{
  "metadata": {
    "generated": "2025-12-09",
    "commit": "2250e35",
    "framework": "RustyTorch++",
    "benchmark_framework": "Criterion.rs"
  },
  "system": {
    "os": "Ubuntu 24.04.3 LTS",
    "kernel": "6.8.0-88-generic",
    "cpu": {
      "model": "12th Gen Intel Core i7-12650H",
      "cores": 10,
      "threads": 16,
      "max_freq_mhz": 4700
    },
    "gpu": {
      "model": "NVIDIA GeForce RTX 3050 Ti Laptop GPU",
      "memory_mib": 4096,
      "driver": "580.105.08",
      "compute_capability": "8.6"
    },
    "memory_gb": 32
  },
  "benchmarks": {
    "forward_pass": {
      "lffn_mlp": {
        "200": {
          "time_ms": 3.9889,
          "throughput_kelem_s": 50.139
        },
        "1000": {
          "time_ms": 17.291,
          "throughput_kelem_s": 57.833
        },
        "10000": {
          "time_ms": 167.02,
          "throughput_kelem_s": 59.872
        }
      }
    },
    "forward_pass_optimized": {
      "lffn_mlp_workspace": {
        "200": {
          "time_us": 261.63,
          "throughput_kelem_s": 764.43
        },
        "1000": {
          "time_us": 281.99,
          "throughput_melem_s": 3.5463
        },
        "10000": {
          "time_ms": 1.1822,
          "throughput_melem_s": 8.4587
        },
        "100000": {
          "time_ms": 10.356,
          "throughput_melem_s": 9.6564
        }
      }
    },
    "training_step": {
      "single_step": {
        "200": {
          "time_ms": 4.6902,
          "throughput_kelem_s": 42.642
        },
        "1000": {
          "time_ms": 19.517,
          "throughput_kelem_s": 51.237
        }
      }
    },
    "training_step_optimized": {
      "single_step_workspace": {
        "200": {
          "time_us": 831.88,
          "throughput_kelem_s": 240.42
        },
        "1000": {
          "time_ms": 1.0573,
          "throughput_kelem_s": 945.77
        }
      }
    },
    "training_step_cached": {
      "single_step_cached": {
        "200": {
          "time_ms": 4.7216,
          "throughput_kelem_s": 42.359
        },
        "1000": {
          "time_ms": 19.209,
          "throughput_kelem_s": 52.058
        }
      }
    },
    "training_step_fully_optimized": {
      "single_step_fully_opt": {
        "200": {
          "time_us": 792.81,
          "throughput_kelem_s": 252.27
        },
        "1000": {
          "time_us": 997.76,
          "throughput_melem_s": 1.0022
        }
      }
    },
    "training_100_epochs": {
      "train_100": {
        "200": {
          "time_ms": 472.04,
          "throughput_elem_s": 211.85
        }
      }
    },
    "training_100_epochs_cached": {
      "train_100_cached": {
        "200": {
          "time_ms": 473.43,
          "throughput_elem_s": 211.23
        }
      }
    },
    "training_100_epochs_fully_optimized": {
      "train_100_fully_opt": {
        "200": {
          "time_ms": 79.883,
          "throughput_kelem_s": 1.2518
        }
      }
    }
  },
  "analysis": {
    "forward_pass_speedup": {
      "200_points": "15x",
      "1000_points": "61x",
      "10000_points": "141x"
    },
    "training_step_speedup": {
      "200_points": "5.9x",
      "1000_points": "19.5x"
    },
    "training_100_epochs_speedup": "5.9x",
    "peak_throughput_melem_s": 9.6564,
    "best_training_time_ms": 79.883
  }
}