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            },
            "note": ""
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        },
        "status": "exact",
        "paired_with": [
          "sma_cross_metrics"
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          "manifoldbt": {
            "samples_s": [
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          "vectorbt": {
            "samples_s": [
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            "iqr_s": 0.2127067740000257,
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          "raptorbt": {
            "samples_s": [
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        },
        "speedup": {
          "vectorbt": {
            "median_of_ratios": 77.95103858134011,
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          "raptorbt": {
            "median_of_ratios": 2.7826698791339735,
            "min": 2.7703806539420217,
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        },
        "noisy": false,
        "cpu_over_wall": {
          "manifoldbt": 1.0835571080165156,
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      },
      {
        "workload": "sma_cross_metrics",
        "title": "SMA 30/150 crossover, with a performance summary",
        "bars": 10000000,
        "data_digest": "f4e6a3a8823f3768",
        "engines": [
          "manifoldbt",
          "vectorbt",
          "raptorbt"
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          "vectorbt": {
            "status": "exact",
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            "diffs": {
              "final_equity_vs_capital": 1.2369127944111823e-14,
              "round_trips_delta": 0,
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              "advisory_ratio_rel": {
                "sharpe": 0.0003424071321157821,
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            },
            "metrics": {
              "manifoldbt": {
                "total_return": 0.3001352494374474,
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                "total_fees": 0.0,
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              "vectorbt": {
                "total_return": 0.30013524943743497,
                "final_equity": 130013.5249437435,
                "round_trips": 46127,
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                "total_fees": 0.0,
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          },
          "raptorbt": {
            "status": "exact",
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            "publishable": true,
            "diffs": {
              "final_equity_vs_capital": 1.4551915228366853e-16,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 0.0,
              "max_drawdown_rel": 0.0,
              "ratio_basis": "native"
            },
            "metrics": {
              "manifoldbt": {
                "total_return": 0.3001352494374474,
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                "round_trips": 46127,
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                "total_fees": 0.0,
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                "sharpe": 0.16657583326366043,
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              "raptorbt": {
                "total_return": 0.3001352494374475,
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                "round_trips": 46127,
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        },
        "status": "exact",
        "paired_with": [
          "sma_cross"
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            "samples_s": [
              0.32074174399997446,
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          "vectorbt": {
            "samples_s": [
              98.03886155999999,
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            "iqr_s": 0.1758601839999301,
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          "raptorbt": {
            "samples_s": [
              0.8999588449999578,
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        "speedup": {
          "vectorbt": {
            "median_of_ratios": 304.83097097821496,
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          "raptorbt": {
            "median_of_ratios": 2.803013200542882,
            "min": 2.733937425579742,
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        },
        "noisy": false,
        "cpu_over_wall": {
          "manifoldbt": 1.0922682620656068,
          "vectorbt": 0.999859243462431,
          "raptorbt": 0.9997326152339213
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      },
      {
        "workload": "ema_rsi_fees",
        "title": "EMA 12/26 crossover + RSI(14) filter, 5 bps taker fee",
        "bars": 100000,
        "data_digest": "b7c2ad8cea687ce0",
        "engines": [
          "manifoldbt",
          "vectorbt"
        ],
        "parity": {
          "vectorbt": {
            "status": "exact",
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            "publishable": true,
            "diffs": {
              "final_equity_vs_capital": 1.3096723705530167e-15,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 4.7748471843078734e-17
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            "metrics": {
              "manifoldbt": {
                "total_return": -0.01570110342278974,
                "final_equity": 98429.88965772103,
                "round_trips": 3176,
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                "total_fees": 1542.3890014306103
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              "vectorbt": {
                "total_return": -0.01570110342278846,
                "final_equity": 98429.88965772116,
                "round_trips": 3176,
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                "total_fees": 1542.3890014306055
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            "note": ""
          }
        },
        "status": "exact",
        "unsupported": {
          "raptorbt": "Two blockers, either one sufficient. Sizing: raptorbt has no fixed-quantity mode. `position_sizes` is a fraction of equity (measured: 0.5 buys exactly half the equity of the bar before the entry), `lot_size` rounds a computed size down to a multiple, and `alloted_capital` fixes the notional, not the quantity. Reproducing `units=5` would mean feeding a fraction derived from an equity curve that does not exist until the run is over. Indicator: `raptorbt.ema` seeds on a simple mean of the first `period` bars and emits from bar `period-1`, while manifoldbt seeds on the first observation and emits from bar 0 (measured: 11 leading NaN for span 12, and ema[11] equal to sma(12)[11] to the last bit). The two are the same recursion with a different warmup, so the signal differs early and the round-trip count with it. Its `sma` and `rsi` do match, which is why the other three workloads run."
        },
        "timings": {
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          "vectorbt": {
            "samples_s": [
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        "speedup": {
          "vectorbt": {
            "median_of_ratios": 38.117982259709656,
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        "noisy": false,
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      },
      {
        "workload": "ema_rsi_fees",
        "title": "EMA 12/26 crossover + RSI(14) filter, 5 bps taker fee",
        "bars": 1000000,
        "data_digest": "0ef03e7a3c4d011c",
        "engines": [
          "manifoldbt",
          "vectorbt"
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            "status": "exact",
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            "diffs": {
              "final_equity_vs_capital": 8.294591680169105e-15,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 2.1100277081131935e-15
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            "metrics": {
              "manifoldbt": {
                "total_return": -0.1532708157041739,
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              "vectorbt": {
                "total_return": -0.15327081570418216,
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                "round_trips": 31389,
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        },
        "status": "exact",
        "unsupported": {
          "raptorbt": "Two blockers, either one sufficient. Sizing: raptorbt has no fixed-quantity mode. `position_sizes` is a fraction of equity (measured: 0.5 buys exactly half the equity of the bar before the entry), `lot_size` rounds a computed size down to a multiple, and `alloted_capital` fixes the notional, not the quantity. Reproducing `units=5` would mean feeding a fraction derived from an equity curve that does not exist until the run is over. Indicator: `raptorbt.ema` seeds on a simple mean of the first `period` bars and emits from bar `period-1`, while manifoldbt seeds on the first observation and emits from bar 0 (measured: 11 leading NaN for span 12, and ema[11] equal to sma(12)[11] to the last bit). The two are the same recursion with a different warmup, so the signal differs early and the round-trip count with it. Its `sma` and `rsi` do match, which is why the other three workloads run."
        },
        "timings": {
          "manifoldbt": {
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          "vectorbt": {
            "samples_s": [
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        "speedup": {
          "vectorbt": {
            "median_of_ratios": 39.07627301873593,
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        "noisy": false,
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      },
      {
        "workload": "sma_cross_costs",
        "title": "SMA 30/150 with a 5 bps fee and 2 bps of slippage",
        "bars": 100000,
        "data_digest": "b7c2ad8cea687ce0",
        "engines": [
          "manifoldbt",
          "vectorbt"
        ],
        "parity": {
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            "status": "exact",
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            "publishable": true,
            "diffs": {
              "final_equity_vs_capital": 8.731149137020111e-16,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 1.4210854715202004e-18
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            "metrics": {
              "manifoldbt": {
                "total_return": -0.002745042655159957,
                "final_equity": 99725.49573448401,
                "round_trips": 450,
                "fills": 900,
                "total_fees": 218.42799507745576
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              "vectorbt": {
                "total_return": -0.0027450426551607985,
                "final_equity": 99725.49573448392,
                "round_trips": 450,
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                "total_fees": 218.4279950774559
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            "note": ""
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        },
        "status": "exact",
        "unsupported": {
          "raptorbt": "Same blocker as the other fixed-quantity workload: raptorbt has no units sizing, and a cost model on top of a fraction of equity compares policy rather than arithmetic. See `ema_rsi_fees` for the measurements behind that."
        },
        "timings": {
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          "vectorbt": {
            "samples_s": [
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        "speedup": {
          "vectorbt": {
            "median_of_ratios": 50.51732022534518,
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        },
        "noisy": true,
        "cpu_over_wall": {
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          "vectorbt": 0.9923220957665657
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      },
      {
        "workload": "sma_cross_costs",
        "title": "SMA 30/150 with a 5 bps fee and 2 bps of slippage",
        "bars": 1000000,
        "data_digest": "0ef03e7a3c4d011c",
        "engines": [
          "manifoldbt",
          "vectorbt"
        ],
        "parity": {
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            "status": "exact",
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            "publishable": true,
            "diffs": {
              "final_equity_vs_capital": 1.6007106751203538e-15,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 6.821210263296961e-17
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            "metrics": {
              "manifoldbt": {
                "total_return": -0.02986364258908214,
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                "round_trips": 4534,
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                "total_fees": 2195.9426086254202
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              "vectorbt": {
                "total_return": -0.02986364258908383,
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                "round_trips": 4534,
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                "total_fees": 2195.9426086254134
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            "note": ""
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        },
        "status": "exact",
        "unsupported": {
          "raptorbt": "Same blocker as the other fixed-quantity workload: raptorbt has no units sizing, and a cost model on top of a fraction of equity compares policy rather than arithmetic. See `ema_rsi_fees` for the measurements behind that."
        },
        "timings": {
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          "vectorbt": {
            "samples_s": [
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        "speedup": {
          "vectorbt": {
            "median_of_ratios": 59.48556543400528,
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        "noisy": false,
        "cpu_over_wall": {
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          "vectorbt": 0.9984774535254388
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      },
      {
        "workload": "sma_cross_costs",
        "title": "SMA 30/150 with a 5 bps fee and 2 bps of slippage",
        "bars": 10000000,
        "data_digest": "f4e6a3a8823f3768",
        "engines": [
          "manifoldbt",
          "vectorbt"
        ],
        "parity": {
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            "status": "exact",
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            "diffs": {
              "final_equity_vs_capital": 8.149072527885436e-15,
              "round_trips_delta": 0,
              "total_fees_vs_capital": 3.1650415621697903e-15
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            "metrics": {
              "manifoldbt": {
                "total_return": -0.30242917768507427,
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                "total_fees": 21749.94829446186
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              "vectorbt": {
                "total_return": -0.30242917768506616,
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                "total_fees": 21749.948294462178
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            },
            "note": ""
          }
        },
        "status": "exact",
        "unsupported": {
          "raptorbt": "Same blocker as the other fixed-quantity workload: raptorbt has no units sizing, and a cost model on top of a fraction of equity compares policy rather than arithmetic. See `ema_rsi_fees` for the measurements behind that."
        },
        "timings": {
          "manifoldbt": {
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        "workload": "multi_asset",
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        "bars": 100000,
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        "workload": "multi_asset",
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        "bars": 1000000,
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      {
        "workload": "bracket_sl_tp",
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            "note": "Same fork in the road, taken further: raptorbt does not re-arm at all. Once a bracket closes a position, the entry level being still true is not enough to open another one; it waits for the level to go false and true again. So on the same bars the three engines book a different number of round-trips from the same signal, manifoldbt re-entering on the exit bar, vectorbt on the next bar, raptorbt not until the next crossing. The count of affected round-trips is measured rather than asserted, and it is the same population for both challengers."
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      {
        "workload": "bracket_sl_tp",
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        "bars": 1000000,
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            "note": "Same fork in the road, taken further: raptorbt does not re-arm at all. Once a bracket closes a position, the entry level being still true is not enough to open another one; it waits for the level to go false and true again. So on the same bars the three engines book a different number of round-trips from the same signal, manifoldbt re-entering on the exit bar, vectorbt on the next bar, raptorbt not until the next crossing. The count of affected round-trips is measured rather than asserted, and it is the same population for both challengers."
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      },
      {
        "workload": "bracket_sl_tp",
        "title": "SMA 10/50 entry with a 15 bps stop / 30 bps target bracket",
        "bars": 10000000,
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        "engines": [
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            "note": "Same fork in the road, taken further: raptorbt does not re-arm at all. Once a bracket closes a position, the entry level being still true is not enough to open another one; it waits for the level to go false and true again. So on the same bars the three engines book a different number of round-trips from the same signal, manifoldbt re-entering on the exit bar, vectorbt on the next bar, raptorbt not until the next crossing. The count of affected round-trips is measured rather than asserted, and it is the same population for both challengers."
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