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224",
        "backend": {
            "name": "pytorch",
            "version": "2.2.2",
            "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
            "task": "image-classification",
            "model": "google/vit-base-patch16-224",
            "library": "transformers",
            "device": "cuda",
            "device_ids": "0",
            "seed": 42,
            "inter_op_num_threads": null,
            "intra_op_num_threads": null,
            "hub_kwargs": {
                "revision": "main",
                "force_download": false,
                "local_files_only": false,
                "trust_remote_code": false
            },
            "no_weights": true,
            "device_map": null,
            "torch_dtype": null,
            "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": {},
            "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": 1,
            "duration": 1,
            "warmup_runs": 1,
            "input_shapes": {
                "batch_size": 1,
                "num_choices": 2,
                "sequence_length": 2
            },
            "new_tokens": null,
            "latency": true,
            "memory": true,
            "energy": true,
            "forward_kwargs": {},
            "generate_kwargs": {
                "max_new_tokens": 2,
                "min_new_tokens": 2
            },
            "call_kwargs": {
                "num_inference_steps": 2
            }
        },
        "launcher": {
            "name": "process",
            "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher",
            "device_isolation": true,
            "device_isolation_action": "error",
            "start_method": "spawn"
        },
        "environment": {
            "cpu": " AMD EPYC 7R32",
            "cpu_count": 16,
            "cpu_ram_mb": 66697.29792,
            "system": "Linux",
            "machine": "x86_64",
            "platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35",
            "processor": "x86_64",
            "python_version": "3.10.14",
            "gpu": [
                "NVIDIA A10G"
            ],
            "gpu_count": 1,
            "gpu_vram_mb": 24146608128,
            "optimum_benchmark_version": "0.2.0",
            "optimum_benchmark_commit": null,
            "transformers_version": "4.40.2",
            "transformers_commit": null,
            "accelerate_version": "0.30.0",
            "accelerate_commit": null,
            "diffusers_version": "0.27.2",
            "diffusers_commit": null,
            "optimum_version": null,
            "optimum_commit": null,
            "timm_version": "0.9.16",
            "timm_commit": null,
            "peft_version": null,
            "peft_commit": null
        }
    },
    "report": {
        "forward": {
            "memory": {
                "unit": "MB",
                "max_ram": 904.757248,
                "max_global_vram": 1057.488896,
                "max_process_vram": 0.0,
                "max_reserved": 406.847488,
                "max_allocated": 364.432384
            },
            "latency": {
                "unit": "s",
                "count": 183,
                "total": 0.9988874578475951,
                "mean": 0.005458401409003253,
                "stdev": 0.00021808223133829203,
                "p50": 0.005513216018676758,
                "p90": 0.0056920062065124516,
                "p95": 0.005798249769210816,
                "p99": 0.006087188405990601,
                "values": [
                    0.0062228479385375976,
                    0.00576204776763916,
                    0.0058429441452026365,
                    0.005654528141021729,
                    0.005624832153320313,
                    0.005593088150024414,
                    0.005586944103240967,
                    0.005603328227996827,
                    0.005566527843475342,
                    0.005626880168914795,
                    0.005574656009674072,
                    0.00573747205734253,
                    0.005603328227996827,
                    0.005612544059753418,
                    0.005605343818664551,
                    0.005559296131134033,
                    0.00546611213684082,
                    0.005450751781463623,
                    0.005479423999786377,
                    0.005571584224700928,
                    0.005557248115539551,
                    0.0056135039329528805,
                    0.005612544059753418,
                    0.005607423782348633,
                    0.005640192031860352,
                    0.00561356782913208,
                    0.005636096000671387,
                    0.005513216018676758,
                    0.005576704025268555,
                    0.005617663860321045,
                    0.005575679779052735,
                    0.005605375766754151,
                    0.005628928184509278,
                    0.005599232196807862,
                    0.005601280212402344,
                    0.00553984022140503,
                    0.005571584224700928,
                    0.005603328227996827,
                    0.005581823825836182,
                    0.005618688106536865,
                    0.00551423978805542,
                    0.005463039875030518,
                    0.00551423978805542,
                    0.00551423978805542,
                    0.005561344146728516,
                    0.005527552127838135,
                    0.0054906878471374515,
                    0.005585919857025146,
                    0.005548064231872559,
                    0.005604351997375488,
                    0.005594111919403076,
                    0.005624832153320313,
                    0.005652480125427246,
                    0.005611487865447998,
                    0.005656576156616211,
                    0.005567488193511963,
                    0.0055285758972167965,
                    0.005540863990783691,
                    0.005598207950592041,
                    0.005647359848022461,
                    0.0055552000999450684,
                    0.005578752040863037,
                    0.005607423782348633,
                    0.005543935775756836,
                    0.005481472015380859,
                    0.0054876160621643065,
                    0.005576704025268555,
                    0.005532671928405761,
                    0.005570496082305908,
                    0.005657599925994873,
                    0.0054906878471374515,
                    0.005483520030975342,
                    0.005552127838134766,
                    0.005536767959594726,
                    0.0060661759376525876,
                    0.0057497601509094234,
                    0.0058264961242675785,
                    0.005710847854614258,
                    0.005763072013854981,
                    0.005734399795532226,
                    0.005772287845611572,
                    0.005811200141906738,
                    0.005917791843414307,
                    0.005863423824310303,
                    0.005822463989257813,
                    0.005633024215698243,
                    0.005594175815582275,
                    0.005595136165618897,
                    0.005495808124542236,
                    0.005533696174621582,
                    0.005700607776641845,
                    0.005582848072052002,
                    0.005534719944000244,
                    0.005574624061584473,
                    0.005286911964416504,
                    0.005392384052276611,
                    0.005585919857025146,
                    0.0053944320678710935,
                    0.005252096176147461,
                    0.0053002238273620605,
                    0.005252096176147461,
                    0.005302271842956543,
                    0.005288959980010987,
                    0.005348320007324219,
                    0.0053309440612792965,
                    0.005303296089172363,
                    0.0054282240867614745,
                    0.0055582718849182125,
                    0.005438464164733887,
                    0.005339136123657226,
                    0.005292031764984131,
                    0.005646336078643799,
                    0.006182911872863769,
                    0.005774432182312011,
                    0.005626880168914795,
                    0.005582848072052002,
                    0.005369855880737305,
                    0.005396480083465576,
                    0.00538316822052002,
                    0.00530838394165039,
                    0.005343232154846191,
                    0.005298175811767578,
                    0.0053155522346496585,
                    0.005356544017791748,
                    0.005290048122406006,
                    0.00530944013595581,
                    0.005222400188446045,
                    0.005158912181854248,
                    0.00522547197341919,
                    0.005251071929931641,
                    0.005210112094879151,
                    0.0053534722328186036,
                    0.0053975038528442385,
                    0.005385216236114502,
                    0.005387263774871826,
                    0.005268479824066162,
                    0.005212096214294434,
                    0.0052367358207702636,
                    0.005250016212463379,
                    0.005203968048095703,
                    0.00522652816772461,
                    0.005265408039093018,
                    0.005221375942230225,
                    0.005235712051391602,
                    0.005234687805175781,
                    0.005201920032501221,
                    0.005152768135070801,
                    0.00515174388885498,
                    0.005157887935638428,
                    0.005148672103881836,
                    0.005145599842071533,
                    0.00515174388885498,
                    0.0051333122253417966,
                    0.005149695873260498,
                    0.005142528057098389,
                    0.005134335994720459,
                    0.005168191909790039,
                    0.005165056228637695,
                    0.005161983966827393,
                    0.005144576072692871,
                    0.005134335994720459,
                    0.00516096019744873,
                    0.005153791904449463,
                    0.005139455795288086,
                    0.005140448093414306,
                    0.005167103767395019,
                    0.005143583774566651,
                    0.005180416107177735,
                    0.005167103767395019,
                    0.005139488220214844,
                    0.005183519840240479,
                    0.005800896167755127,
                    0.005336063861846924,
                    0.005250048160552978,
                    0.005285888195037842,
                    0.0052705278396606445,
                    0.005249023914337158,
                    0.005272575855255127,
                    0.005325823783874512,
                    0.005252096176147461,
                    0.005265408039093018,
                    0.005208064079284668,
                    0.005184512138366699
                ]
            },
            "throughput": {
                "unit": "samples/s",
                "value": 183.2038219744282
            },
            "energy": {
                "unit": "kWh",
                "cpu": 6.415977402850315e-08,
                "ram": 3.507929569447721e-08,
                "gpu": 3.5473902252970366e-07,
                "total": 4.5397809225268407e-07
            },
            "efficiency": {
                "unit": "samples/kWh",
                "value": 2202749.465371559
            }
        }
    }
}