
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
d3219c2
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.4.1+cu124", | |
"_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": "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": 66697.261056, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.225-213.878.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": "0.5.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.45.2", | |
"transformers_commit": null, | |
"accelerate_version": "1.0.0", | |
"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": "0.13.0", | |
"peft_commit": null | |
}, | |
"print_report": true, | |
"log_report": true | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 803.336192, | |
"max_global_vram": 1192.7552, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.08240230560302735 | |
], | |
"count": 1, | |
"total": 0.08240230560302735, | |
"mean": 0.08240230560302735, | |
"p50": 0.08240230560302735, | |
"p90": 0.08240230560302735, | |
"p95": 0.08240230560302735, | |
"p99": 0.08240230560302735, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1079.271424, | |
"max_global_vram": 1203.24096, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.992512 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.005992447853088379, | |
0.0057415680885314945, | |
0.005854207992553711, | |
0.005734432220458985, | |
0.005801983833312988, | |
0.005744639873504639, | |
0.005827583789825439, | |
0.005757952213287353, | |
0.005795839786529541, | |
0.005796864032745362, | |
0.005738495826721191, | |
0.0057784318923950195, | |
0.00562278413772583, | |
0.005603328227996827, | |
0.005553152084350586, | |
0.005548031806945801, | |
0.005484543800354004, | |
0.005406720161437988, | |
0.005381152153015136, | |
0.005649407863616943, | |
0.005680160045623779, | |
0.0054876160621643065, | |
0.005500927925109863, | |
0.005473279953002929, | |
0.005511168003082275, | |
0.005494783878326416, | |
0.005582848072052002, | |
0.005600255966186523, | |
0.005604351997375488, | |
0.0055797758102417, | |
0.005573631763458252, | |
0.005850111961364746, | |
0.005729248046875, | |
0.005819392204284668, | |
0.005751808166503906, | |
0.005753856182098388, | |
0.005656576156616211, | |
0.005596159934997558, | |
0.005563392162322998, | |
0.005537792205810547, | |
0.005605247974395752, | |
0.005463039875030518, | |
0.005455872058868408, | |
0.005547008037567139, | |
0.00555622386932373, | |
0.005540863990783691, | |
0.005404672145843506, | |
0.00547430419921875, | |
0.005511168003082275, | |
0.005446623802185058, | |
0.005445631980895996, | |
0.005557248115539551, | |
0.005537792205810547, | |
0.005566463947296142, | |
0.005408768177032471, | |
0.005406720161437988, | |
0.005502975940704345, | |
0.00546611213684082, | |
0.005450751781463623, | |
0.005492735862731934, | |
0.005485568046569824, | |
0.0054876160621643065, | |
0.005500927925109863, | |
0.005494783878326416, | |
0.0055808000564575196, | |
0.005573631763458252, | |
0.005670911788940429, | |
0.005575679779052735, | |
0.005571584224700928, | |
0.005611519813537597, | |
0.005548031806945801, | |
0.005587967872619629, | |
0.005465087890625, | |
0.0054609918594360355, | |
0.005542912006378174, | |
0.0054876160621643065, | |
0.005409791946411133, | |
0.005352447986602784, | |
0.005450751781463623, | |
0.0054917120933532714, | |
0.0055101442337036136, | |
0.005637119770050049, | |
0.005608448028564453, | |
0.005470208168029785, | |
0.00550707197189331, | |
0.0056217598915100095, | |
0.005799935817718506, | |
0.00530944013595581, | |
0.0060364799499511715, | |
0.006470655918121338, | |
0.006392831802368164, | |
0.00658841609954834, | |
0.006656000137329102, | |
0.006603775978088379, | |
0.006584320068359375, | |
0.006687744140625, | |
0.006119423866271972, | |
0.006291456222534179, | |
0.005570559978485107, | |
0.00552243185043335, | |
0.005414912223815918, | |
0.005432320117950439, | |
0.005401599884033203, | |
0.005418015956878662, | |
0.005914624214172363, | |
0.0059064321517944334, | |
0.0059872961044311526, | |
0.005518400192260743, | |
0.005932032108306885, | |
0.005747712135314941, | |
0.005629951953887939, | |
0.005397439956665039, | |
0.005401599884033203, | |
0.005328896045684814, | |
0.005386240005493164, | |
0.005371903896331787, | |
0.005444608211517334, | |
0.005337088108062744, | |
0.005329919815063477, | |
0.0053678078651428224, | |
0.0053606400489807126, | |
0.005315648078918457, | |
0.0053647360801696775, | |
0.005320703983306885, | |
0.005329984188079834, | |
0.0053606400489807126, | |
0.005341184139251709, | |
0.005337088108062744, | |
0.005370880126953125, | |
0.00530841588973999, | |
0.005303232192993164, | |
0.005370880126953125, | |
0.00530944013595581, | |
0.005327871799468994, | |
0.005360671997070313, | |
0.005332992076873779, | |
0.005314559936523438, | |
0.005359551906585693, | |
0.0053002238273620605, | |
0.00530944013595581, | |
0.005362688064575195, | |
0.005352447986602784, | |
0.005352447986602784, | |
0.005189631938934326, | |
0.0051456642150878905, | |
0.005135359764099121, | |
0.005144576072692871, | |
0.005137407779693603, | |
0.0051333122253417966, | |
0.005141503810882568, | |
0.005139455795288086, | |
0.005115903854370117, | |
0.005157887935638428, | |
0.005169151782989502, | |
0.005123072147369385, | |
0.005139455795288086, | |
0.005156864166259765, | |
0.005100543975830078, | |
0.005122047901153564, | |
0.0051066880226135255, | |
0.005157887935638428, | |
0.005111807823181152, | |
0.005135359764099121, | |
0.005273600101470947, | |
0.005179391860961914, | |
0.005139455795288086, | |
0.005158912181854248, | |
0.005182464122772217, | |
0.005192704200744629, | |
0.005130239963531494, | |
0.005178368091583252, | |
0.00511081600189209, | |
0.005098495960235596, | |
0.005150720119476319, | |
0.005227519989013672, | |
0.005154816150665284, | |
0.005303296089172363, | |
0.005541920185089111, | |
0.0058716158866882326, | |
0.005405663967132568, | |
0.0053350720405578615 | |
], | |
"count": 181, | |
"total": 0.9971733121871943, | |
"mean": 0.005509244818713783, | |
"p50": 0.005473279953002929, | |
"p90": 0.005827583789825439, | |
"p95": 0.0060364799499511715, | |
"p99": 0.006614220809936523, | |
"stdev": 0.00030971153837372446, | |
"stdev_": 5.621669549367227 | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 181.51308081339997 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 6.305660881466818e-08, | |
"ram": 3.4352425879216754e-08, | |
"gpu": 1.1569527186243753e-07, | |
"total": 2.1310430655632245e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 4692537.734969259 | |
} | |
} | |
} | |
} |