{ "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-5.10.223-212.873.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": "0.34.0", "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": 791.191552, "max_global_vram": 1355.28448, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.434853515625, "mean": 7.434853515625, "stdev": 0.0, "p50": 7.434853515625, "p90": 7.434853515625, "p95": 7.434853515625, "p99": 7.434853515625, "values": [ 7.434853515625 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 9.899456291659842e-07, "ram": 5.270306161424697e-07, "gpu": 1.6436124260002776e-06, "total": 3.1605886713087316e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1199.49312, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 74, "total": 0.4899820494651793, "mean": 0.006621379046826748, "stdev": 0.0002442244002565591, "p50": 0.006600687980651856, "p90": 0.0068260383129119875, "p95": 0.0070900094509124744, "p99": 0.007534546699523925, "values": [ 0.007720352172851563, 0.007382239818572998, 0.007465824127197266, 0.0072341117858886715, 0.007012415885925293, 0.006555488109588623, 0.006449312210083008, 0.006724736213684082, 0.00666806411743164, 0.006729472160339356, 0.006639520168304444, 0.006687007904052735, 0.0066590080261230465, 0.006871520042419433, 0.006479008197784424, 0.006675104141235352, 0.006653439998626709, 0.006449376106262207, 0.006450079917907715, 0.006561439990997314, 0.00678278398513794, 0.006723680019378662, 0.006694719791412353, 0.006619328022003173, 0.006677343845367432, 0.006579840183258056, 0.006725376129150391, 0.0064083199501037596, 0.006396128177642822, 0.006451200008392334, 0.0065354881286621095, 0.006620736122131348, 0.006659359931945801, 0.006450399875640869, 0.006418399810791016, 0.006452864170074463, 0.006450240135192871, 0.006488287925720215, 0.006431615829467773, 0.006691999912261963, 0.006577663898468018, 0.00664243221282959, 0.0065783681869506835, 0.006633376121520996, 0.006406527996063232, 0.006419968128204345, 0.0066977920532226565, 0.006454432010650634, 0.006382976055145264, 0.0068689918518066405, 0.0066631040573120115, 0.006694047927856445, 0.006612768173217773, 0.0067010560035705566, 0.006691840171813965, 0.0066641921997070315, 0.006444352149963379, 0.006430272102355957, 0.006418464183807373, 0.006432608127593994, 0.00660259199142456, 0.006665664196014404, 0.006515007972717285, 0.006379903793334961, 0.006420447826385498, 0.006414783954620361, 0.0065987839698791505, 0.006610623836517334, 0.006522463798522949, 0.006844575881958008, 0.006428544044494629, 0.006371903896331787, 0.006428671836853027, 0.006437215805053711 ] }, "throughput": { "unit": "tokens/s", "value": 302.0518816179972 }, "energy": { "unit": "kWh", "cpu": 8.106078189248417e-08, "ram": 4.428387582543152e-08, "gpu": 1.5036860102040746e-07, "total": 2.7571325873832314e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7253913.02961669 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1218.441216, "max_global_vram": 1365.77024, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 74, "total": 0.516297661304474, "mean": 0.00697699542303343, "stdev": 0.0003048312319062124, "p50": 0.006939136028289794, "p90": 0.007412073516845704, "p95": 0.007779294395446778, "p99": 0.00795105894088745, "values": [ 0.0079137601852417, 0.007808544158935547, 0.007773183822631836, 0.00805190372467041, 0.006812064170837402, 0.006805439949035644, 0.006950431823730468, 0.006921504020690918, 0.007780896186828613, 0.006988671779632569, 0.007011328220367432, 0.006947135925292969, 0.0070239357948303225, 0.00693452787399292, 0.006939519882202148, 0.006968287944793701, 0.006955264091491699, 0.006717279911041259, 0.007134111881256103, 0.006706463813781738, 0.007030272006988526, 0.007011263847351074, 0.006974976062774658, 0.006952032089233399, 0.006954944133758545, 0.006966207981109619, 0.00695139217376709, 0.006726719856262207, 0.006725791931152344, 0.006699103832244873, 0.006940415859222412, 0.006965695858001709, 0.006902368068695069, 0.006743231773376465, 0.006789760112762451, 0.006689695835113525, 0.006769023895263672, 0.0067617278099060055, 0.006898272037506104, 0.006952703952789307, 0.006967423915863037, 0.006943871974945068, 0.00695420789718628, 0.006938752174377442, 0.006775008201599121, 0.00671721601486206, 0.0069333758354187015, 0.006821375846862793, 0.007531199932098389, 0.007014495849609375, 0.006972928047180176, 0.00761897611618042, 0.007013055801391601, 0.0069855360984802245, 0.006938208103179932, 0.006910783767700195, 0.00676803207397461, 0.006716032028198243, 0.006866943836212158, 0.006682271957397461, 0.007036448001861572, 0.006878015995025635, 0.006729152202606201, 0.006737343788146973, 0.006786240100860596, 0.006941055774688721, 0.007015999794006348, 0.006931903839111328, 0.00777843189239502, 0.006923520088195801, 0.0067214398384094235, 0.006726240158081055, 0.006652063846588134, 0.006820256233215332 ] }, "throughput": { "unit": "tokens/s", "value": 143.32817199487627 }, "energy": { "unit": "kWh", "cpu": 7.468360822995832e-08, "ram": 4.0867426933202676e-08, "gpu": 1.3656145308485267e-07, "total": 2.5211248824801376e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3966483.401711769 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 74, "total": 0.48584726381301874, "mean": 0.006565503565040795, "stdev": 0.0002670676728981437, "p50": 0.00653107213973999, "p90": 0.00695900149345398, "p95": 0.007268721699714661, "p99": 0.007380121703147888, "values": [ 0.007346176147460938, 0.007269408226013184, 0.007255040168762207, 0.007413760185241699, 0.006423552036285401, 0.006397952079772949, 0.006554624080657959, 0.0065136637687683106, 0.007367680072784424, 0.006553599834442139, 0.006603775978088379, 0.0065413122177124024, 0.00662937593460083, 0.006540287971496582, 0.006524928092956543, 0.00653926420211792, 0.006533120155334473, 0.006330368041992188, 0.006710271835327148, 0.006311935901641846, 0.006632448196411133, 0.006614016056060791, 0.00658022403717041, 0.006557695865631104, 0.0065382399559021, 0.006569983959197998, 0.0065484800338745115, 0.006341631889343262, 0.006334464073181153, 0.006312960147857666, 0.006529024124145508, 0.006569983959197998, 0.006494207859039307, 0.0063569917678833006, 0.006403071880340576, 0.006303743839263916, 0.006381599903106689, 0.006375423908233643, 0.006502431869506836, 0.006559743881225586, 0.006569983959197998, 0.006529024124145508, 0.006560768127441406, 0.006541376113891602, 0.006384640216827392, 0.006330368041992188, 0.006525951862335205, 0.006423552036285401, 0.007065599918365479, 0.006606912136077881, 0.0065669121742248536, 0.007144447803497315, 0.006609920024871826, 0.00657919979095459, 0.006544447898864746, 0.006517727851867675, 0.006354944229125976, 0.006329343795776367, 0.006471680164337158, 0.006295551776885986, 0.006643712043762207, 0.0064839677810668945, 0.006340608119964599, 0.006351871967315674, 0.006398975849151611, 0.0065146880149841305, 0.0066109437942504885, 0.0065372161865234375, 0.007268352031707764, 0.006520832061767578, 0.006335487842559814, 0.00633955192565918, 0.006268928050994873, 0.0064133119583129885 ] }, "throughput": { "unit": "tokens/s", "value": 152.31124164255732 }, "energy": null, "efficiency": null } } }