From 8abfe88dc8da5eca4b84aae0374da8dd19395ce8 Mon Sep 17 00:00:00 2001 From: Luigi Antelmi <luigi.antelmi@gmail.com> Date: Tue, 12 Jan 2021 10:04:34 +0100 Subject: [PATCH] [heterogeneous data] add mcvae solutions --- heterogeneous_data/heterogeneous_data.ipynb | 437 ++++++++++++++------ 1 file changed, 315 insertions(+), 122 deletions(-) diff --git a/heterogeneous_data/heterogeneous_data.ipynb b/heterogeneous_data/heterogeneous_data.ipynb index b0a6a23..e0505f3 100644 --- a/heterogeneous_data/heterogeneous_data.ipynb +++ b/heterogeneous_data/heterogeneous_data.ipynb @@ -1032,7 +1032,7 @@ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f60143c4910>" + "<matplotlib.collections.PathCollection at 0x7f7070df44d0>" ] }, "execution_count": 24, @@ -1084,7 +1084,7 @@ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f6014262d50>" + "<matplotlib.collections.PathCollection at 0x7f7070d38790>" ] }, "execution_count": 25, @@ -1779,32 +1779,6 @@ { "cell_type": "code", "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Help on function load_or_fit in module mcvae.models.utils:\n", - "\n", - "load_or_fit(model, data, epochs, ptfile, init_loss=True, minibatch=False, force_fit=False)\n", - " Routine to train or load a model.\n", - " :param model: model to optimize\n", - " :param data: training data\n", - " :param epochs: number of training epochs\n", - " :param ptfile: path to *.pt file where to save the trained model\n", - " :param force_fit: force the training even if the model is already trained\n", - "\n" - ] - } - ], - "source": [ - "help(load_or_fit)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -1846,7 +1820,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1854,8 +1828,8 @@ "output_type": "stream", "text": [ "\tCreating model.pt.running\n", - "\tCreated: 2021-01-06 19:24:03.703251\n", - "Start fitting: 2021-01-06 19:24:03.703449\n", + "\tCreated: 2021-01-08 18:02:05.267851\n", + "Start fitting: 2021-01-08 18:02:05.268239\n", "\tModel destination: model.pt\n", "====> Epoch: 0/5000 (0%)\tLoss: 4262660.5000\tLL: -1298590.0000\tKL: 2964070.5000\tLL/KL: -0.4381\n", "====> Epoch: 10/5000 (0%)\tLoss: 43945.0391\tLL: -34668.4375\tKL: 9276.6035\tLL/KL: -3.7372\n", @@ -1948,14 +1922,14 @@ "====> Epoch: 880/5000 (18%)\tLoss: 1761.2710\tLL: -1481.9734\tKL: 279.2976\tLL/KL: -5.3061\n", "====> Epoch: 890/5000 (18%)\tLoss: 3350.5596\tLL: -3075.5371\tKL: 275.0224\tLL/KL: -11.1829\n", "====> Epoch: 900/5000 (18%)\tLoss: 2062.5210\tLL: -1790.2250\tKL: 272.2959\tLL/KL: -6.5746\n", - "====> Epoch: 910/5000 (18%)\tLoss: 2666.9690\tLL: -2398.1233\tKL: 268.8458\tLL/KL: -8.9201\n" + "====> Epoch: 910/5000 (18%)\tLoss: 2666.9690\tLL: -2398.1233\tKL: 268.8458\tLL/KL: -8.9201\n", + "====> Epoch: 920/5000 (18%)\tLoss: 1707.1511\tLL: -1441.3044\tKL: 265.8467\tLL/KL: -5.4216\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 920/5000 (18%)\tLoss: 1707.1511\tLL: -1441.3044\tKL: 265.8467\tLL/KL: -5.4216\n", "====> Epoch: 930/5000 (19%)\tLoss: 1457.5961\tLL: -1192.8110\tKL: 264.7851\tLL/KL: -4.5048\n", "====> Epoch: 940/5000 (19%)\tLoss: 2139.0674\tLL: -1878.0316\tKL: 261.0356\tLL/KL: -7.1945\n", "====> Epoch: 950/5000 (19%)\tLoss: 2519.4126\tLL: -2258.8013\tKL: 260.6112\tLL/KL: -8.6673\n", @@ -2048,16 +2022,16 @@ "====> Epoch: 1820/5000 (36%)\tLoss: 1236.5851\tLL: -1095.5911\tKL: 140.9940\tLL/KL: -7.7705\n", "====> Epoch: 1830/5000 (37%)\tLoss: 950.8773\tLL: -813.3464\tKL: 137.5309\tLL/KL: -5.9139\n", "====> Epoch: 1840/5000 (37%)\tLoss: 1054.3411\tLL: -914.6507\tKL: 139.6904\tLL/KL: -6.5477\n", - "====> Epoch: 1850/5000 (37%)\tLoss: 1188.7308\tLL: -1052.3862\tKL: 136.3446\tLL/KL: -7.7186\n" + "====> Epoch: 1850/5000 (37%)\tLoss: 1188.7308\tLL: -1052.3862\tKL: 136.3446\tLL/KL: -7.7186\n", + "====> Epoch: 1860/5000 (37%)\tLoss: 905.0150\tLL: -767.8563\tKL: 137.1587\tLL/KL: -5.5983\n", + "====> Epoch: 1870/5000 (37%)\tLoss: 1002.6384\tLL: -866.9100\tKL: 135.7284\tLL/KL: -6.3871\n", + "====> Epoch: 1880/5000 (38%)\tLoss: 919.1659\tLL: -784.1547\tKL: 135.0112\tLL/KL: -5.8081\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 1860/5000 (37%)\tLoss: 905.0150\tLL: -767.8563\tKL: 137.1587\tLL/KL: -5.5983\n", - "====> Epoch: 1870/5000 (37%)\tLoss: 1002.6384\tLL: -866.9100\tKL: 135.7284\tLL/KL: -6.3871\n", - "====> Epoch: 1880/5000 (38%)\tLoss: 919.1659\tLL: -784.1547\tKL: 135.0112\tLL/KL: -5.8081\n", "====> Epoch: 1890/5000 (38%)\tLoss: 1090.8901\tLL: -956.9109\tKL: 133.9793\tLL/KL: -7.1422\n", "====> Epoch: 1900/5000 (38%)\tLoss: 1087.7695\tLL: -955.0302\tKL: 132.7393\tLL/KL: -7.1948\n", "====> Epoch: 1910/5000 (38%)\tLoss: 924.7352\tLL: -791.8412\tKL: 132.8939\tLL/KL: -5.9584\n", @@ -2150,19 +2124,19 @@ "====> Epoch: 2780/5000 (56%)\tLoss: 744.3246\tLL: -652.2286\tKL: 92.0960\tLL/KL: -7.0820\n", "====> Epoch: 2790/5000 (56%)\tLoss: 792.9471\tLL: -700.4141\tKL: 92.5330\tLL/KL: -7.5693\n", "====> Epoch: 2800/5000 (56%)\tLoss: 825.4376\tLL: -734.3396\tKL: 91.0980\tLL/KL: -8.0610\n", - "====> Epoch: 2810/5000 (56%)\tLoss: 842.8924\tLL: -751.2608\tKL: 91.6316\tLL/KL: -8.1987\n" + "====> Epoch: 2810/5000 (56%)\tLoss: 842.8924\tLL: -751.2608\tKL: 91.6316\tLL/KL: -8.1987\n", + "====> Epoch: 2820/5000 (56%)\tLoss: 795.6002\tLL: -704.7189\tKL: 90.8813\tLL/KL: -7.7543\n", + "====> Epoch: 2830/5000 (57%)\tLoss: 755.8378\tLL: -665.3619\tKL: 90.4760\tLL/KL: -7.3540\n", + "====> Epoch: 2840/5000 (57%)\tLoss: 801.4414\tLL: -710.7699\tKL: 90.6715\tLL/KL: -7.8390\n", + "====> Epoch: 2850/5000 (57%)\tLoss: 751.2559\tLL: -661.1565\tKL: 90.0994\tLL/KL: -7.3381\n", + "====> Epoch: 2860/5000 (57%)\tLoss: 719.9642\tLL: -630.4008\tKL: 89.5634\tLL/KL: -7.0386\n", + "====> Epoch: 2870/5000 (57%)\tLoss: 771.1097\tLL: -681.4249\tKL: 89.6847\tLL/KL: -7.5980\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "====> Epoch: 2820/5000 (56%)\tLoss: 795.6002\tLL: -704.7189\tKL: 90.8813\tLL/KL: -7.7543\n", - "====> Epoch: 2830/5000 (57%)\tLoss: 755.8378\tLL: -665.3619\tKL: 90.4760\tLL/KL: -7.3540\n", - "====> Epoch: 2840/5000 (57%)\tLoss: 801.4414\tLL: -710.7699\tKL: 90.6715\tLL/KL: -7.8390\n", - "====> Epoch: 2850/5000 (57%)\tLoss: 751.2559\tLL: -661.1565\tKL: 90.0994\tLL/KL: -7.3381\n", - "====> Epoch: 2860/5000 (57%)\tLoss: 719.9642\tLL: -630.4008\tKL: 89.5634\tLL/KL: -7.0386\n", - "====> Epoch: 2870/5000 (57%)\tLoss: 771.1097\tLL: -681.4249\tKL: 89.6847\tLL/KL: -7.5980\n", "====> Epoch: 2880/5000 (58%)\tLoss: 996.8088\tLL: -907.6956\tKL: 89.1132\tLL/KL: -10.1859\n", "====> Epoch: 2890/5000 (58%)\tLoss: 844.8672\tLL: -755.9809\tKL: 88.8863\tLL/KL: -8.5050\n", "====> Epoch: 2900/5000 (58%)\tLoss: 710.8585\tLL: -621.3894\tKL: 89.4691\tLL/KL: -6.9453\n", @@ -2254,13 +2228,7 @@ "====> Epoch: 3760/5000 (75%)\tLoss: 618.5432\tLL: -549.5834\tKL: 68.9599\tLL/KL: -7.9696\n", "====> Epoch: 3770/5000 (75%)\tLoss: 652.9984\tLL: -583.9424\tKL: 69.0560\tLL/KL: -8.4561\n", "====> Epoch: 3780/5000 (76%)\tLoss: 641.5541\tLL: -572.6702\tKL: 68.8839\tLL/KL: -8.3136\n", - "====> Epoch: 3790/5000 (76%)\tLoss: 693.9432\tLL: -625.2040\tKL: 68.7392\tLL/KL: -9.0953\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "====> Epoch: 3790/5000 (76%)\tLoss: 693.9432\tLL: -625.2040\tKL: 68.7392\tLL/KL: -9.0953\n", "====> Epoch: 3800/5000 (76%)\tLoss: 622.7792\tLL: -554.1230\tKL: 68.6562\tLL/KL: -8.0710\n", "====> Epoch: 3810/5000 (76%)\tLoss: 616.5557\tLL: -548.5389\tKL: 68.0167\tLL/KL: -8.0648\n", "====> Epoch: 3820/5000 (76%)\tLoss: 626.2910\tLL: -557.9468\tKL: 68.3442\tLL/KL: -8.1638\n", @@ -2268,7 +2236,13 @@ "====> Epoch: 3840/5000 (77%)\tLoss: 637.8865\tLL: -570.4841\tKL: 67.4023\tLL/KL: -8.4639\n", "====> Epoch: 3850/5000 (77%)\tLoss: 655.0363\tLL: -587.4722\tKL: 67.5642\tLL/KL: -8.6950\n", "====> Epoch: 3860/5000 (77%)\tLoss: 711.0687\tLL: -643.1337\tKL: 67.9350\tLL/KL: -9.4669\n", - "====> Epoch: 3870/5000 (77%)\tLoss: 758.9150\tLL: -691.6280\tKL: 67.2871\tLL/KL: -10.2788\n", + "====> Epoch: 3870/5000 (77%)\tLoss: 758.9150\tLL: -691.6280\tKL: 67.2871\tLL/KL: -10.2788\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "====> Epoch: 3880/5000 (78%)\tLoss: 643.4681\tLL: -576.3708\tKL: 67.0972\tLL/KL: -8.5901\n", "====> Epoch: 3890/5000 (78%)\tLoss: 669.4266\tLL: -602.4955\tKL: 66.9310\tLL/KL: -9.0017\n", "====> Epoch: 3900/5000 (78%)\tLoss: 630.6346\tLL: -563.4401\tKL: 67.1945\tLL/KL: -8.3852\n", @@ -2358,13 +2332,7 @@ "====> Epoch: 4740/5000 (95%)\tLoss: 528.4500\tLL: -473.0062\tKL: 55.4438\tLL/KL: -8.5313\n", "====> Epoch: 4750/5000 (95%)\tLoss: 544.4666\tLL: -489.1317\tKL: 55.3349\tLL/KL: -8.8395\n", "====> Epoch: 4760/5000 (95%)\tLoss: 556.6742\tLL: -501.6004\tKL: 55.0738\tLL/KL: -9.1078\n", - "====> Epoch: 4770/5000 (95%)\tLoss: 533.8950\tLL: -479.0010\tKL: 54.8940\tLL/KL: -8.7259\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "====> Epoch: 4770/5000 (95%)\tLoss: 533.8950\tLL: -479.0010\tKL: 54.8940\tLL/KL: -8.7259\n", "====> Epoch: 4780/5000 (96%)\tLoss: 562.5183\tLL: -507.7845\tKL: 54.7338\tLL/KL: -9.2774\n", "====> Epoch: 4790/5000 (96%)\tLoss: 516.1942\tLL: -461.6894\tKL: 54.5048\tLL/KL: -8.4706\n", "====> Epoch: 4800/5000 (96%)\tLoss: 559.5468\tLL: -504.9055\tKL: 54.6414\tLL/KL: -9.2403\n", @@ -2374,7 +2342,13 @@ "====> Epoch: 4840/5000 (97%)\tLoss: 514.1255\tLL: -459.6886\tKL: 54.4369\tLL/KL: -8.4444\n", "====> Epoch: 4850/5000 (97%)\tLoss: 530.4073\tLL: -476.2966\tKL: 54.1107\tLL/KL: -8.8023\n", "====> Epoch: 4860/5000 (97%)\tLoss: 524.8287\tLL: -470.8121\tKL: 54.0166\tLL/KL: -8.7161\n", - "====> Epoch: 4870/5000 (97%)\tLoss: 527.7162\tLL: -474.0122\tKL: 53.7040\tLL/KL: -8.8264\n", + "====> Epoch: 4870/5000 (97%)\tLoss: 527.7162\tLL: -474.0122\tKL: 53.7040\tLL/KL: -8.8264\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "====> Epoch: 4880/5000 (98%)\tLoss: 514.6419\tLL: -460.9665\tKL: 53.6754\tLL/KL: -8.5880\n", "====> Epoch: 4890/5000 (98%)\tLoss: 579.9240\tLL: -526.4152\tKL: 53.5088\tLL/KL: -9.8379\n", "====> Epoch: 4900/5000 (98%)\tLoss: 515.9624\tLL: -462.4415\tKL: 53.5209\tLL/KL: -8.6404\n", @@ -2387,11 +2361,11 @@ "====> Epoch: 4970/5000 (99%)\tLoss: 524.9237\tLL: -472.1770\tKL: 52.7467\tLL/KL: -8.9518\n", "====> Epoch: 4980/5000 (100%)\tLoss: 536.8357\tLL: -484.1406\tKL: 52.6952\tLL/KL: -9.1876\n", "====> Epoch: 4990/5000 (100%)\tLoss: 503.3731\tLL: -450.8439\tKL: 52.5292\tLL/KL: -8.5827\n", - "End fitting: 2021-01-06 19:24:31.790391\n", - "\tElapsed: 0:00:28.086942\n", + "End fitting: 2021-01-08 18:02:35.806478\n", + "\tElapsed: 0:00:30.538239\n", "\tDeleting model.pt.running\n", - "\tDeleted: 2021-01-06 19:24:31.790526\n", - "\t\tElapsed: 0:00:28.087275\n" + "\tDeleted: 2021-01-08 18:02:35.806616\n", + "\t\tElapsed: 0:00:30.538765\n" ] } ], @@ -2402,7 +2376,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2448,7 +2422,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 46, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2478,7 +2452,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 47, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2511,7 +2485,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 48, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2541,7 +2515,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 49, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2571,7 +2545,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": { "id": "eR48izbIbE6y" }, @@ -2606,7 +2580,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 51, "metadata": { "id": "cgSa843tbE60" }, @@ -2639,7 +2613,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 52, "metadata": { "id": "xxdwtuCybE63" }, @@ -2676,7 +2650,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 53, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2688,7 +2662,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 864x864 with 10 Axes>" ] @@ -2719,7 +2693,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2761,7 +2735,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -2789,7 +2763,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2826,7 +2800,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "metadata": { "id": "JgstDg9bg6Pf" }, @@ -2838,7 +2812,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2891,7 +2865,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2941,7 +2915,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2975,7 +2949,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3016,7 +2990,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3046,7 +3020,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3086,7 +3060,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3125,7 +3099,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 65, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3172,7 +3146,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 66, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3224,7 +3198,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 67, "metadata": { "id": "AoR7yJsqeXvb" }, @@ -3258,7 +3232,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 68, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -3313,7 +3287,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 69, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -3338,7 +3312,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 70, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3419,7 +3393,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 71, "metadata": { "id": "67PCF2GGcKsn" }, @@ -3441,7 +3415,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 72, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3514,7 +3488,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 73, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3663,7 +3637,7 @@ "[1000 rows x 5 columns]" ] }, - "execution_count": 74, + "execution_count": 73, "metadata": {}, "output_type": "execute_result" } @@ -3681,7 +3655,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 74, "metadata": { "id": "KOQLTtfmq-St" }, @@ -3695,7 +3669,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 75, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -3881,7 +3855,7 @@ "[1000 rows x 7 columns]" ] }, - "execution_count": 76, + "execution_count": 75, "metadata": {}, "output_type": "execute_result" } @@ -3892,7 +3866,7 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 76, "metadata": { "id": "ra-oAnC_rJBg" }, @@ -3948,7 +3922,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 77, "metadata": {}, "outputs": [ { @@ -3996,11 +3970,53 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 78, "metadata": { "id": "DpEqM6FKI4bo" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mcvae(\n", + " (vae): ModuleList(\n", + " (0): VAE(\n", + " (W_out_logvar): Parameter(shape=torch.Size([1, 5]))\n", + " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", + " (W_mu): Linear(in_features=5, out_features=5, bias=True)\n", + " (W_out): Linear(in_features=5, out_features=5, bias=True)\n", + " )\n", + " (1): VAE(\n", + " (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n", + " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", + " (W_mu): Linear(in_features=3, out_features=5, bias=True)\n", + " (W_out): Linear(in_features=5, out_features=3, bias=True)\n", + " )\n", + " (2): VAE(\n", + " (W_out_logvar): Parameter(shape=torch.Size([1, 7]))\n", + " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", + " (W_mu): Linear(in_features=7, out_features=5, bias=True)\n", + " (W_out): Linear(in_features=5, out_features=7, bias=True)\n", + " )\n", + " (3): VAE(\n", + " (W_out_logvar): Parameter(shape=torch.Size([1, 1]))\n", + " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", + " (W_mu): Linear(in_features=1, out_features=5, bias=True)\n", + " (W_out): Linear(in_features=5, out_features=1, bias=True)\n", + " )\n", + " (4): VAE(\n", + " (W_out_logvar): Parameter(shape=torch.Size([1, 3]))\n", + " (log_alpha): Parameter(shape=torch.Size([1, 5]))\n", + " (W_mu): Linear(in_features=3, out_features=5, bias=True)\n", + " (W_out): Linear(in_features=5, out_features=3, bias=True)\n", + " )\n", + " )\n", + ")\n", + "Loading model_adni.pt\n" + ] + } + ], "source": [ "##############################################\n", "## FIT a Sparse Mcvae with Pseudo-Adni data ##\n", @@ -4008,9 +4024,42 @@ "\n", "# create an instance of the model\n", "\n", + "model_adni = Mcvae(data = data_adni, lat_dim = 5, sparse=True)\n", + "model_adni.to(DEVICE)\n", + "print(model_adni)\n", + "\n", "# set up the optimizer\n", "\n", - "# fit \n" + "adam_lr = 1e-2\n", + "n_epochs = 6000\n", + "\n", + "model_adni.optimizer = torch.optim.Adam(model_adni.parameters(), lr=1e-2)\n", + "\n", + "# fit \n", + "load_or_fit(model=model_adni, data=data_adni, epochs=6000, ptfile='model_adni.pt', force_fit=FORCE_REFIT)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Check convergence\n", + "plot_loss(model_adni)" ] }, { @@ -4024,7 +4073,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 80, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -4033,9 +4082,32 @@ "id": "d_YhoXFPI4bq", "outputId": "fefc2d99-2a72-47dc-c1f0-8463db2f0373" }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Identify the most significant latent dimension\n", + "plot_dropout(model_adni)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, "outputs": [], "source": [ - "# Identify the most significant latent dimension\n" + "kept_dim = 0" ] }, { @@ -4049,7 +4121,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 82, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -4057,14 +4129,32 @@ "id": "pTeBTJbUI4bq", "outputId": "584ddad7-9000-4b18-f8fd-4fd325b001b0" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x864 with 5 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot the decoding weights (the generative parameters)\n", "# associated to the non-redundant dimension latent dimension\n", "\n", "# Store the weights (use the practical \"dot\" notation model.vae[i].W_out.weight)\n", + "decoding_weights = [vae.W_out.weight.data[:, kept_dim] for vae in model_adni]\n", "\n", - "# Plot\n" + "# Plot\n", + "plt.figure(figsize=(12, 12))\n", + "for i in range(len(data_adni)):\n", + " plt.subplot(5,1,i+1)\n", + " plt.bar(np.arange(len(decoding_weights[i])), decoding_weights[i], tick_label = adni_cols[i])" ] }, { @@ -4078,18 +4168,40 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 83, "metadata": { "id": "3IyEdFrcI4bs" }, "outputs": [], "source": [ - "# Predict volumes (channel 0) from cognition (channel 2)\n" + "# Predict volumes (channel 0) from cognition (channel 2)\n", + "\n", + "# Solution 1\n", + "\n", + "# Encode everything\n", + "q = model_adni.encode(data_adni)\n", + "# Take the mean of every encoded distribution q\n", + "z = [qi.loc for qi in q]\n", + "# Decode all\n", + "p = model_adni.decode(z)\n", + "# Extract what you need: p(x|z) or p[x][z] or p[decoder output channel][encoder input chanenl]\n", + "decoding_volume_from_cognition = p[0][2].loc.data.numpy()\n", + "\n", + "# Solution 2\n", + "\n", + "# Encode the cognition (ch 2)\n", + "q2 = model_adni.vae[2].encode(data_adni[2])\n", + "# Take the mean of q (location in pytorch jargon)\n", + "z2 = q2.loc\n", + "# Decode through the brain volumes decoder (ch 0)\n", + "p0 = model_adni.vae[0].decode(z2)\n", + "# Take the mean\n", + "decoding_volume_from_cognition = p0.loc.data.numpy()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 84, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -4098,12 +4210,33 @@ "id": "1Iqcds0lI4bt", "outputId": "50da9d35-319f-4cda-ce04-9c00166c1b1c" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x2016 with 5 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Plot the predicted volumes against the true ones.\n", "# Create one plot per volumetric feature\n", "\n", - "plt.figure(figsize=(12, 28))\n" + "plt.figure(figsize=(12, 28))\n", + "\n", + "for i in range(len(volume_cols)):\n", + " plt.subplot(5,1,i+1)\n", + " plt.scatter(decoding_volume_from_cognition[:,i], volumes_value[:,i])\n", + " plt.title('reconstruction ' + volume_cols[i])\n", + " plt.xlabel('predicted')\n", + " plt.ylabel('target')\n", + "plt.show()" ] }, { @@ -4117,7 +4250,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 85, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -4125,14 +4258,28 @@ "id": "BDunWuRVI4bt", "outputId": "d0b53d3f-8b3d-4d24-90f9-4a042d76ea84" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PLSCanonical(n_components=1, scale=False)" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# FIT a PLS model to predict: cognition -> volume\n" + "# FIT a PLS model to predict: cognition -> volume\n", + "\n", + "plsca = PLSCanonical(n_components=1, scale = False)\n", + "plsca.fit(cognition_value, volumes_value)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 86, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -4141,15 +4288,48 @@ "id": "O4SFSHCgI4bv", "outputId": "5d7b0f52-3b19-4530-9838-38a4d60e043e" }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 1872x1296 with 10 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# Compare (plot) the prediction of PLS against the true values and against the predictions of Mcvae.\n", - "# Are they correlated?\n" + "# Are they correlated?\n", + "\n", + "predicted_plsca = plsca.predict(cognition_value)\n", + "\n", + "plt.figure(figsize=(26, 18))\n", + "\n", + "for i in range(5):\n", + " plt.subplot(10,2,2*i+1)\n", + " plt.scatter(predicted_plsca[:,i], volumes_value[:,i])\n", + " plt.title('reconstruction' + volume_cols[i])\n", + " plt.xlabel('predicted')\n", + " plt.ylabel('target')\n", + " \n", + "for i in range(5):\n", + " plt.subplot(10,2,2*i+2)\n", + " plt.scatter(predicted_plsca[:,i], decoding_volume_from_cognition[:,i])\n", + " plt.title('reconstruction' + volume_cols[i])\n", + " plt.xlabel('cca')\n", + " plt.ylabel('mcvae')\n", + " \n", + "plt.show()" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 87, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -4157,9 +4337,22 @@ "id": "M5DYp-_hI4bw", "outputId": "a592e87b-a8fb-48fb-db81-f2e92ad4735a" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reconstruction error:\n", + "PLS: 4631.245631476227\n", + "mcvae: 3964.8306431191213\n" + ] + } + ], "source": [ - "# Compare average reconstruction errors between PLS and Mcvae\n" + "# Compare average reconstruction errors between PLS and Mcvae\n", + "print('Reconstruction error:')\n", + "print(f'PLS: {((predicted_plsca-volumes_value)**2).sum()}')\n", + "print(f'mcvae: {((decoding_volume_from_cognition-volumes_value)**2).sum()}')" ] } ], -- GitLab