| { | |
| "config": { | |
| "name": "pytorch_generate", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+cu121", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-generation", | |
| "library": "transformers", | |
| "model_type": "gemma", | |
| "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": {}, | |
| "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, | |
| "memory": true, | |
| "latency": 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", | |
| "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-glibc2.29", | |
| "processor": "x86_64", | |
| "python_version": "3.8.10", | |
| "gpu": [ | |
| "NVIDIA A10G" | |
| ], | |
| "gpu_count": 1, | |
| "gpu_vram_mb": 24146608128, | |
| "optimum_benchmark_version": "0.4.0", | |
| "optimum_benchmark_commit": null, | |
| "transformers_version": "4.45.0.dev0", | |
| "transformers_commit": "ecd61c62862f925a18b4f063dc17fcaf01826e25", | |
| "accelerate_version": "0.35.0.dev0", | |
| "accelerate_commit": null, | |
| "diffusers_version": null, | |
| "diffusers_commit": null, | |
| "optimum_version": "1.22.0.dev0", | |
| "optimum_commit": null, | |
| "timm_version": "0.9.16", | |
| "timm_commit": null, | |
| "peft_version": "0.12.1.dev0", | |
| "peft_commit": null | |
| } | |
| }, | |
| "report": { | |
| "load": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1320.42752, | |
| "max_global_vram": 6768.033792, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6138.363904, | |
| "max_allocated": 6060.931072 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 12.1005283203125, | |
| "mean": 12.1005283203125, | |
| "stdev": 0.0, | |
| "p50": 12.1005283203125, | |
| "p90": 12.1005283203125, | |
| "p95": 12.1005283203125, | |
| "p99": 12.1005283203125, | |
| "values": [ | |
| 12.1005283203125 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1759.68256, | |
| "max_global_vram": 6789.005312, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6142.558208, | |
| "max_allocated": 5028.450816 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04429404830932617, | |
| "mean": 0.022147024154663086, | |
| "stdev": 1.246452331542941e-05, | |
| "p50": 0.022147024154663086, | |
| "p90": 0.022156995773315428, | |
| "p95": 0.02215824222564697, | |
| "p99": 0.022159239387512207, | |
| "values": [ | |
| 0.022134559631347656, | |
| 0.022159488677978515 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 316.0695518781985 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1784.50432, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5031.820288 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.34977685546875, | |
| "mean": 2.674888427734375, | |
| "stdev": 0.01889965820312489, | |
| "p50": 2.674888427734375, | |
| "p90": 2.690008154296875, | |
| "p95": 2.6918981201171874, | |
| "p99": 2.6934100927734375, | |
| "values": [ | |
| 2.6937880859375, | |
| 2.65598876953125 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 47.4786158118635 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 254, | |
| "total": 5.349518325805665, | |
| "mean": 0.021061095770888442, | |
| "stdev": 0.0005321484696243915, | |
| "p50": 0.021248000144958496, | |
| "p90": 0.021543628501892093, | |
| "p95": 0.02170981273651123, | |
| "p99": 0.022289735736846925, | |
| "values": [ | |
| 0.0204769287109375, | |
| 0.020527103424072265, | |
| 0.020510719299316405, | |
| 0.02047283172607422, | |
| 0.021644287109375, | |
| 0.021410816192626952, | |
| 0.021541887283325196, | |
| 0.020530176162719727, | |
| 0.020501504898071288, | |
| 0.020538368225097657, | |
| 0.02149171257019043, | |
| 0.02126131248474121, | |
| 0.02047590446472168, | |
| 0.02063974380493164, | |
| 0.021182464599609374, | |
| 0.020529151916503906, | |
| 0.021366783142089844, | |
| 0.021428224563598632, | |
| 0.02147635269165039, | |
| 0.021448703765869142, | |
| 0.02203647994995117, | |
| 0.021695487976074217, | |
| 0.020497407913208008, | |
| 0.020488191604614257, | |
| 0.020452352523803712, | |
| 0.02047385597229004, | |
| 0.02051584053039551, | |
| 0.02144972801208496, | |
| 0.020505599975585938, | |
| 0.02043903923034668, | |
| 0.02045952033996582, | |
| 0.022374399185180666, | |
| 0.0214783992767334, | |
| 0.02144767951965332, | |
| 0.021497856140136717, | |
| 0.02145792007446289, | |
| 0.02147225570678711, | |
| 0.021424127578735352, | |
| 0.02144256019592285, | |
| 0.02146816062927246, | |
| 0.02148044776916504, | |
| 0.021497856140136717, | |
| 0.02149580764770508, | |
| 0.021497856140136717, | |
| 0.021537792205810546, | |
| 0.02149990463256836, | |
| 0.02148454475402832, | |
| 0.021399551391601563, | |
| 0.021412864685058593, | |
| 0.021373952865600586, | |
| 0.02147123146057129, | |
| 0.021386240005493166, | |
| 0.021448703765869142, | |
| 0.02145996856689453, | |
| 0.021411840438842773, | |
| 0.02145792007446289, | |
| 0.021421056747436523, | |
| 0.021436416625976562, | |
| 0.021381120681762695, | |
| 0.02110054397583008, | |
| 0.021544960021972655, | |
| 0.0214466552734375, | |
| 0.021792768478393554, | |
| 0.021614591598510743, | |
| 0.02144256019592285, | |
| 0.02146201515197754, | |
| 0.021465087890625, | |
| 0.02166067123413086, | |
| 0.021526527404785157, | |
| 0.02143129539489746, | |
| 0.021367807388305664, | |
| 0.021440511703491212, | |
| 0.02144358444213867, | |
| 0.021126144409179686, | |
| 0.02143129539489746, | |
| 0.02145075225830078, | |
| 0.021440511703491212, | |
| 0.021507072448730468, | |
| 0.021543935775756837, | |
| 0.02146713638305664, | |
| 0.02145382308959961, | |
| 0.021567487716674806, | |
| 0.02150912094116211, | |
| 0.021391424179077148, | |
| 0.02141279983520508, | |
| 0.021583871841430666, | |
| 0.02149478340148926, | |
| 0.021441535949707033, | |
| 0.0214466552734375, | |
| 0.021420032501220702, | |
| 0.021555200576782226, | |
| 0.02150399971008301, | |
| 0.02142310333251953, | |
| 0.02112512016296387, | |
| 0.021166080474853514, | |
| 0.021135360717773437, | |
| 0.020295679092407228, | |
| 0.020249599456787108, | |
| 0.020312063217163084, | |
| 0.0202608642578125, | |
| 0.02028339195251465, | |
| 0.020354047775268554, | |
| 0.02038374328613281, | |
| 0.02026188850402832, | |
| 0.02025574493408203, | |
| 0.020575231552124023, | |
| 0.022740991592407226, | |
| 0.022490144729614258, | |
| 0.02173641586303711, | |
| 0.02061414337158203, | |
| 0.021212160110473634, | |
| 0.022214656829833986, | |
| 0.021737472534179687, | |
| 0.02119987106323242, | |
| 0.021744640350341796, | |
| 0.021545984268188476, | |
| 0.021517311096191406, | |
| 0.02147327995300293, | |
| 0.021537792205810546, | |
| 0.021366783142089844, | |
| 0.02127462387084961, | |
| 0.02042982482910156, | |
| 0.020405248641967775, | |
| 0.020405248641967775, | |
| 0.020435968399047853, | |
| 0.02045747184753418, | |
| 0.020463615417480468, | |
| 0.02041753578186035, | |
| 0.020397056579589845, | |
| 0.020764671325683593, | |
| 0.02145587158203125, | |
| 0.02142207908630371, | |
| 0.02149273681640625, | |
| 0.021436416625976562, | |
| 0.021501951217651367, | |
| 0.02142310333251953, | |
| 0.02146816062927246, | |
| 0.02184499168395996, | |
| 0.021646335601806642, | |
| 0.021505023956298826, | |
| 0.02147327995300293, | |
| 0.02141900825500488, | |
| 0.02143539237976074, | |
| 0.02142617607116699, | |
| 0.02049126434326172, | |
| 0.02046566390991211, | |
| 0.020468736648559572, | |
| 0.020455423355102538, | |
| 0.020487167358398437, | |
| 0.020479999542236327, | |
| 0.020533248901367186, | |
| 0.02044927978515625, | |
| 0.02027827262878418, | |
| 0.020376575469970702, | |
| 0.021029888153076173, | |
| 0.021120000839233398, | |
| 0.021089279174804687, | |
| 0.02122444725036621, | |
| 0.021355520248413085, | |
| 0.021918720245361328, | |
| 0.021326847076416015, | |
| 0.02148659133911133, | |
| 0.02149171257019043, | |
| 0.021300224304199217, | |
| 0.021542911529541017, | |
| 0.0214783992767334, | |
| 0.021153791427612305, | |
| 0.021406719207763672, | |
| 0.021444608688354492, | |
| 0.02045644760131836, | |
| 0.02046668815612793, | |
| 0.020376575469970702, | |
| 0.020271104812622072, | |
| 0.020470783233642577, | |
| 0.020385791778564453, | |
| 0.02027622413635254, | |
| 0.020304895401000975, | |
| 0.020477951049804686, | |
| 0.02045337677001953, | |
| 0.02052403259277344, | |
| 0.021368831634521485, | |
| 0.021398527145385742, | |
| 0.021383167266845703, | |
| 0.021441535949707033, | |
| 0.021385215759277345, | |
| 0.020273151397705077, | |
| 0.02030899238586426, | |
| 0.020925439834594727, | |
| 0.021234687805175782, | |
| 0.021184511184692383, | |
| 0.021488672256469728, | |
| 0.02154185676574707, | |
| 0.02143129539489746, | |
| 0.021132287979125978, | |
| 0.021147647857666017, | |
| 0.021139455795288087, | |
| 0.02128691291809082, | |
| 0.02122956848144531, | |
| 0.021133312225341795, | |
| 0.020313087463378905, | |
| 0.02085273551940918, | |
| 0.020739072799682616, | |
| 0.02149580764770508, | |
| 0.02146611213684082, | |
| 0.02026393508911133, | |
| 0.020289535522460937, | |
| 0.020281343460083007, | |
| 0.020722688674926756, | |
| 0.021786624908447266, | |
| 0.021776384353637695, | |
| 0.021613567352294923, | |
| 0.021569536209106444, | |
| 0.020520959854125977, | |
| 0.02044825553894043, | |
| 0.02047385597229004, | |
| 0.02049228858947754, | |
| 0.020458528518676758, | |
| 0.020427743911743165, | |
| 0.02043391990661621, | |
| 0.020418560028076172, | |
| 0.02043801689147949, | |
| 0.02047488021850586, | |
| 0.020418560028076172, | |
| 0.02043903923034668, | |
| 0.020419584274291993, | |
| 0.020393983840942383, | |
| 0.020239360809326173, | |
| 0.020237312316894532, | |
| 0.02023321533203125, | |
| 0.020249599456787108, | |
| 0.02024550437927246, | |
| 0.02047385597229004, | |
| 0.020419584274291993, | |
| 0.02045030403137207, | |
| 0.020220928192138672, | |
| 0.020505599975585938, | |
| 0.021345279693603517, | |
| 0.021424127578735352, | |
| 0.021147647857666017, | |
| 0.021146623611450196, | |
| 0.021173248291015623, | |
| 0.021191680908203125, | |
| 0.021120000839233398, | |
| 0.021168127059936523, | |
| 0.021112831115722656, | |
| 0.02110873603820801, | |
| 0.021136383056640624, | |
| 0.02026905632019043, | |
| 0.02024140739440918, | |
| 0.020362239837646484, | |
| 0.021352447509765626, | |
| 0.02127359962463379, | |
| 0.021167104721069335, | |
| 0.021130239486694336 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 47.48091034191314 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |