{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.2.2+rocm5.7", "_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": false, "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 7763 64-Core Processor", "cpu_count": 128, "cpu_ram_mb": 1082015.236096, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 1, "gpu_vram_mb": 68702699520, "optimum_benchmark_version": "0.2.1", "optimum_benchmark_commit": "3731aa19b0b76022fb42f78436721c579f50c777", "transformers_version": "4.42.3", "transformers_commit": null, "accelerate_version": "0.31.0", "accelerate_commit": null, "diffusers_version": "0.29.2", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.7", "timm_commit": null, "peft_version": null, "peft_commit": null } }, "report": { "prefill": { "memory": { "unit": "MB", "max_ram": 1048.969216, "max_global_vram": 1108.054016, "max_process_vram": 260726.902784, "max_reserved": 725.614592, "max_allocated": 513.035776 }, "latency": { "unit": "s", "count": 60, "total": 0.5050069293975828, "mean": 0.008416782156626383, "stdev": 0.0006576158448118847, "p50": 0.00840875482559204, "p90": 0.008822433376312255, "p95": 0.008910177135467528, "p99": 0.011221583604812619, "values": [ 0.010713382720947266, 0.008703313827514648, 0.00871307373046875, 0.008828912734985352, 0.008556915283203124, 0.008247956275939942, 0.008213076591491699, 0.008306196212768555, 0.008279315948486328, 0.008315316200256348, 0.008502996444702149, 0.008635154724121094, 0.008482356071472168, 0.008782513618469238, 0.008455474853515626, 0.009219951629638672, 0.00889387321472168, 0.01195289707183838, 0.008679953575134278, 0.008406994819641113, 0.008361716270446778, 0.008465234756469726, 0.008465394973754883, 0.008397235870361328, 0.008522194862365723, 0.008477874755859375, 0.008431474685668945, 0.007880437850952148, 0.007809238910675049, 0.007822999000549316, 0.007822359085083008, 0.008035637855529786, 0.007822359085083008, 0.008417394638061524, 0.008308276176452637, 0.00842251491546631, 0.008411636352539062, 0.007817079067230224, 0.00872347354888916, 0.008496595382690429, 0.008818833351135254, 0.008857713699340821, 0.0088217134475708, 0.008354676246643067, 0.008531794548034669, 0.00864427375793457, 0.008410514831542969, 0.007825879096984864, 0.007862197875976562, 0.00784699821472168, 0.007843799114227295, 0.008208436012268066, 0.00819883632659912, 0.007868597984313965, 0.007852279186248779, 0.007868439197540282, 0.007866038799285888, 0.007842358112335204, 0.00782843780517578, 0.007854358196258545 ] }, "throughput": { "unit": "tokens/s", "value": 237.62050184766105 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1048.969216, "max_global_vram": 1108.062208, "max_process_vram": 234557.292544, "max_reserved": 725.614592, "max_allocated": 513.25952 }, "latency": { "unit": "s", "count": 60, "total": 0.5029402303695679, "mean": 0.008382337172826132, "stdev": 0.00031575917916833407, "p50": 0.008372436046600342, "p90": 0.008685745811462402, "p95": 0.008854801654815675, "p99": 0.009228312520980832, "values": [ 0.009585709571838378, 0.008506196022033691, 0.008571635246276856, 0.008476275444030762, 0.008362516403198243, 0.008188277244567872, 0.008341236114501953, 0.00834523582458496, 0.008137236595153809, 0.008356756210327148, 0.008528915405273438, 0.008516594886779786, 0.008545555114746094, 0.008360916137695313, 0.008753233909606934, 0.008979951858520508, 0.008659153938293458, 0.008972752571105956, 0.008608755111694335, 0.008644755363464356, 0.008285555839538574, 0.00837083625793457, 0.008848593711853028, 0.008478995323181152, 0.00851243495941162, 0.008717714309692383, 0.008374035835266113, 0.008129716873168946, 0.008047957420349122, 0.007971636772155762, 0.008010677337646484, 0.008230356216430664, 0.008622034072875977, 0.00848411464691162, 0.0083922758102417, 0.008289716720581054, 0.008015157699584961, 0.008348276138305664, 0.008682193756103516, 0.00855883502960205, 0.008671314239501952, 0.008635793685913086, 0.008586674690246583, 0.008474035263061524, 0.008432755470275879, 0.008369235992431641, 0.008474196434020996, 0.007951958179473877, 0.007976758003234862, 0.007903159141540527, 0.008330995559692383, 0.00841403579711914, 0.008017877578735351, 0.007897239208221435, 0.007958037853240967, 0.007963158130645753, 0.007921398162841797, 0.008053398132324219, 0.008035317420959472, 0.008060117721557618 ] }, "throughput": { "unit": "tokens/s", "value": 119.29847003074524 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 59, "total": 0.9904659690856934, "mean": 0.0167875587980626, "stdev": 0.0008240514790262641, "p50": 0.016809352874755858, "p90": 0.01745008430480957, "p95": 0.01752889995574951, "p99": 0.019532792968750004, "values": [ 0.01736166763305664, 0.01723830795288086, 0.017307748794555666, 0.016973350524902345, 0.016521673202514648, 0.016530473709106444, 0.01672951126098633, 0.01660135269165039, 0.016572231292724608, 0.017011430740356444, 0.017154949188232422, 0.017142147064208985, 0.017195907592773438, 0.017117509841918944, 0.018368223190307616, 0.017487588882446288, 0.021141008377075197, 0.01731222724914551, 0.01707398796081543, 0.016809352874755858, 0.016763910293579102, 0.0174215087890625, 0.016862472534179686, 0.017095590591430666, 0.0172799072265625, 0.016900390625, 0.01602759552001953, 0.015874316215515136, 0.01591399574279785, 0.015849836349487306, 0.01636871337890625, 0.01644695281982422, 0.016927270889282225, 0.016779752731323243, 0.0167896728515625, 0.016417192459106444, 0.016248395919799805, 0.01752486801147461, 0.017306947708129884, 0.01749222755432129, 0.017565187454223634, 0.01744070816040039, 0.016830791473388673, 0.01684391212463379, 0.017006790161132813, 0.016999589920043946, 0.015840235710144042, 0.015892556190490723, 0.015799277305603026, 0.01622007369995117, 0.016726152420043945, 0.016196393966674806, 0.015873677253723146, 0.015814955711364747, 0.015940075874328614, 0.01587255573272705, 0.015808237075805663, 0.01591367530822754, 0.015938955307006834 ] }, "throughput": { "unit": "tokens/s", "value": 59.56792241379413 }, "energy": null, "efficiency": null } } }