| { | |
| "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": null, | |
| "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-5.10.218-208.862.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": "0f67ba1d741d65b07d549daf4ee157609ce4f9c1", | |
| "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": 1706.909696, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5034.576896 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.03918860816955566, | |
| "mean": 0.01959430408477783, | |
| "stdev": 0.0002262392044067394, | |
| "p50": 0.01959430408477783, | |
| "p90": 0.019775295448303223, | |
| "p95": 0.019797919368743897, | |
| "p99": 0.019816018505096438, | |
| "values": [ | |
| 0.01982054328918457, | |
| 0.019368064880371093 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 357.2466758560754 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1706.930176, | |
| "max_global_vram": 6795.296768, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6148.849664, | |
| "max_allocated": 5034.577408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 4.859682373046875, | |
| "mean": 2.4298411865234373, | |
| "stdev": 0.02299743652343733, | |
| "p50": 2.4298411865234373, | |
| "p90": 2.4482391357421873, | |
| "p95": 2.4505388793945313, | |
| "p99": 2.452378674316406, | |
| "values": [ | |
| 2.40684375, | |
| 2.452838623046875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 52.266790399461776 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 4.859865081787112, | |
| "mean": 0.01920895289243917, | |
| "stdev": 0.0012791354543790587, | |
| "p50": 0.019106815338134766, | |
| "p90": 0.019688039016723634, | |
| "p95": 0.019777535629272463, | |
| "p99": 0.020079001693725583, | |
| "values": [ | |
| 0.01944371223449707, | |
| 0.01925529670715332, | |
| 0.019342336654663086, | |
| 0.019179519653320314, | |
| 0.01923072052001953, | |
| 0.019080192565917968, | |
| 0.019358720779418945, | |
| 0.01908940887451172, | |
| 0.018894847869873048, | |
| 0.019139583587646485, | |
| 0.019153919219970703, | |
| 0.019184640884399414, | |
| 0.01929113578796387, | |
| 0.01903308868408203, | |
| 0.019519519805908204, | |
| 0.01953276824951172, | |
| 0.019517440795898438, | |
| 0.019117055892944337, | |
| 0.019183616638183593, | |
| 0.01922969627380371, | |
| 0.0192174072265625, | |
| 0.01902899169921875, | |
| 0.018949119567871094, | |
| 0.019001344680786132, | |
| 0.018980863571166993, | |
| 0.019083263397216797, | |
| 0.018980863571166993, | |
| 0.0190515193939209, | |
| 0.01945088005065918, | |
| 0.0194334716796875, | |
| 0.019351551055908203, | |
| 0.01919795227050781, | |
| 0.019361791610717775, | |
| 0.019148799896240236, | |
| 0.019106815338134766, | |
| 0.01902592086791992, | |
| 0.019916799545288084, | |
| 0.019096576690673828, | |
| 0.019783679962158202, | |
| 0.019752960205078125, | |
| 0.019786752700805665, | |
| 0.019727359771728514, | |
| 0.01959321594238281, | |
| 0.01988198471069336, | |
| 0.019763200759887696, | |
| 0.019491840362548828, | |
| 0.019591167449951173, | |
| 0.019087360382080077, | |
| 0.019505151748657225, | |
| 0.019535871505737306, | |
| 0.019344383239746094, | |
| 0.01927475166320801, | |
| 0.01864089584350586, | |
| 0.01863680076599121, | |
| 0.01860710334777832, | |
| 0.018654207229614257, | |
| 0.018725887298583984, | |
| 0.018677759170532226, | |
| 0.018686975479125977, | |
| 0.018683904647827147, | |
| 0.018685951232910156, | |
| 0.018711551666259766, | |
| 0.018712575912475587, | |
| 0.018697216033935548, | |
| 0.018778112411499022, | |
| 0.018578432083129884, | |
| 0.018518016815185546, | |
| 0.018709503173828124, | |
| 0.01862758445739746, | |
| 0.018539615631103516, | |
| 0.018713504791259765, | |
| 0.018729984283447267, | |
| 0.018710527420043945, | |
| 0.018721792221069337, | |
| 0.018715648651123046, | |
| 0.018712575912475587, | |
| 0.018516992568969725, | |
| 0.018542591094970702, | |
| 0.018511871337890624, | |
| 0.018663423538208008, | |
| 0.018704383850097657, | |
| 0.018747392654418944, | |
| 0.018694143295288086, | |
| 0.018721792221069337, | |
| 0.018707456588745116, | |
| 0.018561023712158203, | |
| 0.018711551666259766, | |
| 0.018525184631347655, | |
| 0.018521087646484375, | |
| 0.01861427116394043, | |
| 0.01880473518371582, | |
| 0.018738176345825194, | |
| 0.018800640106201173, | |
| 0.018744319915771485, | |
| 0.018720767974853517, | |
| 0.018714624404907225, | |
| 0.018783231735229493, | |
| 0.018683904647827147, | |
| 0.018603008270263673, | |
| 0.018762752532958983, | |
| 0.018906112670898437, | |
| 0.01884569549560547, | |
| 0.01863167953491211, | |
| 0.018530303955078126, | |
| 0.018551807403564453, | |
| 0.018571264266967775, | |
| 0.018686975479125977, | |
| 0.018774015426635742, | |
| 0.018791423797607423, | |
| 0.018769920349121092, | |
| 0.018589696884155273, | |
| 0.018714624404907225, | |
| 0.018784255981445314, | |
| 0.01879654312133789, | |
| 0.018712575912475587, | |
| 0.018715648651123046, | |
| 0.018704383850097657, | |
| 0.018689023971557618, | |
| 0.018718719482421875, | |
| 0.018738176345825194, | |
| 0.018723840713500976, | |
| 0.01879347229003906, | |
| 0.01881395149230957, | |
| 0.018750463485717773, | |
| 0.01881497573852539, | |
| 0.018941951751708985, | |
| 0.0381214714050293, | |
| 0.01841766357421875, | |
| 0.01828659248352051, | |
| 0.018533376693725585, | |
| 0.018496511459350586, | |
| 0.018618368148803712, | |
| 0.018571264266967775, | |
| 0.018520063400268554, | |
| 0.01875660705566406, | |
| 0.018676736831665038, | |
| 0.01861631965637207, | |
| 0.01860812759399414, | |
| 0.01965977668762207, | |
| 0.019509248733520508, | |
| 0.019528703689575197, | |
| 0.018654207229614257, | |
| 0.01859584045410156, | |
| 0.01962495994567871, | |
| 0.01982771110534668, | |
| 0.019538944244384765, | |
| 0.019503103256225587, | |
| 0.019479551315307618, | |
| 0.01946316719055176, | |
| 0.01902079963684082, | |
| 0.019514368057250975, | |
| 0.019507200241088866, | |
| 0.019604480743408204, | |
| 0.020579328536987306, | |
| 0.019910655975341796, | |
| 0.019900415420532228, | |
| 0.01964031982421875, | |
| 0.019521535873413084, | |
| 0.0194969596862793, | |
| 0.01962291145324707, | |
| 0.019810304641723633, | |
| 0.01948467254638672, | |
| 0.019580928802490235, | |
| 0.01947750473022461, | |
| 0.01960140800476074, | |
| 0.019507200241088866, | |
| 0.01945497512817383, | |
| 0.0195020809173584, | |
| 0.019500032424926757, | |
| 0.020254720687866212, | |
| 0.019645471572875977, | |
| 0.019487712860107424, | |
| 0.019523584365844726, | |
| 0.019512319564819337, | |
| 0.01964851188659668, | |
| 0.019586048126220702, | |
| 0.019530752182006835, | |
| 0.019537919998168944, | |
| 0.019575807571411134, | |
| 0.019549184799194336, | |
| 0.019530752182006835, | |
| 0.01926144027709961, | |
| 0.019108863830566408, | |
| 0.01942527961730957, | |
| 0.01966592025756836, | |
| 0.019644416809082032, | |
| 0.019720191955566405, | |
| 0.01964543914794922, | |
| 0.01963212776184082, | |
| 0.01965875244140625, | |
| 0.01963520050048828, | |
| 0.01967001533508301, | |
| 0.0196495361328125, | |
| 0.01969254493713379, | |
| 0.019732479095458985, | |
| 0.019741695404052736, | |
| 0.01967001533508301, | |
| 0.0196628475189209, | |
| 0.018759679794311524, | |
| 0.018670591354370117, | |
| 0.019764223098754884, | |
| 0.019730432510375977, | |
| 0.01961676788330078, | |
| 0.0196945915222168, | |
| 0.019663871765136717, | |
| 0.019773439407348634, | |
| 0.01965056037902832, | |
| 0.019603456497192383, | |
| 0.019784704208374023, | |
| 0.019604480743408204, | |
| 0.019644416809082032, | |
| 0.01962291145324707, | |
| 0.019514368057250975, | |
| 0.019381248474121093, | |
| 0.018537471771240235, | |
| 0.018490367889404297, | |
| 0.01848422431945801, | |
| 0.018585599899291993, | |
| 0.018707456588745116, | |
| 0.018679807662963867, | |
| 0.018721792221069337, | |
| 0.019695615768432616, | |
| 0.019795967102050782, | |
| 0.01963212776184082, | |
| 0.01963315200805664, | |
| 0.01960857582092285, | |
| 0.01966796875, | |
| 0.019620864868164063, | |
| 0.019628063201904297, | |
| 0.019650527954101563, | |
| 0.019551231384277345, | |
| 0.019614719390869142, | |
| 0.01965772819519043, | |
| 0.019587072372436523, | |
| 0.019586048126220702, | |
| 0.019560447692871095, | |
| 0.01965465545654297, | |
| 0.019700735092163087, | |
| 0.018687999725341797, | |
| 0.018637823104858398, | |
| 0.018626560211181642, | |
| 0.0184770565032959, | |
| 0.01844326400756836, | |
| 0.018485248565673826, | |
| 0.01869004821777344, | |
| 0.018714624404907225, | |
| 0.018749439239501953, | |
| 0.018691072463989256, | |
| 0.018725887298583984, | |
| 0.018480127334594726, | |
| 0.018478080749511717, | |
| 0.018686975479125977, | |
| 0.018695167541503906 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 52.05905837759693 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |