IlyasMoutawwakil
HF staff
Upload cuda_inference_transformers_text-classification_FacebookAI/roberta-base/benchmark.json with huggingface_hub
8bf4ef8
verified
| { | |
| "config": { | |
| "name": "cuda_inference_transformers_text-classification_FacebookAI/roberta-base", | |
| "backend": { | |
| "name": "pytorch", | |
| "version": "2.4.0+cu124", | |
| "_target_": "optimum_benchmark.backends.pytorch.backend.PyTorchBackend", | |
| "task": "text-classification", | |
| "library": "transformers", | |
| "model_type": "roberta", | |
| "model": "FacebookAI/roberta-base", | |
| "processor": "FacebookAI/roberta-base", | |
| "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": 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-5.10.223-212.873.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": "0.33.0", | |
| "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": 788.13184, | |
| "max_global_vram": 1185.415168, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 499.374592 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 7.4559951171875, | |
| "mean": 7.4559951171875, | |
| "stdev": 0.0, | |
| "p50": 7.4559951171875, | |
| "p90": 7.4559951171875, | |
| "p95": 7.4559951171875, | |
| "p99": 7.4559951171875, | |
| "values": [ | |
| 7.4559951171875 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 1.0467009319437497e-06, | |
| "ram": 5.575892847213798e-07, | |
| "gpu": 1.6658346659991635e-06, | |
| "total": 3.270124882664293e-06 | |
| }, | |
| "efficiency": null | |
| }, | |
| "forward": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1078.35392, | |
| "max_global_vram": 1195.900928, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 555.74528, | |
| "max_allocated": 508.993024 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 144, | |
| "total": 0.9996318712234497, | |
| "mean": 0.00694188799460729, | |
| "stdev": 0.00027199638826764806, | |
| "p50": 0.006872063875198365, | |
| "p90": 0.0072267873764038084, | |
| "p95": 0.007367321538925171, | |
| "p99": 0.008213145675659178, | |
| "values": [ | |
| 0.007451648235321045, | |
| 0.007504896163940429, | |
| 0.00738809585571289, | |
| 0.007374847888946533, | |
| 0.007324672222137451, | |
| 0.007448575973510742, | |
| 0.007321599960327148, | |
| 0.007243775844573975, | |
| 0.0072724480628967286, | |
| 0.007185408115386963, | |
| 0.007132160186767578, | |
| 0.007235583782196045, | |
| 0.007196671962738037, | |
| 0.00713318395614624, | |
| 0.0071157760620117185, | |
| 0.007117824077606201, | |
| 0.007142399787902832, | |
| 0.007204864025115967, | |
| 0.007208960056304932, | |
| 0.00722537612915039, | |
| 0.007157760143280029, | |
| 0.007162879943847656, | |
| 0.0071823039054870605, | |
| 0.007227392196655274, | |
| 0.007193600177764893, | |
| 0.007147520065307617, | |
| 0.006936575889587402, | |
| 0.006964223861694336, | |
| 0.006929408073425293, | |
| 0.00684441614151001, | |
| 0.00693452787399292, | |
| 0.006905856132507324, | |
| 0.0069632000923156735, | |
| 0.006873087882995605, | |
| 0.006813695907592773, | |
| 0.006852608203887939, | |
| 0.006840320110321045, | |
| 0.006870016098022461, | |
| 0.006959104061126709, | |
| 0.006929408073425293, | |
| 0.006862847805023193, | |
| 0.006909952163696289, | |
| 0.006970367908477783, | |
| 0.007004159927368164, | |
| 0.006922239780426025, | |
| 0.0069621758460998535, | |
| 0.006941696166992187, | |
| 0.006940671920776367, | |
| 0.006817791938781738, | |
| 0.006939648151397705, | |
| 0.006944799900054931, | |
| 0.006904831886291504, | |
| 0.0068618240356445315, | |
| 0.006917119979858399, | |
| 0.0068853759765625, | |
| 0.006789120197296142, | |
| 0.006842368125915528, | |
| 0.006933504104614257, | |
| 0.006927455902099609, | |
| 0.00694985580444336, | |
| 0.006871039867401123, | |
| 0.006834176063537598, | |
| 0.006903808116912841, | |
| 0.006849535942077637, | |
| 0.006881279945373535, | |
| 0.0068884482383728025, | |
| 0.006866943836212158, | |
| 0.006887423992156983, | |
| 0.006949888229370117, | |
| 0.006973440170288086, | |
| 0.0069324798583984375, | |
| 0.006965248107910156, | |
| 0.006937600135803222, | |
| 0.006908927917480469, | |
| 0.006871039867401123, | |
| 0.0069027838706970214, | |
| 0.006856704235076904, | |
| 0.006879231929779053, | |
| 0.006801407814025879, | |
| 0.006792191982269287, | |
| 0.006797311782836914, | |
| 0.006648831844329834, | |
| 0.00662937593460083, | |
| 0.006873087882995605, | |
| 0.006773759841918945, | |
| 0.0065771517753601075, | |
| 0.006542335987091064, | |
| 0.006512703895568847, | |
| 0.006553599834442139, | |
| 0.006631423950195312, | |
| 0.0067123198509216305, | |
| 0.008128512382507324, | |
| 0.008276991844177246, | |
| 0.008385536193847656, | |
| 0.0071198720932006835, | |
| 0.007259103775024414, | |
| 0.007128064155578613, | |
| 0.0070522880554199216, | |
| 0.006917119979858399, | |
| 0.0067717118263244626, | |
| 0.0068321280479431154, | |
| 0.006853631973266602, | |
| 0.006766592025756836, | |
| 0.0068392958641052244, | |
| 0.006823935985565186, | |
| 0.006816768169403077, | |
| 0.006754303932189941, | |
| 0.00678604793548584, | |
| 0.0067686400413513184, | |
| 0.006737919807434082, | |
| 0.006780928134918213, | |
| 0.0068156800270080566, | |
| 0.006732800006866455, | |
| 0.006761472225189209, | |
| 0.006759424209594727, | |
| 0.006810624122619629, | |
| 0.00675328016281128, | |
| 0.0067758078575134275, | |
| 0.006801407814025879, | |
| 0.00673689603805542, | |
| 0.006823999881744385, | |
| 0.006796224117279053, | |
| 0.0067420158386230465, | |
| 0.006773759841918945, | |
| 0.006797311782836914, | |
| 0.006756351947784424, | |
| 0.00672870397567749, | |
| 0.006759424209594727, | |
| 0.006778880119323731, | |
| 0.006723584175109864, | |
| 0.0067758078575134275, | |
| 0.00677785587310791, | |
| 0.006707200050354004, | |
| 0.006804480075836182, | |
| 0.0067758078575134275, | |
| 0.007097343921661377, | |
| 0.006790143966674805, | |
| 0.0067983360290527345, | |
| 0.006797311782836914, | |
| 0.00673689603805542, | |
| 0.006750207901000976, | |
| 0.006765567779541016, | |
| 0.006738944053649902, | |
| 0.006738944053649902 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "samples/s", | |
| "value": 144.05303006571646 | |
| }, | |
| "energy": { | |
| "unit": "kWh", | |
| "cpu": 7.759781327160278e-08, | |
| "ram": 4.2427414220024815e-08, | |
| "gpu": 1.442230638169974e-07, | |
| "total": 2.6424829130862497e-07 | |
| }, | |
| "efficiency": { | |
| "unit": "samples/kWh", | |
| "value": 3784319.645163058 | |
| } | |
| } | |
| } | |
| } |