{ "config": { "name": "cuda_inference_transformers_text-generation_openai-community/gpt2", "backend": { "name": "pytorch", "version": "2.6.0.dev20240917+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-5.10.224-212.876.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": "0.34.2", "accelerate_commit": null, "diffusers_version": "0.30.3", "diffusers_commit": null, "optimum_version": null, "optimum_commit": null, "timm_version": "1.0.9", "timm_commit": null, "peft_version": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 814.227456, "max_global_vram": 1362.624512, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 8.5292421875, "mean": 8.5292421875, "stdev": 0.0, "p50": 8.5292421875, "p90": 8.5292421875, "p95": 8.5292421875, "p99": 8.5292421875, "values": [ 8.5292421875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 1.0155982513955072e-06, "ram": 5.101656763365285e-07, "gpu": 1.7863903179968221e-06, "total": 3.3121542457288576e-06 }, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1218.23232, "max_global_vram": 1373.110272, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.210304 }, "latency": { "unit": "s", "count": 69, "total": 0.48749135828018214, "mean": 0.007065092148988142, "stdev": 0.00027237795886031474, "p50": 0.007092480182647705, "p90": 0.007384518241882325, "p95": 0.007469094371795654, "p99": 0.007568043346405029, "values": [ 0.007601183891296387, 0.0074486398696899415, 0.007470719814300537, 0.007092480182647705, 0.007174335956573487, 0.007268928050994873, 0.006965919971466065, 0.007074944019317627, 0.007242527961730957, 0.0071758079528808595, 0.007004735946655273, 0.007154848098754883, 0.007185440063476562, 0.007208255767822266, 0.00715174388885498, 0.007391327857971191, 0.007209375858306884, 0.007488351821899414, 0.007173088073730469, 0.007346240043640137, 0.007315584182739258, 0.007053215980529785, 0.007231488227844239, 0.00746665620803833, 0.007255839824676514, 0.007068031787872314, 0.007193024158477783, 0.007123519897460937, 0.007382815837860108, 0.007232287883758545, 0.0073398399353027345, 0.007119935989379883, 0.007015679836273193, 0.006978687763214112, 0.007057919979095459, 0.007044032096862793, 0.007038527965545654, 0.007272319793701172, 0.007188608169555664, 0.0072063679695129395, 0.00755244779586792, 0.0069630398750305175, 0.007026336193084717, 0.0069918398857116695, 0.0068552961349487304, 0.006823359966278076, 0.006553408145904541, 0.00671343994140625, 0.007264927864074707, 0.007351871967315674, 0.0073480639457702635, 0.007057536125183106, 0.006979167938232422, 0.007136447906494141, 0.006886879920959473, 0.006894720077514648, 0.006810175895690918, 0.006833983898162842, 0.006823616027832031, 0.0067628159523010255, 0.00679145622253418, 0.006794943809509278, 0.006804255962371826, 0.006539072036743164, 0.006486432075500488, 0.006536287784576416, 0.006493760108947754, 0.006485568046569824, 0.006516928195953369 ] }, "throughput": { "unit": "tokens/s", "value": 283.0819411586073 }, "energy": { "unit": "kWh", "cpu": 8.100222440953281e-08, "ram": 4.426608744723135e-08, "gpu": 1.538738948299378e-07, "total": 2.7914220668670195e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 7164806.869370063 } }, "decode": { "memory": { "unit": "MB", "max_ram": 1236.578304, "max_global_vram": 1373.110272, "max_process_vram": 0.0, "max_reserved": 725.614592, "max_allocated": 522.434048 }, "latency": { "unit": "s", "count": 69, "total": 0.5114604806900026, "mean": 0.007412470734637716, "stdev": 0.0002981290766092088, "p50": 0.0074906558990478515, "p90": 0.007750924682617188, "p95": 0.007812608051300048, "p99": 0.007888044738769532, "values": [ 0.00787401580810547, 0.007801087856292724, 0.007781951904296875, 0.007459936141967774, 0.0075194878578186035, 0.0077133760452270505, 0.007425727844238281, 0.007533440113067627, 0.007531487941741943, 0.0074707517623901366, 0.00754966402053833, 0.007587423801422119, 0.007546720027923584, 0.007525536060333252, 0.0076063041687011715, 0.007704671859741211, 0.007917856216430664, 0.007609024047851563, 0.00770911979675293, 0.007749184131622315, 0.00746284818649292, 0.0074906558990478515, 0.007750847816467285, 0.007566720008850098, 0.007457888126373291, 0.007412767887115478, 0.0075112318992614745, 0.007507936000823974, 0.007751232147216797, 0.007689472198486328, 0.007693727970123291, 0.007574463844299316, 0.007324384212493896, 0.007387968063354492, 0.00752569580078125, 0.007403808116912842, 0.007482272148132324, 0.007593215942382813, 0.007568863868713379, 0.007654528141021729, 0.00782476806640625, 0.0074787201881408695, 0.007166975975036621, 0.007088704109191895, 0.007343200206756592, 0.006879263877868652, 0.007006847858428955, 0.007582752227783203, 0.00766099214553833, 0.007820288181304931, 0.007513440132141113, 0.0072717761993408205, 0.007263519763946533, 0.007290143966674805, 0.007094592094421387, 0.00711894416809082, 0.007103968143463135, 0.007127552032470703, 0.007191328048706055, 0.007137375831604004, 0.007077727794647217, 0.007124512195587158, 0.007086143970489502, 0.006816864013671875, 0.0068169918060302735, 0.006809216022491455, 0.006815743923187256, 0.00671673583984375, 0.006804096221923828 ] }, "throughput": { "unit": "tokens/s", "value": 134.9077838954699 }, "energy": { "unit": "kWh", "cpu": 7.610165854009459e-08, "ram": 4.158834726651032e-08, "gpu": 1.4732517653861857e-07, "total": 2.650151823452235e-07 }, "efficiency": { "unit": "tokens/kWh", "value": 3773368.7223147256 } }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 69, "total": 0.4771615991592408, "mean": 0.00691538549506146, "stdev": 0.0002445475072012491, "p50": 0.006966271877288818, "p90": 0.007197081661224365, "p95": 0.0072609984397888185, "p99": 0.007309762516021728, "values": [ 0.00733900785446167, 0.007266335964202881, 0.007236608028411865, 0.00693452787399292, 0.006986720085144043, 0.007177216053009033, 0.006900735855102539, 0.007004159927368164, 0.006970367908477783, 0.006966271877288818, 0.007016448020935059, 0.007021567821502686, 0.007016448020935059, 0.007002111911773682, 0.00703385591506958, 0.007180319786071777, 0.007278592109680176, 0.0070984640121459965, 0.007171072006225586, 0.007186431884765625, 0.006948863983154297, 0.0069621758460998535, 0.007187456130981445, 0.007015423774719238, 0.006940671920776367, 0.006890495777130127, 0.006966271877288818, 0.006986783981323242, 0.007235583782196045, 0.007130112171173096, 0.007159808158874512, 0.0070563840866088865, 0.006816768169403077, 0.00687718391418457, 0.007018496036529541, 0.006866943836212158, 0.006936575889587402, 0.007066624164581299, 0.007002111911773682, 0.007107583999633789, 0.007296000003814697, 0.006949888229370117, 0.006688767910003662, 0.006654975891113281, 0.006838367938995361, 0.006473760128021241, 0.006586368083953857, 0.007085055828094483, 0.007094272136688232, 0.007252992153167725, 0.007020544052124023, 0.006821887969970703, 0.006833151817321777, 0.006853631973266602, 0.0066856322288513185, 0.0067123198509216305, 0.006673408031463623, 0.006723584175109864, 0.006780928134918213, 0.0067358717918396, 0.006662144184112549, 0.006712384223937988, 0.006667263984680176, 0.006425600051879882, 0.006421504020690918, 0.006406144142150879, 0.00642252779006958, 0.006323040008544922, 0.006400000095367431 ] }, "throughput": { "unit": "tokens/s", "value": 144.60509840183718 }, "energy": null, "efficiency": null } } }