cuda
/
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
91477dd
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.0+cu121", | |
"_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": "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": 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": 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", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7R32", | |
"cpu_count": 16, | |
"cpu_ram_mb": 66697.25696, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.220-209.869.amzn2.x86_64-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"NVIDIA A10G" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 24146608128, | |
"optimum_benchmark_version": "0.4.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.44.0", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.0", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.8", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 801.271808, | |
"max_global_vram": 1030.22592, | |
"max_process_vram": 0.0, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.48352001953125, | |
"mean": 7.48352001953125, | |
"stdev": 0.0, | |
"p50": 7.48352001953125, | |
"p90": 7.48352001953125, | |
"p95": 7.48352001953125, | |
"p99": 7.48352001953125, | |
"values": [ | |
7.48352001953125 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.5617286819441745e-06, | |
"ram": 8.396448257212385e-07, | |
"gpu": 1.6697235580001232e-06, | |
"total": 4.071097065665536e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 934.281216, | |
"max_global_vram": 1049.100288, | |
"max_process_vram": 0.0, | |
"max_reserved": 406.847488, | |
"max_allocated": 363.853824 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 192, | |
"total": 0.999519104003906, | |
"mean": 0.005205828666687011, | |
"stdev": 0.00020206557498963647, | |
"p50": 0.005230559825897216, | |
"p90": 0.0053866494178771976, | |
"p95": 0.005431040000915527, | |
"p99": 0.005871359930038453, | |
"values": [ | |
0.005447679996490478, | |
0.0054241280555725096, | |
0.005388224124908447, | |
0.005411839962005615, | |
0.005442560195922852, | |
0.005600255966186523, | |
0.00547430419921875, | |
0.005442560195922852, | |
0.006563839912414551, | |
0.005492735862731934, | |
0.005846015930175781, | |
0.005381120204925537, | |
0.005323775768280029, | |
0.005303264141082764, | |
0.005387263774871826, | |
0.005341184139251709, | |
0.005348351955413819, | |
0.005296127796173096, | |
0.005208064079284668, | |
0.005190720081329345, | |
0.00526035213470459, | |
0.0052705278396606445, | |
0.005285888195037842, | |
0.005399551868438721, | |
0.005411839962005615, | |
0.005373983860015869, | |
0.005403647899627686, | |
0.005315584182739258, | |
0.005280799865722656, | |
0.005230527877807617, | |
0.005190656185150146, | |
0.005296127796173096, | |
0.005352447986602784, | |
0.005343232154846191, | |
0.005342207908630371, | |
0.005390336036682129, | |
0.005342207908630371, | |
0.0053144960403442385, | |
0.005343232154846191, | |
0.005256192207336426, | |
0.005252096176147461, | |
0.0053002238273620605, | |
0.0053002238273620605, | |
0.005310463905334473, | |
0.005312511920928955, | |
0.005209055900573731, | |
0.0051404800415039064, | |
0.005152768135070801, | |
0.00516096019744873, | |
0.005197824001312256, | |
0.005239808082580567, | |
0.005331967830657959, | |
0.005272575855255127, | |
0.005312511920928955, | |
0.005250048160552978, | |
0.005302271842956543, | |
0.005420032024383545, | |
0.005372928142547607, | |
0.005364704132080078, | |
0.005368832111358642, | |
0.005340159893035889, | |
0.005338111877441406, | |
0.005366847991943359, | |
0.005227519989013672, | |
0.005197824001312256, | |
0.005327936172485352, | |
0.006127615928649902, | |
0.005399551868438721, | |
0.005346271991729736, | |
0.005351424217224121, | |
0.00535756778717041, | |
0.005317599773406983, | |
0.005220352172851562, | |
0.005202943801879883, | |
0.005273600101470947, | |
0.005288928031921387, | |
0.005278719902038574, | |
0.005338111877441406, | |
0.005369855880737305, | |
0.005290976047515869, | |
0.005230591773986816, | |
0.0052336640357971195, | |
0.005278656005859375, | |
0.005262335777282715, | |
0.005231616020202637, | |
0.0052623038291931155, | |
0.005208064079284668, | |
0.0052336640357971195, | |
0.0052510080337524415, | |
0.0053647360801696775, | |
0.005361663818359375, | |
0.005439487934112549, | |
0.005345280170440674, | |
0.00535859203338623, | |
0.005372928142547607, | |
0.005326848030090332, | |
0.005302271842956543, | |
0.005312511920928955, | |
0.00531660795211792, | |
0.005307392120361328, | |
0.005237760066986084, | |
0.005243904113769531, | |
0.00535859203338623, | |
0.005253119945526123, | |
0.005163008213043213, | |
0.005142528057098389, | |
0.005134335994720459, | |
0.0050769920349121095, | |
0.005104640007019043, | |
0.005248000144958496, | |
0.0051773757934570315, | |
0.005073919773101807, | |
0.005025792121887207, | |
0.005049344062805176, | |
0.005044223785400391, | |
0.005025792121887207, | |
0.005033984184265137, | |
0.005045248031616211, | |
0.005131328105926513, | |
0.005204991817474365, | |
0.005276671886444092, | |
0.005311488151550293, | |
0.005234687805175781, | |
0.005288959980010987, | |
0.0053760638236999515, | |
0.00515174388885498, | |
0.005091328144073487, | |
0.005154816150665284, | |
0.005138432025909424, | |
0.005075967788696289, | |
0.005079040050506592, | |
0.005089280128479004, | |
0.0050206718444824215, | |
0.005071807861328125, | |
0.0050462718009948735, | |
0.005035007953643799, | |
0.004981760025024414, | |
0.005035007953643799, | |
0.00506060791015625, | |
0.005059584140777588, | |
0.005024767875671386, | |
0.005018623828887939, | |
0.0050503678321838375, | |
0.005033984184265137, | |
0.0050032639503479, | |
0.004999167919158935, | |
0.005059584140777588, | |
0.005008384227752686, | |
0.005014527797698975, | |
0.005021696090698242, | |
0.005005311965942383, | |
0.005025792121887207, | |
0.004998144149780274, | |
0.004998144149780274, | |
0.0049909758567810054, | |
0.005025792121887207, | |
0.005008384227752686, | |
0.005008384227752686, | |
0.005022719860076904, | |
0.0050094079971313476, | |
0.0050032639503479, | |
0.00501964807510376, | |
0.0050063362121582035, | |
0.005059584140777588, | |
0.0049909758567810054, | |
0.00501145601272583, | |
0.0050206718444824215, | |
0.005025824069976806, | |
0.0049909758567810054, | |
0.005023744106292725, | |
0.005047296047210693, | |
0.00501964807510376, | |
0.004994048118591309, | |
0.005040128231048584, | |
0.005044223785400391, | |
0.004998144149780274, | |
0.0050135040283203125, | |
0.005048319816589355, | |
0.005022719860076904, | |
0.00501043176651001, | |
0.004927487850189209, | |
0.00495411205291748, | |
0.0049530878067016604, | |
0.0049162240028381345, | |
0.0049387521743774416, | |
0.0049387521743774416, | |
0.00491315221786499, | |
0.0049459199905395506, | |
0.004914175987243652, | |
0.004924416065216064, | |
0.004935679912567138, | |
0.004932608127593994 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 192.09237645471723 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 5.7613803799411315e-08, | |
"ram": 3.1499514276690824e-08, | |
"gpu": 3.242443833269237e-07, | |
"total": 4.1335770140302586e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 2419212.2140358887 | |
} | |
} | |
} | |
} |