IlyasMoutawwakil's picture
Upload cuda_inference_transformers_text-generation_openai-community/gpt2/benchmark.json with huggingface_hub
1f447e1 verified
raw
history blame
15 kB
{
"config": {
"name": "cuda_inference_transformers_text-generation_openai-community/gpt2",
"backend": {
"name": "pytorch",
"version": "2.4.0+rocm6.1",
"_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": 1082015.256576,
"system": "Linux",
"machine": "x86_64",
"platform": "Linux-5.15.0-101-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": "0.4.0",
"optimum_benchmark_commit": null,
"transformers_version": "4.44.2",
"transformers_commit": null,
"accelerate_version": "0.33.0",
"accelerate_commit": null,
"diffusers_version": "0.30.2",
"diffusers_commit": null,
"optimum_version": null,
"optimum_commit": null,
"timm_version": "1.0.9",
"timm_commit": null,
"peft_version": null,
"peft_commit": null
}
},
"report": {
"load": {
"memory": {
"unit": "MB",
"max_ram": 1389.211648,
"max_global_vram": 11.145216,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 666.338304
},
"latency": {
"unit": "s",
"count": 1,
"total": 7.762439453125,
"mean": 7.762439453125,
"stdev": 0.0,
"p50": 7.762439453125,
"p90": 7.762439453125,
"p95": 7.762439453125,
"p99": 7.762439453125,
"values": [
7.762439453125
]
},
"throughput": null,
"energy": null,
"efficiency": null
},
"prefill": {
"memory": {
"unit": "MB",
"max_ram": 1548.47232,
"max_global_vram": 11.145216,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 513.035264
},
"latency": {
"unit": "s",
"count": 59,
"total": 0.44968510150909424,
"mean": 0.007621781381510071,
"stdev": 0.0029362607071729903,
"p50": 0.007005897045135498,
"p90": 0.007861925888061524,
"p95": 0.007913350009918212,
"p99": 0.017351896343231237,
"values": [
0.008235334396362304,
0.007437895774841308,
0.007485896110534668,
0.007273577213287354,
0.00704285717010498,
0.007052617073059082,
0.006972776889801025,
0.00685933780670166,
0.0068654179573059086,
0.006891497135162353,
0.006963497161865235,
0.006859978199005127,
0.006874378204345703,
0.008351492881774902,
0.007242216110229492,
0.006882057189941406,
0.007796935081481934,
0.007822535037994384,
0.007870213985443115,
0.007816453933715821,
0.007877573966979981,
0.007828295230865479,
0.007808294773101807,
0.0078140549659729,
0.0070786972045898434,
0.006930057048797607,
0.007134216785430908,
0.02978102493286133,
0.006983177185058594,
0.006981577873229981,
0.006999176979064941,
0.0069602980613708496,
0.006952937126159668,
0.006987337112426758,
0.006956937789916992,
0.007087337017059326,
0.006952297210693359,
0.0075988550186157225,
0.007047817230224609,
0.006955338001251221,
0.007001418113708496,
0.006988936901092529,
0.007004776954650879,
0.007005897045135498,
0.006970057010650635,
0.0069978971481323244,
0.006999657154083252,
0.007000617027282715,
0.007015657901763916,
0.0070358171463012695,
0.007003177165985108,
0.006962536811828613,
0.00699757719039917,
0.006976937770843506,
0.007859973907470704,
0.007869733810424804,
0.007487174987792969,
0.007349096775054932,
0.007845893859863281
]
},
"throughput": {
"unit": "tokens/s",
"value": 262.4058471228085
},
"energy": null,
"efficiency": null
},
"decode": {
"memory": {
"unit": "MB",
"max_ram": 1548.537856,
"max_global_vram": 11.108352,
"max_process_vram": 0.0,
"max_reserved": 725.614592,
"max_allocated": 513.259008
},
"latency": {
"unit": "s",
"count": 59,
"total": 0.5580844469070434,
"mean": 0.009459058422153279,
"stdev": 0.014815164664305682,
"p50": 0.007367656230926513,
"p90": 0.008174757957458496,
"p95": 0.008235236930847167,
"p99": 0.056188595714569294,
"values": [
0.007835813999176025,
0.007478856086730957,
0.007500296115875244,
0.007191816806793213,
0.007054057121276856,
0.007240616798400879,
0.006996777057647705,
0.006981257915496826,
0.007002217769622803,
0.007219336986541748,
0.006973897933959961,
0.006966217041015625,
0.12225289154052735,
0.007295015811920166,
0.007633895874023438,
0.007740135192871094,
0.008281892776489257,
0.008156773567199706,
0.008174694061279297,
0.008175013542175293,
0.008154534339904785,
0.00812029266357422,
0.008348933219909668,
0.007870213985443115,
0.0072706971168518065,
0.007316617012023926,
0.007306856155395508,
0.007359496116638184,
0.007361735820770264,
0.007372615814208984,
0.007342376232147217,
0.007397575855255127,
0.0075754961967468264,
0.007326537132263183,
0.0074034957885742185,
0.007450695991516113,
0.007555655956268311,
0.007473415851593017,
0.007367656230926513,
0.007591975212097168,
0.00735149621963501,
0.007297576904296875,
0.0073367757797241214,
0.007299016952514648,
0.007305097103118896,
0.0073673357963562015,
0.007352777004241943,
0.007312615871429443,
0.00741869592666626,
0.007329736232757568,
0.007294217109680176,
0.007298536777496338,
0.0072988557815551755,
0.0074121360778808595,
0.008140613555908203,
0.008230052947998046,
0.0077270159721374515,
0.007968133926391601,
0.008225414276123047
]
},
"throughput": {
"unit": "tokens/s",
"value": 105.71876770080864
},
"energy": null,
"efficiency": null
},
"per_token": {
"memory": null,
"latency": {
"unit": "s",
"count": 59,
"total": 0.5289811754226684,
"mean": 0.008965782634282516,
"stdev": 0.014791657263717176,
"p50": 0.006871178150177002,
"p90": 0.007630792140960694,
"p95": 0.007712262964248658,
"p99": 0.055611679496765334,
"values": [
0.007334216117858887,
0.007004938125610352,
0.007016457080841064,
0.006774377822875976,
0.006651817798614502,
0.006843498229980469,
0.0066028590202331545,
0.006593258857727051,
0.006620779037475586,
0.006824937820434571,
0.0065820589065551756,
0.006576138019561768,
0.1215863265991211,
0.006817577838897705,
0.007107977867126465,
0.007223657131195068,
0.007712134838104248,
0.007606534957885742,
0.007620454788208008,
0.007627816200256348,
0.0076066961288452145,
0.007590374946594238,
0.00783693504333496,
0.007340136051177978,
0.006799178123474121,
0.006805737972259521,
0.0068252568244934085,
0.006823657989501953,
0.006857257843017578,
0.0068705368041992185,
0.006839017868041992,
0.006878218173980713,
0.0070713372230529785,
0.006840137958526611,
0.00687517786026001,
0.006939978122711182,
0.007066857814788818,
0.0069866981506347655,
0.006871178150177002,
0.007070217132568359,
0.0068606181144714356,
0.006817738056182862,
0.006831498146057129,
0.006806859016418457,
0.006818697929382324,
0.0068820581436157225,
0.00686045789718628,
0.006816617965698242,
0.006928297042846679,
0.006818858146667481,
0.006809577941894531,
0.006809097766876221,
0.0068135781288146974,
0.006887496948242188,
0.007642695903778076,
0.0077081360816955566,
0.007203176975250244,
0.007429895877838134,
0.00771341609954834
]
},
"throughput": {
"unit": "tokens/s",
"value": 111.53515992862621
},
"energy": null,
"efficiency": null
}
}
}