IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
d3af805
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-5.10.224-212.876.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": "4.44.2", | |
| "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": 799.86688, | |
| "max_global_vram": 1192.7552, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.99124267578125, | |
| "mean": 7.99124267578125, | |
| "stdev": 0.0, | |
| "p50": 7.99124267578125, | |
| "p90": 7.99124267578125, | |
| "p95": 7.99124267578125, | |
| "p99": 7.99124267578125, | |
| "values": [ | |
| 7.99124267578125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 2.5568255118052324e-06, | |
| "ram": 1.3606703454387108e-06, | |
| "gpu": 3.352502682000061e-06, | |
| "total": 7.2699985392440045e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1090.39616, | |
| "max_global_vram": 1203.24096, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 155, | |
| "total": 1.0022120647430417, | |
| "mean": 0.006465884288664786, | |
| "stdev": 0.0002585651581029023, | |
| "p50": 0.006362112045288086, | |
| "p90": 0.006686105728149414, | |
| "p95": 0.00693125123977661, | |
| "p99": 0.00755310585021973, | |
| "values": [ | |
| 0.007324672222137451, | |
| 0.00738918399810791, | |
| 0.007342080116271973, | |
| 0.007301119804382325, | |
| 0.007243775844573975, | |
| 0.007745535850524903, | |
| 0.00662937593460083, | |
| 0.006352896213531494, | |
| 0.006368256092071533, | |
| 0.006368256092071533, | |
| 0.00636518383026123, | |
| 0.006408127784729004, | |
| 0.006375423908233643, | |
| 0.006376448154449463, | |
| 0.006364160060882569, | |
| 0.006345727920532227, | |
| 0.006378399848937988, | |
| 0.006319104194641113, | |
| 0.006372352123260498, | |
| 0.006348800182342529, | |
| 0.006344704151153564, | |
| 0.006370304107666015, | |
| 0.006323264122009277, | |
| 0.0063539199829101565, | |
| 0.006367231845855713, | |
| 0.0063272957801818845, | |
| 0.006362112045288086, | |
| 0.006341631889343262, | |
| 0.0063528637886047365, | |
| 0.006333439826965332, | |
| 0.0063498239517211915, | |
| 0.0063508481979370115, | |
| 0.006345727920532227, | |
| 0.006354944229125976, | |
| 0.006304768085479737, | |
| 0.0063569917678833006, | |
| 0.006355967998504639, | |
| 0.0063272957801818845, | |
| 0.0063569917678833006, | |
| 0.0063170561790466305, | |
| 0.006328320026397705, | |
| 0.006333439826965332, | |
| 0.00633955192565918, | |
| 0.006370304107666015, | |
| 0.006348800182342529, | |
| 0.006344704151153564, | |
| 0.006338560104370118, | |
| 0.006331391811370849, | |
| 0.006359039783477783, | |
| 0.006330368041992188, | |
| 0.006363135814666748, | |
| 0.006334464073181153, | |
| 0.0063539199829101565, | |
| 0.006366208076477051, | |
| 0.006335455894470215, | |
| 0.006388735771179199, | |
| 0.006344704151153564, | |
| 0.006342656135559082, | |
| 0.0063610877990722655, | |
| 0.006333439826965332, | |
| 0.006418432235717773, | |
| 0.006376448154449463, | |
| 0.0063610877990722655, | |
| 0.00690176010131836, | |
| 0.0064204797744750975, | |
| 0.006421504020690918, | |
| 0.007922688007354736, | |
| 0.007000063896179199, | |
| 0.00653926420211792, | |
| 0.006563839912414551, | |
| 0.006575104236602783, | |
| 0.006508543968200684, | |
| 0.00657916784286499, | |
| 0.006562816143035889, | |
| 0.006300672054290772, | |
| 0.00637337589263916, | |
| 0.006296576023101807, | |
| 0.0063539199829101565, | |
| 0.006342656135559082, | |
| 0.006312960147857666, | |
| 0.0063508481979370115, | |
| 0.006302720069885254, | |
| 0.006352896213531494, | |
| 0.006503424167633057, | |
| 0.006502399921417237, | |
| 0.0065382399559021, | |
| 0.006302720069885254, | |
| 0.0063569917678833006, | |
| 0.006334464073181153, | |
| 0.006312960147857666, | |
| 0.006345727920532227, | |
| 0.00628223991394043, | |
| 0.006362112045288086, | |
| 0.006307839870452881, | |
| 0.006318079948425293, | |
| 0.006318079948425293, | |
| 0.006312960147857666, | |
| 0.006351871967315674, | |
| 0.0063170561790466305, | |
| 0.006331391811370849, | |
| 0.006332352161407471, | |
| 0.006372352123260498, | |
| 0.0065064959526062015, | |
| 0.006535168170928955, | |
| 0.006462463855743408, | |
| 0.006563839912414551, | |
| 0.006812672138214112, | |
| 0.006652927875518798, | |
| 0.00652288007736206, | |
| 0.006472703933715821, | |
| 0.006515711784362793, | |
| 0.006526976108551025, | |
| 0.006493184089660644, | |
| 0.006415359973907471, | |
| 0.006481919765472412, | |
| 0.0065812478065490725, | |
| 0.0066979842185974124, | |
| 0.006661119937896728, | |
| 0.0066713600158691405, | |
| 0.006755328178405762, | |
| 0.00679423999786377, | |
| 0.006738944053649902, | |
| 0.0067870721817016606, | |
| 0.00669593620300293, | |
| 0.0065136637687683106, | |
| 0.0065443840026855465, | |
| 0.0065669121742248536, | |
| 0.00653004789352417, | |
| 0.00657919979095459, | |
| 0.006515711784362793, | |
| 0.006448128223419189, | |
| 0.006344704151153564, | |
| 0.00632422399520874, | |
| 0.006355967998504639, | |
| 0.006337535858154297, | |
| 0.006313983917236328, | |
| 0.0063937921524047855, | |
| 0.006499328136444092, | |
| 0.006491136074066162, | |
| 0.006323200225830078, | |
| 0.006302720069885254, | |
| 0.006336512088775635, | |
| 0.006294528007507324, | |
| 0.006339583873748779, | |
| 0.006372352123260498, | |
| 0.006344704151153564, | |
| 0.00637440013885498, | |
| 0.006339583873748779, | |
| 0.006350912094116211, | |
| 0.006340608119964599, | |
| 0.006311935901641846, | |
| 0.006309887886047363, | |
| 0.006303743839263916, | |
| 0.0064102401733398436, | |
| 0.0065474557876586915 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 154.65788674150576 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.8295947089727e-08, | |
| "ram": 4.278640843000624e-08, | |
| "gpu": 1.4060318265789415e-07, | |
| "total": 2.6168553817762744e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3821380.4513767892 | |
| } | |
| } | |
| } | |
| } |