{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.4.0+rocm6.1", "_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": "4", "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": 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": 1082015.256576, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.15.0-101-generic-x86_64-with-glibc2.35", "processor": "x86_64", "python_version": "3.10.12", "gpu": [ "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]", "Advanced Micro Devices, Inc. [AMD/ATI]" ], "gpu_count": 8, "gpu_vram_mb": 549621596160, "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": "0.30.2", "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": 1390.829568, "max_global_vram": 11.235328, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 8.22094140625, "mean": 8.22094140625, "stdev": 0.0, "p50": 8.22094140625, "p90": 8.22094140625, "p95": 8.22094140625, "p99": 8.22094140625, "values": [ 8.22094140625 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1549.688832, "max_global_vram": 11.313152, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 513.035264 }, "latency": { "unit": "s", "count": 68, "total": 0.49553706455230706, "mean": 0.007287309772828047, "stdev": 0.00048251007369055226, "p50": 0.007224531412124634, "p90": 0.007837137031555176, "p95": 0.007865032362937927, "p99": 0.008659140043258663, "values": [ 0.0076231689453125, 0.007722049236297607, 0.007752768993377686, 0.007567649841308594, 0.007392611026763916, 0.007398050785064697, 0.007232131958007812, 0.0072382111549377445, 0.007193091869354248, 0.007287810802459717, 0.007236771106719971, 0.007181571960449219, 0.007361249923706055, 0.010250839233398437, 0.007129571914672852, 0.006957732200622559, 0.006948451995849609, 0.00694877290725708, 0.0069665322303771975, 0.007337410926818847, 0.007640610218048096, 0.007216930866241455, 0.007793889045715332, 0.007871808052062989, 0.007875168800354004, 0.007852448940277099, 0.007872929096221924, 0.007842848777770996, 0.007852287769317626, 0.0073569297790527345, 0.007340771198272705, 0.007376130104064941, 0.007303970813751221, 0.007365410804748535, 0.0073714909553527835, 0.006981892108917236, 0.006958052158355713, 0.006933093070983887, 0.006957411766052246, 0.006947971820831299, 0.006971171855926514, 0.0069386930465698245, 0.006941252231597901, 0.006946372985839844, 0.00696749210357666, 0.006954372882843018, 0.006930212020874024, 0.006954691886901856, 0.006963811874389649, 0.006961091995239258, 0.006953571796417236, 0.006949572086334228, 0.006928932189941406, 0.006966052055358887, 0.0069438118934631345, 0.006944931983947754, 0.006950692176818847, 0.006937733173370361, 0.006912932872772217, 0.006937732219696045, 0.006968293190002441, 0.007394529819488525, 0.007792609214782715, 0.007834689140319824, 0.007292770862579346, 0.0073287711143493655, 0.007235490798950196, 0.007296289920806885 ] }, "throughput": { "unit": "tokens/s", "value": 274.44970261279883 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1549.688832, "max_global_vram": 11.227136, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 513.259008 }, "latency": { "unit": "s", "count": 68, "total": 0.5122058053016664, "mean": 0.007532438313259798, "stdev": 0.0003473079547560935, "p50": 0.007487650394439697, "p90": 0.008147343635559082, "p95": 0.008212639999389648, "p99": 0.008298906126022338, "values": [ 0.00809596824645996, 0.008278367042541503, 0.008006208419799805, 0.007732288837432861, 0.007648128986358643, 0.0075842890739440914, 0.0075646090507507325, 0.00749613094329834, 0.007502689838409424, 0.007727488994598388, 0.007467329978942871, 0.007516930103302002, 0.007495329856872558, 0.00751629114151001, 0.007296771049499512, 0.007294691085815429, 0.007274850845336914, 0.007248451232910156, 0.007265251159667968, 0.007572128772735596, 0.007794848918914795, 0.0077759690284729, 0.008340606689453125, 0.008205568313598633, 0.008234046936035156, 0.008169406890869141, 0.008112128257751466, 0.008176128387451171, 0.007915809154510497, 0.007535170078277588, 0.007638050079345703, 0.007687650203704834, 0.007542530059814453, 0.007606369972229004, 0.00725917100906372, 0.007354850769042969, 0.007227490901947022, 0.00723405122756958, 0.007401250839233399, 0.007235331058502197, 0.007228930950164795, 0.0072134108543396, 0.007187972068786621, 0.007204131126403808, 0.007209092140197754, 0.007204131126403808, 0.007189251899719238, 0.007225251197814942, 0.00745357084274292, 0.0072007708549499515, 0.0072018918991088865, 0.007234210968017578, 0.007234531879425049, 0.007212770938873291, 0.007209412097930908, 0.007274051189422607, 0.007171492099761963, 0.007165891170501709, 0.007184290885925293, 0.007243010997772217, 0.007211650848388672, 0.008216447830200195, 0.008050368309020997, 0.008137887954711914, 0.007529890060424805, 0.007504128932952881, 0.007479970932006836, 0.0075967698097229005 ] }, "throughput": { "unit": "tokens/s", "value": 132.75913567584624 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 68, "total": 0.4787848172187804, "mean": 0.007040953194393831, "stdev": 0.0003247866010366141, "p50": 0.006992612600326538, "p90": 0.007652097845077515, "p95": 0.007683826065063477, "p99": 0.007762156023979187, "values": [ 0.007439011096954345, 0.007649409770965576, 0.0073734111785888675, 0.007169732093811035, 0.007111170768737793, 0.0070662121772766115, 0.0070092520713806155, 0.006997413158416748, 0.006979971885681152, 0.007191330909729004, 0.006954691886901856, 0.006995011806488037, 0.0069927721023559574, 0.007020771980285645, 0.0067937331199646, 0.006825413227081299, 0.0068158130645751954, 0.006778532981872558, 0.006754212856292725, 0.007110051155090332, 0.007302530765533447, 0.007271650791168213, 0.007826368808746337, 0.00768572998046875, 0.007730528831481933, 0.007663488864898682, 0.007609889984130859, 0.007680290222167969, 0.00741149091720581, 0.007059971809387207, 0.00718061113357544, 0.0071946921348571774, 0.007033411979675293, 0.007137890815734863, 0.006783332824707031, 0.006882692813873291, 0.006770853042602539, 0.006765253067016601, 0.0069271731376647945, 0.006764772891998291, 0.006754693031311035, 0.006749732971191406, 0.006719653129577637, 0.0067398128509521486, 0.006743173122406006, 0.0067398128509521486, 0.0067121338844299315, 0.006766852855682373, 0.006992453098297119, 0.00672877311706543, 0.006732773780822754, 0.006767813205718994, 0.0067665338516235355, 0.006741252899169922, 0.006743012905120849, 0.006811812877655029, 0.006718052864074707, 0.006714373111724853, 0.006727812767028808, 0.00677629280090332, 0.0067466931343078615, 0.00772668981552124, 0.007546689987182617, 0.007658370018005371, 0.007097731113433838, 0.007014852046966552, 0.007000452995300293, 0.007135972023010254 ] }, "throughput": { "unit": "tokens/s", "value": 142.02622463052631 }, "energy": null, "efficiency": null } } }