IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
1365031
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.0.dev20231010+rocm5.7", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-classification", | |
"library": "transformers", | |
"model_type": "roberta", | |
"model": "FacebookAI/roberta-base", | |
"processor": "FacebookAI/roberta-base", | |
"device": "cuda", | |
"device_ids": "6", | |
"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": "warn", | |
"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": "0.34.2", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.12.0", | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 955.78112, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 46141.325312, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 13.48337109375, | |
"mean": 13.48337109375, | |
"stdev": 0.0, | |
"p50": 13.48337109375, | |
"p90": 13.48337109375, | |
"p95": 13.48337109375, | |
"p99": 13.48337109375, | |
"values": [ | |
13.48337109375 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1082.687488, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 245274.865664, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.4432 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 140, | |
"total": 0.997159558296204, | |
"mean": 0.00712256827354431, | |
"stdev": 0.0012613846791237773, | |
"p50": 0.006859049081802368, | |
"p90": 0.0077194820404052735, | |
"p95": 0.007879114079475403, | |
"p99": 0.013292702598571775, | |
"values": [ | |
0.007718090057373047, | |
0.007677450180053711, | |
0.00784705114364624, | |
0.007869289875030518, | |
0.007898731231689453, | |
0.007889450073242188, | |
0.007930571079254151, | |
0.007878570079803467, | |
0.008015689849853515, | |
0.007808170795440674, | |
0.007778090000152588, | |
0.007714729785919189, | |
0.007692969799041748, | |
0.007700170040130615, | |
0.015660659790039062, | |
0.002416322946548462, | |
0.0056203269958496095, | |
0.007596330165863037, | |
0.007528490066528321, | |
0.007491209983825684, | |
0.007488490104675293, | |
0.007510250091552735, | |
0.007580009937286377, | |
0.007676170825958252, | |
0.007602089881896972, | |
0.007531529903411866, | |
0.007589930057525634, | |
0.007610249996185303, | |
0.007644010066986084, | |
0.007791050910949707, | |
0.007732009887695313, | |
0.007645770072937012, | |
0.007545450210571289, | |
0.007521130084991455, | |
0.0075513701438903805, | |
0.007517769813537598, | |
0.007559209823608398, | |
0.0075683298110961915, | |
0.007549610137939453, | |
0.007589290142059326, | |
0.006831530094146728, | |
0.006917609214782715, | |
0.006875208854675293, | |
0.007174728870391845, | |
0.0068326501846313475, | |
0.007052488803863525, | |
0.007056649208068848, | |
0.006837928771972656, | |
0.006855370044708252, | |
0.006854729175567627, | |
0.006772968769073486, | |
0.006769769191741944, | |
0.006818408966064453, | |
0.006871368885040283, | |
0.006858088970184326, | |
0.00686000919342041, | |
0.006900649070739746, | |
0.006907370090484619, | |
0.006788808822631836, | |
0.00682512903213501, | |
0.006852649211883545, | |
0.006845609188079834, | |
0.01320993709564209, | |
0.0023496038913726805, | |
0.006172167778015137, | |
0.00691248893737793, | |
0.006624168872833252, | |
0.006649128913879395, | |
0.0066684880256652835, | |
0.006633769035339356, | |
0.0066334490776062014, | |
0.006631369113922119, | |
0.006857449054718017, | |
0.00664832878112793, | |
0.006658888816833496, | |
0.006636329174041748, | |
0.006640967845916748, | |
0.00666896915435791, | |
0.0066523289680480956, | |
0.006611369132995606, | |
0.006647688865661621, | |
0.006630408763885498, | |
0.006644167900085449, | |
0.006707367897033692, | |
0.00664880895614624, | |
0.006649448871612549, | |
0.006638729095458985, | |
0.006658248901367188, | |
0.006638568878173828, | |
0.006637767791748047, | |
0.006651847839355469, | |
0.006681128978729248, | |
0.006672648906707763, | |
0.006662408828735352, | |
0.006883849143981933, | |
0.006636969089508057, | |
0.0066878490447998045, | |
0.006702249050140381, | |
0.0066926488876342775, | |
0.006703208923339843, | |
0.006674248218536377, | |
0.0066427278518676755, | |
0.006658729076385498, | |
0.006763848781585693, | |
0.006694249153137207, | |
0.006648969173431396, | |
0.0065979290008544925, | |
0.006645769119262695, | |
0.006675367832183838, | |
0.006626728057861328, | |
0.006629609107971192, | |
0.006637928962707519, | |
0.006632168769836425, | |
0.006622249126434326, | |
0.006623367786407471, | |
0.006628969192504883, | |
0.006629609107971192, | |
0.006639208793640137, | |
0.007574250221252441, | |
0.0074369702339172365, | |
0.007466090202331543, | |
0.007305290222167969, | |
0.00696432876586914, | |
0.006849769115447998, | |
0.006883368968963623, | |
0.006994568824768067, | |
0.0070846500396728514, | |
0.006935688972473144, | |
0.01334561824798584, | |
0.006623528957366944, | |
0.00754272985458374, | |
0.007104329109191895, | |
0.007040008068084717, | |
0.007076809883117676, | |
0.006943368911743164, | |
0.006990569114685059, | |
0.0071206498146057125, | |
0.0071240091323852535, | |
0.007339049816131591, | |
0.007511209964752197 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 140.39879459131996 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |