{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.3.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "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": {}, "hub_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, "latency": true, "memory": 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", "start_method": "spawn" }, "environment": { "cpu": " AMD EPYC 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.29792, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.215-203.850.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": "0.2.1", "optimum_benchmark_commit": null, "transformers_version": "4.40.2", "transformers_commit": null, "accelerate_version": "0.30.1", "accelerate_commit": null, "diffusers_version": "0.27.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.3", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1070.706688, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.007552 }, "latency": { "unit": "s", "count": 57, "total": 0.49521626186370843, "mean": 0.008688004594100148, "stdev": 0.0003397676374341216, "p50": 0.008515168190002441, "p90": 0.0089687105178833, "p95": 0.00946518383026123, "p99": 0.00983262493133545, "values": [ 0.00995686435699463, 0.009408991813659668, 0.009735008239746094, 0.009059455871582031, 0.00886787223815918, 0.008844256401062012, 0.008893407821655274, 0.00839635181427002, 0.008380831718444825, 0.008586432456970215, 0.00968995189666748, 0.009003520011901855, 0.008945504188537597, 0.008483327865600587, 0.008500672340393067, 0.008490719795227052, 0.008476256370544433, 0.008463552474975586, 0.00834335994720459, 0.008435775756835937, 0.008485728263854981, 0.008657504081726074, 0.008507967948913574, 0.008510720252990723, 0.00842959976196289, 0.008433055877685548, 0.008515168190002441, 0.008593567848205566, 0.008474752426147461, 0.008499168395996093, 0.008600895881652831, 0.00854150390625, 0.008482912063598632, 0.008535584449768067, 0.008491583824157715, 0.008490912437438965, 0.0086561279296875, 0.008509119987487794, 0.008736991882324218, 0.008874208450317382, 0.008841216087341308, 0.008907008171081542, 0.008904095649719238, 0.00888912010192871, 0.008821951866149902, 0.008400128364562989, 0.008374848365783692, 0.008483648300170898, 0.008844927787780761, 0.008819392204284668, 0.008851136207580566, 0.008826656341552734, 0.008462464332580567, 0.008438464164733886, 0.008440032005310058, 0.008473600387573242, 0.008448384284973144 ] }, "throughput": { "unit": "tokens/s", "value": 230.20245654084488 }, "energy": { "unit": "kWh", "cpu": 1.0866128310758648e-07, "ram": 5.9411654925964975e-08, "gpu": 1.8366222644037274e-07, "total": 3.5173516447392423e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 5686096.250829278 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1070.706688, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.4576 }, "latency": { "unit": "s", "count": 57, "total": 0.5130666542053224, "mean": 0.009001169372023199, "stdev": 0.00036550224354141097, "p50": 0.008815936088562012, "p90": 0.009341004562377929, "p95": 0.00987852783203125, "p99": 0.010171902770996093, "values": [ 0.010046815872192383, 0.009864959716796875, 0.010331104278564453, 0.009186400413513183, 0.00917407989501953, 0.0091843843460083, 0.009119839668273925, 0.008674880027770997, 0.008725472450256348, 0.00993280029296875, 0.009528800010681153, 0.009269791603088379, 0.009339263916015625, 0.008746111869812011, 0.008746015548706054, 0.00876636791229248, 0.008769920349121094, 0.008798815727233887, 0.008631296157836914, 0.008736767768859864, 0.008719936370849609, 0.008782784461975097, 0.008815936088562012, 0.008767583847045898, 0.008659071922302246, 0.008852671623229981, 0.008956416130065918, 0.00872873592376709, 0.008797151565551758, 0.00881817626953125, 0.008794528007507324, 0.008790143966674805, 0.008812095642089844, 0.008768383979797362, 0.008778944015502929, 0.008898591995239258, 0.008841631889343261, 0.008771552085876464, 0.009266207695007325, 0.009234975814819336, 0.009343615531921387, 0.00920751953125, 0.009206015586853028, 0.00913593578338623, 0.009159808158874511, 0.008656895637512207, 0.008671104431152344, 0.008721599578857422, 0.00921737575531006, 0.009160832405090332, 0.009150752067565918, 0.009152864456176758, 0.008734368324279785, 0.008721792221069335, 0.008855487823486328, 0.008798687934875489, 0.008742591857910157 ] }, "throughput": { "unit": "tokens/s", "value": 111.09667629498558 }, "energy": { "unit": "kWh", "cpu": 1.0476376458805027e-07, "ram": 5.70648576330448e-08, "gpu": 1.7437873459533498e-07, "total": 3.362073568164301e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 2974354.9024895434 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 56, "total": 0.9899519977569576, "mean": 0.017677714245659965, "stdev": 0.0006215098263446906, "p50": 0.017354239463806154, "p90": 0.01831676769256592, "p95": 0.01862886333465576, "p99": 0.01970159015655518, "values": [ 0.019314687728881837, 0.020143104553222657, 0.01839206314086914, 0.01807257652282715, 0.01804902458190918, 0.018050048828125, 0.017108991622924806, 0.017132543563842775, 0.01840025520324707, 0.01934035110473633, 0.01833465576171875, 0.018298879623413086, 0.017289215087890625, 0.017254400253295898, 0.017297407150268555, 0.017274879455566407, 0.01726464080810547, 0.01703424072265625, 0.017189920425415037, 0.017233888626098634, 0.017458175659179686, 0.01735577583312988, 0.017310720443725586, 0.017108991622924806, 0.017306623458862306, 0.017500160217285156, 0.017352703094482422, 0.017292287826538084, 0.017336320877075196, 0.017426431655883787, 0.017366016387939453, 0.017316864013671874, 0.017332223892211913, 0.017294336318969726, 0.017358879089355468, 0.017581024169921876, 0.017306623458862306, 0.018010112762451173, 0.018136064529418947, 0.01820467185974121, 0.018152448654174806, 0.018134016036987305, 0.018053119659423827, 0.017999872207641602, 0.017113088607788086, 0.01706188774108887, 0.01722777557373047, 0.01807360076904297, 0.01800704002380371, 0.01802956771850586, 0.01801113510131836, 0.0172359676361084, 0.01719398307800293, 0.017314815521240236, 0.01728102493286133, 0.01723187255859375 ] }, "throughput": { "unit": "tokens/s", "value": 56.56839940409767 }, "energy": null, "efficiency": null } } }