
IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
3f5286b
verified
{ | |
"config": { | |
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2", | |
"backend": { | |
"name": "pytorch", | |
"version": "2.3.0+cu121", | |
"_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
"task": "text-generation", | |
"model": "openai-community/gpt2", | |
"library": "transformers", | |
"device": "cuda", | |
"device_ids": "0", | |
"seed": 42, | |
"inter_op_num_threads": null, | |
"intra_op_num_threads": null, | |
"hub_kwargs": { | |
"revision": "main", | |
"force_download": false, | |
"local_files_only": false, | |
"trust_remote_code": false | |
}, | |
"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, | |
"latency": true, | |
"memory": true, | |
"energy": true, | |
"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", | |
"start_method": "spawn" | |
}, | |
"environment": { | |
"cpu": " AMD EPYC 7R32", | |
"cpu_count": 16, | |
"cpu_ram_mb": 66697.29792, | |
"system": "Linux", | |
"machine": "x86_64", | |
"platform": "Linux-5.10.215-203.850.amzn2.x86_64-x86_64-with-glibc2.35", | |
"processor": "x86_64", | |
"python_version": "3.10.12", | |
"gpu": [ | |
"NVIDIA A10G" | |
], | |
"gpu_count": 1, | |
"gpu_vram_mb": 24146608128, | |
"optimum_benchmark_version": "0.2.0", | |
"optimum_benchmark_commit": null, | |
"transformers_version": "4.40.2", | |
"transformers_commit": null, | |
"accelerate_version": "0.30.1", | |
"accelerate_commit": null, | |
"diffusers_version": "0.27.2", | |
"diffusers_commit": null, | |
"optimum_version": null, | |
"optimum_commit": null, | |
"timm_version": "0.9.16", | |
"timm_commit": null, | |
"peft_version": null, | |
"peft_commit": null | |
} | |
}, | |
"report": { | |
"prefill": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1086.230528, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.007552 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.497700605392456, | |
"mean": 0.009049101916226474, | |
"stdev": 0.0003546051850359264, | |
"p50": 0.008977855682373047, | |
"p90": 0.009435724639892578, | |
"p95": 0.009883507061004639, | |
"p99": 0.01029692373275757, | |
"values": [ | |
0.010236895561218262, | |
0.009948736190795898, | |
0.009855551719665527, | |
0.009278911590576172, | |
0.008961759567260742, | |
0.009009119987487792, | |
0.008991007804870605, | |
0.009028639793395996, | |
0.008978015899658203, | |
0.008638336181640624, | |
0.008650943756103516, | |
0.00865891170501709, | |
0.0089202880859375, | |
0.01036739158630371, | |
0.00948419189453125, | |
0.00906931209564209, | |
0.008997920036315919, | |
0.009172991752624511, | |
0.008964320182800294, | |
0.00948031997680664, | |
0.008978272438049316, | |
0.00896451187133789, | |
0.008962847709655762, | |
0.008999232292175294, | |
0.008982208251953125, | |
0.00895628833770752, | |
0.00897923183441162, | |
0.008960000038146973, | |
0.008943039894104004, | |
0.008973631858825683, | |
0.00912185573577881, | |
0.0089551362991333, | |
0.008977855682373047, | |
0.008973088264465332, | |
0.008985504150390625, | |
0.009008831977844238, | |
0.009109439849853516, | |
0.009011743545532226, | |
0.008967904090881348, | |
0.009368831634521485, | |
0.009232319831848145, | |
0.009078944206237793, | |
0.0089683837890625, | |
0.00896611213684082, | |
0.00898953628540039, | |
0.00893280029296875, | |
0.008933088302612305, | |
0.008970303535461426, | |
0.008950207710266113, | |
0.008641695976257325, | |
0.008604543685913086, | |
0.008652576446533203, | |
0.008622912406921387, | |
0.00867420768737793, | |
0.008609951972961426 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 221.0164078728833 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0666343363913689e-07, | |
"ram": 5.831065451226046e-08, | |
"gpu": 1.9030295504504476e-07, | |
"total": 3.552770431964421e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 5629409.6066717915 | |
} | |
}, | |
"decode": { | |
"memory": { | |
"unit": "MB", | |
"max_ram": 1086.230528, | |
"max_global_vram": 1365.77024, | |
"max_process_vram": 0.0, | |
"max_reserved": 725.614592, | |
"max_allocated": 522.4576 | |
}, | |
"latency": { | |
"unit": "s", | |
"count": 55, | |
"total": 0.5143298873901367, | |
"mean": 0.009351452498002486, | |
"stdev": 0.00034085554928938984, | |
"p50": 0.009296607971191407, | |
"p90": 0.009632447814941407, | |
"p95": 0.010033929634094238, | |
"p99": 0.010604294509887695, | |
"values": [ | |
0.01025100803375244, | |
0.01039129638671875, | |
0.010854335784912109, | |
0.009299455642700195, | |
0.009289376258850098, | |
0.009326016426086426, | |
0.009284735679626465, | |
0.009250271797180175, | |
0.009307519912719726, | |
0.008925888061523437, | |
0.008928544044494629, | |
0.008950688362121583, | |
0.009503616333007812, | |
0.009940896034240723, | |
0.009379936218261718, | |
0.009338751792907714, | |
0.009311424255371094, | |
0.009275327682495118, | |
0.009384448051452637, | |
0.009296607971191407, | |
0.009255167961120605, | |
0.009291839599609376, | |
0.009251680374145508, | |
0.009325311660766602, | |
0.009266592025756836, | |
0.009316320419311524, | |
0.009381759643554687, | |
0.009271807670593261, | |
0.009273792266845703, | |
0.009300415992736816, | |
0.00934780788421631, | |
0.009267775535583497, | |
0.009275135993957519, | |
0.009307711601257325, | |
0.009290719985961914, | |
0.009551039695739746, | |
0.009480287551879883, | |
0.009295519828796386, | |
0.00968671989440918, | |
0.009390784263610839, | |
0.009748767852783204, | |
0.009328096389770509, | |
0.009295455932617188, | |
0.009313952445983887, | |
0.009245696067810059, | |
0.009268959999084473, | |
0.009228256225585938, | |
0.009266176223754884, | |
0.009331775665283202, | |
0.008946335792541504, | |
0.008924511909484864, | |
0.008948415756225585, | |
0.008907808303833007, | |
0.008948384284973144, | |
0.0093089599609375 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 106.9352595453599 | |
}, | |
"energy": { | |
"unit": "kWh", | |
"cpu": 1.0063043922151951e-07, | |
"ram": 5.503258709395833e-08, | |
"gpu": 1.7535825702392337e-07, | |
"total": 3.310212833394014e-07 | |
}, | |
"efficiency": { | |
"unit": "tokens/kWh", | |
"value": 3020953.788565565 | |
} | |
}, | |
"per_token": { | |
"memory": null, | |
"latency": { | |
"unit": "s", | |
"count": 54, | |
"total": 0.9932625885009766, | |
"mean": 0.018393751638906976, | |
"stdev": 0.0006087411691731596, | |
"p50": 0.01830038356781006, | |
"p90": 0.01890838375091553, | |
"p95": 0.019477093887329096, | |
"p99": 0.020580904922485353, | |
"values": [ | |
0.020397056579589845, | |
0.020788223266601562, | |
0.018724863052368163, | |
0.018290687561035156, | |
0.018362367630004883, | |
0.018300928115844727, | |
0.018312255859375, | |
0.018300863265991212, | |
0.01761075210571289, | |
0.01760767936706543, | |
0.01763430404663086, | |
0.01840025520324707, | |
0.020179967880249023, | |
0.019098623275756836, | |
0.018440191268920898, | |
0.018333696365356447, | |
0.018481151580810547, | |
0.018317312240600587, | |
0.018868288040161132, | |
0.018255807876586913, | |
0.018258943557739257, | |
0.018276351928710938, | |
0.018351104736328124, | |
0.01827123260498047, | |
0.018299903869628906, | |
0.01838591957092285, | |
0.018256895065307616, | |
0.018231296539306642, | |
0.018296831130981444, | |
0.018493440628051756, | |
0.0182794246673584, | |
0.018276351928710938, | |
0.018304000854492186, | |
0.018306047439575195, | |
0.018544639587402344, | |
0.018662399291992187, | |
0.018335744857788085, | |
0.018540544509887694, | |
0.018925567626953126, | |
0.018963455200195312, | |
0.018496511459350586, | |
0.018295808792114256, | |
0.01828556823730469, | |
0.01828556823730469, | |
0.018226175308227538, | |
0.01818726348876953, | |
0.01826201629638672, | |
0.018283519744873047, | |
0.01765273666381836, | |
0.017556480407714844, | |
0.017612800598144532, | |
0.017560575485229494, | |
0.01762918472290039, | |
0.017963008880615236 | |
] | |
}, | |
"throughput": { | |
"unit": "tokens/s", | |
"value": 54.36628805429623 | |
}, | |
"energy": null, | |
"efficiency": null | |
} | |
} | |
} |