{ "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": 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": "0.34.2", "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": "0.12.0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1043.357696, "max_global_vram": 68702.69952, "max_process_vram": 43329.826816, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 8.65046875, "mean": 8.65046875, "stdev": 0.0, "p50": 8.65046875, "p90": 8.65046875, "p95": 8.65046875, "p99": 8.65046875, "values": [ 8.65046875 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1212.690432, "max_global_vram": 68702.69952, "max_process_vram": 295724.4416, "max_reserved": 725.614592, "max_allocated": 513.035264 }, "latency": { "unit": "s", "count": 60, "total": 0.5143852987289429, "mean": 0.008573088312149051, "stdev": 0.0005199808271603416, "p50": 0.008599178791046143, "p90": 0.009150344753265382, "p95": 0.009278977346420287, "p99": 0.010114330692291257, "values": [ 0.008517258644104004, 0.008708779335021972, 0.00867405891418457, 0.008683338165283203, 0.008735658645629883, 0.009100936889648437, 0.009082057952880859, 0.009191818237304687, 0.00917885684967041, 0.009124937057495118, 0.008546058654785155, 0.008476140022277832, 0.00850701904296875, 0.00865229892730713, 0.008371978759765626, 0.00832461929321289, 0.008324938774108887, 0.00825133991241455, 0.008044300079345703, 0.00802925968170166, 0.00804557991027832, 0.008070219993591308, 0.008054540634155274, 0.008079500198364257, 0.008079339981079101, 0.008065420150756836, 0.00806365966796875, 0.008073740005493164, 0.008093259811401366, 0.008044300079345703, 0.008081899642944337, 0.008065581321716309, 0.008089420318603515, 0.008070699691772461, 0.008089420318603515, 0.008077899932861328, 0.008095980644226074, 0.008059341430664063, 0.00817885971069336, 0.009118218421936036, 0.009147176742553711, 0.009081578254699707, 0.009545736312866211, 0.010566694259643555, 0.009799976348876954, 0.009264937400817871, 0.00880493927001953, 0.008789578437805175, 0.008765579223632813, 0.008777578353881836, 0.008748297691345214, 0.008791659355163574, 0.008769577980041503, 0.008777578353881836, 0.008794539451599121, 0.008777419090270995, 0.008793098449707031, 0.008796777725219727, 0.008722859382629395, 0.007747180938720703 ] }, "throughput": { "unit": "tokens/s", "value": 233.28816024976322 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1212.74368, "max_global_vram": 68702.69952, "max_process_vram": 292912.45568, "max_reserved": 725.614592, "max_allocated": 513.259008 }, "latency": { "unit": "s", "count": 60, "total": 0.48825112628936757, "mean": 0.00813751877148946, "stdev": 0.0004233854123171433, "p50": 0.008014540672302246, "p90": 0.008831946754455566, "p95": 0.008944290256500243, "p99": 0.009149925088882446, "values": [ 0.008363499641418456, 0.008382860183715821, 0.008259980201721192, 0.008308939933776856, 0.008551499366760255, 0.008818859100341797, 0.008939018249511719, 0.008837417602539062, 0.008831338882446289, 0.009044458389282226, 0.008336939811706544, 0.00827293872833252, 0.008147180557250977, 0.007849101066589356, 0.008010540962219238, 0.007907180786132813, 0.007828300952911376, 0.007796141147613525, 0.007716940879821777, 0.007955660820007324, 0.007824780941009522, 0.007881259918212891, 0.007968460083007813, 0.007854220867156982, 0.007800460815429688, 0.007830060958862305, 0.007839661121368408, 0.007869260787963867, 0.007782540798187256, 0.007845100879669189, 0.007890059947967529, 0.007827179908752441, 0.007870541095733643, 0.007889420986175536, 0.007782861232757569, 0.007973421096801757, 0.00782446002960205, 0.007855979919433594, 0.008634538650512695, 0.008798538208007812, 0.008155980110168458, 0.008207500457763672, 0.009140937805175782, 0.009162858009338378, 0.008667179107666016, 0.008192139625549317, 0.008070219993591308, 0.008076939582824707, 0.008882537841796875, 0.008035181045532226, 0.008058859825134277, 0.008047340393066406, 0.008007341384887696, 0.008015501022338866, 0.008019499778747559, 0.008013580322265625, 0.008054221153259277, 0.008005900382995606, 0.007332942008972168, 0.007102860927581787 ] }, "throughput": { "unit": "tokens/s", "value": 122.88758134771882 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 60, "total": 0.4540593609809875, "mean": 0.007567656016349791, "stdev": 0.00040704375460890563, "p50": 0.007574620962142944, "p90": 0.008170684337615966, "p95": 0.008377355575561523, "p99": 0.008561929426193236, "values": [ 0.007758861064910889, 0.0076324610710144045, 0.007570221900939942, 0.0076564621925354, 0.007878699779510497, 0.008153900146484375, 0.008226539611816406, 0.00819357967376709, 0.008147339820861816, 0.00837261962890625, 0.007575820922851562, 0.007573421001434326, 0.0074817419052124025, 0.007274702072143555, 0.0072947020530700684, 0.0072683019638061525, 0.007195023059844971, 0.007172142028808594, 0.007152942180633545, 0.007375021934509277, 0.007217741966247558, 0.007230062007904053, 0.007354541778564453, 0.007247342109680176, 0.007200302124023438, 0.0072255821228027345, 0.00721438217163086, 0.0072683019638061525, 0.007196621894836426, 0.007224301815032959, 0.007227342128753662, 0.007196621894836426, 0.007252303123474121, 0.007298861980438233, 0.007212461948394776, 0.007368462085723877, 0.007226702213287354, 0.007193421840667725, 0.008027819633483887, 0.008153900146484375, 0.007757581233978271, 0.007783660888671875, 0.008595819473266602, 0.008538378715515136, 0.008168140411376952, 0.007738380908966064, 0.0076361408233642574, 0.007638541221618653, 0.008467338562011718, 0.007627021789550781, 0.007647661209106446, 0.007636620998382569, 0.007583181858062744, 0.007607662200927735, 0.007612781047821045, 0.007605101108551025, 0.007634861946105957, 0.007588460922241211, 0.006963822841644287, 0.006736621856689453 ] }, "throughput": { "unit": "tokens/s", "value": 132.1413126917393 }, "energy": null, "efficiency": null } } }