doc/getting_started.ipynb

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    "# Getting Started with Chromobius\n",
    "\n",
    "1. [What is Chromobius?](#what-is-chromobius)\n",
    "2. [Installing Chromobius](#installing)\n",
    "3. [Creating a Color Code Circuit](#circuit)\n",
    "4. [Decoding shots from your circuit with Chromobius](#decode)\n",
    "5. [Using Sinter to collect and plot statistics](#sinter)\n",
    "\n",
    "# Prereqs\n",
    "This tutorial assumes you can read and write Python code, and that you have a working **Python 3.10**+ environment.\n",
    "\n",
    "This tutorial assumes you're somewhat familiar with quantum error correction, especially stabilizer codes, and *especially* the color code. It assumes you know what a color code is and why you'd want to decode it."
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    "<a class=\"anchor\" id=\"what-is-chromobius\"></a>\n",
    "# What is Chromobius?\n",
    "\n",
    "Chromobius is an [open source](https://github.com/quantumlib/chromobius) color code decoder.\n",
    "Chromobius is an implementation of the [mobius decoder](https://arxiv.org/abs/2108.11395), which approximates the color code decoding problem as a minimum weight matching problem.\n",
    "Chromobius uses [PyMatching](https://github.com/oscarhiggott/PyMatching/) to solve the minimum weight matching problem."
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    "<a class=\"anchor\" id=\"installing\"></a>\n",
    "# Installing Chromobius\n",
    "\n",
    "Chromobius is available as a python pypi package.\n",
    "You can install Chromobius with `pip` by running the command `pip install chromobius`."
   ]
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   "source": [
    "!pip install chromobius~=1.0 --quiet"
   ]
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   "source": [
    "You can check that you installed Chromobius by importing it and printing its version:"
   ]
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     "text": [
      "VERSION_INFO\n"
     ]
    }
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   "source": [
    "import chromobius\n",
    "print(chromobius.__version__)"
   ]
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    "<a class=\"anchor\" id=\"circuit\"></a>\n",
    "# Creating a Color Code Circuit\n",
    "\n",
    "The first (and unfortunately hardest) part of benchmarking a QEC circuit is creating the circuit.\n",
    "For this notebook, you'll create a color code circuit with a phenomenological noise model.\n",
    "\n",
    "A color code is typically built out of a hexagonal tiling, with the hexagons truncated into trapezoids at boundaries forming an overall triangular shape.\n",
    "You don't want to be dealing with trapezoids-vs-hexagons logic when also dealing with circuit logic.\n",
    "So, the first thing you should do is to build a list of objects describing the tiling.\n",
    "\n",
    "Define a `Tile` class with a list of qubit positions, as well as a color.\n",
    "The positions are 2D locations, which can be conveniently represented in Python using complex numbers."
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    "import dataclasses\n",
    "\n",
    "@dataclasses.dataclass\n",
    "class Tile:\n",
    "    qubits: list[complex]\n",
    "    color: str"
   ]
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    "You can make the tiling for a color code by starting with a normal hexagonal tiling, and then cutting away anything outside three half-planes defining the boundaries.\n",
    "To avoid issues with floating point rounding error, it's safest to use a distorted hexagonal grid where all vertices have integer coordinates."
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    "def make_color_code_tiles(*, base_data_width: int) -> list[Tile]:\n",
    "    if not (base_data_width % 2 == 1 and base_data_width >= 3):\n",
    "        raise ValueError(f\"{base_data_width=} wasn't an odd number at least as large as 3.\")\n",
    "    w = base_data_width * 2 - 1\n",
    "\n",
    "    def is_in_bounds(q: complex) -> bool:\n",
    "        # Check that it's within the intersection of the three boundary half planes.\n",
    "        if q.imag < 0:\n",
    "            # Too far up.\n",
    "            return False\n",
    "        if q.imag * 2 > q.real * 3:\n",
    "            # Too far downleft.\n",
    "            return False\n",
    "        if q.imag * 2 > (w - q.real) * 3:\n",
    "            # Too far downright.\n",
    "            return False\n",
    "        return True\n",
    "\n",
    "    # Make a hexagonal tiling, cutting away any vertices that are out of bounds.\n",
    "    tiles = []\n",
    "    hexagon_offsets = [-1, +1j, +1j + 1, +2, -1j + 1, -1j]\n",
    "    for x in range(1, w, 2):\n",
    "        for y in range((x // 2) % 2, w, 2):\n",
    "            q = x + 1j * y\n",
    "            tile = Tile(\n",
    "                color=['red', 'green', 'blue'][y % 3],\n",
    "                qubits=[\n",
    "                    q + d\n",
    "                    for d in hexagon_offsets\n",
    "                    if is_in_bounds(q + d)\n",
    "                ],\n",
    "            )\n",
    "            # Only keep the hexagons and trapezoids.\n",
    "            # No empty tiles, or single-point tiles, or etc.\n",
    "            if len(tile.qubits) in [4, 6]:\n",
    "                tiles.append(tile)\n",
    "\n",
    "    return tiles    "
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    "The easiest way to check that the tiling is correct is to draw it.\n",
    "The easiest way to do draw it is by creating an SVG image.\n",
    "An SVG image is easy to show in a python notebook, because any class with a `_repr_svg_` method will display as an image.\n",
    "And an SVG image is reasonably easy to create, because it's just a list of [drawing commands written in an HTML style](https://developer.mozilla.org/en-US/docs/Web/SVG/Tutorial/Paths).\n",
    "For example, the command `<path d=\"M0,0 L10,0 L10,10 L0,10 L0,0\" fill=\"red\" stroke=\"black\" />` will draw a red square with a black outline.\n",
    "\n",
    "By turning each tile into a path command, you can transform tiles into shapes in an SVG image:"
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    "class ShowAsSvg:\n",
    "    def __init__(self, svg: str):\n",
    "        self.svg = svg\n",
    "    def _repr_svg_(self) -> str:\n",
    "        return self.svg\n",
    "\n",
    "def draw_tiles_as_svg(tiles: list[Tile]) -> ShowAsSvg:\n",
    "    # Size the SVG to fit the tiles.\n",
    "    max_r = max(q.real for tile in tiles for q in tile.qubits)\n",
    "    max_i = max(q.imag for tile in tiles for q in tile.qubits)\n",
    "    svg = f'<svg width=\"{max_r * 20}\" height=\"{max_i * 20}\" xmlns=\"http://www.w3.org/2000/svg\">\\n'\n",
    "\n",
    "    # Add each tile to the SVG as a filled shape.\n",
    "    for tile in tiles:\n",
    "        pts = [q * 20 for q in tile.qubits]\n",
    "        p = pts[-1]\n",
    "        d = f'M{p.real},{p.imag}'\n",
    "        for p in pts:\n",
    "            d += f' L{p.real},{p.imag}'\n",
    "        svg += f'<path d=\"{d}\" fill=\"{tile.color}\" stroke=\"black\" />\\n'\n",
    "    \n",
    "    svg += '</svg>'\n",
    "    \n",
    "    return ShowAsSvg(svg)"
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    "Now that you have this method, you can use it on your color code tiling method to get a picture of a color code!\n",
    "It will look a bit wobbly because you distorted the vertices to land on integer coordinates, but that's fine:"
   ]
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   "source": [
    "draw_tiles_as_svg(make_color_code_tiles(base_data_width=13))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "670a7411-d291-4bca-85cc-ed605d5ff915",
   "metadata": {},
   "source": [
    "Now that you have the building blocks of a color code, you can go about turning them into a circuit.\n",
    "You first need to prepare the system by measuring the observables and stabilizers without noise.\n",
    "Then you need to perform a specified number of rounds of stabilizer measurement with noise.\n",
    "Finally, you need to end the circuit with one last noiseless measurement of the stabilizers and the observables.\n",
    "\n",
    "For each stabilizer measurement, you need to declare a `DETECTOR` comparing it to the corresponding measurement from the previous round.\n",
    "The easiest way to do this is to make sure you always measure the stabilizers in the same order, so that the offset between measurements to compare is always the same.\n",
    "For the observable measurements, the measurement indexing logic is much easier because you can lean on the fact that stim's `OBSERVABLE_INCLUDE` instruction can gradually accumulate measurements for an observable over the entire circuit.\n",
    "(The `DETECTOR` instruction instead requires all measurements to be given at once).\n",
    "\n",
    "Other details you want to include are: `QUBIT_COORDS` instructions indicating the spatial layout, `TICK` instructions indicating the progression of time, and noise instructions indicating qubits to depolarize and measurements to probabilistically flip.\n",
    "(For more complicated circuits, you would try to split this work into more pieces.\n",
    "For example, you would add noise to the finished circuit, instead of adding it while building the circuit.)\n",
    "\n",
    "A very key detail that you must include in this circuit, that wouldn't normally be required by a stim circuit, is annotations on every detector stating its basis and color.\n",
    "Chromobius needs this information in order to decode the circuit.\n",
    "You add color and basis annotations to detectors by using their coordinate data.\n",
    "Chromobius will look at the 4th coordinate of a detector's coordinate data to see what its basis and color are, using this convention:\n",
    "- 0: red X\n",
    "- 1: green X\n",
    "- 2: blue X\n",
    "- 3: red Z\n",
    "- 4: green Z\n",
    "- 5: blue Z.\n",
    "- (-1): ignore this detector (e.g. it's from something beyond the color code).\n",
    "\n",
    "As you can maybe tell, making a circuit can be a very involved process!\n",
    "This notebook isn't really about making circuits, and you probably don't want to get too bogged down in this detail, so let's not get stuck on this.\n",
    "Just... write a function that makes an annotated color code circuit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5887447a-4720-4f68-b99b-cf1a22cd9e5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import stim\n",
    "from typing import Literal\n",
    "\n",
    "def make_color_code_circuit(\n",
    "    *,\n",
    "    obs_basis: Literal['X', 'Y', 'Z'],\n",
    "    base_data_width: int,\n",
    "    rounds: int,\n",
    "    noise_strength: float,\n",
    ") -> stim.Circuit:\n",
    "    \"\"\"Creates a color code circuit with a phenomenological noise model.\n",
    "\n",
    "    The circuit's detectors are annotated so that Chromobius can decode them.\n",
    "\n",
    "    Args:\n",
    "        obs_basis: The basis of the observable to prepare and verify at the end of the circuit.\n",
    "        base_data_width: The number of data qubits along one side of the patch.\n",
    "        rounds: The number of times to apply depolarizing noise. One more than the number of\n",
    "            times to apply measurement noise.\n",
    "        noise_strength: The strength of the depolarizing noise applied to the data qubits,\n",
    "            and also the probability of noisy measurements reporting the wrong result.\n",
    "\n",
    "    Returns:\n",
    "        The created circuit.\n",
    "    \"\"\"\n",
    "\n",
    "    def mpp_targets(\n",
    "        qubits: list[complex],\n",
    "        basis: Literal['X', 'Y', 'Z']\n",
    "    ) -> list[stim.GateTarget]:\n",
    "        \"\"\"Makes a pauli product for an MPP instruction.\"\"\"\n",
    "        target_b = {'X': stim.target_x, 'Y': stim.target_y, 'Z': stim.target_z}[basis]\n",
    "        indices = sorted(q2i[q] for q in qubits)\n",
    "        targets = []\n",
    "        for k in indices:\n",
    "            targets.append(target_b(k))\n",
    "            targets.append(stim.target_combiner())\n",
    "        targets.pop()\n",
    "        return targets\n",
    "\n",
    "    def measure_observables() -> stim.Circuit:\n",
    "        \"\"\"Make instructions to measure an observable of the color code.\"\"\"\n",
    "        c = stim.Circuit()\n",
    "        c.append(\"MPP\", mpp_targets(sorted_qubits, obs_basis))\n",
    "        c.append(\"OBSERVABLE_INCLUDE\", stim.target_rec(-1), 0)\n",
    "        return c\n",
    "        \n",
    "    def measure_stabilizers(\n",
    "        *,\n",
    "        data_noise_after: bool,\n",
    "        measure_noise: bool,\n",
    "        include_detectors: bool,\n",
    "    ) -> stim.Circuit:\n",
    "        \"\"\"Make instructions to measure the stabilizers of the color code.\"\"\"\n",
    "        c = stim.Circuit()\n",
    "\n",
    "        # Measure every stabilizer.\n",
    "        for basis in ['X', 'Z']:\n",
    "            for tile in tiles:\n",
    "                c.append(\"MPP\", mpp_targets(tile.qubits, basis), noise_strength if measure_noise else None)\n",
    "        \n",
    "        # Compare the measurements to the previous round to produce detection events.\n",
    "        if include_detectors:\n",
    "            num_stabilizers = len(tiles) * 2\n",
    "            for xz in range(2):\n",
    "                for k, tile in enumerate(tiles):\n",
    "                    center = sum(tile.qubits) / len(tile.qubits)\n",
    "                    chromobius_color = {'red': 0, 'green': 1, 'blue': 2}[tile.color]\n",
    "                    chromobius_annotation = chromobius_color + xz*3\n",
    "                    offset = xz * len(tiles) + k\n",
    "                    c.append(\"DETECTOR\", [\n",
    "                        stim.target_rec(-num_stabilizers + offset), \n",
    "                        stim.target_rec(-num_stabilizers*2 + offset),\n",
    "                    ], [center.real, center.imag, 0, chromobius_annotation])\n",
    "\n",
    "        # End the round.\n",
    "        if data_noise_after:\n",
    "            c.append(\"DEPOLARIZE1\", range(len(all_qubits)), noise_strength)\n",
    "        c.append(\"SHIFT_COORDS\", [], [0, 0, 1])\n",
    "        c.append(\"TICK\")\n",
    "\n",
    "        return c\n",
    "\n",
    "    tiles = make_color_code_tiles(base_data_width=base_data_width)\n",
    "    circuit = stim.Circuit()\n",
    "\n",
    "    # Index the qubit coordinates and put coordinate data in the circuit.\n",
    "    all_qubits = {q for tile in tiles for q in tile.qubits}\n",
    "    sorted_qubits = sorted(all_qubits, key=lambda q: (q.real, q.imag))\n",
    "    q2i = {q: i for i, q in enumerate(sorted_qubits)}\n",
    "    for q, i in q2i.items():\n",
    "        circuit.append(\"QUBIT_COORDS\", [i], [q.real, q.imag])\n",
    "\n",
    "    # Use the helper methods you just defined to build the rounds and combine them into a full circuit.\n",
    "    circuit += measure_observables()\n",
    "    circuit += measure_stabilizers(data_noise_after=True, measure_noise=False, include_detectors=False)\n",
    "    circuit += (rounds - 1) * measure_stabilizers(data_noise_after=True, measure_noise=True, include_detectors=True)\n",
    "    circuit += measure_stabilizers(data_noise_after=False, measure_noise=False, include_detectors=True)\n",
    "    circuit += measure_observables()\n",
    "    \n",
    "    return circuit"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aaa82ea6-77d6-4f0f-9597-5004e942c07c",
   "metadata": {},
   "source": [
    "To look at the circuit, you can make a timeline diagram:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f9d25d3e-9242-41c1-bf9f-e2b329d56626",
   "metadata": {},
   "outputs": [
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"128\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"928\" y=\"148\">0.001</text>\n",
       "<rect x=\"976\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"192\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"212\">0.001</text>\n",
       "<rect x=\"976\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"256\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"276\">0.001</text>\n",
       "<rect x=\"976\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"320\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"340\">0.001</text>\n",
       "<rect x=\"976\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"384\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"404\">0.001</text>\n",
       "<rect x=\"976\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"448\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"468\">0.001</text>\n",
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       "<path d=\"M68,504 L68,512 L1020,512 L1020,504 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M1064,32 L1056,32 L1056,512 L1064,512 \" stroke=\"black\" fill=\"none\"/>\n",
       "<text dominant-baseline=\"auto\" text-anchor=\"start\" font-family=\"monospace\" font-size=\"12\" x=\"1060\" y=\"508\">REP6</text>\n",
       "<path d=\"M1120,64 L1120,320 \" stroke=\"black\"/>\n",
       "<rect x=\"1104\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1120\" y=\"44\">rec[7+iter*6]</text>\n",
       "<rect x=\"1104\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1104\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1104\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1120\" y=\"340\">0.001</text>\n",
       "<path d=\"M1184,128 L1184,384 \" stroke=\"black\"/>\n",
       "<rect x=\"1168\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1184\" y=\"108\">rec[8+iter*6]</text>\n",
       "<rect x=\"1168\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1168\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1168\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1184\" y=\"404\">0.001</text>\n",
       "<path d=\"M1248,192 L1248,448 \" stroke=\"black\"/>\n",
       "<rect x=\"1232\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1248\" y=\"172\">rec[9+iter*6]</text>\n",
       "<rect x=\"1232\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1232\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1232\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1248\" y=\"468\">0.001</text>\n",
       "<path d=\"M1312,64 L1312,320 \" stroke=\"black\"/>\n",
       "<rect x=\"1296\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1312\" y=\"44\">rec[10+iter*6]</text>\n",
       "<rect x=\"1296\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1296\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1296\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1312\" y=\"340\">0.001</text>\n",
       "<path d=\"M1376,128 L1376,384 \" stroke=\"black\"/>\n",
       "<rect x=\"1360\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1376\" y=\"108\">rec[11+iter*6]</text>\n",
       "<rect x=\"1360\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1360\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1360\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1376\" y=\"404\">0.001</text>\n",
       "<path d=\"M1440,192 L1440,448 \" stroke=\"black\"/>\n",
       "<rect x=\"1424\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1440\" y=\"172\">rec[12+iter*6]</text>\n",
       "<rect x=\"1424\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1424\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1424\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1440\" y=\"468\">0.001</text>\n",
       "<rect x=\"1424\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1568\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"84\">coords=(1.5,0.5,1+iter,0)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"44\">D[0+iter*6] = rec[7+iter*6]*rec[1+iter*6]</text>\n",
       "<rect x=\"1424\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1568\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"148\">coords=(2,1.75,1+iter,2)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"108\">D[1+iter*6] = rec[8+iter*6]*rec[2+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"212\">coords=(3,0.75,1+iter,1)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"172\">D[2+iter*6] = rec[9+iter*6]*rec[3+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"84\">coords=(1.5,0.5,1+iter,3)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"44\">D[3+iter*6] = rec[10+iter*6]*rec[4+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"148\">coords=(2,1.75,1+iter,5)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"108\">D[4+iter*6] = rec[11+iter*6]*rec[5+iter*6]</text>\n",
       "<rect x=\"2064\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"2208\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2208\" y=\"212\">coords=(3,0.75,1+iter,4)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2208\" y=\"172\">D[5+iter*6] = rec[12+iter*6]*rec[6+iter*6]</text>\n",
       "<rect x=\"2064\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2080\" y=\"64\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2080\" y=\"84\">0.001</text>\n",
       "<rect x=\"2064\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2080\" y=\"128\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2080\" y=\"148\">0.001</text>\n",
       "<rect x=\"2384\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"192\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"212\">0.001</text>\n",
       "<rect x=\"2384\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"256\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"276\">0.001</text>\n",
       "<rect x=\"2384\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"320\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"340\">0.001</text>\n",
       "<rect x=\"2384\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"384\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"404\">0.001</text>\n",
       "<rect x=\"2384\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"448\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"468\">0.001</text>\n",
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       "<path d=\"M1092,504 L1092,512 L2428,512 L2428,504 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M2456,32 L2464,32 L2464,512 L2456,512 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M2528,64 L2528,320 \" stroke=\"black\"/>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2528\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2528\" y=\"44\">rec[43]</text>\n",
       "<rect x=\"2512\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2528\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2528\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2528\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<path d=\"M2592,128 L2592,384 \" stroke=\"black\"/>\n",
       "<rect x=\"2576\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2592\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2592\" y=\"108\">rec[44]</text>\n",
       "<rect x=\"2576\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2592\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"2576\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2592\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"2576\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2592\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<path d=\"M2656,192 L2656,448 \" stroke=\"black\"/>\n",
       "<rect x=\"2640\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2656\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2656\" y=\"172\">rec[45]</text>\n",
       "<rect x=\"2640\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2656\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2656\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2656\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<path d=\"M2720,64 L2720,320 \" stroke=\"black\"/>\n",
       "<rect x=\"2704\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2720\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2720\" y=\"44\">rec[46]</text>\n",
       "<rect x=\"2704\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2720\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2704\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2720\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2704\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2720\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<path d=\"M2784,128 L2784,384 \" stroke=\"black\"/>\n",
       "<rect x=\"2768\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2784\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2784\" y=\"108\">rec[47]</text>\n",
       "<rect x=\"2768\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2784\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2768\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2784\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2768\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2784\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<path d=\"M2848,192 L2848,448 \" stroke=\"black\"/>\n",
       "<rect x=\"2832\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2848\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2848\" y=\"172\">rec[48]</text>\n",
       "<rect x=\"2832\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2848\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2832\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2848\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2832\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2848\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"2832\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"2976\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2976\" y=\"84\">coords=(1.5,0.5,7,0)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2976\" y=\"44\">D36 = rec[43]*rec[37]</text>\n",
       "<rect x=\"2832\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"2976\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2976\" y=\"148\">coords=(2,1.75,7,2)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2976\" y=\"108\">D37 = rec[44]*rec[38]</text>\n",
       "<rect x=\"3152\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"3296\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"212\">coords=(3,0.75,7,1)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"172\">D38 = rec[45]*rec[39]</text>\n",
       "<rect x=\"3152\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"3296\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"84\">coords=(1.5,0.5,7,3)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"44\">D39 = rec[46]*rec[40]</text>\n",
       "<rect x=\"3152\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"3296\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"148\">coords=(2,1.75,7,5)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3296\" y=\"108\">D40 = rec[47]*rec[41]</text>\n",
       "<rect x=\"3472\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"3616\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3616\" y=\"212\">coords=(3,0.75,7,4)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3616\" y=\"172\">D41 = rec[48]*rec[42]</text>\n",
       "<path d=\"M2500,40 L2500,32 L3772,32 L3772,40 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M2500,504 L2500,512 L3772,512 L3772,504 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M3808,64 L3808,448 \" stroke=\"black\"/>\n",
       "<rect x=\"3792\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3808\" y=\"44\">rec[49]</text>\n",
       "<rect x=\"3792\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3792\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3792\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3792\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3792\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3792\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"3808\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"3856\" y=\"48\" width=\"160\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"3936\" y=\"64\">OBS_INCLUDE(0)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"3936\" y=\"44\">L0 *= rec[49]</text>\n",
       "<path d=\"M3780,40 L3780,32 L4028,32 L4028,40 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M3780,504 L3780,512 L4028,512 L4028,504 \" stroke=\"black\" fill=\"none\"/>\n",
       "</svg>"
      ],
      "text/plain": [
       "<svg viewBox=\"0 0 4064 544\"  version=\"1.1\" xmlns=\"http://www.w3.org/2000/svg\">\n",
       "<g id=\"qubit_lines\">\n",
       "<path id=\"qubit_line:0\" d=\"M64,64 L4032,64 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"64\">q0</text>\n",
       "<path id=\"qubit_line:1\" d=\"M64,128 L4032,128 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"128\">q1</text>\n",
       "<path id=\"qubit_line:2\" d=\"M64,192 L4032,192 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"192\">q2</text>\n",
       "<path id=\"qubit_line:3\" d=\"M64,256 L4032,256 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"256\">q3</text>\n",
       "<path id=\"qubit_line:4\" d=\"M64,320 L4032,320 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"320\">q4</text>\n",
       "<path id=\"qubit_line:5\" d=\"M64,384 L4032,384 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"384\">q5</text>\n",
       "<path id=\"qubit_line:6\" d=\"M64,448 L4032,448 \" stroke=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"end\" font-family=\"monospace\" font-size=\"12\" x=\"64\" y=\"448\">q6</text>\n",
       "</g>\n",
       "<rect x=\"80\" y=\"48\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"64\">COORDS(0,0)</text>\n",
       "<rect x=\"80\" y=\"112\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"128\">COORDS(1,1)</text>\n",
       "<rect x=\"80\" y=\"176\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"192\">COORDS(2,1)</text>\n",
       "<rect x=\"80\" y=\"240\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"256\">COORDS(2,3)</text>\n",
       "<rect x=\"80\" y=\"304\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"320\">COORDS(3,0)</text>\n",
       "<rect x=\"80\" y=\"368\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"384\">COORDS(3,2)</text>\n",
       "<rect x=\"80\" y=\"432\" width=\"224\" height=\"32\" stroke=\"black\" fill=\"white\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"192\" y=\"448\">COORDS(4,0)</text>\n",
       "<path d=\"M352,64 L352,448 \" stroke=\"black\"/>\n",
       "<rect x=\"336\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"352\" y=\"44\">rec[0]</text>\n",
       "<rect x=\"336\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"336\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"336\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"336\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"336\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"352\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Y</tspan></text>\n",
       "<rect x=\"400\" y=\"48\" width=\"160\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"480\" y=\"64\">OBS_INCLUDE(0)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"480\" y=\"44\">L0 *= rec[0]</text>\n",
       "<path d=\"M608,64 L608,320 \" stroke=\"black\"/>\n",
       "<rect x=\"592\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"608\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"608\" y=\"44\">rec[1]</text>\n",
       "<rect x=\"592\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"608\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"592\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"608\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"608\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<rect x=\"656\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"672\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"672\" y=\"108\">rec[2]</text>\n",
       "<rect x=\"656\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"672\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"656\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"672\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"672\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<path d=\"M736,192 L736,448 \" stroke=\"black\"/>\n",
       "<rect x=\"720\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"736\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"736\" y=\"172\">rec[3]</text>\n",
       "<rect x=\"720\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"736\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"720\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"736\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"720\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"736\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
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       "<rect x=\"784\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"800\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"800\" y=\"44\">rec[4]</text>\n",
       "<rect x=\"784\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"800\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"784\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"800\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"784\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"800\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<path d=\"M864,128 L864,384 \" stroke=\"black\"/>\n",
       "<rect x=\"848\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"864\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"864\" y=\"108\">rec[5]</text>\n",
       "<rect x=\"848\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"864\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"848\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"864\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"848\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"864\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<path d=\"M928,192 L928,448 \" stroke=\"black\"/>\n",
       "<rect x=\"912\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"928\" y=\"172\">rec[6]</text>\n",
       "<rect x=\"912\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"912\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"912\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"912\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"64\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"928\" y=\"84\">0.001</text>\n",
       "<rect x=\"912\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"928\" y=\"128\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"928\" y=\"148\">0.001</text>\n",
       "<rect x=\"976\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"192\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"212\">0.001</text>\n",
       "<rect x=\"976\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"256\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"276\">0.001</text>\n",
       "<rect x=\"976\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"320\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"340\">0.001</text>\n",
       "<rect x=\"976\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"384\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"404\">0.001</text>\n",
       "<rect x=\"976\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"992\" y=\"448\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"992\" y=\"468\">0.001</text>\n",
       "<path d=\"M68,40 L68,32 L1020,32 L1020,40 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M68,504 L68,512 L1020,512 L1020,504 \" stroke=\"black\" fill=\"none\"/>\n",
       "<path d=\"M1064,32 L1056,32 L1056,512 L1064,512 \" stroke=\"black\" fill=\"none\"/>\n",
       "<text dominant-baseline=\"auto\" text-anchor=\"start\" font-family=\"monospace\" font-size=\"12\" x=\"1060\" y=\"508\">REP6</text>\n",
       "<path d=\"M1120,64 L1120,320 \" stroke=\"black\"/>\n",
       "<rect x=\"1104\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1120\" y=\"44\">rec[7+iter*6]</text>\n",
       "<rect x=\"1104\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1104\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1104\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1120\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1120\" y=\"340\">0.001</text>\n",
       "<path d=\"M1184,128 L1184,384 \" stroke=\"black\"/>\n",
       "<rect x=\"1168\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1184\" y=\"108\">rec[8+iter*6]</text>\n",
       "<rect x=\"1168\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1168\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1168\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1184\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1184\" y=\"404\">0.001</text>\n",
       "<path d=\"M1248,192 L1248,448 \" stroke=\"black\"/>\n",
       "<rect x=\"1232\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1248\" y=\"172\">rec[9+iter*6]</text>\n",
       "<rect x=\"1232\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1232\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<rect x=\"1232\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1248\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">X</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1248\" y=\"468\">0.001</text>\n",
       "<path d=\"M1312,64 L1312,320 \" stroke=\"black\"/>\n",
       "<rect x=\"1296\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"64\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1312\" y=\"44\">rec[10+iter*6]</text>\n",
       "<rect x=\"1296\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1296\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1296\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1312\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1312\" y=\"340\">0.001</text>\n",
       "<path d=\"M1376,128 L1376,384 \" stroke=\"black\"/>\n",
       "<rect x=\"1360\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"128\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1376\" y=\"108\">rec[11+iter*6]</text>\n",
       "<rect x=\"1360\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1360\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"256\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1360\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1376\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1376\" y=\"404\">0.001</text>\n",
       "<path d=\"M1440,192 L1440,448 \" stroke=\"black\"/>\n",
       "<rect x=\"1424\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"192\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1440\" y=\"172\">rec[12+iter*6]</text>\n",
       "<rect x=\"1424\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"320\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1424\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"384\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<rect x=\"1424\" y=\"432\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"black\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"1440\" y=\"448\" fill=\"white\">MPP<tspan baseline-shift=\"sub\" font-size=\"10\">Z</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"1440\" y=\"468\">0.001</text>\n",
       "<rect x=\"1424\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1568\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"84\">coords=(1.5,0.5,1+iter,0)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"44\">D[0+iter*6] = rec[7+iter*6]*rec[1+iter*6]</text>\n",
       "<rect x=\"1424\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1568\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"148\">coords=(2,1.75,1+iter,2)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1568\" y=\"108\">D[1+iter*6] = rec[8+iter*6]*rec[2+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"212\">coords=(3,0.75,1+iter,1)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"172\">D[2+iter*6] = rec[9+iter*6]*rec[3+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"48\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"64\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"84\">coords=(1.5,0.5,1+iter,3)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"44\">D[3+iter*6] = rec[10+iter*6]*rec[4+iter*6]</text>\n",
       "<rect x=\"1744\" y=\"112\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"1888\" y=\"128\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"148\">coords=(2,1.75,1+iter,5)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"1888\" y=\"108\">D[4+iter*6] = rec[11+iter*6]*rec[5+iter*6]</text>\n",
       "<rect x=\"2064\" y=\"176\" width=\"288\" height=\"32\" stroke=\"black\" fill=\"lightgray\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"16\" x=\"2208\" y=\"192\">DETECTOR</text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2208\" y=\"212\">coords=(3,0.75,1+iter,4)</text>\n",
       "<text text-anchor=\"middle\" font-family=\"monospace\" font-size=\"8\" x=\"2208\" y=\"172\">D[5+iter*6] = rec[12+iter*6]*rec[6+iter*6]</text>\n",
       "<rect x=\"2064\" y=\"48\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2080\" y=\"64\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2080\" y=\"84\">0.001</text>\n",
       "<rect x=\"2064\" y=\"112\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2080\" y=\"128\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2080\" y=\"148\">0.001</text>\n",
       "<rect x=\"2384\" y=\"176\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"192\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"212\">0.001</text>\n",
       "<rect x=\"2384\" y=\"240\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"256\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"276\">0.001</text>\n",
       "<rect x=\"2384\" y=\"304\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"320\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"340\">0.001</text>\n",
       "<rect x=\"2384\" y=\"368\" width=\"32\" height=\"32\" stroke=\"black\" fill=\"pink\"/>\n",
       "<text dominant-baseline=\"central\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"12\" x=\"2400\" y=\"384\">DEP<tspan baseline-shift=\"sub\" font-size=\"10\">1</tspan></text>\n",
       "<text dominant-baseline=\"hanging\" text-anchor=\"middle\" font-family=\"monospace\" font-size=\"10\" stroke=\"red\" x=\"2400\" y=\"404\">0.001</text>\n",
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_color_code_circuit(\n",
    "    obs_basis='Y',\n",
    "    base_data_width=3,\n",
    "    rounds=7,\n",
    "    noise_strength=1e-3,\n",
    ").diagram(\"timeline\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a0b25005-68b5-436f-a871-9fd4e03d4091",
   "metadata": {},
   "source": [
    "You can also make a \"detslice\" diagram, which shows stabilizers of the circuit from moment to moment.\n",
    "It's called \"det\" slice because the stabilizers that are shown correspond to the sensitivity regions of the detectors declared by the circuit.\n",
    "For a color code, this means the detslice diagram looks like a color code.\n",
    "(The shapes will all have the same color, instead of a three coloring, because in the diagram the color indicates the basis being checked and all the shapes use the same basis)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4d1bb1c3-7fae-423f-8fc6-0e58363863bd",
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_color_code_circuit(\n",
    "    obs_basis='Y',\n",
    "    base_data_width=3,\n",
    "    rounds=7,\n",
    "    noise_strength=1e-3,\n",
    ").diagram(\"detslice\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cff2307-35bb-4276-9997-3c394fe953eb",
   "metadata": {},
   "source": [
    "<a class=\"anchor\" id=\"decode\"></a>\n",
    "# Decoding shots from your circuit with Chromobius\n",
    "\n",
    "Now that you can make color code circuits, you can make a circuit to sample and decode shots from."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "68c20917-6f02-46c9-997e-873c9b27a604",
   "metadata": {},
   "outputs": [],
   "source": [
    "circuit = make_color_code_circuit(\n",
    "    obs_basis='X',\n",
    "    base_data_width=7,\n",
    "    rounds=5,\n",
    "    noise_strength=1e-2,\n",
    ")\n",
    "sampler = circuit.compile_detector_sampler()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c789935-4f12-413a-b6cc-5fcb230295e9",
   "metadata": {},
   "source": [
    "To configure Chromobius, you need the detector error model (the \"dem\") of the circuit.\n",
    "A dem is a representation of the circuit's \"[Tanner graph](https://en.wikipedia.org/wiki/Tanner_graph)\", which describes all error mechanisms and their symptoms.\n",
    "This abstracts away all of the circuit-y details that a decoder doesn't want to have to care about.\n",
    "\n",
    "You can get the circuit's dem with `circuit.detector_error_model()`.\n",
    "You can make diagrams of dems using their diagram method.\n",
    "For example, the `matchgraph-svg` diagram is a picture of the decoding graph.\n",
    "\n",
    "Each node in a matchgraph diagram is a detector, and each edge is an error.\n",
    "The color code decoding graph is interesting in that it has hyper edges; errors with three symptoms instead of one or two.\n",
    "In the diagram these are shown by blue lines converging to a common midpoint from all three symptoms.\n",
    "Since the circuit has multiple rounds, the diagram shows multiple layers of nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "dc7cc10b-1817-49e9-abed-21040afdb146",
   "metadata": {},
   "outputs": [
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     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem = circuit.detector_error_model()\n",
    "dem.diagram(\"matchgraph-svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bd4f391-397d-4ce4-a97d-a463297118f0",
   "metadata": {},
   "source": [
    "You can also get a 3d model of the graph using the `matchgraph-3d` diagram type.\n",
    "(If you're viewing this notebook on github, the 3d viewer won't show up.\n",
    "If it does show up, you can click and drag to move the view around.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "bcc02e51-d0f7-43c2-ad1e-27f89409f2bc",
   "metadata": {},
   "outputs": [
    {
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3D Model as .GLTF File&lt;/a&gt;\n",
       "  &lt;br&gt;Mouse Wheel = Zoom. Left Drag = Orbit. Right Drag = Strafe.\n",
       "  &lt;div id=&quot;stim-3d-viewer-scene-container&quot; style=&quot;width: calc(100vw - 32px); height: calc(100vh - 64px);&quot;&gt;JavaScript Blocked?&lt;/div&gt;\n",
       "\n",
       "  &lt;script type=&quot;module&quot;&gt;\n",
       "    let container = document.getElementById(&quot;stim-3d-viewer-scene-container&quot;);\n",
       "    let downloadLink = document.getElementById(&quot;stim-3d-viewer-download-link&quot;);\n",
       "    container.textContent = &quot;Loading viewer...&quot;;\n",
       "\n",
       "    /// BEGIN TERRIBLE HACK.\n",
       "    /// Change the ID to avoid cross-cell interactions.\n",
       "    /// This is a workaround for https://github.com/jupyter/notebook/issues/6598\n",
       "    container.id = undefined;\n",
       "    downloadLink.id = undefined;\n",
       "\n",
       "    import {Box3, Scene, Color, PerspectiveCamera, WebGLRenderer, DirectionalLight, Vector3} from &quot;three&quot;;\n",
       "    import {OrbitControls} from &quot;three-orbitcontrols&quot;;\n",
       "    import {GLTFLoader} from &quot;three-gltf-loader&quot;;\n",
       "\n",
       "    try {\n",
       "      container.textContent = &quot;Loading model...&quot;;\n",
       "      let modelDataUri = downloadLink.href;\n",
       "      let gltf = await new GLTFLoader().loadAsync(modelDataUri);\n",
       "      container.textContent = &quot;Loading scene...&quot;;\n",
       "\n",
       "      // Create the scene, adding lighting for the loaded objects.\n",
       "      let scene = new Scene();\n",
       "      scene.background = new Color(&quot;white&quot;);\n",
       "      let mainLight = new DirectionalLight(0xffffff, 5);\n",
       "      mainLight.position.set(1, 1, 0);\n",
       "      let backLight = new DirectionalLight(0xffffff, 4);\n",
       "      backLight.position.set(-1, -1, 0);\n",
       "      scene.add(mainLight, backLight);\n",
       "      scene.add(gltf.scene);\n",
       "\n",
       "      // Point the camera at the center, far enough back to see everything.\n",
       "      let camera = new PerspectiveCamera(35, container.clientWidth / container.clientHeight, 0.1, 100000);\n",
       "      let controls = new OrbitControls(camera, container);\n",
       "      let bounds = new Box3().setFromObject(scene);\n",
       "      let mid = new Vector3(\n",
       "          (bounds.min.x + bounds.max.x) * 0.5,\n",
       "          (bounds.min.y + bounds.max.y) * 0.5,\n",
       "          (bounds.min.z + bounds.max.z) * 0.5,\n",
       "      );\n",
       "      let boxPoints = [];\n",
       "      for (let dx of [0, 0.5, 1]) {\n",
       "          for (let dy of [0, 0.5, 1]) {\n",
       "              for (let dz of [0, 0.5, 1]) {\n",
       "                  boxPoints.push(new Vector3(\n",
       "                      bounds.min.x + (bounds.max.x - bounds.min.x) * dx,\n",
       "                      bounds.min.y + (bounds.max.y - bounds.min.y) * dy,\n",
       "                      bounds.min.z + (bounds.max.z - bounds.min.z) * dz,\n",
       "                  ));\n",
       "              }\n",
       "          }\n",
       "      }\n",
       "      let isInView = p =&gt; {\n",
       "          p = new Vector3(p.x, p.y, p.z);\n",
       "          p.project(camera);\n",
       "          return Math.abs(p.x) &lt; 1 &amp;&amp; Math.abs(p.y) &lt; 1 &amp;&amp; p.z &gt;= 0 &amp;&amp; p.z &lt; 1;\n",
       "      };\n",
       "      let unit = new Vector3(0.3, 0.4, -1.8);\n",
       "      unit.normalize();\n",
       "      let setCameraDistance = d =&gt; {\n",
       "          controls.target.copy(mid);\n",
       "          camera.position.copy(mid);\n",
       "          camera.position.addScaledVector(unit, d);\n",
       "          controls.update();\n",
       "          return boxPoints.every(isInView);\n",
       "      };\n",
       "\n",
       "      let maxDistance = 1;\n",
       "      for (let k = 0; k &lt; 20; k++) {\n",
       "          if (setCameraDistance(maxDistance)) {\n",
       "              break;\n",
       "          }\n",
       "          maxDistance *= 2;\n",
       "      }\n",
       "      let minDistance = maxDistance;\n",
       "      for (let k = 0; k &lt; 20; k++) {\n",
       "          minDistance /= 2;\n",
       "          if (!setCameraDistance(minDistance)) {\n",
       "              break;\n",
       "          }\n",
       "      }\n",
       "      for (let k = 0; k &lt; 20; k++) {\n",
       "          let mid = (minDistance + maxDistance) / 2;\n",
       "          if (setCameraDistance(mid)) {\n",
       "              maxDistance = mid;\n",
       "          } else {\n",
       "              minDistance = mid;\n",
       "          }\n",
       "      }\n",
       "      setCameraDistance(maxDistance);\n",
       "\n",
       "      // Set up rendering.\n",
       "      let renderer = new WebGLRenderer({ antialias: true });\n",
       "      container.textContent = &quot;&quot;;\n",
       "      renderer.setSize(container.clientWidth, container.clientHeight);\n",
       "      renderer.setPixelRatio(window.devicePixelRatio);\n",
       "      renderer.physicallyCorrectLights = true;\n",
       "      container.appendChild(renderer.domElement);\n",
       "\n",
       "      // Render whenever any important changes have occurred.\n",
       "      requestAnimationFrame(() =&gt; renderer.render(scene, camera));\n",
       "      new ResizeObserver(() =&gt; {\n",
       "        let w = container.clientWidth;\n",
       "        let h = container.clientHeight;\n",
       "        camera.aspect = w / h;\n",
       "        camera.updateProjectionMatrix();\n",
       "        renderer.setSize(w, h);\n",
       "        renderer.render(scene, camera);\n",
       "      }).observe(container);\n",
       "      controls.addEventListener(&quot;change&quot;, () =&gt; {\n",
       "          renderer.render(scene, camera);\n",
       "      })\n",
       "    } catch (ex) {\n",
       "      container.textContent = &quot;Failed to show model. &quot; + ex;\n",
       "      console.error(ex);\n",
       "    }\n",
       "  &lt;/script&gt;\n",
       "&lt;/body&gt;\n",
       "\"></iframe>"
      ],
      "text/plain": [
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      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dem.diagram(\"matchgraph-3d\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5460fabd-195c-4f5c-a12e-3146404637b8",
   "metadata": {},
   "source": [
    "Anyways, putting the cool 3d model viewer aside, now that you have the dem you can use it to configure Chromobius.\n",
    "You do this by calling `chromobius.compile_decoder_for_dem`, like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e822b618-81b7-4d9e-b062-5740d57a3a7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder = chromobius.compile_decoder_for_dem(dem)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1cc5417-681f-4105-8964-66fa7d558dd0",
   "metadata": {},
   "source": [
    "With the decoder in hand, you can take detector shots from the circuit and have Chromobius predict whether or not the logical observable was flipped.\n",
    "The method for doing this is `predict_obs_flips_from_dets_bit_packed`.\n",
    "The `bit_packed` means each byte of data given to it must contain 8 bits of data, instead of only 1 bit per byte.\n",
    "You can get bit packed detection events from stim samplers by passing `bit_packed=True`.\n",
    "If you have unbitpacked data, you can pack it by using [`np.packbits(data, bitorder='little')`](https://numpy.org/doc/stable/reference/generated/numpy.packbits.html)\n",
    "\n",
    "After Chromobius makes its predictions, you can compare them to the actual observable flips and count how many times Chromobius made a mistake:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "98e3f2b1-7521-4b88-ae0a-95978152abef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mistakes=0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "dets, actual_obs = sampler.sample(\n",
    "    shots=1024,\n",
    "    separate_observables=True,\n",
    "    bit_packed=True,\n",
    ")\n",
    "\n",
    "predicted_obs = decoder.predict_obs_flips_from_dets_bit_packed(dets)\n",
    "\n",
    "mistakes = np.count_nonzero(np.any(predicted_obs != actual_obs, axis=1))\n",
    "print(f'{mistakes=}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee7500f3-0a07-479f-be0f-1b7451302d02",
   "metadata": {},
   "source": [
    "1024 shots isn't really enough to get a sense of the error rate for this circuit.\n",
    "It's possible you didn't even see one mistake.\n",
    "Try taking a hundred times as many shots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8feab0c7-cba5-4030-89fb-cc5b6cd08394",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       shots = 102400\n",
      "    mistakes = 28\n",
      "  error_rate = 0.027344%\n",
      "shots/second = 84581\n"
     ]
    }
   ],
   "source": [
    "import time\n",
    "\n",
    "t0 = time.monotonic()\n",
    "total_shots = 0\n",
    "total_mistakes = 0\n",
    "for _ in range(100):\n",
    "    total_shots += 1024\n",
    "    dets, actual_obs = sampler.sample(\n",
    "        shots=1024,\n",
    "        separate_observables=True,\n",
    "        bit_packed=True,\n",
    "    )\n",
    "    predicted_obs = decoder.predict_obs_flips_from_dets_bit_packed(dets)\n",
    "    total_mistakes += np.count_nonzero(np.any(predicted_obs != actual_obs, axis=1))\n",
    "t1 = time.monotonic()\n",
    "\n",
    "print(f'       shots = {total_shots}')\n",
    "print(f'    mistakes = {total_mistakes}')\n",
    "print(f'  error_rate = {total_mistakes / total_shots:%}')\n",
    "print(f'shots/second = {round(total_shots / (t1 - t0))}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92965b1e-abf4-4e59-a163-9df20e7811c0",
   "metadata": {},
   "source": [
    "Nice! Pretty quick, right? But you probably don't want to have to deal with all this batching and collecting and timing stuff (nevermind multiprocessing!). That's what `sinter` is for."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cebf42c7-7b8d-4c54-bd98-a0637a2ef407",
   "metadata": {},
   "source": [
    "<a class=\"anchor\" id=\"sinter\"></a>\n",
    "# Using Sinter to collect and plot statistics\n",
    "\n",
    "Sinter is a tool for performing bulk Monte Carlo sampling of quantum error correction circuits using python multiprocessing.\n",
    "Like Chromobius, you can install `sinter` using `pip`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4f62876b-cefa-4dc1-bc83-f6e0df111cfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install sinter~=1.12 --quiet"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58a16293-eceb-426d-bbfa-2e98cf4712b9",
   "metadata": {},
   "source": [
    "To get sinter to sample and decode circuits, you need to wrap the circuits into `sinter.Task`s that provide metadata about the circuits.\n",
    "This metadata will be useful later, when plotting.\n",
    "Typically you want to explore a variety of circuit sizes and noise strengths.\n",
    "Try defining a list of sinter tasks for a variety of sizes and noise strengths:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e0e7d670-4461-463b-80be-270f3766669f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sinter\n",
    "\n",
    "tasks = [\n",
    "    sinter.Task(\n",
    "        circuit=make_color_code_circuit(\n",
    "            obs_basis=b,\n",
    "            base_data_width=d,\n",
    "            rounds=r,\n",
    "            noise_strength=p,\n",
    "        ),\n",
    "        json_metadata={'d': d, 'p': p, 'r': r, 'b': b},\n",
    "    )\n",
    "    for d in [3, 5, 7, 9]\n",
    "    for r in [d*4]\n",
    "    for b in ['X']\n",
    "    for p in [0.01, 0.02]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "521f7f3e-b816-4633-b103-79cdb325d7fe",
   "metadata": {},
   "source": [
    "Once you have your tasks, you call `sinter.collect` on them to perform sampling.\n",
    "You also need to specify how many shots to take from each task, how many errors need to be seen before sampling can stop early, how many worker processes to use, and what decoders to use.\n",
    "You want to use chromobius, so you should set the decoders to `['chromobius']`.\n",
    "Because chromobius isn't one of sinter's built in decoders, you also have to tell it what `'chomobius'` means.\n",
    "You do that by giving a dictionary to the `custom_decoders` argument mapping strings to instances of `sinter.Decoder`.\n",
    "For convenience, the `chromobius.sinter_decoders()` method returns this dictionary.\n",
    "\n",
    "You can specify `print_progress=True` to get progress updates.\n",
    "Collecting these stats should take less than a minute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4db774f3-638b-4520-b3d5-5ef0453455f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[31mStarting 12 workers...\u001b[0m\n",
      "\u001b[31m4 cases left:\n",
      "    chromobius processes=5  ~core_mins_left=1       shots_left=95600    errors_left=95      {b=X,d=7,p=0.01,r=28}\n",
      "    chromobius processes=1  ~core_mins_left=1       shots_left=97919    errors_left=31      {b=X,d=7,p=0.02,r=28}\n",
      "    chromobius processes=3  ~core_mins_left=2       shots_left=99400    errors_left=100     {b=X,d=9,p=0.01,r=36}\n",
      "    chromobius processes=3  ~core_mins_left=1       shots_left=99700    errors_left=99      {b=X,d=9,p=0.02,r=36}\u001b[0m\n",
      "\u001b[31m3 cases left:\n",
      "    chromobius processes=5  ~core_mins_left=1       shots_left=70543    errors_left=49      {b=X,d=7,p=0.01,r=28}\n",
      "    chromobius processes=5  ~core_mins_left=1       shots_left=95600    errors_left=96      {b=X,d=9,p=0.01,r=36}\n",
      "    chromobius processes=2  ~core_mins_left=1       shots_left=98000    errors_left=69      {b=X,d=9,p=0.02,r=36}\u001b[0m\n",
      "\u001b[31m2 cases left:\n",
      "    chromobius processes=5  ~core_mins_left=1       shots_left=90800    errors_left=95      {b=X,d=9,p=0.01,r=36}\n",
      "    chromobius processes=1  ~core_mins_left=1       shots_left=97560    errors_left=60      {b=X,d=9,p=0.02,r=36}\u001b[0m\n",
      "\u001b[31m2 cases left:\n",
      "    chromobius processes=4  ~core_mins_left=1       shots_left=72800    errors_left=87      {b=X,d=9,p=0.01,r=36}\n",
      "    chromobius processes=1  ~core_mins_left=1       shots_left=97560    errors_left=60      {b=X,d=9,p=0.02,r=36}\u001b[0m\n",
      "\u001b[31m1 cases left:\n",
      "    chromobius processes=4  ~core_mins_left=1       shots_left=72800    errors_left=87      {b=X,d=9,p=0.01,r=36}\u001b[0m\n",
      "\u001b[31m1 cases left:\n",
      "    chromobius processes=3  ~core_mins_left=1       shots_left=60800    errors_left=83      {b=X,d=9,p=0.01,r=36}\u001b[0m\n",
      "\u001b[31m1 cases left:\n",
      "    chromobius processes=2  ~core_mins_left=1       shots_left=44000    errors_left=75      {b=X,d=9,p=0.01,r=36}\u001b[0m\n",
      "\u001b[31m1 cases left:\n",
      "    chromobius processes=1  ~core_mins_left=1       shots_left=28000    errors_left=69      {b=X,d=9,p=0.01,r=36}\u001b[0m\n",
      "\u001b[31mDone collecting\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "stats = sinter.collect(\n",
    "    tasks=tasks,\n",
    "    num_workers=os.cpu_count(),\n",
    "    max_shots=100_000,\n",
    "    max_errors=100,\n",
    "    print_progress=True,\n",
    "    decoders=['chromobius'],\n",
    "    custom_decoders=chromobius.sinter_decoders(),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "baf78849-79e1-4b40-a5d7-8058712b6ab1",
   "metadata": {},
   "source": [
    "Now you have statistics describing how often each circuit experienced a logical error, when decoded using Chromobius.\n",
    "To plot these statistics, you can use `matplotlib`.\n",
    "You can iterate over the list of stats yourself, but it's usually more convenient to use sinter's `sinter.plot_error_rate` helper method.\n",
    "It will split the statistics into curves according to a grouping function you provide, lay out those curves over the X axis using an X function you provide, and set the Y coordinate to the error rate.\n",
    "It will also give uncertainty highlights indicating hypotheses with likelihoods near the max likelihood hypothesis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e7accd35-3cb5-43fb-8d5f-fded2b8ba73f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 768x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(1, 1)\n",
    "sinter.plot_error_rate(\n",
    "    ax=ax,\n",
    "    stats=stats,\n",
    "    x_func=lambda stat: stat.json_metadata['d'],\n",
    "    group_func=lambda stat: f\"\"\"noise_strength={stat.json_metadata['p']} decoder={stat.decoder}\"\"\",\n",
    "    failure_units_per_shot_func=lambda stat: stat.json_metadata['r'],\n",
    ")\n",
    "ax.set_ylim(1e-6, 1e-0)\n",
    "ax.set_xlim(0, 10)\n",
    "ax.semilogy()\n",
    "ax.set_title(\"Logical Error Rates of Phenomenological Color Codes\")\n",
    "ax.set_xlabel(\"Base Width\")\n",
    "ax.set_ylabel(\"Logical Error Rate (per round)\")\n",
    "ax.grid(which='major', color='#000000')\n",
    "ax.grid(which='minor', color='#DDDDDD')\n",
    "ax.legend()\n",
    "fig.set_dpi(120)  # Show it bigger"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfed1441-6075-4e2b-9914-ad6e5a32d5b0",
   "metadata": {},
   "source": [
    "and that's it!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daf50cde-0fa0-4264-a331-0197ed4e4f6b",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "In this notebook you:\n",
    "- Created a phenomenological color code circuit.\n",
    "- Decoded shots from that circuit using Chromobius.\n",
    "- Collected and presented statistics using Sinter."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}