notebooks/0D - Data summaries.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_ovkLcFKp3wq",
    "tags": []
   },
   "source": [
    "## D - Informative data summaries\n",
    "\n",
    "Authors: Noemi Anau Montel, James Alvey, Christoph Weniger\n",
    "\n",
    "Last update: 15 September 2023"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Oxl-1TY5_WCc"
   },
   "source": [
    "**Purpose**: Illustration of how meaningful data summaries can emerge automatically depending on the network architecture.\n",
    "\n",
    "**Key take-away messages**: Data summaries are automatically learned when introducing an information bottleneck in the network. Those summaries are easier to interpret than dense networks."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jxaBxrfm_K40"
   },
   "source": [
    "### Code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "5vNsKEift3nj"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab as plt\n",
    "import torch\n",
    "import swyft\n",
    "DEVICE = 'gpu' if torch.cuda.is_available() else 'cpu'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.manual_seed(0)\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AhRUlhVwt3nq"
   },
   "source": [
    "We consider the same linear regression problem as above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 283
    },
    "executionInfo": {
     "elapsed": 11,
     "status": "ok",
     "timestamp": 1674490229673,
     "user": {
      "displayName": "Christoph Weniger",
      "userId": "15146137894734923327"
     },
     "user_tz": -60
    },
    "id": "cZNlWKc1t3nr",
    "outputId": "83eb98a2-f67a-4bcd-86d0-3630df3ab267"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x147980ca0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 10_000  # Number of samples\n",
    "Nbins = 100\n",
    "z = np.random.rand(N, 3)*2 - 1\n",
    "y = np.linspace(-1, 1, Nbins)\n",
    "m = np.ones_like(y)*z[:,:1] + y*z[:,1:2] + y**2*z[:,2:]\n",
    "x = m + np.random.randn(N, Nbins)*0.2 #+ np.random.poisson(lam = 3/Nbins, size = (N, Nbins))*5\n",
    "\n",
    "# We keep the first sample as observation, and use the rest for training\n",
    "samples = swyft.Samples(x = x[1:], z = z[1:])\n",
    "obs = swyft.Sample(x = x[0], z = z[0])\n",
    "\n",
    "# Visualization\n",
    "for i in range(30):\n",
    "    plt.plot(y, samples[i]['x'], marker='.', color='0.5')\n",
    "plt.plot(y, obs['x'], marker='.', color='r', lw = 2, label = 'target obs')\n",
    "plt.legend(loc=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r-W2V0swt3ns"
   },
   "source": [
    "However, instead of directly passing the entire data vector to the dense regression network, we first perform data compression using a simple compression network. During training, this network learns to generate informative data summaries `s`.\n",
    "\n",
    "As compression network, we use a single linear layer\n",
    "$$\n",
    "\\mathbf s = W \\mathbf x + \\mathbf b\n",
    "$$\n",
    "where $W$ is a $3\\times 100$ matrix, and $\\mathbf b$ a bias vector of length three."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "NUeF3ttZt3ns"
   },
   "outputs": [],
   "source": [
    "class Network(swyft.SwyftModule):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.summarizer = torch.nn.Linear(Nbins, 3)\n",
    "        self.logratios = swyft.LogRatioEstimator_1dim(num_features = 1, num_params = 3, varnames = 'z')\n",
    "\n",
    "    def forward(self, A, B):\n",
    "        s = self.summarizer(A['x'])\n",
    "        s = s.unsqueeze(-1)\n",
    "        return self.logratios(s, B['z']), s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EbAOTp05u0lW"
   },
   "source": [
    "Training proceeds as usual. Note that in the above inference network we return  the data summaries `s` besides the logratio estimator.  This is convenient for later inspection.  Anything that is not of type `swyft.LogRatioSamples` is automatically ignored during training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 338,
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      "69729d6741554bf29f1ee4ef223ef8bf",
      "1025815d2207472687b6cd5e0b838ecd"
     ]
    },
    "executionInfo": {
     "elapsed": 30869,
     "status": "ok",
     "timestamp": 1674426972963,
     "user": {
      "displayName": "Christoph Weniger",
      "userId": "15146137894734923327"
     },
     "user_tz": -60
    },
    "id": "R2OcMFQruzEu",
    "outputId": "bb2e8099-214a-4831-c271-cfe4dc512a06"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True (mps), used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "/Users/cweniger/opt/anaconda3/envs/native2/lib/python3.9/site-packages/pytorch_lightning/trainer/setup.py:200: UserWarning: MPS available but not used. Set `accelerator` and `devices` using `Trainer(accelerator='mps', devices=1)`.\n",
      "  rank_zero_warn(\n",
      "/Users/cweniger/opt/anaconda3/envs/native2/lib/python3.9/site-packages/pytorch_lightning/loops/utilities.py:94: PossibleUserWarning: `max_epochs` was not set. Setting it to 1000 epochs. To train without an epoch limit, set `max_epochs=-1`.\n",
      "  rank_zero_warn(\n",
      "The following callbacks returned in `LightningModule.configure_callbacks` will override existing callbacks passed to Trainer: ModelCheckpoint\n",
      "\n",
      "  | Name       | Type                   | Params\n",
      "------------------------------------------------------\n",
      "0 | summarizer | Linear                 | 303   \n",
      "1 | logratios  | LogRatioEstimator_1dim | 52.2 K\n",
      "------------------------------------------------------\n",
      "52.5 K    Trainable params\n",
      "0         Non-trainable params\n",
      "52.5 K    Total params\n",
      "0.420     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sanity Checking: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cweniger/opt/anaconda3/envs/native2/lib/python3.9/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:224: PossibleUserWarning: The dataloader, val_dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 8 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  rank_zero_warn(\n",
      "/Users/cweniger/opt/anaconda3/envs/native2/lib/python3.9/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:224: PossibleUserWarning: The dataloader, train_dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 8 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  rank_zero_warn(\n"
     ]
    },
    {
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       "model_id": "b2cf9a81636c4f98bed443be393a703a",
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      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
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    {
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    },
    {
     "data": {
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     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reloading best model: /Users/cweniger/Documents/swyft/notebooks/lightning_logs/version_19/checkpoints/epoch=4-step=1250.ckpt\n"
     ]
    }
   ],
   "source": [
    "trainer = swyft.SwyftTrainer(accelerator = DEVICE, precision = 64)\n",
    "dm = swyft.SwyftDataModule(samples)\n",
    "network = Network()\n",
    "trainer.fit(network, dm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K2BwfEOnxnW7"
   },
   "source": [
    "What data summaries were learned?  It is instructive to plot the three rows of the weight matrix $W$. (The bias vector $\\mathbf b$ just provides a linear shift to the summary $\\mathbf s$ and is here less interesting.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 316
    },
    "executionInfo": {
     "elapsed": 594,
     "status": "ok",
     "timestamp": 1674427001032,
     "user": {
      "displayName": "Christoph Weniger",
      "userId": "15146137894734923327"
     },
     "user_tz": -60
    },
    "id": "DYxvOMa5wr1z",
    "outputId": "567392eb-9687-4891-b342-b687ff20198b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean weight for z[0]: -0.03758\n",
      "Mean weight for z[1]: 0.00016\n",
      "Mean weight for z[2]: 0.00048\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weight = network.summarizer.state_dict()['weight']\n",
    "for i in range(3):\n",
    "  plt.plot(weight[i], label='z[%i]'%i);\n",
    "  print(\"Mean weight for z[%i]: %.5f\"%(i, weight[i].mean().item()))\n",
    "plt.legend(loc=1);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CMu08g6Pz9ai"
   },
   "source": [
    "We see that the second component, `z[1]`, indeed picks up linear trends, whereas the first component `z[0]` has an around 1000 times larger mean value (picking up the constant term), and the `z[2]` components picks up quadractic trends. So the summaries indeed are reasonable (although, due to the quick-and-dirty training strategy that we used, they could be further improved)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vAfpe4T-t3nt"
   },
   "source": [
    "Inference is done as before, now targeting the mock observation from above. We plot the three one-dimensional posteriors side by side."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 347,
     "referenced_widgets": [
      "0ad43c4a653b42efa976c7a5d8b78c44",
      "7c76f57a35d9490fb5aa7d799849196a",
      "a02c3cb938a14ea287a4775607f8befb",
      "7652b8db088e4040aad676cca8306395",
      "ba10af262d3e4c0fbdfa67cd2d17926e",
      "f94e7ca2ee9b4b72b772beb412d0d3b5",
      "1bd0010ee0834982afa303f95ca2b77c",
      "287ed058e40444b99684c66b88ba3a57",
      "bbd3ada132c841baa92678a5730d7734",
      "4f0bb24fed1d4460897a9838c0e016fe",
      "5cbad705fec940fcba971b280c569c69"
     ]
    },
    "executionInfo": {
     "elapsed": 1902,
     "status": "ok",
     "timestamp": 1674396298791,
     "user": {
      "displayName": "James Alvey",
      "userId": "05503093681927071264"
     },
     "user_tz": -60
    },
    "id": "3Z6JwTpvt3nt",
    "outputId": "64a8df39-7e1f-4188-d8ae-27391478792a"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following callbacks returned in `LightningModule.configure_callbacks` will override existing callbacks passed to Trainer: EarlyStopping, ModelCheckpoint\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd55c0fbf3da4b8999a14f43dc31f636",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 250it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/cweniger/opt/anaconda3/envs/native2/lib/python3.9/site-packages/pytorch_lightning/loops/epoch/prediction_epoch_loop.py:173: UserWarning: Lightning couldn't infer the indices fetched for your dataloader.\n",
      "  warning_cache.warn(\"Lightning couldn't infer the indices fetched for your dataloader.\")\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior_samples = swyft.Samples(z = np.random.rand(100_000, 3)*2-1)\n",
    "predictions = trainer.infer(network, obs, prior_samples)\n",
    "\n",
    "truth = {k: v for k, v in zip([\"z[%i]\"%i for i in range(3)], obs['z'])}\n",
    "swyft.plot_posterior(predictions, [\"z[%i]\"%i for i in range(3)], truth=truth)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fHjMJwZ_0hs3"
   },
   "source": [
    "We (should) see that the posteriors are now narrower than the ones obtained in the previous exercise without explicit data compression. In general, it is often useful to compress high-dimensional data into low-dimensional data summaries before comparing them with model parameters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Eve0R1Z9694U"
   },
   "source": [
    "Finally, let us confirm that the data summaries indeed are trained such that they become correlated with the parameters of interest. To this end, we can extract the summaries by running `infer` again, and exploit that inference networks can return auxiliary information (in this case the data summary)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 379,
     "referenced_widgets": [
      "bcc35773233448eebc7a7609f4032f40",
      "303cc3433792488291e7cdb8101fa4d5",
      "4c02a4eb8e2b4fbf921ee8db49438c32",
      "202c987935444120a0446e5d2637f310",
      "92dbc977b1ca443f907a881b638f0605",
      "adf513c5b6f640f581c90b7444e02477",
      "6a56dba772b647ba9190dcaaedeabefa",
      "0391b426f67e4571b22d879b6d98db72",
      "1be1edf2d09c4a17861939755953b3a2",
      "5e181dd5e4bc4a04a0681dcf80d40688",
      "2fbc067cddb14377b99996c8b15d07f0",
      "56b3370e7b344e46935c3b21674fb4f9",
      "adf88a857bef4e558fa8c43b5ba79ce6",
      "f291cf3df9944a08b3c2ceec71f8c0d4",
      "46f1d82ba9d34808acb411062fb39a49",
      "f5a5b3ff20084d9f973169f656b5e255",
      "d63da7cf07d046378b716a95b93f65d6",
      "ae16ef6718c1421aba68997d395263af",
      "4751bf0b25074a8e89f86eaa688d3924",
      "aecc4bd65fc6418a9d88fda2d68ff145",
      "71cf4b5b419749818b12c3f3aacbcf1d",
      "e74afcd0eea44e778ea3f9a1d9a17966"
     ]
    },
    "executionInfo": {
     "elapsed": 4466,
     "status": "ok",
     "timestamp": 1674396325730,
     "user": {
      "displayName": "James Alvey",
      "userId": "05503093681927071264"
     },
     "user_tz": -60
    },
    "id": "_ZZNvZIm39tO",
    "outputId": "2be20dc9-a17b-4b26-e9eb-7c790e696f06"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following callbacks returned in `LightningModule.configure_callbacks` will override existing callbacks passed to Trainer: EarlyStopping, ModelCheckpoint\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "566d52f28f0d4de599f60b03a196b8e9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 250it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The following callbacks returned in `LightningModule.configure_callbacks` will override existing callbacks passed to Trainer: EarlyStopping, ModelCheckpoint\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5b189bfaaaf4435e9ef37d9a02e9e233",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting: 250it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_untrained = trainer.infer(Network(), samples[:300], samples[:300], return_sample_ratios = False, batch_size = 1)\n",
    "pred_trained = trainer.infer(network, samples[:300], samples[:300], return_sample_ratios = False, batch_size = 1)\n",
    "Z = []; S = []\n",
    "for i in range(len(pred_untrained)):\n",
    "    s1 = pred_untrained[i][1][0,:,0].numpy()\n",
    "    z1 = pred_untrained[i][0].params.numpy()[0,:,0]\n",
    "    s2 = pred_trained[i][1][0,:,0].numpy()\n",
    "    z2 = pred_trained[i][0].params.numpy()[0,:,0]\n",
    "    Z.append([z1, z2]); S.append([s1, s2])\n",
    "Z = np.array(Z); S = np.array(S)\n",
    "plt.scatter(Z[:,0,0], S[:,0,0], color='k', label='s[0] initial', marker='.', alpha = 0.5);\n",
    "plt.scatter(Z[:,0,1], S[:,0,1], color='r', label='s[1] initial', marker='.', alpha = 0.5);\n",
    "plt.scatter(Z[:,0,2], S[:,0,2], color='b', label='s[2] initial', marker='.', alpha = 0.5);\n",
    "plt.scatter(Z[:,1,0], S[:,1,0], color='k', label='s[0] trained', marker='x');\n",
    "plt.scatter(Z[:,1,1], S[:,1,1], color='r', label='s[1] trained', marker='x');\n",
    "plt.scatter(Z[:,1,2], S[:,1,2], color='b', label='s[2] trained', marker='x');\n",
    "plt.xlabel(\"Parameters, z\");\n",
    "plt.ylabel(\"Data summaries, s\")\n",
    "plt.legend(loc=1, ncol = 2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HY9ToH7Ut3nt"
   },
   "source": [
    "### Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Bx7PWe2y08YC"
   },
   "source": [
    "1. Switch on non-gaussian noise in the above example and retrain the network.\n",
    "- How do the data summaries change?\n",
    "- How do the posteriors change?\n",
    "- How does they compare to the posteriors of the previous example with non-Gaussian noise, but without compression network?\n",
    "- Why is the linear data summary less efficient in the presence of non-Gaussian noise?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "fYmkq51r-yZS"
   },
   "outputs": [],
   "source": [
    "# Your results go here"
   ]
  }
 ],
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