{ "config": { "name": "cuda_inference_timm_image-classification_timm/resnet50.a1_in1k", "backend": { "name": "pytorch", "version": "2.6.0.dev20240917+cu124", "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", "task": "image-classification", "library": "timm", "model_type": "resnet50", "model": "timm/resnet50.a1_in1k", "processor": "timm/resnet50.a1_in1k", "device": "cuda", "device_ids": "0", "seed": 42, "inter_op_num_threads": null, "intra_op_num_threads": null, "model_kwargs": {}, "processor_kwargs": {}, "no_weights": false, "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": 66697.261056, "system": "Linux", "machine": "x86_64", "platform": "Linux-5.10.224-212.876.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": "4.44.2", "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": 877.277184, "max_global_vram": 716.701696, "max_process_vram": 0.0, "max_reserved": 123.731968, "max_allocated": 102.475264 }, "latency": { "unit": "s", "count": 1, "total": 8.82173046875, "mean": 8.82173046875, "stdev": 0.0, "p50": 8.82173046875, "p90": 8.82173046875, "p95": 8.82173046875, "p99": 8.82173046875, "values": [ 8.82173046875 ] }, "throughput": null, "energy": { "unit": "kWh", "cpu": 4.402123779873869e-06, "ram": 2.3906092179557627e-06, "gpu": 6.653894211998412e-06, "total": 1.3446627209828043e-05 }, "efficiency": null }, "forward": { "memory": { "unit": "MB", "max_ram": 1115.656192, "max_global_vram": 798.490624, "max_process_vram": 0.0, "max_reserved": 148.897792, "max_allocated": 114.685952 }, "latency": { "unit": "s", "count": 142, "total": 1.001117504119873, "mean": 0.007050123268449809, "stdev": 0.00025057454195385553, "p50": 0.0070256638526916505, "p90": 0.007279308891296387, "p95": 0.0076892673492431635, "p99": 0.007849571523666382, "values": [ 0.007725056171417236, 0.007774208068847656, 0.007705599784851074, 0.007651328086853027, 0.0076912641525268555, 0.007799808025360107, 0.007628799915313721, 0.00808243179321289, 0.007801824092864991, 0.007200767993927002, 0.007138304233551026, 0.0071526398658752445, 0.007077888011932373, 0.007065599918365479, 0.007073791980743408, 0.007020544052124023, 0.007585792064666748, 0.007067647933959961, 0.007080959796905518, 0.0070522880554199216, 0.007267327785491944, 0.00704307222366333, 0.00704911994934082, 0.0070665922164917, 0.00704204797744751, 0.007039999961853028, 0.007012351989746094, 0.007008255958557129, 0.0070225920677185055, 0.0070256638526916505, 0.00708406400680542, 0.007030784130096435, 0.007044095993041993, 0.006999040126800537, 0.007078911781311035, 0.007030784130096435, 0.007067647933959961, 0.007032832145690918, 0.007066559791564941, 0.007021567821502686, 0.007054336071014404, 0.007021471977233886, 0.007048192024230957, 0.007132160186767578, 0.007012351989746094, 0.0070348801612854, 0.007082015991210938, 0.00703385591506958, 0.007038976192474365, 0.007045119762420654, 0.0070594558715820314, 0.0070348801612854, 0.007019519805908203, 0.007014400005340577, 0.006990848064422607, 0.007002111911773682, 0.007014400005340577, 0.007038976192474365, 0.007004159927368164, 0.007041024208068848, 0.007237696170806885, 0.0074403839111328125, 0.007079936027526855, 0.007008255958557129, 0.0070225920677185055, 0.0070594558715820314, 0.007018496036529541, 0.006990848064422607, 0.007006207942962647, 0.007017471790313721, 0.006996992111206054, 0.007004159927368164, 0.0070348801612854, 0.007104512214660645, 0.00709939193725586, 0.007029759883880615, 0.007013376235961914, 0.0070256638526916505, 0.007063488006591797, 0.007009280204772949, 0.006986752033233643, 0.007029759883880615, 0.007023615837097168, 0.007032832145690918, 0.007003136157989502, 0.0070430078506469726, 0.007064576148986816, 0.007015423774719238, 0.007116799831390381, 0.007021567821502686, 0.007045119762420654, 0.007165952205657959, 0.007045119762420654, 0.006996992111206054, 0.007009280204772949, 0.007011392116546631, 0.007003136157989502, 0.006994976043701172, 0.007017471790313721, 0.007019519805908203, 0.006999040126800537, 0.006980607986450196, 0.006985695838928223, 0.006859776020050049, 0.006788095951080322, 0.006739967823028564, 0.006809535980224609, 0.006791168212890625, 0.006750207901000976, 0.00678604793548584, 0.006894591808319092, 0.007169023990631103, 0.00710041618347168, 0.007147520065307617, 0.0071905279159545895, 0.007285759925842285, 0.007280640125274658, 0.007327744007110596, 0.007882751941680909, 0.006931456089019775, 0.006810624122619629, 0.006802464008331299, 0.006763519763946534, 0.006791168212890625, 0.00677785587310791, 0.006751232147216797, 0.006772736072540283, 0.006740992069244385, 0.006737919807434082, 0.006706175804138184, 0.00672976016998291, 0.006709311962127686, 0.006718463897705078, 0.00673689603805542, 0.006731776237487793, 0.006691840171813965, 0.00674403190612793, 0.006731808185577393, 0.006713344097137451, 0.006748159885406494, 0.006726655960083008, 0.006737919807434082 ] }, "throughput": { "unit": "samples/s", "value": 141.84149154882527 }, "energy": { "unit": "kWh", "cpu": 8.105454470437119e-08, "ram": 4.429376272784951e-08, "gpu": 1.7392682092513285e-07, "total": 2.9927512835735354e-07 }, "efficiency": { "unit": "samples/kWh", "value": 3341406.9705315987 } } } }