Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ddafb880",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mareksubocz/.pyenv/versions/3.10.3/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.optim as optim\n",
    "import numpy as np\n",
    "from torch.utils.data import DataLoader, Dataset\n",
    "from torch import nn\n",
    "from tqdm import tqdm\n",
    "from dimod import BinaryQuadraticModel\n",
    "from dwave.system import DWaveSampler, EmbeddingComposite\n",
    "from neal import SimulatedAnnealingSampler\n",
    "import pyqubo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7a61141c",
   "metadata": {},
   "outputs": [],
   "source": [
    "last_layer_in_size = 100\n",
    "class Network(nn.Module):\n",
    "    def __init__(self) -> None:\n",
    "        super(Network, self).__init__()\n",
    "        self.linear_relu_stack = nn.Sequential(\n",
    "            nn.Linear(2, 5),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(5, last_layer_in_size),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(last_layer_in_size, 2, bias=False),\n",
    "        )\n",
    "\n",
    "    def forward(self, x):\n",
    "        logits = self.linear_relu_stack(x)\n",
    "        return logits\n",
    "\n",
    "    def forward_no_fc(self, x):\n",
    "        \"\"\"\n",
    "        Forward pass used to calculate QUBO matrix.\n",
    "        \"\"\"\n",
    "        x = self.linear_relu_stack[0](x)\n",
    "        x = self.linear_relu_stack[1](x)\n",
    "        x = self.linear_relu_stack[2](x)\n",
    "        x = self.linear_relu_stack[3](x)\n",
    "        return x\n",
    "\n",
    "\n",
    "class XORDataset(Dataset):\n",
    "    def __init__(self) -> None:\n",
    "        self.X = torch.tensor([(0.,0.), (0.,1.), (1.,0.), (1.,1.)], dtype=torch.float)\n",
    "        self.y = torch.tensor([(1,0),(0,1),(0,1),(1,0)], dtype=torch.float)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.y)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        return self.X[index], self.y[index]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "094db971",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train_loop(model, dataloader, optimizer, criterion, num_epochs, cutout=None):\n",
    "    model.train()\n",
    "    for epoch in range(num_epochs):\n",
    "        running_loss = 0.0\n",
    "        for i, data in enumerate(dataloader):\n",
    "            if cutout and i > cutout:\n",
    "                break\n",
    "            X, y = data\n",
    "            optimizer.zero_grad()\n",
    "            y_pred = model(X)\n",
    "            loss = criterion(y_pred, y)\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "\n",
    "            # print statistics\n",
    "            running_loss += loss.item()\n",
    "    print(f'[{epoch + 1}, {i + 1:5d}] loss: {running_loss / 2000}')\n",
    "    print(\"Finished training\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d81697b1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b9a192d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "746482cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Network()\n",
    "dataset = XORDataset()\n",
    "dataloader = DataLoader(dataset, batch_size=1, shuffle=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9e6232b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[100,     4] loss: 9.878903250992721e-17\n",
      "Finished training\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 100\n",
    "\n",
    "criterion = nn.MSELoss()\n",
    "optimizer = optim.SGD(model.parameters(), lr=0.1, momentum=0.7)\n",
    "train_loop(model, dataloader, optimizer, criterion, num_epochs)\n",
    "model.linear_relu_stack[-1] = nn.Linear(last_layer_in_size, 2, bias=False)\n",
    "for param in model.linear_relu_stack[-1].parameters():\n",
    "    param.requires_grad = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6de76682",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[-0.0287, -0.0217]], grad_fn=<MmBackward0>)\n"
     ]
    }
   ],
   "source": [
    "print(model(torch.tensor([[1.,1.]])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4d73dcc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_qubo_matrix(model, outputs, expecteds):\n",
    "    W = model.linear_relu_stack[-1].weight.detach().numpy()\n",
    "    A = outputs.detach().numpy()\n",
    "    Y = expecteds.detach().numpy()\n",
    "    Q = np.einsum('di,ei,dj,ej->ij',W,A,W,A) * 100\n",
    "    np.fill_diagonal(Q,0)\n",
    "    print('Calculating Q(i,i):')\n",
    "    for i in tqdm(range(W.shape[1])):\n",
    "        for e in range(A.shape[0]):\n",
    "            for d in range(W.shape[0]):\n",
    "                Q[i,i] += (W[d,i]*A[e,i])**2 - 2*W[d,i]*A[e,i]*Y[e,d] * 100\n",
    "    return BinaryQuadraticModel(Q, \"BINARY\")\n",
    "\n",
    "# Wrong result\n",
    "def calculate_pyqubo(model, outputs, expecteds):\n",
    "    W = model.linear_relu_stack[-1].weight.detach().numpy()\n",
    "    A = outputs.detach().numpy()\n",
    "    Y = expecteds.detach().numpy()\n",
    "    Q = torch.zeros(model.linear_relu_stack[-1].in_features, model.linear_relu_stack[-1].in_features)\n",
    "    main_diagonal = (((A@W.T) - 2*Y) @ W).T @ A\n",
    "    Q += torch.eye(model.linear_relu_stack[-1].in_features)*main_diagonal\n",
    "    return BinaryQuadraticModel(Q, \"BINARY\")\n",
    "\n",
    "def calculate_pyqubo_old(model, outputs, expecteds):\n",
    "    H = 0\n",
    "    W = model.linear_relu_stack[-1].weight.detach().numpy()\n",
    "    A = outputs.detach().numpy()\n",
    "    Y = expecteds.detach().numpy()\n",
    "    x = np.array([pyqubo.Binary(f\"{i}\") for i in range(outputs.shape[1])])\n",
    "    for output, expected in zip(A, Y):\n",
    "        labels = W @ (output.T*x)\n",
    "        H += ((labels-expected)**2).sum() * 100\n",
    "    return H\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "185e0152",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 / 4\n",
      "2 / 4\n",
      "3 / 4\n",
      "4 / 4\n",
      "Calculating Q(i,i):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████| 100/100 [00:00<00:00, 2293.85it/s]\n"
     ]
    }
   ],
   "source": [
    "# anneal loop\n",
    "\n",
    "outputs = []\n",
    "expecteds = []\n",
    "\n",
    "model.train()\n",
    "with torch.no_grad():\n",
    "    for i, data in enumerate(dataloader):\n",
    "        images, labels = data\n",
    "        a = model.forward_no_fc(images)\n",
    "        outputs.extend(a)\n",
    "        # expected = torch.eye(model.linear_relu_stack[-1].out_features)[labels.to(torch.long)]\n",
    "        expected = labels\n",
    "        expecteds.extend(expected)\n",
    "\n",
    "        # H += calculate_pyqubo(model, images, labels)\n",
    "        # if i%100 == 0:\n",
    "        print(f\"{i+1} / {len(dataloader)}\")\n",
    "    outputs, expecteds = torch.stack(outputs), torch.stack(expecteds)\n",
    "QM = calculate_qubo_matrix(model, outputs, expecteds)\n",
    "Q = calculate_pyqubo(model, outputs, expecteds)\n",
    "QP = calculate_pyqubo_old(model, outputs, expecteds).compile()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9e22cbc6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BinaryQuadraticModel({0: 0.0, 1: 0.031060203909873962, 2: 0.0, 3: -0.02920754812657833, 4: 0.006746725179255009, 5: 0.02070598304271698, 6: -0.003198924707248807, 7: 0.0014260531170293689, 8: -0.031498685479164124, 9: -0.0010424063075333834, 10: 0.0, 11: -0.04439784586429596, 12: 0.0, 13: 0.0, 14: 0.0, 15: 0.0, 16: 0.006189718376845121, 17: -0.0148741714656353, 18: -0.07190121710300446, 19: -0.0012571727856993675, 20: 0.0, 21: 0.0, 22: -0.017815444618463516, 23: 0.0, 24: -0.10887166112661362, 25: 0.0, 26: 0.03165990859270096, 27: -0.0032138945534825325, 28: 0.10447695106267929, 29: -0.10468228906393051, 30: 0.0, 31: 0.03458802402019501, 32: -0.08352851122617722, 33: 0.0, 34: 0.0, 35: 0.0, 36: 0.05307479575276375, 37: 0.11376675963401794, 38: 0.0, 39: 0.0, 40: 0.02209390141069889, 41: 0.0, 42: 0.012471423484385014, 43: 0.044636525213718414, 44: 0.06792908906936646, 45: 0.06218891218304634, 46: -0.054179735481739044, 47: 0.0, 48: 0.026169469580054283, 49: 0.0, 50: 0.0, 51: 0.0, 52: 0.11920107901096344, 53: -0.026852788403630257, 54: 0.0, 55: 0.05052895098924637, 56: -0.05802039057016373, 57: 0.0021164617501199245, 58: 0.0008426173008047044, 59: 0.0, 60: -0.08814140409231186, 61: 0.044074442237615585, 62: 0.0, 63: 0.06779170781373978, 64: 0.0, 65: -0.012002288363873959, 66: -0.07366086542606354, 67: -0.005246106069535017, 68: 0.05339589715003967, 69: 0.0, 70: -0.006758693140000105, 71: -0.005288588814437389, 72: -0.028146782889962196, 73: 0.0925719365477562, 74: 0.0, 75: -0.05236845090985298, 76: 0.0, 77: -0.005009573884308338, 78: 0.0, 79: 0.0017542693531140685, 80: -0.10113627463579178, 81: -0.0013466158416122198, 82: 0.004471163731068373, 83: 0.0, 84: -0.030200034379959106, 85: 0.0017197023844346404, 86: -0.0971144512295723, 87: 0.0, 88: -0.0022231789771467447, 89: 0.07521704584360123, 90: 0.0, 91: 0.018934736028313637, 92: 0.0, 93: 0.1522364616394043, 94: 0.10342858731746674, 95: 0.0, 96: 0.0, 97: -0.049598101526498795, 98: 0.0, 99: -0.0007774317637085915}, {}, 0.0, 'BINARY')\n",
      "\n",
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      "  ('73', '97'): -0.11113831313726075,\n",
      "  ('73', '99'): -0.0010314086081900336,\n",
      "  ('75', '75'): -5.10919544206055,\n",
      "  ('75', '77'): 0.010239965013165783,\n",
      "  ('75', '79'): -0.06766676008396386,\n",
      "  ('75', '8'): -0.01495491788839859,\n",
      "  ('75', '80'): -0.08295280730187843,\n",
      "  ('75', '81'): -0.13825942045222658,\n",
      "  ('75', '84'): -0.006541782239563935,\n",
      "  ('75', '85'): -0.1626548378354985,\n",
      "  ('75', '86'): 0.14270122553941914,\n",
      "  ('75', '89'): -0.06862279105843502,\n",
      "  ('75', '9'): 0.014976769014418016,\n",
      "  ('75', '91'): 0.06502619291528867,\n",
      "  ('75', '93'): 0.030490703067239642,\n",
      "  ('75', '94'): 0.04823475266545233,\n",
      "  ('75', '97'): -0.00360535604885694,\n",
      "  ('75', '99'): -0.008149691205514202,\n",
      "  ('77', '77'): -0.5004549767303996,\n",
      "  ('77', '79'): -0.0036558922319089673,\n",
      "  ('77', '8'): -0.002766101991424395,\n",
      "  ('77', '80'): -0.007110477123791369,\n",
      "  ('77', '81'): -0.020648568154301734,\n",
      "  ('77', '84'): -5.135678882602837e-05,\n",
      "  ('77', '85'): -0.030519401691353042,\n",
      "  ('77', '86'): 0.02196562253268583,\n",
      "  ('77', '88'): -1.7837362662470474e-05,\n",
      "  ('77', '89'): -0.007099446112480221,\n",
      "  ('77', '91'): 0.004512228253001198,\n",
      "  ('77', '93'): 0.0028136069870647725,\n",
      "  ('77', '94'): 0.01221702240282693,\n",
      "  ('77', '97'): -0.00022253030160194874,\n",
      "  ('77', '99'): -0.0007824903245189667,\n",
      "  ('79', '79'): 0.025905568989477934,\n",
      "  ('79', '8'): 0.07896427234274814,\n",
      "  ('79', '80'): 0.08022307647499172,\n",
      "  ('79', '81'): 0.02630552189707034,\n",
      "  ('79', '82'): -0.01348095758414106,\n",
      "  ('79', '84'): -0.02832464149379534,\n",
      "  ('79', '85'): 0.341013374749445,\n",
      "  ('79', '86'): -0.06549220520371526,\n",
      "  ('79', '89'): 0.0401972229677796,\n",
      "  ('79', '9'): -0.0030504236279389274,\n",
      "  ('79', '91'): -0.0040879929745814515,\n",
      "  ('79', '93'): 0.053066101138098384,\n",
      "  ('79', '94'): -0.007819223586457561,\n",
      "  ('79', '97'): 0.06010749126841941,\n",
      "  ('79', '99'): 0.0011181886226034796,\n",
      "  ('8', '8'): -3.1865372803415672,\n",
      "  ('8', '80'): 0.08942032370711689,\n",
      "  ('8', '81'): 0.016605261842315873,\n",
      "  ('8', '82'): -0.008223591960139501,\n",
      "  ('8', '84'): 0.011781145529562425,\n",
      "  ('8', '85'): 0.16585304165229342,\n",
      "  ('8', '86'): -0.032228609215196484,\n",
      "  ('8', '88'): 0.0005184180388118224,\n",
      "  ('8', '89'): 0.007268266778064237,\n",
      "  ('8', '9'): -0.0007333325939509091,\n",
      "  ('8', '91'): -0.008187276904365404,\n",
      "  ('8', '93'): -0.06661583574193128,\n",
      "  ('8', '94'): -0.07210921280740411,\n",
      "  ('8', '97'): 0.05920362145459942,\n",
      "  ('8', '99'): 0.0007652211080731667,\n",
      "  ('80', '80'): -9.77659165618739,\n",
      "  ('80', '81'): 0.08205617118670805,\n",
      "  ('80', '82'): -0.00815087315152825,\n",
      "  ('80', '84'): 0.03592278717016732,\n",
      "  ('80', '85'): 0.36999308314671814,\n",
      "  ('80', '86'): -0.14464252449564657,\n",
      "  ('80', '88'): 0.006677218322678936,\n",
      "  ('80', '89'): 0.011806306011170598,\n",
      "  ('80', '9'): -0.005714003647147362,\n",
      "  ('80', '91'): -0.04035562271352965,\n",
      "  ('80', '93'): -0.30638092445542836,\n",
      "  ('80', '94'): -0.2003963523969569,\n",
      "  ('80', '97'): 0.1126689891017124,\n",
      "  ('80', '99'): 0.004140026751590448,\n",
      "  ('81', '81'): 0.06260904259953848,\n",
      "  ('81', '84'): 0.019486834069793645,\n",
      "  ('81', '85'): 0.11789078411366989,\n",
      "  ('81', '86'): -0.04163759154707096,\n",
      "  ('81', '88'): 0.0004126458046090801,\n",
      "  ('81', '89'): -0.01773652017021532,\n",
      "  ('81', '9'): -0.008902650990443572,\n",
      "  ('81', '91'): -0.0812728818345511,\n",
      "  ('81', '93'): -0.07558392940412356,\n",
      "  ('81', '94'): -0.1088609665762641,\n",
      "  ('81', '97'): 0.004971306675254491,\n",
      "  ('81', '99'): 0.009271313685916546,\n",
      "  ('82', '82'): 0.4631065539638478,\n",
      "  ('82', '84'): -0.0014790277080574828,\n",
      "  ('82', '85'): -0.021300445094129157,\n",
      "  ('82', '91'): 0.00041993257245158026,\n",
      "  ('82', '93'): 0.007076437980753765,\n",
      "  ('82', '94'): 0.008933915819830992,\n",
      "  ('82', '97'): -0.008994062345366712,\n",
      "  ('82', '99'): -3.6878959750078175e-06,\n",
      "  ('84', '84'): -2.9329302413503258,\n",
      "  ('84', '85'): -0.037728926844227156,\n",
      "  ('84', '86'): 0.030393834546819744,\n",
      "  ('84', '88'): 0.000635237745417266,\n",
      "  ('84', '89'): -0.025184153055386682,\n",
      "  ('84', '9'): -0.0019108040056587303,\n",
      "  ('84', '91'): -0.024309895794570106,\n",
      "  ('84', '93'): -0.1192893779906825,\n",
      "  ('84', '94'): -0.07683469939222637,\n",
      "  ('84', '97'): 0.027693358537947917,\n",
      "  ('84', '99'): 0.0017587712592305545,\n",
      "  ('85', '85'): 0.2956770700996918,\n",
      "  ('85', '86'): -0.5261625428088632,\n",
      "  ('85', '88'): -0.0016614189795273987,\n",
      "  ('85', '89'): 0.2012659872002789,\n",
      "  ('85', '9'): -0.005684819216350227,\n",
      "  ('85', '91'): -0.018840713534167365,\n",
      "  ('85', '93'): 0.09406360298415989,\n",
      "  ('85', '94'): -0.06448866055695626,\n",
      "  ('85', '97'): 0.13319264816553342,\n",
      "  ('85', '99'): 0.0041273400335229546,\n",
      "  ('86', '86'): -9.222842029743608,\n",
      "  ('86', '88'): 0.005687807947591378,\n",
      "  ('86', '89'): -0.26640129026116055,\n",
      "  ('86', '9'): 0.003530668364547069,\n",
      "  ('86', '91'): -0.024291250281904916,\n",
      "  ('86', '93'): -0.21684040052870615,\n",
      "  ('86', '94'): -0.0751425210584191,\n",
      "  ('86', '97'): -0.012973429906701896,\n",
      "  ('86', '99'): 0.00013587411271808163,\n",
      "  ('88', '88'): -0.2169321416912396,\n",
      "  ('88', '89'): -0.0024407097861779523,\n",
      "  ('88', '93'): -0.012027180507172218,\n",
      "  ('88', '94'): -0.004096853471862064,\n",
      "  ('88', '97'): 0.0013266513774092554,\n",
      "  ('89', '89'): 7.425976082284398,\n",
      "  ('89', '9'): -0.00045797917009466623,\n",
      "  ('89', '91'): 0.03909896401334336,\n",
      "  ('89', '93'): 0.1264766644830447,\n",
      "  ('89', '94'): 0.07360896262646147,\n",
      "  ('89', '97'): -0.0010526381067963884,\n",
      "  ('89', '99'): -0.0025477761400158304,\n",
      "  ('9', '9'): -0.10724516042790824,\n",
      "  ('9', '91'): 0.006512851435667017,\n",
      "  ('9', '93'): 0.004843620759740819,\n",
      "  ('9', '94'): 0.0035841746378498093,\n",
      "  ('9', '97'): -0.0003006159568975839,\n",
      "  ('9', '99'): -0.0006575635086207186,\n",
      "  ('91', '91'): 1.8419162962148214,\n",
      "  ('91', '93'): 0.06319571413888396,\n",
      "  ('91', '94'): 0.06091715226438456,\n",
      "  ('91', '97'): -0.005844725381318928,\n",
      "  ('91', '99'): -0.005748052963888035,\n",
      "  ('93', '93'): 15.234714746297524,\n",
      "  ('93', '94'): 0.3637831896683125,\n",
      "  ('93', '97'): -0.13575505991730305,\n",
      "  ('93', '99'): -0.004909220854286611,\n",
      "  ('94', '94'): 10.288383990899472,\n",
      "  ('94', '97'): -0.10863109298297745,\n",
      "  ('94', '99'): -0.005975091268017879,\n",
      "  ('97', '97'): -4.9517344345735355,\n",
      "  ('97', '99'): 0.00020596169816332677,\n",
      "  ('99', '99'): -0.06991157320514646},\n",
      " 400.0)\n",
      "[[ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
      "   0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00 -3.16931607e-02  0.00000000e+00 ... -4.25517295e-11\n",
      "   0.00000000e+00  3.25262795e-11]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
      "   0.00000000e+00  0.00000000e+00]\n",
      " ...\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ... -3.81332527e-02\n",
      "   0.00000000e+00 -1.82541826e-12]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
      "   0.00000000e+00  0.00000000e+00]\n",
      " [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
      "   0.00000000e+00 -2.94122722e-04]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vb/fzpxy4n10lqbys7f_qrq5d6h0000gn/T/ipykernel_39930/1510394504.py:8: DeprecationWarning: bqm.to_numpy_matrix() is deprecated since dimod 0.10.0 and will be removed in 0.12.0\n",
      "  print(QM.to_numpy_matrix() -  QP.to_bqm().to_numpy_matrix(variable_order=[str(v) for v in range(last_layer_in_size)]) )\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "\n",
    "pprint(Q)\n",
    "print()\n",
    "pprint(QM.to_qubo())\n",
    "print()\n",
    "pprint(QP.to_qubo())\n",
    "print(QM.to_numpy_matrix() -  QP.to_bqm().to_numpy_matrix(variable_order=[str(v) for v in range(last_layer_in_size)]) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "618f72e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "samplesetM = SimulatedAnnealingSampler().sample(QM, num_reads=1000)\n",
    "samplesetP = SimulatedAnnealingSampler().sample(QP.to_bqm(), num_reads=1000)\n",
    "from copy import deepcopy\n",
    "modelM = deepcopy(model)\n",
    "modelP = deepcopy(model)\n",
    "modelM.linear_relu_stack[-1].weight *= torch.tensor(list(samplesetM.first.sample.values()))\n",
    "modelP.linear_relu_stack[-1].weight *= torch.tensor(list(samplesetP.first.sample.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ac3193db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1]\n",
      "[1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1]\n",
      "-110.85928919488651\n",
      "292.1946631552916\n"
     ]
    }
   ],
   "source": [
    "print(list(samplesetM.first.sample.values()))\n",
    "print(list(samplesetP.first.sample.values()))\n",
    "print(samplesetM.first.energy)\n",
    "print(samplesetP.first.energy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a47d1377",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0.0909, 0.0890]], grad_fn=<MmBackward0>)\n",
      "tensor([[0.0251, 0.1833]], grad_fn=<MmBackward0>)\n",
      "tensor([[0.0650, 0.1907]], grad_fn=<MmBackward0>)\n",
      "tensor([[0.1294, 0.0573]], grad_fn=<MmBackward0>)\n",
      "tensor([[-0.0508, -0.0184]], grad_fn=<MmBackward0>)\n",
      "tensor([[-0.1209,  0.0573]], grad_fn=<MmBackward0>)\n",
      "tensor([[-0.0149, -0.0417]], grad_fn=<MmBackward0>)\n",
      "tensor([[-0.0121, -0.0378]], grad_fn=<MmBackward0>)\n"
     ]
    }
   ],
   "source": [
    "print(modelM(torch.tensor([[0.,0.]])))\n",
    "print(modelM(torch.tensor([[1.,0.]])))\n",
    "print(modelM(torch.tensor([[0.,1.]])))\n",
    "print(modelM(torch.tensor([[1.,1.]])))\n",
    "print(modelP(torch.tensor([[0.,0.]])))\n",
    "print(modelP(torch.tensor([[1.,0.]])))\n",
    "print(modelP(torch.tensor([[0.,1.]])))\n",
    "print(modelP(torch.tensor([[1.,1.]])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9742cc37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BinaryQuadraticModel({'12': 0.0, '55': 5.008644428986787, '4': 0.6573848977082433, '15': 0.0, '45': 6.182611497079275, '67': -0.44019954957395946, '0': 0.0, '76': 0.0, '72': -2.7087124553735906, '73': 9.255533980156411, '26': 3.2198407889805485, '62': 0.0, '17': -1.4353314629156053, '97': -4.9517344345735355, '54': 0.0, '9': -0.10724516042790824, '6': -0.23664533981629043, '36': 5.215333475576244, '11': -4.206167508613209, '42': 1.167784840101489, '44': 6.705517231028586, '2': 0.0, '10': 0.0, '19': -0.11495512766085969, '37': 11.260897020796207, '35': 0.0, '71': -0.5144073294459345, '28': 10.510464190593153, '84': -2.9329302413503258, '56': -5.30766051770652, '64': 0.0, '21': 0.0, '78': 0.0, '80': -9.77659165618739, '31': 3.7661905829578632, '40': 2.2303924181639294, '38': 0.0, '53': -2.572440090778759, '29': -10.011040105692281, '61': 4.514528205441344, '68': 5.19205831014189, '70': -0.6143103071130598, '92': 0.0, '46': -5.112826572667762, '98': 0.0, '48': 2.5351713473054645, '75': -5.10919544206055, '81': 0.06260904259953848, '99': -0.06991157320514646, '50': 0.0, '95': 0.0, '20': 0.0, '88': -0.2169321416912396, '7': 0.13955162905848836, '91': 1.8419162962148214, '34': 0.0, '85': 0.2956770700996918, '5': 2.034101601443882, '39': 0.0, '79': 0.025905568989477934, '77': -0.5004549767303996, '86': -9.222842029743608, '89': 7.425976082284398, '30': 0.0, '96': 0.0, '93': 15.234714746297524, '87': 0.0, '18': -6.8327779728737195, '83': 0.0, '74': 0.0, '25': 0.0, '57': 0.23453344143455374, '58': 0.08049418937034557, '47': 0.0, '43': 4.501247835180468, '90': 0.0, '1': 3.0603608490791796, '33': 0.0, '41': 0.0, '94': 10.288383990899472, '82': 0.4631065539638478, '16': 0.6363083609200724, '66': -7.0993812872971445, '13': 0.0, '27': -0.17657415336002913, '59': 0.0, '22': -1.8228544813606145, '24': -10.432278949050584, '51': 0.0, '52': 12.027510457085697, '65': -1.0951666839553509, '69': 0.0, '3': -3.010142781834298, '60': -8.217965370063075, '32': -8.25414416725924, 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      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "QP.to_bqm()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "00a44a0e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vb/fzpxy4n10lqbys7f_qrq5d6h0000gn/T/ipykernel_39930/3356468438.py:1: DeprecationWarning: bqm.to_numpy_matrix() is deprecated since dimod 0.10.0 and will be removed in 0.12.0\n",
      "  QP.to_bqm().to_numpy_matrix(variable_order=[str(v) for v in range(last_layer_in_size)])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "       [ 0.00000000e+00,  3.06036085e+00,  0.00000000e+00, ...,\n",
       "        -2.29252688e-02,  0.00000000e+00, -5.61518860e-04],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "       ...,\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "        -4.95173443e+00,  0.00000000e+00,  2.05961698e-04],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         0.00000000e+00,  0.00000000e+00,  0.00000000e+00],\n",
       "       [ 0.00000000e+00,  0.00000000e+00,  0.00000000e+00, ...,\n",
       "         0.00000000e+00,  0.00000000e+00, -6.99115732e-02]])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "QP.to_bqm().to_numpy_matrix(variable_order=[str(v) for v in range(last_layer_in_size)])\n",
    "# QP.to_bqm()"
   ]
  }
 ],
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