
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
0ca3775
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.1+cu121", | |
"_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": 66697.293824, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.219-208.866.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": "0.3.1", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.43.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.33.0", | |
"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": 719.589376, | |
"max_global_vram": 1185.415168, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 499.374592 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 7.21261865234375, | |
"mean": 7.21261865234375, | |
"stdev": 0.0, | |
"p50": 7.21261865234375, | |
"p90": 7.21261865234375, | |
"p95": 7.21261865234375, | |
"p99": 7.21261865234375, | |
"values": [ | |
7.21261865234375 | |
] | |
}, | |
"throughput": null, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.056880917814043e-06, | |
"ram": 5.634810567717826e-07, | |
"gpu": 1.7738903079905777e-06, | |
"total": 3.3942522825764036e-06 | |
}, | |
"efficiency": null | |
}, | |
"forward": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 911.507456, | |
"max_global_vram": 1195.900928, | |
"max_process_vram": 0.0, | |
"max_reserved": 555.74528, | |
"max_allocated": 508.993024 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 149, | |
"total": 0.9981604776382446, | |
"mean": 0.006699063608310367, | |
"stdev": 0.00020847758364388684, | |
"p50": 0.006632448196411133, | |
"p90": 0.007027916717529297, | |
"p95": 0.0070879487037658695, | |
"p99": 0.007253647403717041, | |
"values": [ | |
0.007230463981628418, | |
0.007264256000518799, | |
0.00725708818435669, | |
0.007193600177764893, | |
0.0072499198913574215, | |
0.007174143791198731, | |
0.0070594558715820314, | |
0.0071485438346862796, | |
0.007028736114501953, | |
0.0070522880554199216, | |
0.0069621758460998535, | |
0.007047167778015137, | |
0.006909952163696289, | |
0.007027711868286133, | |
0.006896639823913574, | |
0.006993919849395752, | |
0.007016448020935059, | |
0.007001088142395019, | |
0.0069550080299377445, | |
0.006985727787017822, | |
0.006913023948669434, | |
0.006968319892883301, | |
0.0069550080299377445, | |
0.00669593620300293, | |
0.006722559928894043, | |
0.006643712043762207, | |
0.0067420158386230465, | |
0.006769599914550781, | |
0.006658048152923584, | |
0.006686719894409179, | |
0.007069759845733643, | |
0.007001088142395019, | |
0.006867968082427979, | |
0.006744063854217529, | |
0.006616064071655273, | |
0.006725632190704346, | |
0.006562816143035889, | |
0.006672383785247803, | |
0.006648831844329834, | |
0.006677567958831787, | |
0.006680575847625733, | |
0.006725632190704346, | |
0.0067041277885437015, | |
0.00667852783203125, | |
0.006681600093841553, | |
0.006586368083953857, | |
0.006648831844329834, | |
0.006670335769653321, | |
0.0066406397819519045, | |
0.006667263984680176, | |
0.0066744318008422855, | |
0.006618112087249756, | |
0.006576128005981445, | |
0.0066304001808166506, | |
0.0065669121742248536, | |
0.006621183872222901, | |
0.006756351947784424, | |
0.006565887928009034, | |
0.006583295822143555, | |
0.006636544227600098, | |
0.006623231887817383, | |
0.0066938881874084475, | |
0.006617087841033936, | |
0.006568960189819336, | |
0.0066641921997070315, | |
0.006748159885406494, | |
0.006663167953491211, | |
0.006708223819732666, | |
0.006702079772949219, | |
0.006597631931304931, | |
0.0070891518592834475, | |
0.006953983783721924, | |
0.006862815856933594, | |
0.006852608203887939, | |
0.006894591808319092, | |
0.006800384044647217, | |
0.006760447978973389, | |
0.006631423950195312, | |
0.006799359798431396, | |
0.006816768169403077, | |
0.006632448196411133, | |
0.006535168170928955, | |
0.006482944011688232, | |
0.006550528049468994, | |
0.006822912216186523, | |
0.006884352207183838, | |
0.006847487926483154, | |
0.006900735855102539, | |
0.006939648151397705, | |
0.007086143970489502, | |
0.0068321280479431154, | |
0.006665215969085693, | |
0.006563839912414551, | |
0.006518784046173095, | |
0.006583295822143555, | |
0.006502399921417237, | |
0.006569983959197998, | |
0.006598656177520752, | |
0.00652288007736206, | |
0.006557695865631104, | |
0.006550528049468994, | |
0.0064839677810668945, | |
0.006569983959197998, | |
0.006549439907073975, | |
0.006516736030578613, | |
0.006500351905822754, | |
0.006516736030578613, | |
0.006473760128021241, | |
0.0065372161865234375, | |
0.006511616230010986, | |
0.006504447937011719, | |
0.006495232105255127, | |
0.0064778242111206055, | |
0.00653004789352417, | |
0.006504447937011719, | |
0.0064880638122558594, | |
0.006552576065063476, | |
0.006492159843444824, | |
0.006505472183227539, | |
0.006520800113677979, | |
0.006523903846740723, | |
0.00652185583114624, | |
0.006501376152038574, | |
0.006460415840148926, | |
0.0064880638122558594, | |
0.006553599834442139, | |
0.0064767999649047855, | |
0.006508543968200684, | |
0.0064839677810668945, | |
0.006486015796661377, | |
0.006504511833190918, | |
0.006486015796661377, | |
0.00652288007736206, | |
0.006535168170928955, | |
0.0064737281799316405, | |
0.006568960189819336, | |
0.006503424167633057, | |
0.006500351905822754, | |
0.006497280120849609, | |
0.006501376152038574, | |
0.0065146880149841305, | |
0.006527967929840088, | |
0.006476831912994385, | |
0.0065146880149841305, | |
0.007065599918365479, | |
0.006542335987091064, | |
0.006586368083953857, | |
0.006632448196411133, | |
0.006565887928009034 | |
] | |
}, | |
"throughput": { | |
"unit": "samples/s", | |
"value": 149.27459395361961 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 7.663125526093241e-08, | |
"ram": 4.189656274090439e-08, | |
"gpu": 1.4193201318706487e-07, | |
"total": 2.6045983118890165e-07 | |
}, | |
"efficiency": { | |
"unit": "samples/kWh", | |
"value": 3839363.618702255 | |
} | |
} | |
} | |
} |