{
  "schema_version": 1,
  "command": "python benchmarks/bench_vs_talib.py",
  "n_warmup": 1,
  "n_runs": 7,
  "sizes": [
    10000,
    100000
  ],
  "talib_available": true,
  "runtime": {
    "generated_at_utc": "2026-03-23T20:26:40.738132+00:00",
    "python_version": "3.13.5",
    "platform": "macOS-26.3.1-arm64-arm-64bit-Mach-O",
    "machine": "arm64"
  },
  "git": {
    "commit": "9011250f992119170242cf17a67834c67b91bcdb",
    "dirty": true
  },
  "summary": {
    "total_rows": 24,
    "by_size": [
      {
        "size": 10000,
        "rows": 12,
        "wins": 8,
        "win_rate": 0.6666666666666666,
        "median_speedup": 1.0546,
        "min_speedup": 0.7174,
        "max_speedup": 2.0135
      },
      {
        "size": 100000,
        "rows": 12,
        "wins": 7,
        "win_rate": 0.5833333333333334,
        "median_speedup": 1.0896,
        "min_speedup": 0.4965,
        "max_speedup": 3.6029
      }
    ]
  },
  "results": [
    {
      "indicator": "SMA",
      "size": 10000,
      "ferro_ta_ms": 0.0093,
      "talib_ms": 0.0167,
      "speedup": 1.7937,
      "ferro_ta_m_bars_s": 1076.19,
      "talib_m_bars_s": 599.99
    },
    {
      "indicator": "SMA",
      "size": 100000,
      "ferro_ta_ms": 0.0765,
      "talib_ms": 0.1346,
      "speedup": 1.7589,
      "ferro_ta_m_bars_s": 1306.49,
      "talib_m_bars_s": 742.8
    },
    {
      "indicator": "EMA",
      "size": 10000,
      "ferro_ta_ms": 0.02,
      "talib_ms": 0.0214,
      "speedup": 1.0687,
      "ferro_ta_m_bars_s": 500.0,
      "talib_m_bars_s": 467.84
    },
    {
      "indicator": "EMA",
      "size": 100000,
      "ferro_ta_ms": 0.1998,
      "talib_ms": 0.1883,
      "speedup": 0.9425,
      "ferro_ta_m_bars_s": 500.42,
      "talib_m_bars_s": 530.97
    },
    {
      "indicator": "RSI",
      "size": 10000,
      "ferro_ta_ms": 0.0475,
      "talib_ms": 0.048,
      "speedup": 1.0088,
      "ferro_ta_m_bars_s": 210.34,
      "talib_m_bars_s": 208.52
    },
    {
      "indicator": "RSI",
      "size": 100000,
      "ferro_ta_ms": 0.4804,
      "talib_ms": 0.4635,
      "speedup": 0.9647,
      "ferro_ta_m_bars_s": 208.15,
      "talib_m_bars_s": 215.77
    },
    {
      "indicator": "BBANDS",
      "size": 10000,
      "ferro_ta_ms": 0.0215,
      "talib_ms": 0.0433,
      "speedup": 2.0135,
      "ferro_ta_m_bars_s": 465.12,
      "talib_m_bars_s": 230.99
    },
    {
      "indicator": "BBANDS",
      "size": 100000,
      "ferro_ta_ms": 0.1686,
      "talib_ms": 0.4275,
      "speedup": 2.535,
      "ferro_ta_m_bars_s": 593.03,
      "talib_m_bars_s": 233.94
    },
    {
      "indicator": "MACD",
      "size": 10000,
      "ferro_ta_ms": 0.0495,
      "talib_ms": 0.065,
      "speedup": 1.3134,
      "ferro_ta_m_bars_s": 202.19,
      "talib_m_bars_s": 153.95
    },
    {
      "indicator": "MACD",
      "size": 100000,
      "ferro_ta_ms": 0.4459,
      "talib_ms": 0.6334,
      "speedup": 1.4205,
      "ferro_ta_m_bars_s": 224.28,
      "talib_m_bars_s": 157.88
    },
    {
      "indicator": "ATR",
      "size": 10000,
      "ferro_ta_ms": 0.0483,
      "talib_ms": 0.0502,
      "speedup": 1.0405,
      "ferro_ta_m_bars_s": 207.07,
      "talib_m_bars_s": 199.0
    },
    {
      "indicator": "ATR",
      "size": 100000,
      "ferro_ta_ms": 0.4705,
      "talib_ms": 0.4788,
      "speedup": 1.0174,
      "ferro_ta_m_bars_s": 212.52,
      "talib_m_bars_s": 208.88
    },
    {
      "indicator": "STOCH",
      "size": 10000,
      "ferro_ta_ms": 0.0915,
      "talib_ms": 0.066,
      "speedup": 0.721,
      "ferro_ta_m_bars_s": 109.24,
      "talib_m_bars_s": 151.52
    },
    {
      "indicator": "STOCH",
      "size": 100000,
      "ferro_ta_ms": 1.5285,
      "talib_ms": 0.7589,
      "speedup": 0.4965,
      "ferro_ta_m_bars_s": 65.42,
      "talib_m_bars_s": 131.77
    },
    {
      "indicator": "ADX",
      "size": 10000,
      "ferro_ta_ms": 0.0692,
      "talib_ms": 0.0522,
      "speedup": 0.7538,
      "ferro_ta_m_bars_s": 144.49,
      "talib_m_bars_s": 191.7
    },
    {
      "indicator": "ADX",
      "size": 100000,
      "ferro_ta_ms": 0.6209,
      "talib_ms": 0.5731,
      "speedup": 0.923,
      "ferro_ta_m_bars_s": 161.05,
      "talib_m_bars_s": 174.49
    },
    {
      "indicator": "CCI",
      "size": 10000,
      "ferro_ta_ms": 0.0731,
      "talib_ms": 0.0829,
      "speedup": 1.1333,
      "ferro_ta_m_bars_s": 136.75,
      "talib_m_bars_s": 120.66
    },
    {
      "indicator": "CCI",
      "size": 100000,
      "ferro_ta_ms": 0.7028,
      "talib_ms": 0.8164,
      "speedup": 1.1617,
      "ferro_ta_m_bars_s": 142.3,
      "talib_m_bars_s": 122.49
    },
    {
      "indicator": "OBV",
      "size": 10000,
      "ferro_ta_ms": 0.0156,
      "talib_ms": 0.0112,
      "speedup": 0.7174,
      "ferro_ta_m_bars_s": 640.0,
      "talib_m_bars_s": 892.14
    },
    {
      "indicator": "OBV",
      "size": 100000,
      "ferro_ta_ms": 0.2953,
      "talib_ms": 0.2808,
      "speedup": 0.9509,
      "ferro_ta_m_bars_s": 338.6,
      "talib_m_bars_s": 356.08
    },
    {
      "indicator": "MFI",
      "size": 10000,
      "ferro_ta_ms": 0.0239,
      "talib_ms": 0.0203,
      "speedup": 0.8516,
      "ferro_ta_m_bars_s": 418.85,
      "talib_m_bars_s": 491.81
    },
    {
      "indicator": "MFI",
      "size": 100000,
      "ferro_ta_ms": 0.1721,
      "talib_ms": 0.62,
      "speedup": 3.6029,
      "ferro_ta_m_bars_s": 581.11,
      "talib_m_bars_s": 161.29
    },
    {
      "indicator": "WMA",
      "size": 10000,
      "ferro_ta_ms": 0.0105,
      "talib_ms": 0.0203,
      "speedup": 1.9363,
      "ferro_ta_m_bars_s": 956.21,
      "talib_m_bars_s": 493.83
    },
    {
      "indicator": "WMA",
      "size": 100000,
      "ferro_ta_ms": 0.0869,
      "talib_ms": 0.1868,
      "speedup": 2.1506,
      "ferro_ta_m_bars_s": 1151.08,
      "talib_m_bars_s": 535.24
    }
  ]
}