{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.1+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model_type": "gpt2", "model": "openai-community/gpt2", "processor": "openai-community/gpt2", "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": 722.755584, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.19425048828125, "mean": 7.19425048828125, "stdev": 0.0, "p50": 7.19425048828125, "p90": 7.19425048828125, "p95": 7.19425048828125, "p99": 7.19425048828125, "values": [ 7.19425048828125 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0021128479167313e-06, "ram": 5.330632503721186e-07, "gpu": 1.7102791459997543e-06, "total": 3.2454552442886044e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1054.953472, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 77, "total": 0.48895721721649177, "mean": 0.0063500937300843075, "stdev": 0.00025968837307898773, "p50": 0.006233983993530273, "p90": 0.006620838451385498, "p95": 0.006843251323699952, "p99": 0.007317871513366698, "values": [ 0.0072700481414794925, 0.0071398081779479984, 0.00661568021774292, 0.006248703956604004, 0.006238080024719238, 0.006238304138183594, 0.006257791996002197, 0.006232351779937744, 0.00622540807723999, 0.006239039897918701, 0.006245888233184814, 0.006244895935058593, 0.006211904048919678, 0.006195424079895019, 0.006212992191314697, 0.006212672233581543, 0.006204383850097656, 0.006788288116455078, 0.006520991802215576, 0.006644959926605225, 0.006456672191619873, 0.006426432132720947, 0.006429376125335694, 0.006382080078125, 0.00643552017211914, 0.006392864227294922, 0.006372960090637207, 0.006192031860351562, 0.006127200126647949, 0.006132351875305176, 0.006227519989013672, 0.006187583923339844, 0.006203648090362549, 0.0062065281867980954, 0.006233983993530273, 0.0062063360214233395, 0.006291423797607422, 0.006519648075103759, 0.0070631041526794435, 0.006423359870910645, 0.006502687931060791, 0.006571936130523682, 0.006194591999053955, 0.006173952102661133, 0.0062007360458374025, 0.006167520046234131, 0.0061877760887146, 0.006179647922515869, 0.006465439796447754, 0.0065643200874328615, 0.007469312191009521, 0.0064765758514404295, 0.006234911918640137, 0.0064412479400634765, 0.006167232036590576, 0.00618006420135498, 0.006191296100616455, 0.006190624237060547, 0.0064824318885803225, 0.006167808055877686, 0.006194655895233154, 0.006214848041534424, 0.006186592102050781, 0.0061708478927612305, 0.006182655811309814, 0.006169151782989502, 0.006666207790374756, 0.006421984195709229, 0.006381440162658692, 0.006173759937286377, 0.006178175926208496, 0.006188191890716553, 0.006123871803283692, 0.006108575820922851, 0.006229695796966553, 0.006429632186889648, 0.006628575801849365 ] }, "throughput": { "unit": "tokens/s", "value": 314.95598096840166 }, "energy": { "unit": "kWh", "cpu": 7.694772876082179e-08, "ram": 4.2071389253371796e-08, "gpu": 1.5638721024675367e-07, "total": 2.754063282609472e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7261997.255578681 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1070.596096, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 77, "total": 0.511813662528992, "mean": 0.006646930682194698, "stdev": 0.0002435117859082786, "p50": 0.006524256229400635, "p90": 0.006837075138092041, "p95": 0.0070085119247436534, "p99": 0.00759364465713501, "values": [ 0.0075797438621521, 0.007637663841247559, 0.006789631843566894, 0.006511199951171875, 0.006500480175018311, 0.006498591899871826, 0.006524256229400635, 0.0065136637687683106, 0.006683616161346435, 0.0064943041801452635, 0.006521952152252197, 0.006502016067504883, 0.00651142406463623, 0.0065214080810546875, 0.006477280139923096, 0.006489151954650879, 0.006906879901885986, 0.006931007862091065, 0.006730463981628418, 0.006820703983306885, 0.006729343891143799, 0.007318528175354004, 0.006757791996002197, 0.006761439800262451, 0.006716256141662598, 0.006714399814605713, 0.0067207999229431156, 0.006517183780670166, 0.006436543941497803, 0.006446303844451905, 0.006494431972503662, 0.006491104125976563, 0.006500288009643555, 0.006495552062988281, 0.006577248096466064, 0.006474112033843994, 0.006793856143951416, 0.007517600059509277, 0.0068616318702697755, 0.006744287967681885, 0.006673920154571533, 0.006685952186584473, 0.006470367908477783, 0.006481344223022461, 0.0064839677810668945, 0.006456319808959961, 0.00648528003692627, 0.006684832096099854, 0.0067199039459228515, 0.006675839900970459, 0.006884191989898682, 0.006672671794891357, 0.006493023872375488, 0.006686783790588379, 0.0064784960746765135, 0.006443327903747559, 0.006466464042663574, 0.006533504009246826, 0.006696608066558838, 0.006472415924072265, 0.006557919979095459, 0.006477151870727539, 0.006466464042663574, 0.006467775821685791, 0.006486176013946533, 0.006502399921417237, 0.006671135902404785, 0.0067123517990112305, 0.006727327823638916, 0.006482783794403076, 0.0064587841033935545, 0.006472415924072265, 0.006503680229187012, 0.006783967971801758, 0.0067569599151611325, 0.006674911975860596, 0.006752096176147461 ] }, "throughput": { "unit": "tokens/s", "value": 150.44537814704844 }, "energy": { "unit": "kWh", "cpu": 7.28760603390374e-08, "ram": 3.984531717936247e-08, "gpu": 1.4582118904438232e-07, "total": 2.5854256656278227e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3867835.0466408343 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 77, "total": 0.48089596652984623, "mean": 0.006245402162725276, "stdev": 0.00022277726686887846, "p50": 0.006135807991027832, "p90": 0.006425190448760987, "p95": 0.006588620948791505, "p99": 0.007078502368927001, "values": [ 0.007037951946258545, 0.007206912040710449, 0.006393856048583985, 0.00611737585067749, 0.006115327835083008, 0.006109183788299561, 0.006118400096893311, 0.0061296639442443845, 0.006298624038696289, 0.006108160018920898, 0.006135807991027832, 0.006093823909759521, 0.006127615928649902, 0.006123583793640136, 0.0060928001403808595, 0.006103040218353272, 0.006433792114257812, 0.0065075201988220215, 0.006335487842559814, 0.006419456005096436, 0.006339583873748779, 0.006913023948669434, 0.006355999946594238, 0.0063569917678833006, 0.00632422399520874, 0.0063211522102355954, 0.006316991806030273, 0.006131711959838867, 0.006056960105895996, 0.006066143989562988, 0.006088704109191895, 0.006107135772705078, 0.006107135772705078, 0.0060999679565429685, 0.006194176197052002, 0.00607539176940918, 0.006347775936126709, 0.006944767951965332, 0.006460415840148926, 0.006350783824920654, 0.006281216144561768, 0.006292479991912842, 0.006074368000030517, 0.006098944187164307, 0.006103072166442871, 0.006076416015625, 0.006077439785003662, 0.006209536075592041, 0.006328320026397705, 0.006288383960723877, 0.006479872226715088, 0.00628223991394043, 0.006093823909759521, 0.0062975997924804685, 0.006085631847381592, 0.006065152168273926, 0.006085631847381592, 0.006142975807189942, 0.006307839870452881, 0.006080512046813965, 0.00617574405670166, 0.006090752124786377, 0.006064127922058105, 0.006086656093597412, 0.006106112003326416, 0.006109183788299561, 0.0062791681289672855, 0.006310912132263183, 0.006322175979614258, 0.006102015972137451, 0.006078464031219482, 0.006094848155975342, 0.00601804780960083, 0.006377471923828125, 0.0063272957801818845, 0.0062791681289672855, 0.006354944229125976 ] }, "throughput": { "unit": "tokens/s", "value": 160.11779128786077 }, "energy": null, "efficiency": null } } }