rocm
/
cuda_inference_transformers_image-classification_google
/vit-base-patch16-224
/benchmark.json
![IlyasMoutawwakil's picture](https://cdn-avatars.huggingface.co/v1/production/uploads/1642598610696-noauth.jpeg)
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_image-classification_google/vit-base-patch16-224/benchmark.json with huggingface_hub
2380aaa
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_image-classification_google/vit-base-patch16-224", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.2+rocm5.7", | |
"_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": 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": 1082015.236096, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 68702699520, | |
"optimum_benchmark_version": "0.3.1", | |
"optimum_benchmark_commit": "61123f7169ae188508e9e8c5ca6b9a54a00965ed", | |
"transformers_version": "4.42.4", | |
"transformers_commit": null, | |
"accelerate_version": "0.32.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.29.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.7", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 899.018752, | |
"max_global_vram": 689.3568, | |
"max_process_vram": 41802.248192, | |
"max_reserved": 400.556032, | |
"max_allocated": 346.271744 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.03915283203125, | |
"mean": 7.03915283203125, | |
"stdev": 0.0, | |
"p50": 7.03915283203125, | |
"p90": 7.03915283203125, | |
"p95": 7.03915283203125, | |
"p99": 7.03915283203125, | |
"values": [ | |
7.03915283203125 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1069.051904, | |
"max_global_vram": 777.674752, | |
"max_process_vram": 177232.62976, | |
"max_reserved": 406.847488, | |
"max_allocated": 355.303424 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 150, | |
"total": 0.9950351243019105, | |
"mean": 0.00663356749534607, | |
"stdev": 0.0003941070796987842, | |
"p50": 0.006557502031326294, | |
"p90": 0.006957916021347046, | |
"p95": 0.007000836420059204, | |
"p99": 0.007802378201484673, | |
"values": [ | |
0.0068644599914550785, | |
0.0066095819473266605, | |
0.006765100955963135, | |
0.006873579978942871, | |
0.006838060855865478, | |
0.006858860015869141, | |
0.006753261089324951, | |
0.006786860942840576, | |
0.006755821228027344, | |
0.006651501178741455, | |
0.006613420963287354, | |
0.006555982112884521, | |
0.006592620849609375, | |
0.006707981109619141, | |
0.006453422069549561, | |
0.006406702041625976, | |
0.006395182132720947, | |
0.006396302223205566, | |
0.006365101814270019, | |
0.0063777418136596676, | |
0.006351181983947754, | |
0.006371821880340576, | |
0.006349421977996826, | |
0.006349421977996826, | |
0.006362222194671631, | |
0.00637326192855835, | |
0.0063631820678710935, | |
0.006306702136993408, | |
0.006572301864624023, | |
0.006452301979064942, | |
0.006419822216033936, | |
0.006954380989074707, | |
0.00648510217666626, | |
0.0065406222343444825, | |
0.009502532958984376, | |
0.007418859004974365, | |
0.00691054105758667, | |
0.006937260150909424, | |
0.006934700965881347, | |
0.006944459915161133, | |
0.006900300025939941, | |
0.006871020793914795, | |
0.0068961410522460935, | |
0.006887180805206299, | |
0.0069033408164978025, | |
0.006903820991516113, | |
0.006936941146850586, | |
0.006939820766448975, | |
0.006912779808044433, | |
0.006972620964050293, | |
0.006894219875335694, | |
0.007020461082458496, | |
0.006918540954589844, | |
0.006945899963378906, | |
0.006929261207580566, | |
0.006941579818725586, | |
0.006903020858764648, | |
0.006947659969329834, | |
0.00693294095993042, | |
0.006956459999084473, | |
0.006939179897308349, | |
0.006918701171875, | |
0.006935180187225342, | |
0.006946381092071533, | |
0.006935019969940185, | |
0.006907501220703125, | |
0.0069519801139831545, | |
0.006922861099243164, | |
0.006937420845031738, | |
0.006936620235443116, | |
0.006975181102752685, | |
0.00698878002166748, | |
0.0069519801139831545, | |
0.006999341011047364, | |
0.006991980075836182, | |
0.0070375800132751465, | |
0.008170857429504394, | |
0.007061260223388672, | |
0.007055019855499268, | |
0.0063324618339538575, | |
0.006303182125091553, | |
0.0063567829132080075, | |
0.006289262771606446, | |
0.006298701763153076, | |
0.006277262210845947, | |
0.006303342819213867, | |
0.006333902835845947, | |
0.006286221981048584, | |
0.0062916622161865235, | |
0.006269581794738769, | |
0.006288942813873291, | |
0.006288142204284668, | |
0.006260622024536133, | |
0.006272623062133789, | |
0.006315342903137207, | |
0.006270542144775391, | |
0.00627550220489502, | |
0.0062731032371520995, | |
0.006279821872711182, | |
0.006295502185821533, | |
0.006289422035217285, | |
0.006307503223419189, | |
0.006289902210235595, | |
0.00630062198638916, | |
0.00624494218826294, | |
0.006298381805419922, | |
0.006309903144836425, | |
0.006290542125701904, | |
0.0063063821792602535, | |
0.006242221832275391, | |
0.006247823238372803, | |
0.006235822200775147, | |
0.006289902210235595, | |
0.0069247808456420895, | |
0.006981100082397461, | |
0.006816940784454346, | |
0.006680621147155762, | |
0.0063820619583129885, | |
0.006559021949768066, | |
0.00659486198425293, | |
0.006971020221710205, | |
0.0069297409057617184, | |
0.0070020599365234375, | |
0.006734381198883057, | |
0.0064671821594238284, | |
0.006631021022796631, | |
0.006504141807556153, | |
0.006507980823516846, | |
0.0065867018699646, | |
0.0064647808074951175, | |
0.006548141956329346, | |
0.006464622020721436, | |
0.006207982063293457, | |
0.006240142822265625, | |
0.006256621837615967, | |
0.006298222064971924, | |
0.006283983230590821, | |
0.006209423065185547, | |
0.006248301982879638, | |
0.006266703128814697, | |
0.00623518180847168, | |
0.006285262107849121, | |
0.00625182294845581, | |
0.006550540924072265, | |
0.006528461933135986, | |
0.006694060802459717, | |
0.006574380874633789, | |
0.00651950216293335, | |
0.006682380199432373, | |
0.006536622047424317 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 150.7484473025371 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |