{ "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": "61123f7169ae188508e9e8c5ca6b9a54a00965ed", "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": 901.337088, "max_global_vram": 1011.736576, "max_process_vram": 42234.392576, "max_reserved": 725.614592, "max_allocated": 666.338304 }, "latency": { "unit": "s", "count": 1, "total": 7.39232177734375, "mean": 7.39232177734375, "stdev": 0.0, "p50": 7.39232177734375, "p90": 7.39232177734375, "p95": 7.39232177734375, "p99": 7.39232177734375, "values": [ 7.39232177734375 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1055.82592, "max_global_vram": 1107.472384, "max_process_vram": 257246.572544, "max_reserved": 725.614592, "max_allocated": 513.035264 }, "latency": { "unit": "s", "count": 61, "total": 0.5027758588790895, "mean": 0.00824222719473917, "stdev": 0.00050703768068848, "p50": 0.007996458053588867, "p90": 0.008607654571533204, "p95": 0.008959174156188965, "p99": 0.009978051757812497, "values": [ 0.00890477466583252, 0.009110214233398438, 0.008959174156188965, 0.008607654571533204, 0.008460616111755371, 0.008359816551208496, 0.00835805606842041, 0.00838013744354248, 0.008399017333984375, 0.008397095680236817, 0.0085999755859375, 0.008463815689086914, 0.011279808044433594, 0.008261417388916016, 0.007943177223205566, 0.007911817073822021, 0.007915337085723877, 0.007947018146514892, 0.008019336700439453, 0.007964616775512695, 0.007996458053588867, 0.007924616813659668, 0.007965258121490479, 0.007979817867279053, 0.00793869686126709, 0.008011978149414062, 0.007949576854705811, 0.007962697982788087, 0.00795069694519043, 0.008175017356872559, 0.007945898056030274, 0.00795565700531006, 0.007960137844085693, 0.00796077823638916, 0.007963976860046386, 0.007987338066101074, 0.007949257850646973, 0.007996936798095704, 0.007972618103027344, 0.007984937191009522, 0.008021257400512695, 0.007966697216033936, 0.007999817848205566, 0.007958697795867919, 0.008102856636047363, 0.009031014442443848, 0.008452936172485352, 0.008580295562744141, 0.008912614822387695, 0.008490856170654298, 0.008462696075439454, 0.008513895988464356, 0.008499496459960938, 0.008268457412719726, 0.00793949794769287, 0.007979497909545899, 0.007967176914215088, 0.007976936817169189, 0.007973097801208496, 0.007982216835021972, 0.00792061710357666 ] }, "throughput": { "unit": "tokens/s", "value": 242.6528598091248 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 1055.82592, "max_global_vram": 1107.505152, "max_process_vram": 275257.397248, "max_reserved": 725.614592, "max_allocated": 513.259008 }, "latency": { "unit": "s", "count": 61, "total": 0.5023547334671018, "mean": 0.008235323499460689, "stdev": 0.0002462456532481302, "p50": 0.008126696586608887, "p90": 0.008585894584655761, "p95": 0.00869661521911621, "p99": 0.008859623146057129, "values": [ 0.008892455101013184, 0.008837735176086426, 0.00861901569366455, 0.00853117561340332, 0.008339495658874511, 0.008326696395874024, 0.008356616020202637, 0.008455816268920899, 0.008391016006469727, 0.00869069480895996, 0.00851901626586914, 0.00838621711730957, 0.008585894584655761, 0.007991816997528076, 0.00799741792678833, 0.008185736656188965, 0.00803501796722412, 0.008107657432556153, 0.00809101676940918, 0.008071818351745606, 0.008024456977844239, 0.008107177734375, 0.008213736534118653, 0.008122857093811036, 0.00801437759399414, 0.008000137329101563, 0.008139177322387696, 0.00796269702911377, 0.00813997745513916, 0.008029096603393555, 0.008011337280273437, 0.008069096565246582, 0.008091816902160645, 0.008126856803894043, 0.008004457473754882, 0.00823405647277832, 0.0080670166015625, 0.008015976905822755, 0.008012936592102051, 0.008115817070007324, 0.008043018341064453, 0.007981576919555665, 0.008090216636657715, 0.008039016723632813, 0.00869661521911621, 0.008516136169433594, 0.008495816230773926, 0.008796295166015626, 0.00833501625061035, 0.008499655723571777, 0.008498695373535156, 0.008379336357116698, 0.008428296089172364, 0.007912937164306641, 0.008183176040649415, 0.0080986967086792, 0.00816941738128662, 0.008060136795043945, 0.008126696586608887, 0.008078696250915528, 0.00800989818572998 ] }, "throughput": { "unit": "tokens/s", "value": 121.42813819827327 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 61, "total": 0.4523790345191955, "mean": 0.007416049746216322, "stdev": 0.00025937191883085905, "p50": 0.007281418800354004, "p90": 0.007732937812805176, "p95": 0.00803261661529541, "p99": 0.008078568649291993, "values": [ 0.008110536575317382, 0.008051337242126465, 0.007728298187255859, 0.007707337856292725, 0.007549259185791015, 0.007487977981567383, 0.007534539222717285, 0.00751213788986206, 0.007547977924346924, 0.007813258171081543, 0.007678537845611572, 0.00757629919052124, 0.007675498008728027, 0.0071822190284729, 0.007168620109558105, 0.007302218914031982, 0.007241099834442139, 0.00730557918548584, 0.0072322998046875, 0.007235340118408203, 0.007187979221343994, 0.007243179798126221, 0.007365259170532226, 0.007243978977203369, 0.0072033400535583495, 0.007185419082641601, 0.007214859962463379, 0.007182378768920899, 0.00724590015411377, 0.007227180004119873, 0.007222699165344238, 0.007198540210723877, 0.007261259078979492, 0.007283498764038086, 0.00719566011428833, 0.007376779079437256, 0.007233098983764648, 0.007235980033874512, 0.007231499195098877, 0.007244939804077148, 0.007211339950561523, 0.00725373888015747, 0.0072927789688110355, 0.007213099002838135, 0.00803261661529541, 0.007864778041839599, 0.007732937812805176, 0.008057256698608399, 0.007650537967681885, 0.007695658206939697, 0.007675658226013184, 0.007605739116668701, 0.007633578777313232, 0.007154540061950683, 0.007351018905639648, 0.007249098777770996, 0.007308138847351074, 0.007203660011291504, 0.007281418800354004, 0.007247818946838379, 0.007239820003509522 ] }, "throughput": { "unit": "tokens/s", "value": 134.8426769265135 }, "energy": null, "efficiency": null } } }