{ "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", "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": "0.2.0", "optimum_benchmark_commit": "b92e3e6e00670fa1351d9aef1be896254e5f33e0", "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": 1049.14944, "max_global_vram": 2098.778112, "max_process_vram": 282270.982144, "max_reserved": 725.614592, "max_allocated": 512.832512 }, "latency": { "unit": "s", "count": 61, "total": 0.5016442236900329, "mean": 0.008223675798197261, "stdev": 0.0006479633189001098, "p50": 0.007984176158905029, "p90": 0.008609457015991211, "p95": 0.008970897674560547, "p99": 0.011303063011169432, "values": [ 0.010914582252502442, 0.008457938194274902, 0.008540976524353027, 0.008102896690368653, 0.008090896606445313, 0.008054736137390137, 0.008012175559997559, 0.008216176986694336, 0.008007216453552245, 0.007960976123809815, 0.007958577156066895, 0.008029135704040527, 0.008061615943908692, 0.008208816528320312, 0.011885784149169921, 0.008341776847839355, 0.008208017349243164, 0.008145296096801757, 0.007984176158905029, 0.007975057125091552, 0.007960657119750976, 0.00820833683013916, 0.008102577209472656, 0.008609457015991211, 0.008791698455810546, 0.008515056610107421, 0.008096976280212402, 0.007999055862426758, 0.007975376129150391, 0.007965775966644287, 0.007996655941009522, 0.00795249605178833, 0.007970736026763917, 0.00797217607498169, 0.007971537113189698, 0.007954736232757569, 0.008406577110290527, 0.007950097084045411, 0.007956975936889649, 0.007950096130371094, 0.007936336994171143, 0.00794209623336792, 0.007960495948791503, 0.007954256057739258, 0.007930575847625732, 0.008071376800537109, 0.007912015914916993, 0.007912015914916993, 0.007927855968475343, 0.00794081687927246, 0.007935855865478516, 0.007928176879882813, 0.007935215950012207, 0.007912975788116455, 0.007948495864868165, 0.007930416107177735, 0.0079443359375, 0.00876209831237793, 0.008970897674560547, 0.008446417808532714, 0.008977619171142578 ] }, "throughput": { "unit": "tokens/s", "value": 243.20024877907107 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1049.14944, "max_global_vram": 2098.765824, "max_process_vram": 303833.305088, "max_reserved": 725.614592, "max_allocated": 513.056256 }, "latency": { "unit": "s", "count": 61, "total": 0.5027290153503416, "mean": 0.00824145926803839, "stdev": 0.0003059698376399067, "p50": 0.008095376014709473, "p90": 0.008694896697998047, "p95": 0.008986578941345216, "p99": 0.00922280216217041, "values": [ 0.008694896697998047, 0.008560176849365234, 0.008180336952209473, 0.008155535697937012, 0.008119536399841308, 0.008138257026672363, 0.008131377220153809, 0.008103216171264648, 0.008092657089233398, 0.008079376220703125, 0.008082896232604981, 0.008113456726074218, 0.008260976791381837, 0.008142095565795898, 0.009005139350891114, 0.008095215797424317, 0.008208816528320312, 0.008152016639709473, 0.008074895858764648, 0.008210736274719238, 0.00803985595703125, 0.008236495971679688, 0.008845937728881837, 0.008582098007202148, 0.00856625747680664, 0.008606738090515136, 0.008986578941345216, 0.008268016815185547, 0.008054896354675293, 0.008054097175598145, 0.008078736305236816, 0.008095376014709473, 0.008056177139282226, 0.00808737564086914, 0.008051216125488281, 0.008207217216491699, 0.008067376136779785, 0.008242735862731934, 0.008072497367858887, 0.008048975944519043, 0.008145456314086913, 0.008057456970214844, 0.008056176185607911, 0.008064976692199707, 0.008071375846862792, 0.008074895858764648, 0.00805169677734375, 0.008021615982055664, 0.008024656295776367, 0.008043536186218262, 0.008046575546264648, 0.008072336196899415, 0.008081296920776367, 0.008047056198120118, 0.008174416542053222, 0.008070256233215332, 0.008070576667785644, 0.009458579063415528, 0.008458577156066894, 0.0087216157913208, 0.009065617561340332 ] }, "throughput": { "unit": "tokens/s", "value": 121.33773491766797 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 60, "total": 0.9865445623397827, "mean": 0.016442409372329714, "stdev": 0.0007657577295712467, "p50": 0.016158432960510255, "p90": 0.017191827774047853, "p95": 0.017531596279144284, "p99": 0.019284931068420403, "values": [ 0.017026754379272462, 0.016804033279418946, 0.016304832458496094, 0.01625507354736328, 0.016226593017578124, 0.016187713623046874, 0.01635347366333008, 0.01612259292602539, 0.01607075309753418, 0.01606915283203125, 0.01616083335876465, 0.01635171318054199, 0.01638835334777832, 0.020827241897583008, 0.016574272155761717, 0.016448354721069335, 0.016331073760986328, 0.016087392807006835, 0.016211233139038085, 0.016030752182006835, 0.016467073440551757, 0.016949153900146483, 0.01721443557739258, 0.01739011573791504, 0.017189315795898438, 0.01711891555786133, 0.01629507255554199, 0.01605891227722168, 0.016045473098754884, 0.016100353240966796, 0.016068832397460937, 0.01606803321838379, 0.016084192276000976, 0.016056352615356446, 0.016187713623046874, 0.016501474380493163, 0.016222591400146483, 0.016056352615356446, 0.016024513244628905, 0.016108991622924805, 0.016031232833862305, 0.016041791915893555, 0.016050912857055663, 0.01602707290649414, 0.01617363166809082, 0.015993633270263673, 0.015953951835632325, 0.015986753463745118, 0.01600819206237793, 0.01601347351074219, 0.016028671264648436, 0.016043392181396485, 0.015982751846313478, 0.01615603256225586, 0.016028352737426758, 0.016038272857666017, 0.01821315574645996, 0.01750291633605957, 0.017153793334960938, 0.018076515197753905 ] }, "throughput": { "unit": "tokens/s", "value": 60.818337346767485 }, "energy": null, "efficiency": null } } }