IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
d8fe30f verified
raw
history blame
17.6 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.4.0+cu124",
"_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": 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",
"numactl": false,
"numactl_kwargs": {},
"start_method": "spawn"
},
"environment": {
"cpu": " AMD EPYC 7R32",
"cpu_count": 16,
"cpu_ram_mb": 66697.25696,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.10.220-209.869.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": "0.4.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.44.0",
"transformers_commit": null,
"accelerate_version": "0.33.0",
"accelerate_commit": null,
"diffusers_version": "0.30.0",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.8",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 790.175744,
"max_global_vram": 1355.28448,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.37164208984375,
"mean": 7.37164208984375,
"stdev": 0.0,
"p50": 7.37164208984375,
"p90": 7.37164208984375,
"p95": 7.37164208984375,
"p99": 7.37164208984375,
"values": [
7.37164208984375
]
},
"throughput": null,
"energy": {
"unit": "kWh",
"cpu": 9.97551641666937e-07,
"ram": 5.185132507381543e-07,
"gpu": 1.8208347899999634e-06,
"total": 3.3368996824050546e-06
},
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1199.607808,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.210304
},
"latency": {
"unit": "s",
"count": 76,
"total": 0.4923675184249879,
"mean": 0.006478519979276155,
"stdev": 0.0003143818561476559,
"p50": 0.006449023962020874,
"p90": 0.006645120143890381,
"p95": 0.006856791973114014,
"p99": 0.007782623887062073,
"values": [
0.007425759792327881,
0.007578239917755127,
0.006428736209869385,
0.0069183998107910155,
0.006509376049041748,
0.0062988801002502445,
0.0068362560272216795,
0.00839577579498291,
0.006656256198883057,
0.006587647914886475,
0.006589439868927002,
0.00650435209274292,
0.0065426878929138186,
0.0063294081687927245,
0.006279200077056885,
0.006502272129058838,
0.006529695987701416,
0.006440288066864014,
0.006487199783325195,
0.0065231361389160155,
0.006449440002441406,
0.006503647804260254,
0.006509183883666992,
0.0064486079216003415,
0.0064966402053833,
0.006485568046569824,
0.006457600116729736,
0.006480544090270996,
0.006326240062713623,
0.006270944118499756,
0.006282623767852783,
0.006310143947601318,
0.006330431938171387,
0.00630185604095459,
0.006291359901428223,
0.006304671764373779,
0.006311135768890381,
0.0063053760528564455,
0.00625055980682373,
0.0062837438583374025,
0.0063192639350891115,
0.006302527904510498,
0.00626636791229248,
0.006261760234832763,
0.0062928318977355955,
0.0062847681045532225,
0.006296319961547852,
0.006260447978973389,
0.006391295909881592,
0.006302976131439209,
0.006509183883666992,
0.006633984088897705,
0.006632512092590332,
0.006676064014434814,
0.0067132158279418945,
0.00650105619430542,
0.006537439823150634,
0.006515071868896484,
0.006460031986236572,
0.006494815826416016,
0.006502783775329589,
0.006489855766296387,
0.006500768184661865,
0.006320767879486084,
0.006280735969543457,
0.0062806720733642575,
0.006317696094512939,
0.006291264057159423,
0.006494944095611572,
0.0065452480316162106,
0.006484255790710449,
0.00628326416015625,
0.006273632049560547,
0.006296319961547852,
0.006288159847259522,
0.006301887989044189
]
},
"throughput": {
"unit": "tokens/s",
"value": 308.7124847029429
},
"energy": {
"unit": "kWh",
"cpu": 7.95159481203711e-08,
"ram": 4.3361160957104315e-08,
"gpu": 1.5388160458666759e-07,
"total": 2.76758713664143e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 7226511.402372951
}
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1218.015232,
"max_global_vram": 1365.77024,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 522.434048
},
"latency": {
"unit": "s",
"count": 76,
"total": 0.5156397423744203,
"mean": 0.006784733452295003,
"stdev": 0.00017879619624912608,
"p50": 0.006797343969345093,
"p90": 0.0069961600303649904,
"p95": 0.007081784129142761,
"p99": 0.007329071879386902,
"values": [
0.007514495849609375,
0.006993184089660645,
0.006705696105957031,
0.0072672638893127445,
0.006662399768829346,
0.0068533759117126464,
0.007206016063690186,
0.006999135971069336,
0.0070713281631469725,
0.00686406421661377,
0.006882688045501709,
0.006905695915222168,
0.00682096004486084,
0.006649407863616943,
0.006837920188903808,
0.006787424087524414,
0.006860064029693603,
0.006831520080566407,
0.006786911964416504,
0.006879519939422607,
0.006850912094116211,
0.006887455940246582,
0.0068329920768737794,
0.006845024108886719,
0.006848031997680664,
0.006834112167358399,
0.006849792003631592,
0.0067968001365661624,
0.006631648063659668,
0.006623392105102539,
0.006630847930908203,
0.006586656093597412,
0.006578783988952636,
0.006611519813537597,
0.006703775882720947,
0.006607999801635742,
0.006574016094207763,
0.006625279903411865,
0.006614751815795898,
0.006634335994720459,
0.00661516809463501,
0.006616064071655273,
0.006614719867706299,
0.006608511924743652,
0.006579840183258056,
0.006593376159667969,
0.0066497278213500976,
0.00670854377746582,
0.006600096225738526,
0.006722015857696533,
0.007009407997131348,
0.006937759876251221,
0.007023327827453614,
0.007113152027130127,
0.006903135776519775,
0.006908224105834961,
0.0068256320953369145,
0.006849696159362793,
0.006893792152404785,
0.0067983040809631344,
0.006937151908874512,
0.006850175857543946,
0.006797887802124023,
0.0066059517860412595,
0.006621632099151611,
0.006619872093200684,
0.0065977277755737305,
0.006760735988616943,
0.006919007778167724,
0.006812160015106201,
0.00686191987991333,
0.006614463806152344,
0.0066076798439025876,
0.006673247814178467,
0.006616543769836425,
0.0066258878707885745
]
},
"throughput": {
"unit": "tokens/s",
"value": 147.38972533427088
},
"energy": {
"unit": "kWh",
"cpu": 7.274497249038276e-08,
"ram": 3.988698994024551e-08,
"gpu": 1.4530666895179216e-07,
"total": 2.5793863138242034e-07
},
"efficiency": {
"unit": "tokens/kWh",
"value": 3876891.160662933
}
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 76,
"total": 0.4851136317253114,
"mean": 0.0063830741016488324,
"stdev": 0.0001592168016893059,
"p50": 0.0064020478725433354,
"p90": 0.006589951992034913,
"p95": 0.006670847773551941,
"p99": 0.006831615924835205,
"values": [
0.0069928960800170895,
0.00658739185333252,
0.0063211522102355954,
0.00677785587310791,
0.006277088165283203,
0.00643891191482544,
0.006713344097137451,
0.006592512130737305,
0.006672383785247803,
0.006475776195526123,
0.006490111827850342,
0.006504447937011719,
0.00642252779006958,
0.006238175868988037,
0.006448128223419189,
0.006398975849151611,
0.006434815883636475,
0.0064430079460144046,
0.006398975849151611,
0.006435840129852295,
0.006461440086364746,
0.006498303890228272,
0.006421504020690918,
0.006453248023986816,
0.006455296039581298,
0.006440959930419922,
0.006459392070770263,
0.006405119895935059,
0.0062228479385375976,
0.006242303848266601,
0.006250495910644531,
0.0062044157981872555,
0.0061931519508361815,
0.006228991985321045,
0.006318079948425293,
0.006221824169158936,
0.006194176197052002,
0.006243328094482422,
0.00623308801651001,
0.006251520156860352,
0.00623308801651001,
0.006205440044403076,
0.006235136032104492,
0.006227968215942382,
0.006201344013214111,
0.006206463813781738,
0.006254591941833496,
0.006326272010803223,
0.006209536075592041,
0.006318079948425293,
0.006598656177520752,
0.006511616230010986,
0.006593535900115967,
0.006670335769653321,
0.006445055961608887,
0.006507487773895264,
0.006423552036285401,
0.006445087909698486,
0.006486911773681641,
0.006397952079772949,
0.0065413122177124024,
0.006461440086364746,
0.006408192157745361,
0.006201344013214111,
0.006239232063293457,
0.006240255832672119,
0.006206463813781738,
0.006322175979614258,
0.006516736030578613,
0.006412288188934326,
0.006405119895935059,
0.006231008052825927,
0.006228991985321045,
0.006285312175750732,
0.006207488059997559,
0.006244351863861084
]
},
"throughput": {
"unit": "tokens/s",
"value": 156.6643256956216
},
"energy": null,
"efficiency": null
}
}
}