From 0c7080237f3a1cd517e04f9779e017755c618ca6 Mon Sep 17 00:00:00 2001 From: Carlo Date: Sat, 10 Jan 2026 11:55:04 +0100 Subject: [PATCH 1/3] fixed typo in example 5-B --- Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb index 92e494cb6..ba9d9f065 100644 --- a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb +++ b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb @@ -411,7 +411,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [ { @@ -438,7 +438,7 @@ " >> dt.ElasticTransformation(alpha=100, sigma=10, order=1)\n", " >> dt.CropTight()\n", ")\n", - "\n", + "synthetic_nuclei_mask = synthetic_nuclei > 0\n", "long_range_noise = (synthetic_nuclei >> dt.Poisson(snr=0.2)\n", " >> dt.GaussianBlur(sigma=3.5))\n", "short_range_noise = (synthetic_nuclei >> dt.Poisson(snr=1.0)\n", @@ -449,7 +449,7 @@ " >> dt.GaussianBlur(sigma=lambda: np.random.uniform(0.75, 1.5))\n", ")\n", "noisy_synthetic_nuclei = (\n", - " synthetic_nuclei\n", + " synthetic_nuclei_mask\n", " * (long_range_noise + short_range_noise + random_range_noise) / 3\n", ")\n", "\n", From 466ffa848db6beefba44a6ef2ed8ff520ceeaca0 Mon Sep 17 00:00:00 2001 From: Carlo Date: Wed, 4 Feb 2026 14:20:07 +0100 Subject: [PATCH 2/3] 5B run --- .../ec05_B_cell_counting/cell_counting.ipynb | 252 ++++-------------- 1 file changed, 52 insertions(+), 200 deletions(-) diff --git a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb index ba9d9f065..ef1eeff1d 100644 --- a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb +++ b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -62,19 +62,16 @@ "Load the dataset ..." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Cloning into 'cell_counting_dataset'...\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import os\n", "import deeptrack as dt\n", @@ -97,17 +94,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "200\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print(len(sources))" ] @@ -123,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -151,7 +140,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -171,20 +160,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -225,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -243,20 +221,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -290,20 +257,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -345,18 +301,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -413,18 +358,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -487,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -517,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -535,20 +469,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "sim_im, sim_mask = train_dataset[np.random.choice(len(train_dataset))]\n", "\n", @@ -583,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -599,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -617,71 +540,22 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:75: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", - "/Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages/lightning/pytorch/trainer/configuration_validator.py:70: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n", - "INFO: \n", - " | Name | Type | Params | Mode \n", - "------------------------------------------------------------\n", - "0 | loss | BCEWithLogitsLoss | 0 | train\n", - "1 | train_metrics | MetricCollection | 0 | train\n", - "2 | val_metrics | MetricCollection | 0 | train\n", - "3 | test_metrics | MetricCollection | 0 | train\n", - "4 | model | UNet2d | 128 K | train\n", - "5 | optimizer | Adam | 0 | train\n", - "------------------------------------------------------------\n", - "128 K Trainable params\n", - "0 Non-trainable params\n", - "128 K Total params\n", - "0.513 Total estimated model params size (MB)\n", - "42 Modules in train mode\n", - "0 Modules in eval mode\n", - "INFO:lightning.pytorch.callbacks.model_summary:\n", - " | Name | Type | Params | Mode \n", - "------------------------------------------------------------\n", - "0 | loss | BCEWithLogitsLoss | 0 | train\n", - "1 | train_metrics | MetricCollection | 0 | train\n", - "2 | val_metrics | MetricCollection | 0 | train\n", - "3 | test_metrics | MetricCollection | 0 | train\n", - "4 | model | UNet2d | 128 K | train\n", - "5 | optimizer | Adam | 0 | train\n", - "------------------------------------------------------------\n", - "128 K Trainable params\n", - "0 Non-trainable params\n", - "128 K Total params\n", - "0.513 Total estimated model params size (MB)\n", - "42 Modules in train mode\n", - "0 Modules in eval mode\n", - "/Users/giovannivolpe/Documents/GitHub/DeepLearningCrashCourse/py_env_book/lib/python3.10/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:424: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=10` in the `DataLoader` to improve performance.\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e9b43b80539b41fcab9b287cf5bbbc91", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Training: | | 0/? [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "i = np.random.choice(len(images))\n", "\n", @@ -772,20 +635,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "plt.figure(figsize=(8, 8))\n", "plt.scatter(true_count, pred_count, alpha=0.75)\n", @@ -800,7 +652,7 @@ ], "metadata": { "kernelspec": { - "display_name": "py_env_book", + "display_name": "deeptrack_old", "language": "python", "name": "python3" }, @@ -814,7 +666,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.15" + "version": "3.12.8" } }, "nbformat": 4, From e9a9d979bde02a14e8b34a4d0381d7cfda2d5bf6 Mon Sep 17 00:00:00 2001 From: Carlo Date: Wed, 4 Feb 2026 14:34:21 +0100 Subject: [PATCH 3/3] Update cell_counting.ipynb --- .../ec05_B_cell_counting/cell_counting.ipynb | 304 +++++++++++++++--- 1 file changed, 253 insertions(+), 51 deletions(-) diff --git a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb index ef1eeff1d..42212f362 100644 --- a/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb +++ b/Ch05_UNet/ec05_B_cell_counting/cell_counting.ipynb @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -69,9 +69,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:pint.util:Redefining '[magnetic_flux]' ()\n" + ] + } + ], "source": [ "import os\n", "import deeptrack as dt\n", @@ -94,9 +102,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "200\n" + ] + } + ], "source": [ "print(len(sources))" ] @@ -112,9 +128,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/cmanzo/Documents/GitHub/Environments/deeptrack_old/lib/python3.12/site-packages/tqdm/auto.py:21: 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 deeplay as dl\n", "import numpy as np\n", @@ -140,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -160,9 +185,28 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/rf/xh_185_x0sl5vv3vjbwyt0r40000gn/T/ipykernel_15768/1841692088.py:11: DeprecationWarning: __array__ implementation doesn't accept a copy keyword, so passing copy=False failed. __array__ must implement 'dtype' and 'copy' keyword arguments. To learn more, see the migration guide https://numpy.org/devdocs/numpy_2_0_migration_guide.html#adapting-to-changes-in-the-copy-keyword\n", + " axs[2].hist(np.array(image).flatten(), bins=200, range=(0, 1))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -203,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -221,9 +265,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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YYvqHIVmSJEnaezs+D6v0ySlIMcsypl2XRS366bHcklvZv481yzGFO/r0FL/4nswOZb8h+vK1dOyrYVlN+4bq1Ck3IBpKVJIbC78RgKvrGVDdNCDWKMfOeDH9mqDM6BYV5VmzZuVRKJ6LxmVVWZIkSWoa27dvz+GWPne5XpnQGyfdlKfclFPr+drY7Tq+JpZSfvjhhzkoU1mmr08GqJV+vGFZ+2UqdllBLkecaCAxyhTTNWJNQ2isolzuds20DIIyo1DvvvtuXqNMaC4bV600MEmSJKktVZfXrVuXgy8VYJZCcqIR65kpmLGhL7cyLEfRjL46fXpCMqGbryUg06fne8VeQ7U0O9SwrCbBG5oGwZucEaJoDDHiFLteV7eeL89Vju9TTtEug3KMPtGoOD+ZESimX/NYYxt51UojkyRJklq7HZ/3remr0zdfsGBBXv7IPSfhRHWZjX2ZZVr27+PcZL6OjbwiMPM5/f6ymlxLDMtqMhF0o/LLRl9xcHkZkgm25ZFRZUMqXxNTr2lEMXJFBZkGyXQN/huE6Zi2XT1qSpIkSVLT9vfjnv46fX8KW/TTqSZTVSY0MxUbsSSTfj3hmL57HB9VVpFrtR9vWFaTirDMOuIIymWVOM5aLsNyNIjq8VAE5djxmm3kCcjc8/2rU66tJkuSJEnNN6N0R3EcFH19HmPJJJXj6lFgURTbVb+9lkJyMCyrycQbnKBLWKaREHxpNKxj4Aw2gjI3pmbE9OvqZl68PjbxYmoH6xgYrYr1EdEoy/+mJEmSpOax4/M+eFn4Kgtgu/qaL3uslhiWtd/OYaMSTODt379//TqGcqc8wnJUk2Ona8IwATkqynw9UzsI0TubqtEaGpokSZLU1uyo9MHL8LwnX1erDMvaL9MyCLasNabKHAv/qSYTlGOnvKg8x7pkPqa6XF3oX65HNiRLkiRJtWlHKwnBu8uwrP26jiFCL0E4jpVirXLsjF2udSinVu/OOuS21hglSZIk1Q7DspplHQOBmI9jbXJji/539fmXPS5JkiRJTcmwrGZf/F8+vrtfL0mSJEnNybCsZlGG3mpV+cteL0mSJEnNzbCsZmcQliRJklTrOrT0DyBJkiRJUq0xLEuSJEmSVGFYliRJkiSpwrAsSZIkSVKFYVmSJEmSpArDsiRJkiRJFYZlSZIkSZIqDMuSJEmSJFUYliVJkiRJqjAsS5IkSZJUYViWJEmSJKnCsCxJkiRJUoVhWZIkSZKkCsOyJEmSJEkVhmVJkiRJkioMy5IkSZIkVRiWJUmSJEmqMCxLkiRJklRhWJYkSZIkqcKwLEmSJElShWFZkiRJkqSKTtUHJElSy6irq/vS1+zYsaNZfhZJkto7w7IkSTUUlHcVmAnK8byhWZKk/cuwLElSC4rw27Fjx3zr2rVrvsdnn32Wtm3blm/bt2/PN0JyGZqD4VmSpKZlWJYkqYUQeLl16tQpHXjggal///751rlz5/qw/Omnn6b169enDRs2pI0bN6YtW7bkxwnOZUjm+xiYJUlqOoZlSTUx5bTs6FfvpbaMoHzQQQelI444It/37ds3V5fL6dZbt27NgXn58uVp9erV+Z7gTJBurNps25Ekad8ZliU1m3LaaIcOHfLnMfW0S5cu+XFCAQGAaaew06+2ivc/7aBHjx5p5MiRafjw4Wnw4MGpV69euT3wHG0jBpI+/vjjdNhhh+WwvGTJkjR//vz60Ey7KSvNVpklSdp3hmVJzaKsIBMCmGZKSBg4cGAOBz179szPM9V01apVacWKFemTTz7JjxmY1VbRFph+3a9fv3zjY6rK3bp1y/cHHHBArjzTBph+TZugzRx88ME5XC9cuDAtWLAgLV68OIfmmJ5tlVmSpH1nWJbUbCE51mZ27949V9AOPfTQPO2UsExooJpM9YygTGVt0aJFBma1aVSOef8zcEQwZhCJe4IzA0i0g3KzLyrItBGeZ23zoEGD0tChQ9O8efPSO++8Uz/IFJuBwSqzJEl7x7AsqVmryXTwWZs5YsSI+qBMBQ1Mv/7oo49yVQ2EgmXLluWQILVFVIAZJCIU874nGHNPu2BQicGlaEdRaSZE01ZY28yN4DxgwIDcnt5+++30wQcfpE2bNjXYBMzALEnSnjMsS9rvQZkAQCefavKJJ56Y12cSmnv37p0DQEwzJQBs3rw5B2sqaCtXrkxr1651/bLaLIJy7HBNsKW9MKhEm6DdxNr+GHCK0MtrCdVUpCNYE6K50a6oMrOcgXZUbv7lkgZJknafYVnSfgvKsUERHXo2JjrmmGPyPWsu+/Tpkzv4BANeT2igY8/rqYgRmqmYxfN28tUW8b4mLK9bty7PpKBdlOG2XL4QIZrPCcu0EwabqErHOueoSvN9ZsyYkTcCi82/DMySJO0Zw7Kk/Tr1mqB87LHHplGjRqVhw4blqaJ05HmcDn65HjM29KLKRpCO58tdtKW2JHa5ZldrliYwnbo8Dgq0AdpCrGuO9f28jjZDWCZIc8/z3AjNcVYzgZk2Ff89B58kSdo9hmVJ+23qNR12NvH66le/mg4//PD6oMxU0ejM0/EnGNDx52NCc1TIomImtUURhnnvL126NN9id3jCLaE3BotoC4RlbjzG18YAE20kqs7ccyuPnKJdsVke39MZGpIk7T7DsqT9tpkXx9uccMIJeY0yHzOtmiBACKCDz+tAlSwCAB366PzHGk2pLWOwaP369fkYqEMOOSSvOWaDLoJxVIejXRGIYyp2BOOoLJdrnBHTueO/wfFSMSXb6rJauy+7NjgwJKkp/H9PdTdNnjw5nXLKKbmzS4XoggsuSHPnzm3wGka5r7766rx5D9Wj8ePH5+llJc6EPP/88/M0S77P9ddf7263UhtQrq+kQsbU6+OOOy4HAD6Pc2SjuhzTSqOKXN3YiM4OnXupLYv3OdVfAjOb2nHeOOv2qTrHlGteEzvDx+wN2g3XUgI2O2PTrvicNhbHSrEMgtkdfF7uru1AlFrzdab6+c4el6Rmqyy/8MILOQgTmLlg//SnP03nnHNOPqqCTi+uu+669Le//S09/vjj+WJ9zTXXpAsvvDD95z//yc9z0Scosyvuyy+/nKed/eAHP8id5F/96lf79MtIahll55vOOG2foExVmc466zAJyWVVOaaJxtmxVLu4r+74a3VAbVmsIY7q8pw5c+rPXY51+7QpZlxwrFp8HhvfRZuLj/k+XGe58X1oXwRt7vn+rI9es2ZNft62pdaiOsDzZUG4nFVRfVyS9ltYnjJlSoPPH3744VwZnj59ejrrrLPyhfhPf/pTevTRR9PXv/71/JqHHnooj2q/8sor6fTTT0///Oc/c7j+17/+lUe5R48enX7xi1+kG264If3sZz/Lo+SSWu/0a6rEbFREuycoU1EmKFP5IgDEWuWYdk1HH7FmOXbGjkpanBMrtXW859mMi8DMgFPscB3tJUJybIoXgRlRZaaNRTim7VBppv0Rto866qi88zaBmaq1m32p1pWBmOtDnLAQSxCqITqOIOT9z3WENhDXkGpQNjhL2u9rlgnHYGolCM38IzV27Nj613BUzPDhw9O0adNyWOaec1YJymHcuHHpqquuSrNmzcpTxaq4yMdOnmB6mqTaUa6nZNYIVWU29mIwjX8fCMqxqVdUlWOadUwnLSvKdHSooq1evbr+nFipLYv3OEuZ5s2bl9tLLEsoz1qOG69nlkas7S93zeZxvg9thzZH8CYgDxkyJIdk2hXLoWxbak1HEDIYxGwJBn8YhGXZQbmsAARj1vvzHi+PZIuB15it5ECRpP0elvkH59prr01nnHFGnmqJZcuW5X/M+AesRDDmuXhNGZTj+XhuZ2ulb7/99r39USU1U1WZUHz00UfnDb2iohxTSiMol53/2Ggovk+cHcugG2GZATk+ltqysuNOG6CTzwysqKRF+6q2FSpnEZhjpkZs/BXtLHalpx0SlLneMoC9atWq3LYciFKtB2X6leyDw/uW929sFMkyhepGkFFZ5vpBO+J9vnLlyrzkj+DM4/G+d6M7Sfs1LLN2eebMmemll15K+9tNN92UJk2a1KCyzHmtklpedOAJwoTk448/vn7n66goxzrlsmMTnfTotJRBmUoAHRvauuuW1d4CMyGY9z/X2OpryrZCtSzWNlePYSuXLxCceQ03BrO5frKRWGwgFt9bqiW8n3nPspyHoweZGVEdgC2PSUO0H9oGsyt4j3MdodLMbvDz58/PhRmuMbFUwZ3hJTV5WGbTrmeeeSa9+OKL+R+xwPRL/oHiIl9Wl9kNm+fiNa+99lqD7xe7Zcdrquhke9aqVFvKqW90VmjzRxxxRIOgHB0aKgNlRbn8+ggAEZTp4FARoEMTYVlqj4GZmRUsT4ppoxECCAwMQpWDS7Sx8vg12hGvL6tzcW45G+6xQz3XXr6HQVm1JGZS8F5lYIflfPQ1qS6zpCAGiKphuZydEXteRGDmPc+yIAL3Bx98kG8xu2Jna5olaY/DMv+QTJw4MT3xxBPp+eefz1Wk0kknnZT/4Zo6dWo+MgocLcXaqDFjxuTPuf/lL3+ZVqxYkf/hwrPPPps71hwxI6n1Tb+mE05nhnXK1aBcrShHhyY6NXToo9MfO/4y4EZHPtZU7mxnU6ktB2baBW2BwEw7IRTTPggA0c5oN+VgFGI37AjLiF2zCRbM9GCZREzNdkBKtST2seA9ymaRDOzQXyyryuVspeqeF9F2IjDTbvi6uBG4GdydMWNG7oty3TEwS2qSsMzUa3a6fuqpp/I/OLHGmH94+IeL+8svvzxPmY4LOeGagMzmXuCoKULxJZdcku688878PW6++eb8va0eS61LhGU6HkyTYz1ZnPXaWGemVK0o02GhU8PmLIz4cyurXk6VU3sOzHTsuedGWCY0U2mjvZXrlmPjvPg+1cGmWDLBNZyvJSzE4w5IqaXFgCoDrQzAUgmmP0n/kj4lt6gql8eoVdctl9VlXk8bKW/x9bQrzjenTRmYJe1zWH7ggQfy/de+9rUGj3M81KWXXpo//u1vf5v/0aKyTOeXna7vv//++tdyMWcKN7tfE6IZIZwwYUL6+c9/vic/iqQa6dRQ1WKqHJuvlBuv0BGJqaFlJbqsKlcrygTltWvX5rVlTMUuK1525NUexfRrKsBMHY01mEceeWRuL7QTggQDVOXgVHUNZ7Sz2AOA6zTXX8KGG32plvDeJRTH7AfepzH1uhp2Y1ZFedZ4GZbjfR9LELiPY6di2QK3CMzuki1pn6dhfxn+AbvvvvvybWeYqvn3v/99T/7Tkmr03Es6NSzJYJpcrCejM1Ndp9zYpl6xSVGc+0rVjHNmP/zww/yY06/VXlVnVNBe6MwzkERYZuYFszmovrEekypxBIoIBXFmeQxGxaZGsaa5/P5SrYglA7FfTbyfy/tyiU/1iDXEEh/CcjwfyxDK0xjiTGbaQ7n0R5Ka5JxlSe1XrCujmszmfATlmB4Xo/e7mn5d3YCFzYwIAO+//34+6oOOThmupfaoWumiY09bmT17du7cs56TWR1MV2VaNpU42iA32l6E5WhvEZxpc2vWrMmPxX9HqhUxwBrHn0XYrd6qleJYhhAzKsqAHNei6mBtHDXFYBIzm2Ktv21CEgzLkva6M8PIPkGZjVfKTVeig1JWocvgW04LjfMwY/o1VWUe88go6X9tp1zCwI2OPXt+RLuhwsyNGR6xwR7tEHHcFMGAqdusU2ZAirBcbgIm1YpqUC3Dc9y4xkSQjupxvC4qy9WjCqvHFHIN4kbbYfCJ9uG1R1LJsCxpj0WnhUoym3rROS+nXlenu4VyNL9cp0yljM47azLpyJcbezm6L31xWnZZPWN2BsGXs5MZuKJNMuODwFzO7IiqdMzg4GODgWpNWfmNs5DjfVpeD6oBupzJ1FglmRvXKL5nTOXmGkY7YRkDszRYBhSzLSQJhmVJeyw6KEz7ZBMWOhuxfqy6diw6K9WKcux8HZ13jpijA8/jduClnQeJcvOustJMu2LQibZEm2QQK85XBu0vdtSm7ZVLHaRawXuSdfmrV6/OywtiqjQhN45EayxAV4N0BOioMFcr0eX6ZwZ7aS+E5hhEqn5PSe2TYVnSXqHTQcci1kiWu/DuSVCmQ8ROpDNnzszTSq0qS7tWDQXVSjPtjPZFcI6QEF/Hc4Zk1TLep8yWYFCHJTpxtjg3rjWxyzXXHK4XhF/u47pTVpSrYTcGcqvhmeBMlZnrWXWfDUntm2FZ0m6LIBznYBKWuS/XKJcd9xidjyl11aDM1NGlS5emuXPnpnnz5tWfdelovrR7GjuHPO5jPXJZia5+nVSLMye4XjCIyhp8lhRwNFpsXBdHEpbLfeJry5lNUX0uK9HVinF1HbRBWVKVYVnSHouwzPpI7svKVbl5SgRfOitxRFRZUaaS/N5776W33norVxHcAVtqmmpzY48bkNUaxHWEqjKDqFxn4tioCMoRcuP11d2vyyPX4noUU7gjPDcWoiWpyrAsaa/QISnXKJdTQGODlHi83PmatWhUlNl5dP78+fVH4JTh2k69tPeq7cf2pNaG9ywhl5lHc+bMqQ/Lcb0JEXp5bTxfneUUa525LsUtpnLHrQzRklQyLEvaKzHVrZzuFjtdxzS6eI7OSFSVqSCz4zVB+Y033shhmedcRylJiqnYXDu4NlBdLvfDKHfKjrDLdac8trCxM5Vj0DbWP3Pj+8c9Z4/HxneSFAzLkvYYHZZyh92yokxHhc4J91FtLqvKsfP1jBkzcsWAqXYGZUlSKYIu1w6OFYwqclSH44xkNuZiN+s4kaE8tjC+R1SfIyxHOObGNYilQQzicn2K65EzMiQZliXttXItcnRaCNB0UKIKECGajgkdkrVr1+Z1yu+++26aNWtW/tzdryVJ1etL4DpCxZf9LbjeEHYJ0AMGDMibTLL5F0elxeZf1eML41pVhmW+nmsSM50IyGwmRgWb/44hWVLJyrKkvT7aIzouhGFG9emg0CGJqnJMeyuDMmcpv/nmm3kUn+cdwZck7ep6Q9iNKdnMUBo5cmS+sVt2HGFIhTnWNjc2Fbs8upCKcpzlvHjx4ly55qi1GLw1MEsKhmVJu608moZORXQ6GKVn+huP0xmJdWWEaZ5n9H7JkiW5oszUaz7mdeUxUXZOJEnVa045nZrrBgOtDMCy+dewYcPS4MGDU//+/VOfPn3qp2Q3thEY1ywGd2PqdVyXCMoM5Hp0oaTGGJYl7TE6LgRlpq8NHDgwd1DAyD2dlPiY17AWjN2uOUuZzbxi6rVBWZK0O9ebcnfr2L2a6wshl5BMWB40aFA+k5nPyyMN43tEWCYkx9GFEbyr1yRJCoZlSXu96Qqj8nRM6JRQRSY0xwZfEZR5DVPn2P263MzLirIkaXevOyirzOUGkoRfrjFMw2ZKNtelGLgNfA1hmUFeqst8XRwX5dRrSTtjWJa0VxiJZ2Q+dsUmPNNRiWOjCMo8TweGjgxhutz12hF8SdKeKK8b5RFTsZlkLPthHXJjXxtBuzqzyeuRpJ0xLEvaY9GxoHpMGKaDcuCBB+YR/eiwEJbXrFnTYG2yQVmStK+q4basPBOcYyfsxl6zs6+VpMYYliXtlRihJzAz1Zq1X2zyFRupNDa9zU6JJKmplNeUmKK9O9car0WSdpdhWdJeiyBcrh0rn2vsY0mSmprXGUn7g2FZ0j6LwFxOfbPjIkmSpNbMsCypyRiQJUmS1Fb878R2SZIkSZKUGZYlSZIkSaowLEuSJEmSVGFYliRJkiSpwrAsSZIkSVJbCMvuuCvfe5IkSZL2p1Z5dNTq1atb+kdQO7Vx48bUp0+fFvvvO1Ck9sj3vdob3/Nqj3zfqxa1yrDcr1+/fL9gwYIWDS7NbcOGDWnYsGFp4cKFqXfv3qk9qJXfmX/ACcpDhgxpsZ9BkiRJUvNplWG5Q4f/nz1OUG4vobHE79zefu9a+J3b08CMJEmS1N61yjXLkiRJkiTtT4ZlSZIkSZLaQlju2rVruu222/J9e9Ief+/2+DtLkiRJanl1O9x6TpIkSZKk1l9ZliRJkiRpfzIsS5IkSZJUYViWJEmSJKnCsCxJkiRJUlsIy/fdd18aMWJE6tatWzrttNPSa6+9llqrF198MX37299OQ4YMSXV1denJJ59s8Dz7r916663p4IMPTgcccEAaO3Zsevfddxu8Zs2aNeniiy9OvXv3Tn379k2XX3552rRpU6pVkydPTqecckrq1atXOuigg9IFF1yQ5s6d2+A1n3zySbr66qtT//79U8+ePdP48ePT8uXLG7xmwYIF6fzzz0/du3fP3+f6669Pn332WTP/NpIkSZLaolYXlh977LE0adKkfJzQG2+8kUaNGpXGjRuXVqxYkVqjzZs359+BAYDG3Hnnnemee+5JDz74YHr11VdTjx498u9LmAwE5VmzZqVnn302PfPMMzmAX3nllalWvfDCCzkIv/LKK/ln/vTTT9M555yT/xbhuuuuS08//XR6/PHH8+uXLFmSLrzwwvrnt23bloPy1q1b08svv5weeeSR9PDDD+eBBUmSJElqd0dHUUmmKnnvvffmz7dv356GDRuWJk6cmG688cbUmlFZfuKJJ3KlFfyvoeL8ox/9KP34xz/Oj61fvz4NGjQoB8OLLroozZ49Ox133HHp9ddfTyeffHJ+zZQpU9J5552XFi1alL++1q1cuTJXhgnFZ511Vv4dBw4cmB599NH0ve99L79mzpw56dhjj03Tpk1Lp59+evrHP/6RvvWtb+UQzd8DDCjccMMN+ft16dKlhX8rSZIkSa1Zq6osU0WcPn16noocOnTokD8nRLU18+bNS8uWLWvw+/bp0ycPGMTvyz1TryMog9fzd6ES3RoQjtGvX798z/9jqs3l733MMcek4cOHN/i9TzzxxPqgDCruGzZsyFV2SZIkSWo3YXnVqlV5+m0ZkMDnhMq2Jn6nXf2+3FOVLXXq1CkHz9bwN2FmwLXXXpvOOOOMdMIJJ+TH+LmpDDMIsKvfu7G/SzwnSZIkSfui0z59tbSPWLs8c+bM9NJLL/m3lCRJklQzWlVlecCAAaljx45f2BWZzwcPHpzamviddvX7cl/d3Iwdodkhu9b/Jtdcc03ekOzf//53Gjp0aP3j/NxMuV+3bt0uf+/G/i7xnCRJkiS1m7DM1NyTTjopTZ06tcE0Xj4fM2ZMamtGjhyZg1/5+7Iml7XI8ftyT6hknW947rnn8t+Ftc21iI3LCMpsZsbPyu9Z4v9x586dG/zeHC3FUVHl7/3WW281GChgZ22Oz2LDM0mSJElqV9OwOTZqwoQJeUOrU089Nd199935yKHLLrsstUach/zee+812NTrzTffzGuO2dCK9bx33HFHOvLII3OovOWWW/IO17FjNjtEn3vuuemKK67Iu0GzMRZBlJ2ya3UnbKZes9P1U089lc9ajjXGbF7GWdLcc1Y0/6/5OxCA2e2cgMxO2OCoKULxJZdcko/X4nvcfPPN+Xt37dq1hX9DSZIkSa1dqzs6Chwbddddd+WANHr06HwOca1WUb/M888/n84+++wvPM6AAMdD8b+HM6X/8Ic/5ArymWeeme6///501FFH1b+WKdcEZM4lZhfs8ePH579Jz549U60ekdWYhx56KF166aX5Y86R5sisv/71r2nLli15p2t+73KK9fz589NVV12V/4acP83f7Ne//nXe4EySJEmS2l1YliRJkiRpf2pVa5YlSZIkSWoOhmVJkiRJkioMy5IkSZIkVRiWJUmSJEmqMCxLkiRJklRhWJYkSZIkqcKwLEmSJElShWFZkiRJkqQKw7IkSZIkSRWGZUmSJEmSKgzLkiRJkiRVGJYlSZIkSUoN/R/MY5B7OJiUIAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -257,9 +312,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -299,9 +365,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -356,9 +433,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "ellipse = dt.Ellipsoid(\n", " radius = random_ellipse_axes,\n", @@ -421,7 +509,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -451,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -469,9 +557,28 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/rf/xh_185_x0sl5vv3vjbwyt0r40000gn/T/ipykernel_15768/2940942661.py:12: DeprecationWarning: __array__ implementation doesn't accept a copy keyword, so passing copy=False failed. __array__ must implement 'dtype' and 'copy' keyword arguments. To learn more, see the migration guide https://numpy.org/devdocs/numpy_2_0_migration_guide.html#adapting-to-changes-in-the-copy-keyword\n", + " axs[2].hist(np.array(sim_im).flatten(), bins=200, range=(0, 1))\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "sim_im, sim_mask = train_dataset[np.random.choice(len(train_dataset))]\n", "\n", @@ -506,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -522,7 +629,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -540,22 +647,95 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/cmanzo/Documents/GitHub/Environments/deeptrack_old/lib/python3.12/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:76: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n", + "/Users/cmanzo/Documents/GitHub/Environments/deeptrack_old/lib/python3.12/site-packages/lightning/pytorch/trainer/configuration_validator.py:70: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n" + ] + }, + { + "data": { + "text/html": [ + "
┏━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━┓\n",
+       "┃    Name           Type               Params  Mode   FLOPs ┃\n",
+       "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n",
+       "│ 0 │ loss          │ BCEWithLogitsLoss │      0 │ train │     0 │\n",
+       "│ 1 │ train_metrics │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 2 │ val_metrics   │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 3 │ test_metrics  │ MetricCollection  │      0 │ train │     0 │\n",
+       "│ 4 │ model         │ UNet2d            │  128 K │ train │     0 │\n",
+       "│ 5 │ optimizer     │ Adam              │      0 │ train │     0 │\n",
+       "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n",
+       "
\n" + ], + "text/plain": [ + "┏━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━┳━━━━━━━┓\n", + "┃\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mName \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mType \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mParams\u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mMode \u001b[0m\u001b[1;35m \u001b[0m┃\u001b[1;35m \u001b[0m\u001b[1;35mFLOPs\u001b[0m\u001b[1;35m \u001b[0m┃\n", + "┡━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━╇━━━━━━━┩\n", + "│\u001b[2m \u001b[0m\u001b[2m0\u001b[0m\u001b[2m \u001b[0m│ loss │ BCEWithLogitsLoss │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m1\u001b[0m\u001b[2m \u001b[0m│ train_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m2\u001b[0m\u001b[2m \u001b[0m│ val_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m3\u001b[0m\u001b[2m \u001b[0m│ test_metrics │ MetricCollection │ 0 │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m4\u001b[0m\u001b[2m \u001b[0m│ model │ UNet2d │ 128 K │ train │ 0 │\n", + "│\u001b[2m \u001b[0m\u001b[2m5\u001b[0m\u001b[2m \u001b[0m│ optimizer │ Adam │ 0 │ train │ 0 │\n", + "└───┴───────────────┴───────────────────┴────────┴───────┴───────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
Trainable params: 128 K                                                                                            \n",
+       "Non-trainable params: 0                                                                                            \n",
+       "Total params: 128 K                                                                                                \n",
+       "Total estimated model params size (MB): 0                                                                          \n",
+       "Modules in train mode: 42                                                                                          \n",
+       "Modules in eval mode: 0                                                                                            \n",
+       "Total FLOPs: 0                                                                                                     \n",
+       "
\n" + ], + "text/plain": [ + "\u001b[1mTrainable params\u001b[0m: 128 K \n", + "\u001b[1mNon-trainable params\u001b[0m: 0 \n", + "\u001b[1mTotal params\u001b[0m: 128 K \n", + "\u001b[1mTotal estimated model params size (MB)\u001b[0m: 0 \n", + "\u001b[1mModules in train mode\u001b[0m: 42 \n", + "\u001b[1mModules in eval mode\u001b[0m: 0 \n", + "\u001b[1mTotal FLOPs\u001b[0m: 0 \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/cmanzo/Documents/GitHub/Environments/deeptrack_old/lib/python3.12/site-packages/lightning/pytorch/utilities/_pytree.py:21: `isinstance(treespec, LeafSpec)` is deprecated, use `isinstance(treespec, TreeSpec) and treespec.is_leaf()` instead.\n", + "/Users/cmanzo/Documents/GitHub/Environments/deeptrack_old/lib/python3.12/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:434: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=13` in the `DataLoader` to improve performance.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 199: 100%|██████████| 80/80 [00:41<00:00, 1.94it/s, v_num=18, train_loss_step=0.00682, train_loss_epoch=0.008] \n" + ] + } + ], "source": [ "train_loader = dl.DataLoader(train_dataset, batch_size=8, shuffle=True)\n", "unet_trainer = dl.Trainer(max_epochs=200, accelerator=\"auto\")\n", "unet_trainer.fit(unet_reg, train_loader)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "metadata": {}, @@ -572,7 +752,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -603,9 +783,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 19, + "metadata": {}, + "outputs": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "i = np.random.choice(len(images))\n", "\n", @@ -635,9 +826,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(8, 8))\n", "plt.scatter(true_count, pred_count, alpha=0.75)\n",