IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
d5eebc1
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+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": 66697.25696, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.220-209.869.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": "4.44.0", | |
| "transformers_commit": null, | |
| "accelerate_version": "0.33.0", | |
| "accelerate_commit": null, | |
| "diffusers_version": "0.30.0", | |
| "diffusers_commit": null, | |
| "optimum_version": null, | |
| "optimum_commit": null, | |
| "timm_version": "1.0.8", | |
| "timm_commit": null, | |
| "peft_version": null, | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 764.555264, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.4771708984375, | |
| "mean": 7.4771708984375, | |
| "stdev": 0.0, | |
| "p50": 7.4771708984375, | |
| "p90": 7.4771708984375, | |
| "p95": 7.4771708984375, | |
| "p99": 7.4771708984375, | |
| "values": [ | |
| 7.4771708984375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.1165700819451749e-06, | |
| "ram": 5.961537842207845e-07, | |
| "gpu": 1.753334736000374e-06, | |
| "total": 3.4660586021663337e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 958.439424, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 152, | |
| "total": 0.9966756477355959, | |
| "mean": 0.006557076629839446, | |
| "stdev": 0.00040061069675088423, | |
| "p50": 0.00666265606880188, | |
| "p90": 0.006786969757080079, | |
| "p95": 0.006845798468589783, | |
| "p99": 0.00814943038940431, | |
| "values": [ | |
| 0.009116671562194823, | |
| 0.00890880012512207, | |
| 0.007419839859008789, | |
| 0.006944767951965332, | |
| 0.006968319892883301, | |
| 0.006884352207183838, | |
| 0.006779903888702392, | |
| 0.00674508810043335, | |
| 0.0067358717918396, | |
| 0.006726655960083008, | |
| 0.006806528091430664, | |
| 0.006739967823028564, | |
| 0.006710271835327148, | |
| 0.006673408031463623, | |
| 0.006642687797546387, | |
| 0.006690815925598144, | |
| 0.0067870721817016606, | |
| 0.006900735855102539, | |
| 0.006781951904296875, | |
| 0.006749184131622315, | |
| 0.006751232147216797, | |
| 0.006661119937896728, | |
| 0.006714431762695312, | |
| 0.00678604793548584, | |
| 0.006744063854217529, | |
| 0.00674508810043335, | |
| 0.006807551860809326, | |
| 0.006722559928894043, | |
| 0.006737919807434082, | |
| 0.0067041277885437015, | |
| 0.006719456195831299, | |
| 0.00672051191329956, | |
| 0.00673689603805542, | |
| 0.006719488143920899, | |
| 0.006605823993682861, | |
| 0.0066447358131408694, | |
| 0.006685696125030518, | |
| 0.006632448196411133, | |
| 0.006666240215301514, | |
| 0.006706175804138184, | |
| 0.006683648109436035, | |
| 0.006690815925598144, | |
| 0.00674508810043335, | |
| 0.00678604793548584, | |
| 0.006816768169403077, | |
| 0.006789120197296142, | |
| 0.006795263767242431, | |
| 0.006684671878814697, | |
| 0.006649856090545654, | |
| 0.006702079772949219, | |
| 0.006772736072540283, | |
| 0.006780928134918213, | |
| 0.00676966381072998, | |
| 0.006749184131622315, | |
| 0.006768671989440918, | |
| 0.006687744140625, | |
| 0.006659071922302246, | |
| 0.006718463897705078, | |
| 0.006691904067993164, | |
| 0.0066938881874084475, | |
| 0.006795263767242431, | |
| 0.006647808074951172, | |
| 0.0066826238632202144, | |
| 0.006666240215301514, | |
| 0.006677504062652588, | |
| 0.006681600093841553, | |
| 0.006687744140625, | |
| 0.006666240215301514, | |
| 0.006756351947784424, | |
| 0.006766592025756836, | |
| 0.006811647891998291, | |
| 0.006751232147216797, | |
| 0.006765567779541016, | |
| 0.0067338237762451176, | |
| 0.00672051191329956, | |
| 0.006761472225189209, | |
| 0.006744063854217529, | |
| 0.006675456047058105, | |
| 0.006746111869812011, | |
| 0.006662144184112549, | |
| 0.0066109437942504885, | |
| 0.006645760059356689, | |
| 0.006515711784362793, | |
| 0.006532095909118653, | |
| 0.006672383785247803, | |
| 0.006589439868927002, | |
| 0.006386688232421875, | |
| 0.006348800182342529, | |
| 0.00637337589263916, | |
| 0.006441984176635742, | |
| 0.0064245758056640625, | |
| 0.006501376152038574, | |
| 0.006740992069244385, | |
| 0.006658048152923584, | |
| 0.006770688056945801, | |
| 0.006881279945373535, | |
| 0.006543295860290527, | |
| 0.006449088096618653, | |
| 0.006482944011688232, | |
| 0.006401023864746094, | |
| 0.0062822079658508305, | |
| 0.006090752124786377, | |
| 0.006154240131378174, | |
| 0.006065152168273926, | |
| 0.006107103824615478, | |
| 0.0060826239585876464, | |
| 0.006137856006622314, | |
| 0.006115327835083008, | |
| 0.006120448112487793, | |
| 0.006124544143676758, | |
| 0.006062079906463623, | |
| 0.006131711959838867, | |
| 0.0060631041526794435, | |
| 0.006094848155975342, | |
| 0.006076416015625, | |
| 0.006093855857849121, | |
| 0.006079487800598145, | |
| 0.006095871925354004, | |
| 0.006072319984436035, | |
| 0.006103040218353272, | |
| 0.006069248199462891, | |
| 0.006109183788299561, | |
| 0.006074368000030517, | |
| 0.006073344230651856, | |
| 0.00608460807800293, | |
| 0.0060703039169311525, | |
| 0.006103104114532471, | |
| 0.006107135772705078, | |
| 0.0060999679565429685, | |
| 0.006069248199462891, | |
| 0.006118400096893311, | |
| 0.006056960105895996, | |
| 0.00613478422164917, | |
| 0.006081535816192627, | |
| 0.006102015972137451, | |
| 0.0060928001403808595, | |
| 0.006110208034515381, | |
| 0.006105088233947754, | |
| 0.006148096084594727, | |
| 0.006404096126556396, | |
| 0.00638976001739502, | |
| 0.006427648067474365, | |
| 0.006555647850036621, | |
| 0.006663167953491211, | |
| 0.006599679946899414, | |
| 0.006385663986206055, | |
| 0.006393856048583985, | |
| 0.006409215927124024, | |
| 0.006404096126556396, | |
| 0.006388735771179199, | |
| 0.006379519939422608, | |
| 0.0063805441856384275 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 152.50698694739606 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.126090531852673e-08, | |
| "ram": 3.896396506618273e-08, | |
| "gpu": 1.3013483464670876e-07, | |
| "total": 2.403597050314182e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 4160431.133285368 | |
| } | |
| } | |
| } | |
| } |