IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
b17cf4a
verified
{ | |
"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": 1, | |
"num_choices": 2, | |
"sequence_length": 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": 1082014.482432, | |
"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": "4.45.2", | |
"transformers_commit": null, | |
"accelerate_version": "1.0.0", | |
"accelerate_commit": null, | |
"diffusers_version": "0.30.3", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.9", | |
"timm_commit": null, | |
"peft_version": "0.13.0", | |
"peft_commit": null | |
}, | |
"print_report": true, | |
"log_report": true | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1105.928192, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 4416.200704, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.0777890625 | |
], | |
"count": 1, | |
"total": 0.0777890625, | |
"mean": 0.0777890625, | |
"p50": 0.0777890625, | |
"p90": 0.0777890625, | |
"p95": 0.0777890625, | |
"p99": 0.0777890625, | |
"stdev": 0, | |
"stdev_": 0 | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1272.19712, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 272206.487552, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.235456 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.008276936531066894, | |
0.008361577033996582, | |
0.008312617301940918, | |
0.00830861759185791, | |
0.0083298978805542, | |
0.008317737579345704, | |
0.00831789779663086, | |
0.008303016662597655, | |
0.008363496780395508, | |
0.008347176551818847, | |
0.008412616729736328, | |
0.008403017044067382, | |
0.008361577033996582, | |
0.008530217170715332, | |
0.008441737174987793, | |
0.00846445655822754, | |
0.008402857780456543, | |
0.008352617263793945, | |
0.008345096588134766, | |
0.008341417312622071, | |
0.008361737251281738, | |
0.008515656471252442, | |
0.009349574089050293, | |
0.00938429355621338, | |
0.009020936012268067, | |
0.008649736404418946, | |
0.008789575576782227, | |
0.008714216232299805, | |
0.008886215209960937, | |
0.00881053638458252, | |
0.008719335556030274, | |
0.008306537628173828, | |
0.008280617713928223, | |
0.008326216697692871, | |
0.00836189842224121, | |
0.008277097702026366, | |
0.008340456962585448, | |
0.008255017280578614, | |
0.00830429744720459, | |
0.008355337142944336, | |
0.008383657455444336, | |
0.008390377044677735, | |
0.008371816635131837, | |
0.008384456634521484, | |
0.008339817047119141, | |
0.008403817176818847, | |
0.008321578025817872, | |
0.008341737747192383, | |
0.008374537467956543, | |
0.008321097373962402, | |
0.008315016746520996, | |
0.008309576988220215, | |
0.008404776573181153, | |
0.008428616523742676, | |
0.00838797664642334, | |
0.008430856704711914, | |
0.008360617637634278, | |
0.008316617012023925, | |
0.008283336639404297, | |
0.008383657455444336 | |
], | |
"count": 60, | |
"total": 0.5065578136444091, | |
"mean": 0.008442630227406819, | |
"p50": 0.008361657142639159, | |
"p90": 0.00872635955810547, | |
"p95": 0.008892951250076293, | |
"p99": 0.009363809070587158, | |
"stdev": 0.00023170770533565576, | |
"stdev_": 2.7444966686267573 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 236.89299970849328 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1272.19712, | |
"max_global_vram": 68702.69952, | |
"max_process_vram": 267272.568832, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.257984 | |
}, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007977417945861816, | |
0.008055337905883789, | |
0.00835421657562256, | |
0.008112136840820312, | |
0.008123817443847657, | |
0.008125256538391114, | |
0.008223816871643067, | |
0.008055018424987794, | |
0.008272618293762206, | |
0.008070697784423828, | |
0.008190056800842286, | |
0.008133737564086915, | |
0.008073098182678222, | |
0.008082217216491699, | |
0.008125898361206054, | |
0.008147018432617188, | |
0.008115656852722168, | |
0.008197257995605469, | |
0.008199658393859863, | |
0.008050377845764161, | |
0.008092617988586426, | |
0.008850055694580078, | |
0.008518536567687989, | |
0.008805895805358887, | |
0.008203976631164551, | |
0.008404136657714844, | |
0.008411017417907715, | |
0.008649256706237793, | |
0.008475176811218262, | |
0.008364136695861817, | |
0.008324618339538575, | |
0.008179977416992187, | |
0.008253896713256836, | |
0.00797069787979126, | |
0.008133256912231445, | |
0.00799037790298462, | |
0.0080623779296875, | |
0.00803133773803711, | |
0.0080657377243042, | |
0.008039817810058594, | |
0.0081038179397583, | |
0.008192777633666992, | |
0.008159977912902832, | |
0.008261576652526855, | |
0.008170058250427246, | |
0.008192296981811523, | |
0.008100457191467285, | |
0.008077417373657227, | |
0.008090377807617188, | |
0.00822989845275879, | |
0.008198858261108399, | |
0.008028457641601563, | |
0.00809677791595459, | |
0.008322216987609864, | |
0.008311017036437988, | |
0.008235177993774413, | |
0.008182697296142578, | |
0.00813117790222168, | |
0.007992138862609863, | |
0.008149415969848632 | |
], | |
"count": 60, | |
"total": 0.49173880767822264, | |
"mean": 0.008195646794637045, | |
"p50": 0.00814821720123291, | |
"p90": 0.00840482473373413, | |
"p95": 0.008525072574615478, | |
"p99": 0.008824001359939574, | |
"stdev": 0.00017819612004389473, | |
"stdev_": 2.1742776928905756 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 122.01599520545058 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"values": [ | |
0.007269740104675293, | |
0.0073049402236938475, | |
0.007538539886474609, | |
0.00734142017364502, | |
0.0074084591865539555, | |
0.0074279789924621585, | |
0.00740765905380249, | |
0.0073433399200439455, | |
0.007451019763946533, | |
0.007353419780731201, | |
0.0073695797920227055, | |
0.0073244600296020505, | |
0.007311019897460937, | |
0.007374538898468018, | |
0.007319340229034424, | |
0.007380300045013428, | |
0.007298379898071289, | |
0.007322060108184814, | |
0.007364620208740234, | |
0.007349259853363037, | |
0.007308139801025391, | |
0.008188458442687988, | |
0.007855339050292969, | |
0.00815789794921875, | |
0.0075676589012146, | |
0.0076492600440979, | |
0.007665419101715088, | |
0.00792669916152954, | |
0.007820458889007568, | |
0.007638538837432861, | |
0.00766973876953125, | |
0.007345419883728027, | |
0.007376938819885254, | |
0.007306700229644776, | |
0.007293099880218506, | |
0.0073123002052307125, | |
0.007241580009460449, | |
0.007371339797973633, | |
0.007262220859527588, | |
0.007364620208740234, | |
0.007339660167694092, | |
0.007440939903259277, | |
0.007375500202178955, | |
0.00740765905380249, | |
0.007375020027160645, | |
0.007326700210571289, | |
0.007323659896850586, | |
0.007308619976043701, | |
0.007264461040496826, | |
0.007338059902191162, | |
0.007331019878387452, | |
0.007304780006408692, | |
0.00735614013671875, | |
0.00751133918762207, | |
0.007512619018554687, | |
0.007389100074768067, | |
0.00737709903717041, | |
0.007308939933776856, | |
0.007336140155792236, | |
0.007337739944458008 | |
], | |
"count": 60, | |
"total": 0.4458471026420595, | |
"mean": 0.007430785044034323, | |
"p50": 0.007360380172729492, | |
"p90": 0.007665851068496704, | |
"p95": 0.007858907055854797, | |
"p99": 0.008170427751541138, | |
"stdev": 0.00019928779460246123, | |
"stdev_": 2.6819211351357284 | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 134.57528297132384 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |