{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+cu124", "_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": 66697.261056, "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": 792.276992, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.4132294921875, "mean": 7.4132294921875, "stdev": 0.0, "p50": 7.4132294921875, "p90": 7.4132294921875, "p95": 7.4132294921875, "p99": 7.4132294921875, "values": [ 7.4132294921875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.968868000004567e-07, "ram": 5.306960299503185e-07, "gpu": 1.693612465999885e-06, "total": 3.2211952959506604e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1198.702592, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 70, "total": 0.49326096057891844, "mean": 0.007046585151127406, "stdev": 0.0004515256315474825, "p50": 0.007200848102569581, "p90": 0.007453727865219116, "p95": 0.007601012682914733, "p99": 0.008229204444885254, "values": [ 0.007681407928466797, 0.007306335926055908, 0.00740121603012085, 0.007263872146606445, 0.007337855815887451, 0.007348031997680664, 0.007372352123260498, 0.007379776000976563, 0.007372608184814453, 0.007262400150299072, 0.007366591930389404, 0.007414944171905517, 0.00721014404296875, 0.0073324799537658695, 0.007330719947814941, 0.007116735935211182, 0.007331456184387207, 0.007299583911895752, 0.007278592109680176, 0.007452479839324951, 0.007395840167999267, 0.007182464122772216, 0.0073703680038452145, 0.007297247886657715, 0.007805952072143555, 0.007243328094482422, 0.007366623878479004, 0.007138239860534668, 0.007225823879241943, 0.007243552207946777, 0.00719155216217041, 0.00750275182723999, 0.007489535808563232, 0.00723967981338501, 0.007293407917022705, 0.007464960098266602, 0.007179296016693116, 0.006973311901092529, 0.007066304206848144, 0.00675267219543457, 0.008095135688781738, 0.008527615547180175, 0.007297215938568115, 0.00688595199584961, 0.0066904001235961914, 0.006498976230621338, 0.006560768127441406, 0.006542143821716309, 0.00651475191116333, 0.006519999980926514, 0.0064800319671630855, 0.0064783039093017575, 0.0065177597999572755, 0.006495584011077881, 0.0064793601036071775, 0.006495071887969971, 0.006487872123718262, 0.006488255977630615, 0.006576896190643311, 0.006489664077758789, 0.00651142406463623, 0.006507232189178467, 0.006891168117523193, 0.0064676799774169924, 0.0064769601821899414, 0.0064759359359741215, 0.006491968154907227, 0.00645577621459961, 0.006534111976623535, 0.007044447898864746 ] }, "throughput": { "unit": "tokens/s", "value": 283.82542140713554 }, "energy": { "unit": "kWh", "cpu": 8.036129019800304e-08, "ram": 4.393741632639771e-08, "gpu": 1.5219794458107845e-07, "total": 2.7649665110547916e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7233360.664599989 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1217.110016, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 70, "total": 0.5151026878356935, "mean": 0.007358609826224191, "stdev": 0.0004355363395218304, "p50": 0.007537983894348144, "p90": 0.007757750558853149, "p95": 0.007785966515541077, "p99": 0.008177497839927675, "values": [ 0.00772764778137207, 0.0076483521461486815, 0.0075948481559753415, 0.007648416042327881, 0.007458240032196045, 0.007799488067626953, 0.007730815887451172, 0.007768064022064209, 0.007769440174102783, 0.007741759777069092, 0.007707136154174805, 0.007715968132019043, 0.007627423763275147, 0.007708703994750977, 0.007518655776977539, 0.007524735927581787, 0.007578783988952636, 0.007551231861114502, 0.0077378878593444824, 0.0076928319931030276, 0.007650496006011963, 0.007748127937316895, 0.00770527982711792, 0.007727327823638916, 0.007906496047973633, 0.007582143783569336, 0.007756800174713135, 0.007585631847381592, 0.007595903873443603, 0.007698368072509765, 0.007752319812774658, 0.007766304016113282, 0.007743743896484375, 0.007626848220825195, 0.007678431987762451, 0.0075114240646362304, 0.007330624103546143, 0.007516511917114258, 0.007072991847991943, 0.007147200107574463, 0.008730624198913574, 0.007928991794586181, 0.007729343891143799, 0.006958655834197998, 0.006869952201843262, 0.006843232154846192, 0.00680291223526001, 0.006994272232055664, 0.0068551039695739745, 0.006823840141296386, 0.006802175998687744, 0.00682480001449585, 0.006838304042816162, 0.006826399803161621, 0.006818336009979248, 0.006807712078094483, 0.0068347201347351075, 0.006815455913543701, 0.006806272029876709, 0.0068056321144104, 0.006934016227722168, 0.00683289623260498, 0.006830687999725342, 0.0068230400085449215, 0.006841856002807617, 0.006831552028656006, 0.006853439807891846, 0.006835487842559815, 0.007336703777313233, 0.006912864208221435 ] }, "throughput": { "unit": "tokens/s", "value": 135.89523342252193 }, "energy": { "unit": "kWh", "cpu": 7.751572143161804e-08, "ram": 4.238074046500571e-08, "gpu": 1.5035785301892446e-07, "total": 2.7025431491554823e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3700218.4417018094 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 70, "total": 0.48148595333099375, "mean": 0.006878370761871338, "stdev": 0.00037333795246787183, "p50": 0.007027679920196534, "p90": 0.007221510457992554, "p95": 0.007256268739700317, "p99": 0.007639674921035768, "values": [ 0.0071792640686035155, 0.007117824077606201, 0.007054336071014404, 0.0071198720932006835, 0.006896639823913574, 0.0072540159225463864, 0.00719155216217041, 0.0072213120460510255, 0.007258111953735351, 0.007164927959442138, 0.007171072006225586, 0.007165952205657959, 0.007105535984039306, 0.007124991893768311, 0.007012351989746094, 0.007014400005340577, 0.007068672180175781, 0.007037888050079346, 0.007188479900360107, 0.007165952205657959, 0.007136256217956543, 0.007166975975036621, 0.007185472011566162, 0.007184383869171143, 0.007392255783081054, 0.007062528133392334, 0.007204864025115967, 0.007064576148986816, 0.007078911781311035, 0.007172095775604248, 0.007208960056304932, 0.007231488227844239, 0.007223296165466309, 0.007102464199066162, 0.007137279987335205, 0.007017471790313721, 0.006879231929779053, 0.006956031799316406, 0.006646783828735352, 0.006651904106140137, 0.008135680198669434, 0.007416831970214844, 0.007218175888061523, 0.006549503803253174, 0.0064440321922302245, 0.006452223777770996, 0.006406144142150879, 0.0066007041931152345, 0.006454336166381836, 0.0064204797744750975, 0.0064102401733398436, 0.00643068790435791, 0.006437888145446777, 0.006432767868041992, 0.006418464183807373, 0.0064174079895019534, 0.00643174409866333, 0.006408192157745361, 0.006416384220123291, 0.0064102401733398436, 0.006543360233306885, 0.00643071985244751, 0.006428671836853027, 0.006425600051879882, 0.006425600051879882, 0.00643993616104126, 0.006458367824554443, 0.00642252779006958, 0.006863872051239014, 0.006518784046173095 ] }, "throughput": { "unit": "tokens/s", "value": 145.38326511028882 }, "energy": null, "efficiency": null } } }