| { | |
| "config": { | |
| "name": "pytorch_generate", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.3.0+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-generation", | |
| "library": "transformers", | |
| "model": "google/gemma-2b", | |
| "processor": "google/gemma-2b", | |
| "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": "float16", | |
| "eval_mode": true, | |
| "to_bettertransformer": false, | |
| "low_cpu_mem_usage": null, | |
| "attn_implementation": null, | |
| "cache_implementation": "static", | |
| "autocast_enabled": false, | |
| "autocast_dtype": null, | |
| "torch_compile": false, | |
| "torch_compile_target": "forward", | |
| "torch_compile_config": { | |
| "backend": "inductor", | |
| "mode": "reduce-overhead", | |
| "fullgraph": true | |
| }, | |
| "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": 2, | |
| "duration": 0, | |
| "warmup_runs": 10, | |
| "input_shapes": { | |
| "batch_size": 1, | |
| "num_choices": 2, | |
| "sequence_length": 7 | |
| }, | |
| "new_tokens": null, | |
| "latency": true, | |
| "memory": true, | |
| "energy": false, | |
| "forward_kwargs": {}, | |
| "generate_kwargs": { | |
| "max_new_tokens": 128, | |
| "min_new_tokens": 128, | |
| "do_sample": false | |
| }, | |
| "call_kwargs": {} | |
| }, | |
| "launcher": { | |
| "name": "process", | |
| "_target_": "optimum_benchmark.launchers.process.launcher.ProcessLauncher", | |
| "device_isolation": true, | |
| "device_isolation_action": "warn", | |
| "start_method": "spawn" | |
| }, | |
| "environment": { | |
| "cpu": " AMD EPYC 7R32", | |
| "cpu_count": 16, | |
| "cpu_ram_mb": 66697.29792, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.217-205.860.amzn2.x86_64-x86_64-with-glibc2.29", | |
| "processor": "x86_64", | |
| "python_version": "3.8.10", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.2.1", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.42.0.dev0", | |
| "transformers_commit": "0ed3ffcb4461a244b87781a24e5ebd0a78f98142", | |
| "accelerate_version": "0.32.0.dev0", | |
| "accelerate_commit": null, | |
| "diffusers_version": null, | |
| "diffusers_commit": null, | |
| "optimum_version": "1.21.0.dev0", | |
| "optimum_commit": null, | |
| "timm_version": "0.9.16", | |
| "timm_commit": null, | |
| "peft_version": "0.11.2.dev0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1750.564864, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936192 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.043825569152832033, | |
| "mean": 0.021912784576416017, | |
| "stdev": 9.732818603515672e-05, | |
| "p50": 0.021912784576416017, | |
| "p90": 0.021990647125244144, | |
| "p95": 0.022000379943847657, | |
| "p99": 0.02200816619873047, | |
| "values": [ | |
| 0.02181545639038086, | |
| 0.022010112762451173 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 319.44821871401325 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1750.581248, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5036.936704 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.082213623046875, | |
| "mean": 2.5411068115234374, | |
| "stdev": 0.002622680664062571, | |
| "p50": 2.5411068115234374, | |
| "p90": 2.5432049560546877, | |
| "p95": 2.543467224121094, | |
| "p99": 2.5436770385742187, | |
| "values": [ | |
| 2.538484130859375, | |
| 2.5437294921875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 49.97822186146568 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 5.083170820236204, | |
| "mean": 0.020091584269708324, | |
| "stdev": 0.0015193376725360361, | |
| "p50": 0.020007936477661133, | |
| "p90": 0.020599193572998047, | |
| "p95": 0.02069422073364258, | |
| "p99": 0.021532016448974612, | |
| "values": [ | |
| 0.0215285758972168, | |
| 0.020007936477661133, | |
| 0.020134912490844727, | |
| 0.020129791259765627, | |
| 0.020324352264404297, | |
| 0.01982771110534668, | |
| 0.020195327758789062, | |
| 0.020702207565307617, | |
| 0.020941823959350587, | |
| 0.021171199798583985, | |
| 0.02083737564086914, | |
| 0.020682752609252928, | |
| 0.020405248641967775, | |
| 0.020831232070922853, | |
| 0.021198848724365234, | |
| 0.021535743713378908, | |
| 0.02003865623474121, | |
| 0.02028441619873047, | |
| 0.019927040100097656, | |
| 0.020106239318847655, | |
| 0.019912704467773438, | |
| 0.02002943992614746, | |
| 0.020009983062744142, | |
| 0.01987993621826172, | |
| 0.019769344329833984, | |
| 0.019771392822265626, | |
| 0.01987276840209961, | |
| 0.02046771240234375, | |
| 0.02046156883239746, | |
| 0.02021785545349121, | |
| 0.02028544044494629, | |
| 0.019987455368041994, | |
| 0.020162559509277343, | |
| 0.020091903686523437, | |
| 0.01999667167663574, | |
| 0.020309024810791016, | |
| 0.019935199737548828, | |
| 0.02003558349609375, | |
| 0.020147199630737304, | |
| 0.020000768661499024, | |
| 0.020204544067382812, | |
| 0.019862527847290038, | |
| 0.020005952835083007, | |
| 0.0197774715423584, | |
| 0.01964543914794922, | |
| 0.019944448471069336, | |
| 0.020015104293823242, | |
| 0.019786752700805665, | |
| 0.0195020809173584, | |
| 0.019552255630493166, | |
| 0.019486719131469727, | |
| 0.019378175735473634, | |
| 0.019549184799194336, | |
| 0.01947648048400879, | |
| 0.01940377616882324, | |
| 0.019348480224609374, | |
| 0.019302400588989257, | |
| 0.019276800155639647, | |
| 0.019308544158935546, | |
| 0.019358720779418945, | |
| 0.01947648048400879, | |
| 0.019538944244384765, | |
| 0.01946112060546875, | |
| 0.019577856063842772, | |
| 0.019408895492553712, | |
| 0.01965260887145996, | |
| 0.01960140800476074, | |
| 0.01940275192260742, | |
| 0.019288063049316406, | |
| 0.019375104904174805, | |
| 0.01940275192260742, | |
| 0.019319807052612305, | |
| 0.019397632598876953, | |
| 0.01967513656616211, | |
| 0.019778560638427735, | |
| 0.01943654441833496, | |
| 0.01945599937438965, | |
| 0.01947648048400879, | |
| 0.019296255111694336, | |
| 0.019506175994873046, | |
| 0.019365888595581054, | |
| 0.019914751052856446, | |
| 0.020617216110229493, | |
| 0.020501504898071288, | |
| 0.02049945640563965, | |
| 0.020494335174560546, | |
| 0.020570112228393556, | |
| 0.020504575729370117, | |
| 0.0196997127532959, | |
| 0.02004991912841797, | |
| 0.020321279525756835, | |
| 0.019357696533203125, | |
| 0.019397632598876953, | |
| 0.01927884864807129, | |
| 0.0192542724609375, | |
| 0.019377151489257814, | |
| 0.019562496185302734, | |
| 0.01983897590637207, | |
| 0.020336639404296874, | |
| 0.019323904037475585, | |
| 0.019293184280395507, | |
| 0.019542015075683594, | |
| 0.019483648300170898, | |
| 0.019570688247680663, | |
| 0.019352575302124024, | |
| 0.020333568572998048, | |
| 0.020402175903320312, | |
| 0.020487167358398437, | |
| 0.02042572784423828, | |
| 0.020249599456787108, | |
| 0.02051584053039551, | |
| 0.020321279525756835, | |
| 0.0204902400970459, | |
| 0.02027212715148926, | |
| 0.02047590446472168, | |
| 0.02042470359802246, | |
| 0.020340736389160157, | |
| 0.020419584274291993, | |
| 0.020517887115478514, | |
| 0.0206059513092041, | |
| 0.02068889617919922, | |
| 0.020339712142944336, | |
| 0.019949567794799804, | |
| 0.019968000411987305, | |
| 0.020366336822509764, | |
| 0.02042163276672363, | |
| 0.04270284652709961, | |
| 0.02051481628417969, | |
| 0.020262912750244142, | |
| 0.020406272888183592, | |
| 0.020530176162719727, | |
| 0.020776960372924806, | |
| 0.02048419189453125, | |
| 0.020624351501464844, | |
| 0.02058950424194336, | |
| 0.020493312835693358, | |
| 0.020596736907958983, | |
| 0.020372480392456056, | |
| 0.019483648300170898, | |
| 0.019309568405151366, | |
| 0.019520511627197267, | |
| 0.02065407943725586, | |
| 0.020668415069580077, | |
| 0.020617216110229493, | |
| 0.02049945640563965, | |
| 0.02028646469116211, | |
| 0.020561920166015626, | |
| 0.02051584053039551, | |
| 0.020634624481201173, | |
| 0.020501504898071288, | |
| 0.01943244743347168, | |
| 0.019544063568115236, | |
| 0.019619840621948242, | |
| 0.019384319305419923, | |
| 0.0194467830657959, | |
| 0.01939455986022949, | |
| 0.019583999633789064, | |
| 0.020545536041259766, | |
| 0.020560895919799805, | |
| 0.02044927978515625, | |
| 0.020403200149536133, | |
| 0.020447231292724608, | |
| 0.020307968139648438, | |
| 0.02048102378845215, | |
| 0.02045849609375, | |
| 0.020518911361694335, | |
| 0.020754432678222655, | |
| 0.02027008056640625, | |
| 0.02025267219543457, | |
| 0.020426752090454102, | |
| 0.020496383666992187, | |
| 0.020568063735961914, | |
| 0.02027622413635254, | |
| 0.020314111709594726, | |
| 0.02029363250732422, | |
| 0.020337663650512695, | |
| 0.022024192810058595, | |
| 0.02123263931274414, | |
| 0.020685823440551757, | |
| 0.02043391990661621, | |
| 0.020618240356445314, | |
| 0.020538368225097657, | |
| 0.02049228858947754, | |
| 0.0206376953125, | |
| 0.02029363250732422, | |
| 0.020306943893432617, | |
| 0.020338687896728515, | |
| 0.020388864517211915, | |
| 0.020381696701049806, | |
| 0.020305919647216796, | |
| 0.020599807739257812, | |
| 0.020553728103637696, | |
| 0.020519935607910156, | |
| 0.020331520080566406, | |
| 0.020248575210571287, | |
| 0.020488191604614257, | |
| 0.020447231292724608, | |
| 0.02048409652709961, | |
| 0.02026803207397461, | |
| 0.0204902400970459, | |
| 0.020547584533691408, | |
| 0.02049126434326172, | |
| 0.02049945640563965, | |
| 0.020412416458129884, | |
| 0.019534847259521485, | |
| 0.01947238349914551, | |
| 0.019542015075683594, | |
| 0.019560447692871095, | |
| 0.019555328369140625, | |
| 0.019343360900878907, | |
| 0.019680255889892577, | |
| 0.0194969596862793, | |
| 0.0192675838470459, | |
| 0.019414016723632813, | |
| 0.0194467830657959, | |
| 0.019482624053955077, | |
| 0.01941196823120117, | |
| 0.01940275192260742, | |
| 0.019489791870117186, | |
| 0.019540031433105468, | |
| 0.01960441589355469, | |
| 0.019588096618652344, | |
| 0.019567615509033204, | |
| 0.01939558410644531, | |
| 0.019378175735473634, | |
| 0.01947238349914551, | |
| 0.019358720779418945, | |
| 0.01967820739746094, | |
| 0.01927065658569336, | |
| 0.019334144592285156, | |
| 0.019294208526611328, | |
| 0.01946419143676758, | |
| 0.019599359512329103, | |
| 0.019598335266113282, | |
| 0.0194334716796875, | |
| 0.019314687728881837, | |
| 0.01943756866455078, | |
| 0.01960550308227539, | |
| 0.01945599937438965, | |
| 0.019417087554931642, | |
| 0.019499008178710937, | |
| 0.01965875244140625, | |
| 0.0194201602935791, | |
| 0.01942937660217285, | |
| 0.019527679443359376, | |
| 0.019631103515625, | |
| 0.01960038375854492, | |
| 0.019333120346069335, | |
| 0.019466239929199217, | |
| 0.019503103256225587, | |
| 0.019563520431518554, | |
| 0.01946009635925293, | |
| 0.019535871505737306 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 49.77208300630029 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |