IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
9f959a6
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.2.2+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": "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": 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": "error", | |
"numactl": false, | |
"numactl_kwargs": {}, | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7763 64-Core Processor", | |
"cpu_count": 128, | |
"cpu_ram_mb": 1082015.236096, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.15.0-84-generic-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"Advanced Micro Devices, Inc. [AMD/ATI]" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 68702699520, | |
"optimum_benchmark_version": "0.3.1", | |
"optimum_benchmark_commit": "86b6a9427e8d0887933fcf9a8a5c8388c89fa339", | |
"transformers_version": "4.42.4", | |
"transformers_commit": null, | |
"accelerate_version": "0.32.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.29.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "1.0.7", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"load": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 901.451776, | |
"max_global_vram": 3298.369536, | |
"max_process_vram": 45561.483264, | |
"max_reserved": 725.614592, | |
"max_allocated": 666.338304 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 1, | |
"total": 8.2335771484375, | |
"mean": 8.2335771484375, | |
"stdev": 0.0, | |
"p50": 8.2335771484375, | |
"p90": 8.2335771484375, | |
"p95": 8.2335771484375, | |
"p99": 8.2335771484375, | |
"values": [ | |
8.2335771484375 | |
] | |
}, | |
"throughput": null, | |
"energy": null, | |
"efficiency": null | |
}, | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1055.911936, | |
"max_global_vram": 3394.105344, | |
"max_process_vram": 294997.52448, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.035264 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 59, | |
"total": 0.49847945928573606, | |
"mean": 0.008448804394673493, | |
"stdev": 0.0005398489914568586, | |
"p50": 0.00833486270904541, | |
"p90": 0.009267181015014649, | |
"p95": 0.00937942132949829, | |
"p99": 0.009736277713775636, | |
"values": [ | |
0.00986925983428955, | |
0.00963998031616211, | |
0.009338861465454101, | |
0.008969741821289063, | |
0.008313583374023438, | |
0.008410223007202148, | |
0.008433741569519043, | |
0.008738222122192383, | |
0.008727341651916505, | |
0.00934253978729248, | |
0.009372461318969726, | |
0.009247180938720703, | |
0.009249260902404785, | |
0.00944206142425537, | |
0.008938701629638671, | |
0.00889438247680664, | |
0.008896142005920411, | |
0.008842061042785645, | |
0.008862702369689942, | |
0.00888846206665039, | |
0.008893741607666015, | |
0.008891661643981934, | |
0.008065584182739258, | |
0.008564302444458008, | |
0.008046703338623047, | |
0.008078063011169433, | |
0.007940783977508544, | |
0.00789790391921997, | |
0.00791054391860962, | |
0.007903183937072754, | |
0.007911824226379394, | |
0.007913104057312012, | |
0.007865903854370117, | |
0.007887983798980713, | |
0.007914223194122315, | |
0.00806958293914795, | |
0.00793710422515869, | |
0.008003024101257325, | |
0.007918542861938476, | |
0.008167182922363281, | |
0.008277583122253417, | |
0.008923022270202637, | |
0.00833486270904541, | |
0.008898541450500489, | |
0.008582862854003906, | |
0.008483982086181641, | |
0.008338863372802735, | |
0.008422223091125489, | |
0.008381422996520995, | |
0.007894544124603272, | |
0.008101582527160645, | |
0.00791806411743164, | |
0.007909264087677002, | |
0.008087182998657226, | |
0.007884143829345703, | |
0.007896624088287353, | |
0.007900463104248048, | |
0.007896624088287353, | |
0.00814974308013916 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 236.71988444434697 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1055.911936, | |
"max_global_vram": 3394.146304, | |
"max_process_vram": 275262.078976, | |
"max_reserved": 725.614592, | |
"max_allocated": 513.259008 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 59, | |
"total": 0.5020477705001831, | |
"mean": 0.008509284245765816, | |
"stdev": 0.0006617807755858701, | |
"p50": 0.008267502784729003, | |
"p90": 0.009021805953979492, | |
"p95": 0.009301660728454588, | |
"p99": 0.01084750074386597, | |
"values": [ | |
0.009787019729614257, | |
0.009279980659484863, | |
0.008948142051696778, | |
0.008574222564697266, | |
0.008263822555541991, | |
0.00841502285003662, | |
0.008848462104797363, | |
0.008360623359680176, | |
0.00846798324584961, | |
0.009496781349182129, | |
0.009120620727539063, | |
0.009046380996704101, | |
0.01231197452545166, | |
0.009011820793151855, | |
0.008863821983337402, | |
0.008800782203674317, | |
0.008838062286376952, | |
0.008892621994018555, | |
0.008824461936950684, | |
0.008827341079711915, | |
0.008771501541137695, | |
0.008569421768188477, | |
0.00870846176147461, | |
0.008480783462524413, | |
0.008043343544006348, | |
0.008043502807617188, | |
0.007911983966827393, | |
0.008094383239746093, | |
0.008034382820129395, | |
0.00799502420425415, | |
0.008021903991699218, | |
0.008044623374938964, | |
0.00806622314453125, | |
0.007991504192352296, | |
0.008130384445190429, | |
0.008191983222961425, | |
0.008022223472595215, | |
0.007958703994750977, | |
0.00792030382156372, | |
0.008199024200439452, | |
0.00901566219329834, | |
0.008926860809326172, | |
0.008554062843322753, | |
0.008778701782226563, | |
0.008181102752685547, | |
0.008415343284606934, | |
0.008135342597961425, | |
0.008214222908020019, | |
0.008447821617126466, | |
0.007985104084014892, | |
0.008110703468322754, | |
0.008227663040161133, | |
0.008267502784729003, | |
0.008163823127746581, | |
0.008145903587341309, | |
0.007969423770904541, | |
0.008259504318237305, | |
0.008023823738098144, | |
0.008045581817626954 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 117.51869735666614 | |
}, | |
"energy": null, | |
"efficiency": null | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 59, | |
"total": 0.4550168285369874, | |
"mean": 0.007712149636220124, | |
"stdev": 0.000656700756659033, | |
"p50": 0.007583183765411377, | |
"p90": 0.008198384094238282, | |
"p95": 0.008478222846984863, | |
"p99": 0.010029980125427251, | |
"values": [ | |
0.008949742317199708, | |
0.008465582847595216, | |
0.007986544132232666, | |
0.00781550407409668, | |
0.007406865119934082, | |
0.007586544990539551, | |
0.008019184112548828, | |
0.007613424777984619, | |
0.007621744155883789, | |
0.008591982841491699, | |
0.008289422988891602, | |
0.008273902893066407, | |
0.011521737098693847, | |
0.00812190341949463, | |
0.008049742698669433, | |
0.007968143939971924, | |
0.008061102867126465, | |
0.008122384071350098, | |
0.008058862686157226, | |
0.008050223350524903, | |
0.008030703544616699, | |
0.007787183761596679, | |
0.007967342853546142, | |
0.007689583778381348, | |
0.007203024864196777, | |
0.007237585067749024, | |
0.007186544895172119, | |
0.007231025218963623, | |
0.007214544773101806, | |
0.007182065010070801, | |
0.007193105220794678, | |
0.007188624858856201, | |
0.007203185081481934, | |
0.0072108650207519534, | |
0.00733598518371582, | |
0.007378705024719238, | |
0.007236945152282715, | |
0.0071638250350952145, | |
0.007238706111907959, | |
0.0072847847938537595, | |
0.00817950439453125, | |
0.008052143096923828, | |
0.007897424221038818, | |
0.008070544242858886, | |
0.007583183765411377, | |
0.00760622501373291, | |
0.007467345237731933, | |
0.0075731039047241214, | |
0.007664463996887207, | |
0.007160464763641358, | |
0.007222225189208984, | |
0.0074561448097229, | |
0.00745774507522583, | |
0.007348784923553467, | |
0.007391984939575195, | |
0.0071937451362609865, | |
0.007491825103759765, | |
0.007227505207061767, | |
0.007233584880828857 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 129.6655338874 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |