| { | |
| "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": "12b1620e615592fbf099d4ec44af7b9f2d1b48aa", | |
| "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": 1706.745856, | |
| "max_global_vram": 6793.199616, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5034.576896 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.046648672103881836, | |
| "mean": 0.023324336051940918, | |
| "stdev": 0.0032374563217163095, | |
| "p50": 0.023324336051940918, | |
| "p90": 0.025914301109313965, | |
| "p95": 0.026238046741485596, | |
| "p99": 0.0264970432472229, | |
| "values": [ | |
| 0.026561792373657227, | |
| 0.02008687973022461 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 300.1157239550877 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1706.831872, | |
| "max_global_vram": 6795.296768, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6148.849664, | |
| "max_allocated": 5034.577408 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 4.9797666015625, | |
| "mean": 2.48988330078125, | |
| "stdev": 0.019831787109374943, | |
| "p50": 2.48988330078125, | |
| "p90": 2.50574873046875, | |
| "p95": 2.5077319091796872, | |
| "p99": 2.5093184521484373, | |
| "values": [ | |
| 2.509715087890625, | |
| 2.470051513671875 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 51.006406589478004 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 253, | |
| "total": 4.9799874515533435, | |
| "mean": 0.01968374486779978, | |
| "stdev": 0.001364479850770183, | |
| "p50": 0.019294208526611328, | |
| "p90": 0.02054410171508789, | |
| "p95": 0.020788633346557617, | |
| "p99": 0.02107977722167969, | |
| "values": [ | |
| 0.019759103775024413, | |
| 0.019743743896484374, | |
| 0.019842048645019532, | |
| 0.020601856231689454, | |
| 0.02071244812011719, | |
| 0.020784128189086915, | |
| 0.020816896438598635, | |
| 0.020521984100341797, | |
| 0.02062950325012207, | |
| 0.02079539108276367, | |
| 0.020831232070922853, | |
| 0.020939775466918945, | |
| 0.02064691162109375, | |
| 0.020950016021728517, | |
| 0.021007360458374022, | |
| 0.02110054397583008, | |
| 0.020948991775512696, | |
| 0.02069606399536133, | |
| 0.02059775924682617, | |
| 0.02064691162109375, | |
| 0.02083737564086914, | |
| 0.020504575729370117, | |
| 0.02058137512207031, | |
| 0.020567039489746093, | |
| 0.020579328536987306, | |
| 0.019768320083618163, | |
| 0.01962495994567871, | |
| 0.02000383949279785, | |
| 0.020057088851928712, | |
| 0.02002739143371582, | |
| 0.0200130558013916, | |
| 0.019894271850585937, | |
| 0.019795967102050782, | |
| 0.019721216201782226, | |
| 0.019599359512329103, | |
| 0.020187135696411132, | |
| 0.019474431991577147, | |
| 0.019532800674438477, | |
| 0.019547136306762695, | |
| 0.019547136306762695, | |
| 0.019552255630493166, | |
| 0.019697664260864257, | |
| 0.020420608520507814, | |
| 0.02106060791015625, | |
| 0.020299776077270508, | |
| 0.020346879959106445, | |
| 0.02087731170654297, | |
| 0.02039091110229492, | |
| 0.020368383407592772, | |
| 0.019950592041015625, | |
| 0.019334144592285156, | |
| 0.019968000411987305, | |
| 0.019991552352905274, | |
| 0.02006425666809082, | |
| 0.020050943374633787, | |
| 0.02002227210998535, | |
| 0.020493312835693358, | |
| 0.020150272369384766, | |
| 0.020164608001708984, | |
| 0.019159040451049804, | |
| 0.019147775650024415, | |
| 0.019309568405151366, | |
| 0.019294208526611328, | |
| 0.019148799896240236, | |
| 0.019158016204833983, | |
| 0.019147775650024415, | |
| 0.019145727157592773, | |
| 0.019481599807739256, | |
| 0.019168256759643554, | |
| 0.019151872634887695, | |
| 0.019211263656616212, | |
| 0.019126272201538085, | |
| 0.01942732810974121, | |
| 0.019148799896240236, | |
| 0.01923583984375, | |
| 0.019162111282348633, | |
| 0.019178495407104493, | |
| 0.019158016204833983, | |
| 0.019104768753051758, | |
| 0.019173376083374022, | |
| 0.019128320693969726, | |
| 0.019086336135864256, | |
| 0.019106815338134766, | |
| 0.01942527961730957, | |
| 0.019084287643432618, | |
| 0.0190699520111084, | |
| 0.020109312057495117, | |
| 0.02005606460571289, | |
| 0.020503551483154296, | |
| 0.020137983322143553, | |
| 0.020147199630737304, | |
| 0.020199424743652345, | |
| 0.02021683120727539, | |
| 0.020549631118774413, | |
| 0.019190784454345702, | |
| 0.019128320693969726, | |
| 0.01908940887451172, | |
| 0.019163135528564454, | |
| 0.01924710464477539, | |
| 0.019154943466186524, | |
| 0.019140607833862306, | |
| 0.019152896881103516, | |
| 0.019144704818725586, | |
| 0.019107839584350587, | |
| 0.019450912475585936, | |
| 0.01912009620666504, | |
| 0.019134464263916014, | |
| 0.019134464263916014, | |
| 0.019107839584350587, | |
| 0.01925939178466797, | |
| 0.01908940887451172, | |
| 0.019139583587646485, | |
| 0.019133440017700197, | |
| 0.01916524887084961, | |
| 0.019224544525146485, | |
| 0.019425247192382814, | |
| 0.019131391525268555, | |
| 0.019110912322998046, | |
| 0.019161088943481445, | |
| 0.01919795227050781, | |
| 0.01927987289428711, | |
| 0.01946828842163086, | |
| 0.01982259178161621, | |
| 0.018942975997924806, | |
| 0.018940927505493164, | |
| 0.019153919219970703, | |
| 0.039218177795410154, | |
| 0.018965503692626954, | |
| 0.019191808700561523, | |
| 0.02006630325317383, | |
| 0.019973119735717772, | |
| 0.020168703079223634, | |
| 0.01999667167663574, | |
| 0.019952640533447266, | |
| 0.02001408004760742, | |
| 0.019979263305664064, | |
| 0.02030182456970215, | |
| 0.019956735610961913, | |
| 0.020084735870361328, | |
| 0.019066879272460938, | |
| 0.01900851249694824, | |
| 0.01929113578796387, | |
| 0.01902079963684082, | |
| 0.01903104019165039, | |
| 0.01904128074645996, | |
| 0.019066879272460938, | |
| 0.019215360641479492, | |
| 0.01899929618835449, | |
| 0.018989055633544923, | |
| 0.019058687210083008, | |
| 0.018991104125976564, | |
| 0.01901158332824707, | |
| 0.01927884864807129, | |
| 0.01902796745300293, | |
| 0.019019775390625, | |
| 0.01904742431640625, | |
| 0.01902592086791992, | |
| 0.019338239669799806, | |
| 0.019014656066894533, | |
| 0.01900032043457031, | |
| 0.019013631820678712, | |
| 0.01902694320678711, | |
| 0.01897881507873535, | |
| 0.019323904037475585, | |
| 0.019050495147705078, | |
| 0.019050495147705078, | |
| 0.01905561637878418, | |
| 0.01903615951538086, | |
| 0.01920921516418457, | |
| 0.019009536743164062, | |
| 0.01908940887451172, | |
| 0.018984960556030273, | |
| 0.019070976257324217, | |
| 0.019076095581054688, | |
| 0.01963212776184082, | |
| 0.021134336471557616, | |
| 0.020117504119873047, | |
| 0.020090879440307616, | |
| 0.019153919219970703, | |
| 0.019417087554931642, | |
| 0.019115007400512696, | |
| 0.019006464004516603, | |
| 0.019014656066894533, | |
| 0.019183616638183593, | |
| 0.019192832946777344, | |
| 0.01941606330871582, | |
| 0.020151296615600587, | |
| 0.02011238479614258, | |
| 0.02019327926635742, | |
| 0.020213760375976563, | |
| 0.020376575469970702, | |
| 0.020405248641967775, | |
| 0.020242431640625, | |
| 0.020145151138305666, | |
| 0.019174400329589843, | |
| 0.019983360290527344, | |
| 0.020586496353149415, | |
| 0.02021887969970703, | |
| 0.020159488677978517, | |
| 0.019195903778076173, | |
| 0.019123199462890626, | |
| 0.01941196823120117, | |
| 0.019131391525268555, | |
| 0.019166208267211913, | |
| 0.019144704818725586, | |
| 0.019153919219970703, | |
| 0.019355648040771483, | |
| 0.01922969627380371, | |
| 0.01924505615234375, | |
| 0.019137535095214844, | |
| 0.01919795227050781, | |
| 0.019155967712402345, | |
| 0.019301376342773437, | |
| 0.01924710464477539, | |
| 0.019176448822021484, | |
| 0.019185663223266602, | |
| 0.019172351837158205, | |
| 0.019451904296875, | |
| 0.019153919219970703, | |
| 0.019147775650024415, | |
| 0.01921023941040039, | |
| 0.01920102310180664, | |
| 0.019382272720336914, | |
| 0.019146751403808594, | |
| 0.019152896881103516, | |
| 0.019096576690673828, | |
| 0.020208639144897463, | |
| 0.020074495315551756, | |
| 0.020503551483154296, | |
| 0.020101119995117187, | |
| 0.02019327926635742, | |
| 0.020163583755493163, | |
| 0.01977446365356445, | |
| 0.020380672454833985, | |
| 0.019207168579101562, | |
| 0.019171327590942384, | |
| 0.019124223709106446, | |
| 0.019098623275756836, | |
| 0.019430400848388672, | |
| 0.019125247955322267, | |
| 0.020349952697753908, | |
| 0.02028544044494629, | |
| 0.020148223876953125, | |
| 0.019264511108398438, | |
| 0.019301376342773437, | |
| 0.01924300765991211, | |
| 0.01938739204406738, | |
| 0.019188735961914064, | |
| 0.019107839584350587, | |
| 0.019404800415039062, | |
| 0.019159040451049804, | |
| 0.019119104385375976, | |
| 0.019152896881103516 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 50.80334086405879 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |