IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
48289bd
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+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-5.10.223-211.872.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": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.1", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.9", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 788.258816, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.4203125, | |
| "mean": 7.4203125, | |
| "stdev": 0.0, | |
| "p50": 7.4203125, | |
| "p90": 7.4203125, | |
| "p95": 7.4203125, | |
| "p99": 7.4203125, | |
| "values": [ | |
| 7.4203125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.0583059229168395e-06, | |
| "ram": 5.64437860551315e-07, | |
| "gpu": 1.7930569899998923e-06, | |
| "total": 3.4158007734680464e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1077.379072, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 147, | |
| "total": 0.9961810245513915, | |
| "mean": 0.006776741663614909, | |
| "stdev": 0.00026267472365395285, | |
| "p50": 0.0068055038452148435, | |
| "p90": 0.007064985752105713, | |
| "p95": 0.007154380750656128, | |
| "p99": 0.007489863710403441, | |
| "values": [ | |
| 0.007278592109680176, | |
| 0.00709939193725586, | |
| 0.007015423774719238, | |
| 0.006975488185882568, | |
| 0.0069324798583984375, | |
| 0.006938623905181885, | |
| 0.0069632000923156735, | |
| 0.006939648151397705, | |
| 0.006908927917480469, | |
| 0.006897664070129395, | |
| 0.006897664070129395, | |
| 0.006919167995452881, | |
| 0.006815743923187256, | |
| 0.0067645440101623535, | |
| 0.0069202561378479, | |
| 0.006825984001159668, | |
| 0.006800384044647217, | |
| 0.006968319892883301, | |
| 0.006880256175994873, | |
| 0.006815743923187256, | |
| 0.006852608203887939, | |
| 0.006817791938781738, | |
| 0.006764575958251953, | |
| 0.006797311782836914, | |
| 0.006905856132507324, | |
| 0.0068689918518066405, | |
| 0.0067870721817016606, | |
| 0.006853631973266602, | |
| 0.00688640022277832, | |
| 0.006790143966674805, | |
| 0.0067870721817016606, | |
| 0.006847487926483154, | |
| 0.006850560188293457, | |
| 0.006802432060241699, | |
| 0.006779903888702392, | |
| 0.00672054386138916, | |
| 0.0067123198509216305, | |
| 0.006737919807434082, | |
| 0.006774784088134766, | |
| 0.00684441614151001, | |
| 0.006782976150512696, | |
| 0.006778880119323731, | |
| 0.006830080032348633, | |
| 0.006841343879699707, | |
| 0.0068351998329162595, | |
| 0.006865920066833496, | |
| 0.006893504142761231, | |
| 0.006811647891998291, | |
| 0.006815743923187256, | |
| 0.006801407814025879, | |
| 0.006847487926483154, | |
| 0.006823935985565186, | |
| 0.006823935985565186, | |
| 0.006854623794555664, | |
| 0.006823935985565186, | |
| 0.006780928134918213, | |
| 0.006750207901000976, | |
| 0.006803455829620361, | |
| 0.006750207901000976, | |
| 0.006822912216186523, | |
| 0.006964223861694336, | |
| 0.006732831954956055, | |
| 0.00678604793548584, | |
| 0.0068055038452148435, | |
| 0.006810624122619629, | |
| 0.006854656219482422, | |
| 0.007128064155578613, | |
| 0.007031807899475098, | |
| 0.006838272094726563, | |
| 0.006872128009796143, | |
| 0.00692633581161499, | |
| 0.007418816089630127, | |
| 0.007160831928253173, | |
| 0.007098368167877197, | |
| 0.007812096118927002, | |
| 0.007540736198425293, | |
| 0.007073791980743408, | |
| 0.007068672180175781, | |
| 0.007139328002929687, | |
| 0.006985727787017822, | |
| 0.006960127830505371, | |
| 0.007058432102203369, | |
| 0.0068884482383728025, | |
| 0.0070553598403930665, | |
| 0.0072468481063842774, | |
| 0.006948863983154297, | |
| 0.0067420158386230465, | |
| 0.006676479816436768, | |
| 0.006713344097137451, | |
| 0.006917119979858399, | |
| 0.007006271839141846, | |
| 0.007062528133392334, | |
| 0.0070430078506469726, | |
| 0.007025728225708008, | |
| 0.007073791980743408, | |
| 0.007363584041595459, | |
| 0.0070522880554199216, | |
| 0.006889472007751465, | |
| 0.0074301438331604, | |
| 0.006728640079498291, | |
| 0.00653107213973999, | |
| 0.00651475191116333, | |
| 0.006461440086364746, | |
| 0.006556672096252441, | |
| 0.0067358717918396, | |
| 0.006614016056060791, | |
| 0.006616096019744873, | |
| 0.00667852783203125, | |
| 0.006658048152923584, | |
| 0.006519807815551758, | |
| 0.00648095989227295, | |
| 0.00643071985244751, | |
| 0.006457344055175781, | |
| 0.006432767868041992, | |
| 0.006471648216247559, | |
| 0.006461376190185547, | |
| 0.006440959930419922, | |
| 0.006471680164337158, | |
| 0.006453248023986816, | |
| 0.006419456005096436, | |
| 0.006427648067474365, | |
| 0.006408192157745361, | |
| 0.0064245758056640625, | |
| 0.006451200008392334, | |
| 0.006433792114257812, | |
| 0.006449151992797852, | |
| 0.006437920093536377, | |
| 0.006432767868041992, | |
| 0.006425600051879882, | |
| 0.006379519939422608, | |
| 0.006439871788024902, | |
| 0.006475776195526123, | |
| 0.006386688232421875, | |
| 0.00643071985244751, | |
| 0.006400000095367431, | |
| 0.006468607902526856, | |
| 0.00643891191482544, | |
| 0.006407167911529541, | |
| 0.0064430079460144046, | |
| 0.006437888145446777, | |
| 0.006418432235717773, | |
| 0.00643993616104126, | |
| 0.006412288188934326, | |
| 0.006426623821258545, | |
| 0.006605823993682861, | |
| 0.006408127784729004, | |
| 0.006455296039581298 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 147.5635415422596 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.614767272969926e-08, | |
| "ram": 4.1609645751937626e-08, | |
| "gpu": 1.5461728893589906e-07, | |
| "total": 2.723746074175359e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3671414.1948887794 | |
| } | |
| } | |
| } | |
| } |