| { | |
| "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": 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, | |
| "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": "66bc4def9505fa7c7fe4aa7a248c34a026bb552b", | |
| "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": 1334.882304, | |
| "max_global_vram": 6775.373824, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6138.363904, | |
| "max_allocated": 6060.931072 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 11.4697255859375, | |
| "mean": 11.4697255859375, | |
| "stdev": 0.0, | |
| "p50": 11.4697255859375, | |
| "p90": 11.4697255859375, | |
| "p95": 11.4697255859375, | |
| "p99": 11.4697255859375, | |
| "values": [ | |
| 11.4697255859375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1768.46848, | |
| "max_global_vram": 6796.345344, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6142.558208, | |
| "max_allocated": 5028.431872 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.04159295845031738, | |
| "mean": 0.02079647922515869, | |
| "stdev": 3.7856101989745816e-05, | |
| "p50": 0.02079647922515869, | |
| "p90": 0.020826764106750488, | |
| "p95": 0.020830549716949462, | |
| "p99": 0.02083357820510864, | |
| "values": [ | |
| 0.020834335327148436, | |
| 0.020758623123168944 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 336.59543638192855 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1826.443264, | |
| "max_global_vram": 6800.539648, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6146.752512, | |
| "max_allocated": 5031.801344 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 5.03159765625, | |
| "mean": 2.515798828125, | |
| "stdev": 0.007148193359374888, | |
| "p50": 2.515798828125, | |
| "p90": 2.5215173828125, | |
| "p95": 2.5222322021484374, | |
| "p99": 2.5228040576171873, | |
| "values": [ | |
| 2.522947021484375, | |
| 2.508650634765625 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 50.4809838450604 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 254, | |
| "total": 5.031286792755129, | |
| "mean": 0.019808215719508374, | |
| "stdev": 0.0003891032057323679, | |
| "p50": 0.0198287353515625, | |
| "p90": 0.02026444778442383, | |
| "p95": 0.020362086772918703, | |
| "p99": 0.020712244091033935, | |
| "values": [ | |
| 0.02044825553894043, | |
| 0.02003660774230957, | |
| 0.020171775817871093, | |
| 0.020048896789550782, | |
| 0.019801088333129883, | |
| 0.019981311798095702, | |
| 0.01942937660217285, | |
| 0.0195020809173584, | |
| 0.019513343811035155, | |
| 0.020123647689819335, | |
| 0.019885055541992186, | |
| 0.02024345588684082, | |
| 0.020148223876953125, | |
| 0.020121599197387697, | |
| 0.02022707176208496, | |
| 0.020158464431762696, | |
| 0.020131839752197265, | |
| 0.02008166313171387, | |
| 0.019564544677734375, | |
| 0.02004684829711914, | |
| 0.020147199630737304, | |
| 0.02020249557495117, | |
| 0.020121599197387697, | |
| 0.019398656845092774, | |
| 0.019467264175415038, | |
| 0.019363840103149413, | |
| 0.019497983932495116, | |
| 0.019404800415039062, | |
| 0.019898399353027344, | |
| 0.01985532760620117, | |
| 0.01983590316772461, | |
| 0.020117504119873047, | |
| 0.020057088851928712, | |
| 0.020137983322143553, | |
| 0.019960832595825196, | |
| 0.019811328887939454, | |
| 0.020063295364379882, | |
| 0.01931360054016113, | |
| 0.019338239669799806, | |
| 0.019364864349365234, | |
| 0.019417087554931642, | |
| 0.019388416290283202, | |
| 0.019376127243041993, | |
| 0.019414016723632813, | |
| 0.02000588798522949, | |
| 0.019939327239990236, | |
| 0.019757055282592775, | |
| 0.019752960205078125, | |
| 0.019878911972045898, | |
| 0.020113407135009767, | |
| 0.02002022361755371, | |
| 0.02008883285522461, | |
| 0.020411392211914063, | |
| 0.020386816024780274, | |
| 0.019357696533203125, | |
| 0.019333120346069335, | |
| 0.019373056411743163, | |
| 0.01942527961730957, | |
| 0.01944473648071289, | |
| 0.01963929557800293, | |
| 0.019532800674438477, | |
| 0.020369407653808593, | |
| 0.020296703338623046, | |
| 0.020192256927490236, | |
| 0.02022502326965332, | |
| 0.02028646469116211, | |
| 0.020210752487182616, | |
| 0.02038265609741211, | |
| 0.020256767272949217, | |
| 0.02022502326965332, | |
| 0.020296703338623046, | |
| 0.020192256927490236, | |
| 0.019958784103393554, | |
| 0.020148223876953125, | |
| 0.02030080032348633, | |
| 0.020288511276245116, | |
| 0.02020249557495117, | |
| 0.020222976684570314, | |
| 0.019946495056152345, | |
| 0.019955711364746095, | |
| 0.02023321533203125, | |
| 0.02024448013305664, | |
| 0.020314111709594726, | |
| 0.019919872283935547, | |
| 0.019979263305664064, | |
| 0.019497983932495116, | |
| 0.01960857582092285, | |
| 0.019508224487304687, | |
| 0.019466239929199217, | |
| 0.019508256912231445, | |
| 0.01952457618713379, | |
| 0.01987174415588379, | |
| 0.020239360809326173, | |
| 0.019934207916259765, | |
| 0.02001817512512207, | |
| 0.01987276840209961, | |
| 0.02005401611328125, | |
| 0.02022400093078613, | |
| 0.020265983581542968, | |
| 0.020544511795043945, | |
| 0.019957759857177734, | |
| 0.019948543548583983, | |
| 0.019877887725830077, | |
| 0.02003046417236328, | |
| 0.020354047775268554, | |
| 0.019804159164428712, | |
| 0.019321855545043946, | |
| 0.0196945915222168, | |
| 0.019805183410644533, | |
| 0.0194334716796875, | |
| 0.019306495666503908, | |
| 0.019315711975097655, | |
| 0.01942425537109375, | |
| 0.019895296096801757, | |
| 0.01998028755187988, | |
| 0.02003763198852539, | |
| 0.019886079788208007, | |
| 0.0198922233581543, | |
| 0.0200130558013916, | |
| 0.019317760467529296, | |
| 0.01929113578796387, | |
| 0.01942937660217285, | |
| 0.01927987289428711, | |
| 0.019348480224609374, | |
| 0.019318784713745117, | |
| 0.019636224746704102, | |
| 0.019325952529907226, | |
| 0.019102720260620116, | |
| 0.0191016960144043, | |
| 0.019294208526611328, | |
| 0.01947648048400879, | |
| 0.020447231292724608, | |
| 0.02000383949279785, | |
| 0.01922355270385742, | |
| 0.01923174476623535, | |
| 0.01921843147277832, | |
| 0.019146751403808594, | |
| 0.019188735961914064, | |
| 0.01927168083190918, | |
| 0.021511167526245118, | |
| 0.020178943634033202, | |
| 0.01981644821166992, | |
| 0.02026700782775879, | |
| 0.020215808868408205, | |
| 0.020136959075927736, | |
| 0.019886079788208007, | |
| 0.019910655975341796, | |
| 0.02002227210998535, | |
| 0.020144128799438478, | |
| 0.020143104553222657, | |
| 0.020083711624145507, | |
| 0.019987455368041994, | |
| 0.020254720687866212, | |
| 0.019887104034423828, | |
| 0.019943424224853516, | |
| 0.020090879440307616, | |
| 0.02084249687194824, | |
| 0.0202926082611084, | |
| 0.020187135696411132, | |
| 0.02006425666809082, | |
| 0.019175424575805664, | |
| 0.020118528366088868, | |
| 0.02007244873046875, | |
| 0.019802112579345704, | |
| 0.019788799285888673, | |
| 0.019787776947021486, | |
| 0.019953664779663087, | |
| 0.019843072891235353, | |
| 0.01985740852355957, | |
| 0.020011007308959963, | |
| 0.01982156753540039, | |
| 0.019763200759887696, | |
| 0.019785728454589844, | |
| 0.019805183410644533, | |
| 0.019970048904418947, | |
| 0.019764223098754884, | |
| 0.019745792388916016, | |
| 0.019912704467773438, | |
| 0.019788799285888673, | |
| 0.019736576080322265, | |
| 0.019809280395507813, | |
| 0.019918848037719726, | |
| 0.019810304641723633, | |
| 0.019762176513671875, | |
| 0.019895296096801757, | |
| 0.019854335784912108, | |
| 0.020039680480957032, | |
| 0.01988198471069336, | |
| 0.01988403129577637, | |
| 0.01988403129577637, | |
| 0.019353599548339845, | |
| 0.019551231384277345, | |
| 0.019531839370727538, | |
| 0.019648448944091797, | |
| 0.019677183151245118, | |
| 0.02045849609375, | |
| 0.020249599456787108, | |
| 0.020221952438354493, | |
| 0.020175872802734376, | |
| 0.020337663650512695, | |
| 0.020358144760131838, | |
| 0.0202608642578125, | |
| 0.020305919647216796, | |
| 0.020405248641967775, | |
| 0.019511295318603517, | |
| 0.019631103515625, | |
| 0.019382272720336914, | |
| 0.01955027198791504, | |
| 0.020047807693481447, | |
| 0.021317632675170898, | |
| 0.020596736907958983, | |
| 0.019438592910766602, | |
| 0.0196628475189209, | |
| 0.019511295318603517, | |
| 0.019537919998168944, | |
| 0.01924403190612793, | |
| 0.019308544158935546, | |
| 0.01948467254638672, | |
| 0.019604480743408204, | |
| 0.01944371223449707, | |
| 0.019405824661254883, | |
| 0.019422271728515624, | |
| 0.019510208129882814, | |
| 0.019467264175415038, | |
| 0.019507200241088866, | |
| 0.019512319564819337, | |
| 0.019568639755249022, | |
| 0.019354623794555666, | |
| 0.019316736221313476, | |
| 0.019310592651367187, | |
| 0.019392511367797852, | |
| 0.019318784713745117, | |
| 0.019323904037475585, | |
| 0.019301376342773437, | |
| 0.019567615509033204, | |
| 0.019505151748657225, | |
| 0.01945907211303711, | |
| 0.019302400588989257, | |
| 0.019519487380981446, | |
| 0.019467264175415038, | |
| 0.019316736221313476, | |
| 0.019325952529907226, | |
| 0.01946419143676758, | |
| 0.019515392303466796, | |
| 0.01949286460876465, | |
| 0.019392511367797852, | |
| 0.019479551315307618, | |
| 0.019482624053955077, | |
| 0.019508224487304687, | |
| 0.019393535614013673, | |
| 0.019589120864868165, | |
| 0.019438592910766602, | |
| 0.019479551315307618, | |
| 0.01945395278930664 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 50.48410286723288 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |