{ "config": { "name": "pytorch_generate", "backend": { "name": "pytorch", "version": "2.4.0+cu121", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "text-generation", "library": "transformers", "model_type": "gemma", "model": "google/gemma-2b", "processor": "google/gemma-2b", "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": "float16", "eval_mode": true, "to_bettertransformer": false, "low_cpu_mem_usage": null, "attn_implementation": null, "cache_implementation": "static", "autocast_enabled": false, "autocast_dtype": null, "torch_compile": true, "torch_compile_target": "forward", "torch_compile_config": { "backend": "inductor", "mode": "reduce-overhead", "fullgraph": true }, "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": 2, "duration": 0, "warmup_runs": 10, "input_shapes": { "batch_size": 1, "num_choices": 2, "sequence_length": 7 }, "new_tokens": null, "memory": true, "latency": true, "energy": false, "forward_kwargs": {}, "generate_kwargs": { "max_new_tokens": 128, "min_new_tokens": 128, "do_sample": false }, "call_kwargs": {} }, "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 7R32", "cpu_count": 16, "cpu_ram_mb": 66697.252864, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.223-211.872.amzn2.x86_64-x86_64-with-glibc2.29", "processor": "x86_64", "python_version": "3.8.10", "gpu": [ "NVIDIA A10G" ], "gpu_count": 1, "gpu_vram_mb": 24146608128, "optimum_benchmark_version": "0.4.0", "optimum_benchmark_commit": null, "transformers_version": "4.45.0.dev0", "transformers_commit": "0a7af19f4dc868bafc82f35eb7e8d13bac87a594", "accelerate_version": "0.34.0.dev0", "accelerate_commit": null, "diffusers_version": null, "diffusers_commit": null, "optimum_version": "1.22.0.dev0", "optimum_commit": null, "timm_version": "0.9.16", "timm_commit": null, "peft_version": "0.12.1.dev0", "peft_commit": null } }, "report": { "load": { "memory": { "unit": "MB", "max_ram": 1337.229312, "max_global_vram": 6768.033792, "max_process_vram": 0.0, "max_reserved": 6138.363904, "max_allocated": 6060.931072 }, "latency": { "unit": "s", "count": 1, "total": 13.281357421875, "mean": 13.281357421875, "stdev": 0.0, "p50": 13.281357421875, "p90": 13.281357421875, "p95": 13.281357421875, "p99": 13.281357421875, "values": [ 13.281357421875 ] }, "throughput": null, "energy": null, "efficiency": null }, "prefill": { "memory": { "unit": "MB", "max_ram": 1853.210624, "max_global_vram": 6789.005312, "max_process_vram": 0.0, "max_reserved": 6138.363904, "max_allocated": 5278.596608 }, "latency": { "unit": "s", "count": 2, "total": 0.028320640563964845, "mean": 0.014160320281982422, "stdev": 0.00016864013671875032, "p50": 0.014160320281982422, "p90": 0.014295232391357422, "p95": 0.014312096405029298, "p99": 0.014325587615966797, "values": [ 0.013991680145263672, 0.014328960418701173 ] }, "throughput": { "unit": "tokens/s", "value": 494.33910113649006 }, "energy": null, "efficiency": null }, "decode": { "memory": { "unit": "MB", "max_ram": 2023.051264, "max_global_vram": 6071.779328, "max_process_vram": 0.0, "max_reserved": 5381.292032, "max_allocated": 5282.647552 }, "latency": { "unit": "s", "count": 2, "total": 3.1323057861328127, "mean": 1.5661528930664064, "stdev": 0.0003551635742188308, "p50": 1.5661528930664064, "p90": 1.5664370239257814, "p95": 1.5664725402832032, "p99": 1.5665009533691407, "values": [ 1.5657977294921874, 1.566508056640625 ] }, "throughput": { "unit": "tokens/s", "value": 81.09042262875357 }, "energy": null, "efficiency": null }, "per_token": { "memory": null, "latency": { "unit": "s", "count": 254, "total": 3.1320115108490008, "mean": 0.012330753979720468, "stdev": 6.630050926295287e-05, "p50": 0.012318719863891601, "p90": 0.012348416328430176, "p95": 0.01239490532875061, "p99": 0.012515430107116698, "values": [ 0.01236684799194336, 0.012317695617675782, 0.012310527801513671, 0.012339200019836426, 0.012344320297241211, 0.01232588768005371, 0.012314623832702636, 0.012313599586486817, 0.012317695617675782, 0.012302335739135742, 0.012300288200378418, 0.012326911926269531, 0.012328960418701173, 0.012324864387512208, 0.012307456016540527, 0.012326911926269531, 0.012304384231567383, 0.012318719863891601, 0.012312576293945313, 0.012306431770324706, 0.012306431770324706, 0.012310527801513671, 0.012309599876403808, 0.01230735969543457, 0.012303359985351562, 0.012311552047729492, 0.012303359985351562, 0.012430335998535156, 0.012397567749023437, 0.012339200019836426, 0.01232588768005371, 0.012319744110107422, 0.012308480262756348, 0.012298239707946777, 0.012316672325134278, 0.012304384231567383, 0.012314623832702636, 0.012307456016540527, 0.012319744110107422, 0.012311552047729492, 0.012300288200378418, 0.012305407524108887, 0.012318752288818359, 0.012306400299072266, 0.012301312446594239, 0.012310527801513671, 0.012339200019836426, 0.01232588768005371, 0.012310527801513671, 0.012313599586486817, 0.012315648078918457, 0.012320768356323243, 0.012317695617675782, 0.012309503555297852, 0.012333056449890138, 0.012337151527404786, 0.012311552047729492, 0.012304384231567383, 0.012307456016540527, 0.012296192169189453, 0.012315648078918457, 0.012319744110107422, 0.012324864387512208, 0.012317695617675782, 0.012322815895080566, 0.012306431770324706, 0.012312576293945313, 0.012326911926269531, 0.012468223571777343, 0.01234124755859375, 0.012428288459777831, 0.012349439620971679, 0.012320768356323243, 0.012299263954162597, 0.012337151527404786, 0.0123504638671875, 0.012339200019836426, 0.012370944023132324, 0.01234227180480957, 0.01233407974243164, 0.012300288200378418, 0.012303359985351562, 0.012323840141296387, 0.012307456016540527, 0.012322815895080566, 0.012332032203674317, 0.012322815895080566, 0.012313599586486817, 0.012309503555297852, 0.012318719863891601, 0.012315648078918457, 0.012348416328430176, 0.012318719863891601, 0.01232588768005371, 0.012314623832702636, 0.012307456016540527, 0.012302335739135742, 0.012311552047729492, 0.012315648078918457, 0.012321791648864745, 0.012302335739135742, 0.012379136085510254, 0.012301312446594239, 0.012328960418701173, 0.012329983711242675, 0.012304384231567383, 0.012306431770324706, 0.01233510398864746, 0.012312576293945313, 0.012317695617675782, 0.012323840141296387, 0.012320768356323243, 0.012310527801513671, 0.012305407524108887, 0.012314623832702636, 0.012336128234863282, 0.012444671630859374, 0.012833791732788086, 0.012370944023132324, 0.012333056449890138, 0.012316672325134278, 0.012320768356323243, 0.012327936172485352, 0.012320768356323243, 0.012305407524108887, 0.012307456016540527, 0.012331007957458496, 0.0123504638671875, 0.012302335739135742, 0.012314623832702636, 0.012308480262756348, 0.012320768356323243, 0.012299263954162597, 0.012320768356323243, 0.012323840141296387, 0.012308480262756348, 0.012300288200378418, 0.012314623832702636, 0.012311552047729492, 0.012316672325134278, 0.012301312446594239, 0.012318719863891601, 0.012312576293945313, 0.012302335739135742, 0.012331007957458496, 0.012313599586486817, 0.012296192169189453, 0.012313599586486817, 0.012311552047729492, 0.012308480262756348, 0.012323840141296387, 0.012302335739135742, 0.012346367835998535, 0.012309503555297852, 0.012317695617675782, 0.012320768356323243, 0.012401663780212402, 0.012324864387512208, 0.012337151527404786, 0.012324864387512208, 0.012314623832702636, 0.012314623832702636, 0.012318719863891601, 0.012304479598999024, 0.012311455726623535, 0.012323840141296387, 0.01232588768005371, 0.012318719863891601, 0.012305407524108887, 0.012316672325134278, 0.012294143676757812, 0.012315648078918457, 0.012313599586486817, 0.012323840141296387, 0.012315648078918457, 0.012311552047729492, 0.012311552047729492, 0.012316672325134278, 0.012313599586486817, 0.012303359985351562, 0.012299263954162597, 0.012312576293945313, 0.012345343589782716, 0.012302335739135742, 0.012331007957458496, 0.012315648078918457, 0.012500991821289062, 0.01253171157836914, 0.013120512008666992, 0.012393471717834472, 0.012391424179077149, 0.012328960418701173, 0.012331007957458496, 0.012326911926269531, 0.012326911926269531, 0.01232588768005371, 0.01232588768005371, 0.012344320297241211, 0.012348416328430176, 0.012321791648864745, 0.012311552047729492, 0.012347392082214356, 0.012354559898376465, 0.012300288200378418, 0.012305407524108887, 0.012321791648864745, 0.01233407974243164, 0.01232588768005371, 0.012316672325134278, 0.012322815895080566, 0.012319744110107422, 0.012322815895080566, 0.012314623832702636, 0.012320768356323243, 0.012336128234863282, 0.012339200019836426, 0.012314623832702636, 0.012312576293945313, 0.012308480262756348, 0.012313599586486817, 0.012314623832702636, 0.012319744110107422, 0.012326911926269531, 0.012328960418701173, 0.012329983711242675, 0.012338175773620605, 0.012313599586486817, 0.012347392082214356, 0.012318719863891601, 0.012436479568481444, 0.012332032203674317, 0.012340224266052247, 0.012321791648864745, 0.012348416328430176, 0.012317695617675782, 0.012301312446594239, 0.012318719863891601, 0.012403712272644044, 0.012348416328430176, 0.012349439620971679, 0.012315648078918457, 0.01234124755859375, 0.012331007957458496, 0.012312576293945313, 0.012310527801513671, 0.012307456016540527, 0.012326911926269531, 0.012314623832702636, 0.012324864387512208, 0.012319744110107422, 0.012305407524108887, 0.012313599586486817, 0.012409855842590332, 0.012321791648864745 ] }, "throughput": { "unit": "tokens/s", "value": 81.09804166433216 }, "energy": null, "efficiency": null } } }