IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
2f90a46 verified
raw
history blame
15.2 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.3.1+rocm5.7",
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend",
"task": "text-generation",
"library": "transformers",
"model_type": "gpt2",
"model": "openai-community/gpt2",
"processor": "openai-community/gpt2",
"device": "cuda",
"device_ids": "5",
"seed": 42,
"inter_op_num_threads": null,
"intra_op_num_threads": null,
"model_kwargs": {},
"processor_kwargs": {},
"no_weights": true,
"device_map": null,
"torch_dtype": null,
"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": {},
"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": 1,
"duration": 1,
"warmup_runs": 1,
"input_shapes": {
"batch_size": 2,
"sequence_length": 16,
"num_choices": 2
},
"new_tokens": null,
"memory": true,
"latency": true,
"energy": false,
"forward_kwargs": {},
"generate_kwargs": {
"max_new_tokens": 2,
"min_new_tokens": 2
},
"call_kwargs": {
"num_inference_steps": 2
}
},
"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 7763 64-Core Processor",
"cpu_count": 128,
"cpu_ram_mb": 1082014.490624,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-122-generic-x86_64-with-glibc2.35",
"processor": "x86_64",
"python_version": "3.10.12",
"gpu": [
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]",
"Advanced Micro Devices, Inc. [AMD/ATI]"
],
"gpu_count": 8,
"gpu_vram_mb": 549621596160,
"optimum_benchmark_version": "0.5.0.dev0",
"optimum_benchmark_commit": null,
"transformers_version": "4.46.3",
"transformers_commit": null,
"accelerate_version": "1.1.1",
"accelerate_commit": null,
"diffusers_version": "0.31.0",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.11",
"timm_commit": null,
"peft_version": "0.13.2",
"peft_commit": null
},
"print_report": true,
"log_report": true
},
"report": {
"load_model": {
"memory": {
"unit": "MB",
"max_ram": 1109.884928,
"max_global_vram": 68702.69952,
"max_process_vram": 4997.79584,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"values": [
0.09667758178710938
],
"count": 1,
"total": 0.09667758178710938,
"mean": 0.09667758178710938,
"p50": 0.09667758178710938,
"p90": 0.09667758178710938,
"p95": 0.09667758178710938,
"p99": 0.09667758178710938,
"stdev": 0,
"stdev_": 0
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1287.233536,
"max_global_vram": 68702.69952,
"max_process_vram": 224962.58048,
"max_reserved": 731.906048,
"max_allocated": 529.219072
},
"latency": {
"unit": "s",
"values": [
0.008611504554748534,
0.00876910400390625,
0.008783184051513671,
0.008785903930664063,
0.008792143821716308,
0.008788944244384766,
0.008790703773498535,
0.008828304290771484,
0.008792144775390625,
0.008774703979492187,
0.008782383918762206,
0.0087847843170166,
0.008796143531799316,
0.008925904273986816,
0.008785264015197754,
0.008843024253845215,
0.008788304328918457,
0.00884046459197998,
0.009953581809997558,
0.009867341995239257,
0.009851181983947754,
0.00921582317352295,
0.00913742446899414,
0.009408462524414062,
0.009961421966552735,
0.009330544471740723,
0.008868783950805663,
0.00883614444732666,
0.008815024375915527,
0.008791343688964844,
0.008849743843078614,
0.008868304252624512,
0.008816464424133301,
0.008813103675842286,
0.008887344360351563,
0.008857904434204101,
0.008878704071044921,
0.008812784194946289,
0.008748144149780273,
0.008768783569335938,
0.008829903602600098,
0.008777745246887207,
0.00884382438659668,
0.008754063606262207,
0.00878974437713623,
0.008899824142456055,
0.008855824470520019,
0.008782544136047364,
0.008819025039672851,
0.008767663955688476,
0.008807344436645508,
0.008816464424133301,
0.00882414436340332,
0.008788463592529296,
0.008800623893737793,
0.008820943832397461,
0.008778223991394043,
0.008782064437866211,
0.008822064399719238
],
"count": 59,
"total": 0.5259617748260497,
"mean": 0.008914606352983894,
"p50": 0.008815024375915527,
"p90": 0.009238767433166505,
"p95": 0.009852797985076904,
"p99": 0.009956874675750732,
"stdev": 0.00029700131336387854,
"stdev_": 3.331625666953498
},
"throughput": {
"unit": "samples/s",
"value": 224.35090466227493
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1287.24992,
"max_global_vram": 68702.69952,
"max_process_vram": 287672.410112,
"max_reserved": 731.906048,
"max_allocated": 529.219584
},
"latency": {
"unit": "s",
"values": [
0.007751666069030762,
0.007804306030273438,
0.007844786167144775,
0.008123665809631348,
0.0077987060546875,
0.007873586177825928,
0.007883666038513183,
0.007960305213928223,
0.007953104972839355,
0.007988626003265381,
0.007965906143188477,
0.007902865886688232,
0.00797502613067627,
0.008024305343627929,
0.007931665897369385,
0.008028306007385255,
0.007934225082397462,
0.008242384910583496,
0.008776944160461425,
0.008915504455566407,
0.008161266326904297,
0.008177905082702637,
0.008840784072875977,
0.008810864448547364,
0.008739504814147949,
0.008165104866027832,
0.007978705883026124,
0.00795998477935791,
0.00801374626159668,
0.007961746215820312,
0.007919506072998047,
0.007949265003204345,
0.008024625778198242,
0.007931506156921387,
0.008056144714355468,
0.008033266067504883,
0.0079931058883667,
0.008040624618530274,
0.008042705535888673,
0.008014065742492676,
0.007972465038299561,
0.008037745475769043,
0.007974545955657959,
0.007976146221160888,
0.007995346069335937,
0.007986226081848145,
0.008052946090698242,
0.007949585914611817,
0.007989105224609374,
0.007917265892028808,
0.007880946159362794,
0.007942225933074951,
0.00793406581878662,
0.007945106029510499,
0.00806846523284912,
0.007940945148468017,
0.007968145847320557,
0.00790526580810547,
0.00798046588897705
],
"count": 59,
"total": 0.47491099071502685,
"mean": 0.008049338825678421,
"p50": 0.007976146221160888,
"p90": 0.008190801048278809,
"p95": 0.00878033618927002,
"p99": 0.008872166633605958,
"stdev": 0.00024952125194848014,
"stdev_": 3.099897486641703
},
"throughput": {
"unit": "tokens/s",
"value": 248.46761247268458
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"values": [
0.007253107070922852,
0.007300467014312744,
0.0073161468505859376,
0.007538547039031982,
0.0072857470512390134,
0.007333106994628906,
0.007341426849365234,
0.0073462271690368655,
0.007362706184387207,
0.007342226982116699,
0.007352787017822266,
0.007346386909484863,
0.007364946842193604,
0.007384466171264648,
0.007375667095184326,
0.007398066997528076,
0.007372626781463623,
0.007741586208343506,
0.00826398468017578,
0.008306705474853515,
0.007657907009124756,
0.007706225872039795,
0.008281905174255371,
0.008281584739685058,
0.008251984596252442,
0.0075345458984375,
0.0073492670059204105,
0.007366065979003906,
0.007452627182006836,
0.007348466873168946,
0.007328627109527588,
0.007331185817718506,
0.007416306972503662,
0.007359507083892822,
0.007452146053314209,
0.007434546947479248,
0.007431666851043701,
0.007439186096191406,
0.007411187171936035,
0.0074270272254943846,
0.007385426044464112,
0.007456625938415527,
0.00735694694519043,
0.007402387142181397,
0.00742238712310791,
0.007385107040405273,
0.007436946868896484,
0.0073284668922424315,
0.007338706016540527,
0.007340627193450928,
0.007327507019042969,
0.007339986801147461,
0.007350226879119873,
0.00736558723449707,
0.007475185871124268,
0.007346705913543701,
0.007345907211303711,
0.007340466976165772,
0.007351346969604492
],
"count": 59,
"total": 0.4406854491233826,
"mean": 0.007469244900396314,
"p50": 0.007366065979003906,
"p90": 0.0077132979393005376,
"p95": 0.008265744686126708,
"p99": 0.008292321300506592,
"stdev": 0.0002614692335466008,
"stdev_": 3.5006113339880898
},
"throughput": null,
"energy": null,
"efficiency": null
}
}
}