| { | |
| "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": 66697.261056, | |
| "system": "Linux", | |
| "machine": "x86_64", | |
| "platform": "Linux-5.10.223-212.873.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": "eb5b968c5d80271ecb29917dffecc8f4c00247a8", | |
| "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": 1338.4704, | |
| "max_global_vram": 6768.033792, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6138.363904, | |
| "max_allocated": 6060.931072 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 1, | |
| "total": 12.5200380859375, | |
| "mean": 12.5200380859375, | |
| "stdev": 0.0, | |
| "p50": 12.5200380859375, | |
| "p90": 12.5200380859375, | |
| "p95": 12.5200380859375, | |
| "p99": 12.5200380859375, | |
| "values": [ | |
| 12.5200380859375 | |
| ] | |
| }, | |
| "throughput": null, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "prefill": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 1854.21824, | |
| "max_global_vram": 6789.005312, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 6138.363904, | |
| "max_allocated": 5278.596608 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 0.02832083225250244, | |
| "mean": 0.01416041612625122, | |
| "stdev": 0.0001365122795104973, | |
| "p50": 0.01416041612625122, | |
| "p90": 0.014269625949859619, | |
| "p95": 0.014283277177810668, | |
| "p99": 0.014294198160171507, | |
| "values": [ | |
| 0.014023903846740723, | |
| 0.014296928405761718 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 494.3357552200096 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "decode": { | |
| "memory": { | |
| "unit": "MB", | |
| "max_ram": 2023.97696, | |
| "max_global_vram": 6071.779328, | |
| "max_process_vram": 0.0, | |
| "max_reserved": 5381.292032, | |
| "max_allocated": 5282.647552 | |
| }, | |
| "latency": { | |
| "unit": "s", | |
| "count": 2, | |
| "total": 3.1289705810546877, | |
| "mean": 1.5644852905273439, | |
| "stdev": 0.00026617431640618694, | |
| "p50": 1.5644852905273439, | |
| "p90": 1.5646982299804688, | |
| "p95": 1.5647248474121094, | |
| "p99": 1.5647461413574217, | |
| "values": [ | |
| 1.56475146484375, | |
| 1.5642191162109376 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 81.17685782599585 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| }, | |
| "per_token": { | |
| "memory": null, | |
| "latency": { | |
| "unit": "s", | |
| "count": 254, | |
| "total": 3.128690649986268, | |
| "mean": 0.012317679724355383, | |
| "stdev": 3.933431897749229e-05, | |
| "p50": 0.012309503555297852, | |
| "p90": 0.012340224266052247, | |
| "p95": 0.012355276870727539, | |
| "p99": 0.012428922882080078, | |
| "values": [ | |
| 0.0123504638671875, | |
| 0.012314623832702636, | |
| 0.012299263954162597, | |
| 0.012310527801513671, | |
| 0.012322815895080566, | |
| 0.012298239707946777, | |
| 0.012344320297241211, | |
| 0.012338175773620605, | |
| 0.012332032203674317, | |
| 0.012300288200378418, | |
| 0.012297216415405274, | |
| 0.01229312038421631, | |
| 0.012299263954162597, | |
| 0.012308480262756348, | |
| 0.012322815895080566, | |
| 0.012322815895080566, | |
| 0.012321791648864745, | |
| 0.012307456016540527, | |
| 0.012298239707946777, | |
| 0.012318719863891601, | |
| 0.01234124755859375, | |
| 0.012305407524108887, | |
| 0.012317695617675782, | |
| 0.012307456016540527, | |
| 0.012295167922973632, | |
| 0.012309503555297852, | |
| 0.012292096138000488, | |
| 0.012322815895080566, | |
| 0.012306431770324706, | |
| 0.012309503555297852, | |
| 0.012299263954162597, | |
| 0.012295167922973632, | |
| 0.012332032203674317, | |
| 0.012303359985351562, | |
| 0.012302335739135742, | |
| 0.012321791648864745, | |
| 0.012319744110107422, | |
| 0.012346367835998535, | |
| 0.01234124755859375, | |
| 0.012344320297241211, | |
| 0.012361727714538574, | |
| 0.012322815895080566, | |
| 0.012292096138000488, | |
| 0.012298239707946777, | |
| 0.012313695907592773, | |
| 0.01233193588256836, | |
| 0.012299263954162597, | |
| 0.012322815895080566, | |
| 0.012301312446594239, | |
| 0.012302335739135742, | |
| 0.012321791648864745, | |
| 0.012304384231567383, | |
| 0.012303359985351562, | |
| 0.012302335739135742, | |
| 0.012298239707946777, | |
| 0.012406784057617188, | |
| 0.012547072410583495, | |
| 0.012800000190734863, | |
| 0.012356608390808106, | |
| 0.012315648078918457, | |
| 0.012309503555297852, | |
| 0.012333056449890138, | |
| 0.012310527801513671, | |
| 0.012322815895080566, | |
| 0.012310527801513671, | |
| 0.012307456016540527, | |
| 0.012298239707946777, | |
| 0.012322815895080566, | |
| 0.012323840141296387, | |
| 0.012311552047729492, | |
| 0.012304384231567383, | |
| 0.012301312446594239, | |
| 0.012307456016540527, | |
| 0.012317695617675782, | |
| 0.012317695617675782, | |
| 0.012295167922973632, | |
| 0.012321791648864745, | |
| 0.012302335739135742, | |
| 0.012296192169189453, | |
| 0.012301312446594239, | |
| 0.012321791648864745, | |
| 0.012323840141296387, | |
| 0.012301312446594239, | |
| 0.012288000106811523, | |
| 0.012323840141296387, | |
| 0.012308480262756348, | |
| 0.012307456016540527, | |
| 0.012312576293945313, | |
| 0.012317695617675782, | |
| 0.012318719863891601, | |
| 0.012321791648864745, | |
| 0.012291071891784668, | |
| 0.012297216415405274, | |
| 0.012327936172485352, | |
| 0.012316672325134278, | |
| 0.012295167922973632, | |
| 0.012307456016540527, | |
| 0.012337151527404786, | |
| 0.012306431770324706, | |
| 0.012291135787963868, | |
| 0.012299200057983399, | |
| 0.012301312446594239, | |
| 0.012305407524108887, | |
| 0.012307456016540527, | |
| 0.012300288200378418, | |
| 0.012299263954162597, | |
| 0.012332032203674317, | |
| 0.012313599586486817, | |
| 0.012302335739135742, | |
| 0.012295167922973632, | |
| 0.012301312446594239, | |
| 0.012297216415405274, | |
| 0.012301312446594239, | |
| 0.012300288200378418, | |
| 0.012302335739135742, | |
| 0.012303359985351562, | |
| 0.012354559898376465, | |
| 0.012317695617675782, | |
| 0.01235148811340332, | |
| 0.012396544456481933, | |
| 0.012321791648864745, | |
| 0.012323840141296387, | |
| 0.012327936172485352, | |
| 0.012307456016540527, | |
| 0.012298239707946777, | |
| 0.012300288200378418, | |
| 0.012303359985351562, | |
| 0.012358624458312989, | |
| 0.012315648078918457, | |
| 0.012321791648864745, | |
| 0.012308480262756348, | |
| 0.012317695617675782, | |
| 0.012321791648864745, | |
| 0.012304384231567383, | |
| 0.012311552047729492, | |
| 0.012305407524108887, | |
| 0.012320768356323243, | |
| 0.012311552047729492, | |
| 0.012290047645568849, | |
| 0.012288000106811523, | |
| 0.01232588768005371, | |
| 0.012318719863891601, | |
| 0.012302335739135742, | |
| 0.012308480262756348, | |
| 0.012323840141296387, | |
| 0.012291071891784668, | |
| 0.012299263954162597, | |
| 0.012381183624267577, | |
| 0.012310527801513671, | |
| 0.012323840141296387, | |
| 0.012304384231567383, | |
| 0.012300288200378418, | |
| 0.012317695617675782, | |
| 0.012328960418701173, | |
| 0.012307456016540527, | |
| 0.012321791648864745, | |
| 0.012324864387512208, | |
| 0.012320768356323243, | |
| 0.012354559898376465, | |
| 0.012323840141296387, | |
| 0.012311552047729492, | |
| 0.012327936172485352, | |
| 0.012309503555297852, | |
| 0.012318719863891601, | |
| 0.012299263954162597, | |
| 0.012316672325134278, | |
| 0.012315648078918457, | |
| 0.012314623832702636, | |
| 0.012302335739135742, | |
| 0.012301312446594239, | |
| 0.012291071891784668, | |
| 0.012299263954162597, | |
| 0.012329983711242675, | |
| 0.012313599586486817, | |
| 0.012328960418701173, | |
| 0.01234329605102539, | |
| 0.012309503555297852, | |
| 0.012318719863891601, | |
| 0.012318719863891601, | |
| 0.012305407524108887, | |
| 0.012305407524108887, | |
| 0.012300288200378418, | |
| 0.012300288200378418, | |
| 0.012297216415405274, | |
| 0.012309503555297852, | |
| 0.012308480262756348, | |
| 0.012320768356323243, | |
| 0.012321791648864745, | |
| 0.012306431770324706, | |
| 0.012299263954162597, | |
| 0.012362751960754394, | |
| 0.012297216415405274, | |
| 0.012306431770324706, | |
| 0.012302335739135742, | |
| 0.012305407524108887, | |
| 0.012295167922973632, | |
| 0.012322815895080566, | |
| 0.012310527801513671, | |
| 0.012315648078918457, | |
| 0.012453887939453125, | |
| 0.0123504638671875, | |
| 0.012306431770324706, | |
| 0.012320768356323243, | |
| 0.012294143676757812, | |
| 0.012301312446594239, | |
| 0.01233510398864746, | |
| 0.01233407974243164, | |
| 0.012308480262756348, | |
| 0.012329983711242675, | |
| 0.012340224266052247, | |
| 0.012315648078918457, | |
| 0.012326911926269531, | |
| 0.012329983711242675, | |
| 0.012299263954162597, | |
| 0.012328960418701173, | |
| 0.012305407524108887, | |
| 0.012304384231567383, | |
| 0.012296192169189453, | |
| 0.012302335739135742, | |
| 0.012312576293945313, | |
| 0.012299263954162597, | |
| 0.012316672325134278, | |
| 0.012301312446594239, | |
| 0.012303359985351562, | |
| 0.012312576293945313, | |
| 0.01234329605102539, | |
| 0.012299263954162597, | |
| 0.012311552047729492, | |
| 0.012302335739135742, | |
| 0.012309503555297852, | |
| 0.012299263954162597, | |
| 0.012303359985351562, | |
| 0.012316672325134278, | |
| 0.012311552047729492, | |
| 0.012312576293945313, | |
| 0.012298239707946777, | |
| 0.012294176101684571, | |
| 0.012373984336853027, | |
| 0.01237299156188965, | |
| 0.012311552047729492, | |
| 0.012300288200378418, | |
| 0.012294143676757812, | |
| 0.012301312446594239, | |
| 0.012298239707946777, | |
| 0.01232588768005371, | |
| 0.012305407524108887, | |
| 0.012308480262756348, | |
| 0.012299263954162597, | |
| 0.012309503555297852, | |
| 0.012307456016540527, | |
| 0.012340224266052247, | |
| 0.012369919776916503, | |
| 0.012297216415405274, | |
| 0.012301312446594239 | |
| ] | |
| }, | |
| "throughput": { | |
| "unit": "tokens/s", | |
| "value": 81.18412090409606 | |
| }, | |
| "energy": null, | |
| "efficiency": null | |
| } | |
| } | |
| } |