rocm
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
de999d7
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+rocm6.1", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "image-classification", | |
"library": "transformers", | |
"model_type": "vit", | |
"model": "google/vit-base-patch16-224", | |
"processor": "google/vit-base-patch16-224", | |
"device": "cuda", | |
"device_ids": "4", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"model_kwargs": {}, | |
"processor_kwargs": {}, | |
"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, | |
"memory": true, | |
"latency": true, | |
"energy": false, | |
"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", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.256576, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]", | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 8, | |
"gpu_vram_mb": 549621596160, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.34.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1386.991616, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.6834931640625, | |
"mean": 7.6834931640625, | |
"stdev": 0.0, | |
"p50": 7.6834931640625, | |
"p90": 7.6834931640625, | |
"p95": 7.6834931640625, | |
"p99": 7.6834931640625, | |
"values": [ | |
7.6834931640625 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1557.87264, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 354.740224 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 175, | |
"total": 0.993923883914947, | |
"mean": 0.005679565050942556, | |
"stdev": 0.0004257796830154001, | |
"p50": 0.005545914173126221, | |
"p90": 0.005884025478363037, | |
"p95": 0.006134585428237914, | |
"p99": 0.006737011022567736, | |
"values": [ | |
0.006109433174133301, | |
0.00593647289276123, | |
0.005844314098358155, | |
0.005890553951263428, | |
0.005995673179626465, | |
0.010274868965148926, | |
0.006264153003692627, | |
0.005962553977966308, | |
0.00594079303741455, | |
0.005942393779754638, | |
0.005914873123168946, | |
0.005844954013824463, | |
0.005833114147186279, | |
0.0058420729637146, | |
0.005844153881072998, | |
0.005813754081726074, | |
0.005804792881011963, | |
0.005768474102020264, | |
0.005720633983612061, | |
0.005727674007415771, | |
0.0056924729347229, | |
0.0057294340133666995, | |
0.005711833953857422, | |
0.00569551420211792, | |
0.005711994171142578, | |
0.005698712825775146, | |
0.0057012739181518555, | |
0.005712314128875733, | |
0.00572607421875, | |
0.0056724739074707035, | |
0.005683672904968262, | |
0.005682874202728272, | |
0.005672793865203857, | |
0.005687513828277588, | |
0.005688313961029053, | |
0.005678393840789795, | |
0.005698873043060303, | |
0.0057155141830444334, | |
0.005724793910980225, | |
0.005703033924102784, | |
0.00569935417175293, | |
0.005725273132324219, | |
0.005704473972320556, | |
0.005656953811645508, | |
0.005648313999176025, | |
0.0056518340110778805, | |
0.005703514099121094, | |
0.005647993087768555, | |
0.006371513843536377, | |
0.007777272224426269, | |
0.005564794063568115, | |
0.005574873924255371, | |
0.005540153980255127, | |
0.005502073764801025, | |
0.005535994052886963, | |
0.005516153812408447, | |
0.00552911376953125, | |
0.005527674198150635, | |
0.005504794120788574, | |
0.005516794204711914, | |
0.005529273986816406, | |
0.005506234169006348, | |
0.00551919412612915, | |
0.005547994136810302, | |
0.0055428738594055175, | |
0.00551439380645752, | |
0.005537114143371582, | |
0.005522873878479004, | |
0.005517114162445069, | |
0.005531353950500488, | |
0.005509913921356201, | |
0.005539194107055664, | |
0.0055569539070129395, | |
0.005534554004669189, | |
0.005542233943939209, | |
0.005509593963623047, | |
0.0055067138671875, | |
0.0057459139823913576, | |
0.005558073997497559, | |
0.005539673805236817, | |
0.0055287938117980955, | |
0.005549913883209229, | |
0.005523834228515625, | |
0.005537754058837891, | |
0.00554543399810791, | |
0.005524795055389404, | |
0.005577754020690918, | |
0.005564474105834961, | |
0.005528314113616943, | |
0.005543354034423828, | |
0.005547033786773682, | |
0.005534714221954346, | |
0.005542233943939209, | |
0.005528473854064941, | |
0.0055350341796875, | |
0.005528314113616943, | |
0.005798233985900879, | |
0.005539033889770508, | |
0.0055214338302612305, | |
0.005547354221343994, | |
0.005528954029083252, | |
0.0055019140243530275, | |
0.005527674198150635, | |
0.00553727388381958, | |
0.005506393909454346, | |
0.005674553871154785, | |
0.005787034034729004, | |
0.005874232769012451, | |
0.005836954116821289, | |
0.0058219141960144044, | |
0.0056518340110778805, | |
0.005489433765411377, | |
0.005545914173126221, | |
0.005529434204101563, | |
0.005516153812408447, | |
0.0055073537826538085, | |
0.005533753871917724, | |
0.005557593822479248, | |
0.005532154083251953, | |
0.0055502338409423825, | |
0.005512474060058593, | |
0.005525914192199707, | |
0.005533753871917724, | |
0.0055452737808227535, | |
0.00554111385345459, | |
0.00551919412612915, | |
0.005527353763580322, | |
0.005515354156494141, | |
0.005516153812408447, | |
0.005530394077301025, | |
0.005512313842773437, | |
0.005532154083251953, | |
0.005521753787994385, | |
0.005510873794555664, | |
0.005511673927307129, | |
0.005515513896942138, | |
0.005538234233856201, | |
0.0055111942291259765, | |
0.005561433792114258, | |
0.005532474040985108, | |
0.005519514083862305, | |
0.00552527379989624, | |
0.005549434185028076, | |
0.005506234169006348, | |
0.005519514083862305, | |
0.005528634071350098, | |
0.005532154083251953, | |
0.0055159940719604495, | |
0.005513594150543213, | |
0.005532954216003418, | |
0.005531353950500488, | |
0.005536953926086426, | |
0.005544474124908447, | |
0.005592634201049804, | |
0.005547354221343994, | |
0.005539194107055664, | |
0.005516314029693604, | |
0.005547674179077149, | |
0.0055449538230896, | |
0.00553887414932251, | |
0.0055710339546203615, | |
0.00557935380935669, | |
0.005555994033813476, | |
0.005555193901062011, | |
0.005534073829650879, | |
0.005539514064788818, | |
0.0055398340225219726, | |
0.005548314094543457, | |
0.006272472858428955, | |
0.006316473007202148, | |
0.0063022332191467285, | |
0.0061087942123413085, | |
0.005764632225036621, | |
0.006193274021148681, | |
0.0063142328262329106 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 176.06982066946208 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |