{ "cells": [ { "cell_type": "markdown", "id": "f33a8c3e-d83d-4006-a18e-ab443411324d", "metadata": {}, "source": [ "# Example: run MultiSolSegment and validate\n", "This examples hows how to download the weights for MultiSolSegment, run it on an image to segment crack, dark and busbar masks. Then use pvimage to look at crack count and parameters" ] }, { "cell_type": "code", "execution_count": 1, "id": "0a57d1bb", "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import torch\n", "from torch.utils.data import DataLoader\n", "\n", "from pvcracks.utils import viz_functions, train_functions\n", "\n", "import requests\n", "\n", "from pvimage import features" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bdb0e66", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "warnings.filterwarnings(\"ignore\", category=RuntimeWarning)\n", "warnings.simplefilter(action=\"ignore\", category=pd.errors.SettingWithCopyWarning)" ] }, { "cell_type": "markdown", "id": "9d112b7a", "metadata": {}, "source": [ "## Step 1: Download Model\n", "\n", "DOI - https://doi.org/10.21948/2997859 \n", "Direct Link - https://datahub.duramat.org/dataset/24d7ed98-956e-4ebc-bf21-6584ecec2ff1/resource/e6d5dee2-0aef-439e-978c-d8c572e7039e/download/model.pt" ] }, { "cell_type": "code", "execution_count": 4, "id": "68b0f4c9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Weights already downloaded.\n" ] } ], "source": [ "weight_path = \"multisolsegment.pt\"\n", "\n", "if os.path.exists(weight_path):\n", " print(\"Weights already downloaded.\")\n", "else:\n", " response = requests.get(\n", " \"https://datahub.duramat.org/dataset/24d7ed98-956e-4ebc-bf21-6584ecec2ff1/resource/e6d5dee2-0aef-439e-978c-d8c572e7039e/download/model.pt\"\n", " )\n", " with open(weight_path, \"wb\") as f:\n", " f.write(response.content)" ] }, { "cell_type": "markdown", "id": "07d112d7", "metadata": {}, "source": [ "## Step 2: Download and Load Images\n", "\n", "DOI - https://doi.org/10.21948/2587738 \n", "Direct Link - https://datahub.duramat.org/dataset/5e7587ad-6ad1-4d6f-8432-70940a6d7ca1/resource/8f12be45-b929-4f5c-9400-84dde27b0e90/download/labeledelcells.zip" ] }, { "cell_type": "code", "execution_count": null, "id": "c4822936-338a-4bf4-be0c-7bed481a44ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Images already downloaded.\n" ] } ], "source": [ "from zipfile import ZipFile\n", "from io import BytesIO\n", "import os\n", "\n", "url = (\n", " \"https://datahub.duramat.org/\"\n", " \"dataset/5e7587ad-6ad1-4d6f-8432-70940a6d7ca1/\"\n", " \"resource/8f12be45-b929-4f5c-9400-84dde27b0e90/\"\n", " \"download/labeledelcells.zip\"\n", ")\n", "\n", "out_dir = os.path.expanduser(\"labeled_image_data\")\n", "if os.path.exists(out_dir):\n", " print(\"Images already downloaded.\")\n", "else:\n", " os.makedirs(out_dir, exist_ok=True)\n", "\n", " resp = requests.get(url)\n", " resp.raise_for_status()\n", "\n", " with ZipFile(BytesIO(resp.content)) as z:\n", " z.extractall(path=out_dir)" ] }, { "cell_type": "code", "execution_count": 6, "id": "16fd0466-ef56-4d83-9c61-8ee0edb8ec3c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'labeled_image_data'" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out_dir" ] }, { "cell_type": "markdown", "id": "ccc0e622", "metadata": {}, "source": [ "## Step 3: Set local paths" ] }, { "cell_type": "code", "execution_count": null, "id": "e0208aa8", "metadata": {}, "outputs": [], "source": [ "files_root = f\"{out_dir}/LabeledELcells/\"\n", "# files_root = \"/Users/ojas/Desktop/saj/SANDIA/pvcracks_data/Channeled_Combined_CWRU_LBNL_ASU_No_Empty/\"\n", "\n", "# if you have have already downloaded model weights, replace this with the local path\n", "# weight_path = \"/Users/ojas/Desktop/saj/SANDIA/pvcracks_data/Channeled_Combined_CWRU_LBNL_ASU_No_Empty/checkpoints/Channeled_Combined_CWRU_LBNL_ASU_No_Empty10/epoch_19/model.pt\"" ] }, { "cell_type": "markdown", "id": "c369b832", "metadata": {}, "source": [ "## Step 4: Load in everything" ] }, { "cell_type": "code", "execution_count": 8, "id": "1132c56b", "metadata": {}, "outputs": [], "source": [ "category_mapping = {0: \"dark\", 1: \"busbar\", 2: \"crack\", 3: \"non-cell\"}\n", "\n", "root = Path(files_root)\n", "img_root = root / \"img\" / \"all\"\n", "\n", "train_dataset, val_dataset = train_functions.load_dataset(root)\n", "val_loader = DataLoader(val_dataset, batch_size=1, shuffle=False)\n", "device, model = train_functions.load_device_and_model(\n", " category_mapping, existing_weight_path=weight_path\n", ")" ] }, { "cell_type": "markdown", "id": "f17a212a", "metadata": {}, "source": [ "## Step 5: Pick image and threshold\n", "\n", "Index is what image to run this model on. \n", "\n", "Threshold is what confidence % we want to code as an actual detection target, rather than just background noise." ] }, { "cell_type": "code", "execution_count": 9, "id": "6ed1058b", "metadata": {}, "outputs": [], "source": [ "category_mapping = {0: \"dark\", 1: \"busbar\", 2: \"crack\", 3: \"non-cell\"}\n", "\n", "idx = 7\n", "threshold = 0.5 # default" ] }, { "cell_type": "markdown", "id": "6b40e839", "metadata": {}, "source": [ "## Step 6: Inference and Show" ] }, { "cell_type": "code", "execution_count": null, "id": "3e30ea0f", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "viz_functions.channeled_inference_and_show(\n", " val_loader, device, model, category_mapping, idx, threshold\n", ")\n", "# plt.savefig(\"mss_model_prediction.png\", dpi=300)" ] }, { "cell_type": "markdown", "id": "8aa9394d", "metadata": {}, "source": [ "## Step 7: Investigate dark area %" ] }, { "cell_type": "code", "execution_count": 11, "id": "544a46db", "metadata": {}, "outputs": [], "source": [ "def channel_activation_percentages(mask, category_mapping):\n", " \"\"\"\n", " Calculate the percentage of pixels activated for each channel in a multi-hot mask.\n", "\n", " Args:\n", " mask: 3D array-like of shape (n_channels, height, width) containing multi-hot activations.\n", " category_mapping (dict): Mapping from channel index to class name. The iteration order\n", " defines the channel order in the mask tensor.\n", "\n", " Returns:\n", " dict: Mapping from class name to percentage (0-100) of activated pixels in that channel.\n", " \"\"\"\n", "\n", " mask_np = np.asarray(mask)\n", "\n", " if mask_np.ndim != 3:\n", " raise ValueError(\n", " f\"Expected a 3D mask of shape (channels, height, width); got {mask_np.shape}.\"\n", " )\n", "\n", " n_channels, height, width = mask_np.shape\n", " total_pixels = height * width\n", "\n", " if total_pixels == 0:\n", " raise ValueError(\"Mask must contain at least one pixel.\")\n", "\n", " percentages = {}\n", " for channel_idx, class_name in category_mapping.items():\n", " if channel_idx >= n_channels:\n", " raise ValueError(\n", " f\"Channel index {channel_idx} for class '{class_name}' is out of bounds \"\n", " f\"for mask with {n_channels} channel(s).\"\n", " )\n", " channel_activation = mask_np[channel_idx].sum()\n", " percentages[class_name] = (\n", " float(channel_activation) / float(total_pixels) * 100.0\n", " )\n", "\n", " return percentages\n", "\n", "\n", "def print_channel_activation_percentages(percentages):\n", " print(\"Predicted channel activation (% of image):\")\n", " sum = 0\n", " for _, class_name in category_mapping.items():\n", " print(f\"\\t{class_name}: {percentages[class_name]:.2f}%\")\n", " sum += percentages[class_name]\n", " print(\"\\tRemaining (solar cell): %.2f%%\\n\" % (100 - sum))" ] }, { "cell_type": "code", "execution_count": null, "id": "6d8d2387", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted channel activation (% of image):\n", "\tdark: 11.16%\n", "\tbusbar: 7.75%\n", "\tcrack: 3.05%\n", "\tnon-cell: 3.70%\n", "\tRemaining (solar cell): 74.34%\n", "\n", "Predicted channel activation (% of image):\n", "\tdark: 10.31%\n", "\tbusbar: 7.81%\n", "\tcrack: 3.08%\n", "\tnon-cell: 3.70%\n", "\tRemaining (solar cell): 75.10%\n", "\n" ] } ], "source": [ "img, mask = val_dataset.__getitem__(idx)\n", "img = img.to(device)\n", "img_path = val_dataset.get_img_path(idx)\n", "\n", "logits = model(img.unsqueeze(0)).detach().cpu()\n", "probs = torch.sigmoid(logits)\n", "pred_mask = (probs > threshold).float().squeeze(0).numpy()\n", "\n", "gt_mask = mask.cpu().numpy()\n", "\n", "gt_percentages = channel_activation_percentages(gt_mask, category_mapping)\n", "pred_percentages = channel_activation_percentages(pred_mask, category_mapping)\n", "\n", "print_channel_activation_percentages(gt_percentages)\n", "print_channel_activation_percentages(pred_percentages)" ] }, { "cell_type": "markdown", "id": "1c8cb9ee", "metadata": {}, "source": [ "## Step 8: Crack mask features with PVImage\n", "\n", "Extract predicted crack masks, compute crack statistics with PVImage, and visualize the distribution of key metrics.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "79729517", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "img, mask = val_dataset.__getitem__(idx)\n", "img = img.to(device)\n", "img_path = val_dataset.get_img_path(idx)\n", "\n", "logits = model(img.unsqueeze(0)).detach().cpu()\n", "probs = torch.sigmoid(logits)\n", "pred_mask = (probs > threshold).float().squeeze(0).numpy()\n", "\n", "fig, ax = plt.subplots()\n", "ax.imshow(pred_mask[2], cmap=\"viridis\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "6b4b1cca", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell_numberiprop.perimeterslopeprop.convex_areaprop.areaprop.orientation
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0mxy_05400332.468037-1.6939583134.01898.0-1.429506
0mxy_05402149.59798-1.927778949.0789.0-1.273929
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" ], "text/plain": [ " cell_number i prop.perimeter slope prop.convex_area prop.area \\\n", "0 mxy_0540 4 745.404112 -2.728464 13499.0 5157.0 \n", "0 mxy_0540 0 332.468037 -1.693958 3134.0 1898.0 \n", "0 mxy_0540 2 149.59798 -1.927778 949.0 789.0 \n", "\n", " prop.orientation \n", "0 -1.459944 \n", "0 -1.429506 \n", "0 -1.273929 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "crack_mask = (pred_mask[2] * 255).astype(np.uint8) # Convert [0,1] to [0,255]\n", "\n", "# Create DataFrame with image path\n", "dfinfo = pd.DataFrame()\n", "dfinfo[\"impath\"] = [str(img_path)] # Wrap in list\n", "\n", "# Run feature extraction\n", "dffeaturesreal = features.feature_extraction_crack_mask([crack_mask], dfinfo)\n", "dffeaturesreal.head()" ] }, { "cell_type": "code", "execution_count": 15, "id": "df25f52b", "metadata": {}, "outputs": [], "source": [ "def violinplt(data, palette=None, figsize=(5, 4), y_axis_log=False):\n", " import numpy as np\n", " import pandas as pd\n", " import matplotlib.pyplot as plt\n", " import seaborn as sns\n", "\n", " # Coerce to DataFrame so .mean() and column names behave\n", " if isinstance(data, pd.Series):\n", " data = data.to_frame()\n", " elif not isinstance(data, pd.DataFrame):\n", " data = pd.DataFrame(data)\n", "\n", " fig, ax = plt.subplots(figsize=figsize)\n", "\n", " # Seaborn API: no widths/showmeans/showmedians/showextrema here\n", " # Use inner=\"quartile\" to show quartiles; cut=0 to avoid extrapolation\n", " sns.violinplot(\n", " data=data,\n", " ax=ax,\n", " palette=palette,\n", " inner=\"quartile\",\n", " cut=0,\n", " linewidth=1,\n", " )\n", "\n", " # Overlay means as points\n", " means = data.mean().to_numpy()\n", " x_pos = np.arange(len(means))\n", " ax.scatter(x_pos, means, zorder=3)\n", "\n", " # Prepare mean labels\n", " nobs = [f\"{m:.2f}\" for m in means]\n", "\n", " # Place mean labels slightly above the point\n", " y_offset = 0.03 * (\n", " np.nanmax(means) - np.nanmin(means) if np.all(np.isfinite(means)) else 1.0\n", " )\n", " if len(x_pos) > 3:\n", " for i in x_pos:\n", " t = ax.text(\n", " i,\n", " means[i] + y_offset,\n", " nobs[i],\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=10,\n", " color=\"black\",\n", " weight=\"semibold\",\n", " )\n", " # subtle white box for readability\n", " t.set_bbox(\n", " dict(\n", " facecolor=\"white\",\n", " alpha=0.5,\n", " edgecolor=\"none\",\n", " boxstyle=\"round,pad=0.15\",\n", " )\n", " )\n", " # Rotate tick labels cleanly\n", " plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\")\n", " else:\n", " for i in x_pos:\n", " ax.text(\n", " i,\n", " means[i] + y_offset,\n", " nobs[i],\n", " ha=\"center\",\n", " va=\"bottom\",\n", " fontsize=12,\n", " color=\"black\",\n", " weight=\"semibold\",\n", " )\n", "\n", " ax.set_ylabel(\"Value\")\n", " ax.set_xlabel(\"\")\n", " if y_axis_log:\n", " ax.set_yscale(\"log\")\n", " ax.margins(x=0.05)\n", " fig.tight_layout()\n", " return fig" ] }, { "cell_type": "code", "execution_count": 16, "id": "6de3f96d", "metadata": {}, "outputs": [], "source": [ "dffeaturesreal[\"count_features\"] = dffeaturesreal.groupby(\"cell_number\")[\n", " \"cell_number\"\n", "].transform(\"count\")\n", "dffeaturesrealcount = dffeaturesreal.sort_values(by=\"cell_number\").drop_duplicates(\n", " \"cell_number\", keep=\"first\"\n", ")" ] }, { "cell_type": "code", "execution_count": 17, "id": "9a6e9e89", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Original
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" ], "text/plain": [ " Original\n", "0 3" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dffeaturesrealcount.reset_index(drop=True, inplace=True)\n", "\n", "featurescounted = pd.concat(\n", " [dffeaturesrealcount[\"count_features\"]], axis=1, ignore_index=True\n", ")\n", "featurescounted.columns = [\"Original\"]\n", "featurescounted.head()" ] }, { "cell_type": "code", "execution_count": 18, "id": "ab4e8b2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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yyy9blmVZ7777rmdZ//79PWO//fZbz1F2UFCQdfbsWd/sHGAInx5R/+Uvf9HWrVuVkJCgsrIyPfDAA4qNjdXRo0c1d+7cevsDAkDDqqysVFFRkZ5//nnPsunTp192nUOHDnnOK4eHhysmJsbzWpcuXTz/zsvLkyTt2LGj2tdDQ0PVoUMHSRePuj/66KNr2BPg+lLnq75bt26tgoICZWVl6aOPPlJlZaXGjRunBx980OviMgA/Hr179/aKaKNGjfTss896PpKuyfHjxz3/btKkiddrDoejyri6jgdwFaGWpLCwMD3yyCN65JFH6ns+AAxw/vx5TZ8+XRUVFfr9739fq3WsH1whfulzm812zeOBG1WdQ718+fLLvv7www9f9WQA+EdeXp4uXLggp9OpxYsX609/+pMkadasWfrNb36jFi1aVLtey5YtPf8+e/as12sul6vKuLqOB3AVoZ4yZYrX84qKCn3zzTcKDg7WTTfdRKiBH6nAwEDdeuut+uMf/6jnn39eLpdLFRUV+vLLL2sMddu2bRUREaETJ06otLRUX331lec89d69ez3jevXqJeniR+zf+/jjjz3/Lisr0+effy5JCgoK0h133FHv+wf8WNX5YrIzZ854PUpLS7V//37deeedysrK8sUcAfjI1KlTtXr1ah0+fFjfffednE6n5syZ4zm6DQwMVFxcnCRp7Nixstlsstls2rJli2cbl54C+/3vf69Tp05p06ZNWrVqlSTJbrcrJSVFkjRw4EBFR0dLkrZt26asrCydOXNGM2bMUFlZmaSLt3jZ7Xaf7zvwo1Ffl5rv3LnTio+Pr6/N+RW3Z+FGERMTc9kvPJk1a5Zn7JgxYzzLN2/e7Fle6nZZ3W/vUC9feBIXF8cXnuCG4NPbs2oSGBioY8eO1WmdjIwMde3aVXa7XXa7XUlJSVq3bt1l19m6dat++tOfKjQ0VG3btq32u8VXr16thIQEhYSEKCEhQWvWrKnTvIAbxaRJk9S/f3+1atVKwcHBCg4OVnR0tO655x69++67evrppy+/gX1rdfNrvbR1uFMz+warQ7MABQfa1MR+s4YMGaLNmzfr17/+tdcqAwYMUF5enu677z7dcsstCgoKUkxMjCZPnqwdO3Zwfhr4AZtl1fLLfP/P2rVrvZ5blqXi4mK99NJLio6OvmJoL/XOO+8oMDBQ7du3lyQtW7ZM8+bN0+7du3X77bdXGX/o0CF17txZ48eP18SJE/X+++/rscceU1ZWlu677z5JUm5urvr27aunn35a99xzj9asWaM//vGP2r59u+c82ZW43W45HA65XC4+ggNqsm+t9ObDungwfKn/u2J71HIp4d8aelbAj0JdOlPnUAcEeB+E22w2tWjRQgMGDNBzzz2nVq1a1X3Gl2jWrJnmzZuncePGVXntD3/4g9auXatPP/3Us2zSpEnas2ePcnNzJUkpKSlyu91efzAMGTJETZs2rfU5dEINXEHlBemFzpK7pk/RbJK9tTR1rxQQ2KBTA34M6tKZOl/1XVlZedUTu5wLFy5o1apVOnfunJKSkqodk5ubq0GDBnktGzx4sBYvXqyKigoFBQUpNze3ypc0DB48WC+88EKN711eXq7y8nLPc7fbffU78gNlZWUqLCyst+0BJgg7vkvRNUZakizJfVRF77+pb1v+tMHmBTSENm3aKDQ0tMHe76q+8KQ+7d27V0lJSSorK1Pjxo21Zs0aJSQkVDvW6XRWOX/VsmVLnT9/XqdOnVKrVq1qHON0OmucQ3p6umbPnn3tO1ONwsJCTZgwwSfbBvxlQMTX+mP1/5t6Wfpiuv55opnvJwQ0oFdffVW33XZbg71frUJ9pe/7vdSl3xNcG/Hx8SooKNDZs2e1evVqjRkzxvNd4tX54TcWff/J/aXLqxtzuW86SktL89pHt9vtuYXkWrVp00avvvpqvWwLMEXY8V3SpklXHPebyWn6NUfUuM60adOmQd+vVqH+/ifsruRqvvYvODjYczFZjx49tHPnTs2fP1+vvPJKlbGRkZFVjoxPnDjh+bH7y4253JWkISEhCgkJqfPcayM0NLRB//ICGkT7dtLO/ye5i1X1YjLp+3PU0X1GcY4auEa1CvXmzZt9PQ8Py7K8zhdfKikpSe+8847XsvXr16tHjx4KCgryjNmwYYPXeer169crOTnZd5MGbjQBgdKQuf931bdN3rH+vz/YhzxDpIF6UG/3UV+NGTNm6F//+pcOHz6svXv3aubMmdqyZYsefPBBSRc/kr70K0knTZqkr776StOnT9enn36qJUuWaPHixfrd737nGTNlyhStX79ec+fO1Weffaa5c+dq48aNmjp1akPvHnB9S/i3i7dg2X9wp4e9NbdmAfXoqi4m27lzp1atWqXCwkJ99913Xq+99dZbtd7O8ePHNXr0aBUXF8vhcKhr167KycnRwIEDJUnFxcVeV0zHxcXpvffe07Rp07Rw4UK1bt1aCxYs8NxDLUnJycnKzs7WrFmz9OSTT6pdu3Z64403an0PNYA6SPg3qeMvpa8+kEqPS41bSjHJHEkD9ajO91FnZ2fr4Ycf1qBBg7RhwwYNGjRIBw8elNPp1D333KOlS5f6aq4NhvuoAQC+VJfO1Pmj7//8z//UX/7yF7377rsKDg7W/Pnz9emnn2rUqFENfiUcAADXuzqH+osvvtAvf/lLSRevlj537pxsNpumTZvGbUgAANSzOoe6WbNmKikpkSTdeuutnt+UPXv2rL755pv6nR0AADe4Woe6oKBAktS3b19t2LBB0sXfjZ0yZYrGjx+v+++/Xz//+c99MkkAAG5Utb7q+4477lD37t01cuRI3X///ZIu3j4VFBSk7du3695779WTTz7ps4kCAHAjqvVV37m5uVqyZInefPNNVVRU6N5779W4ceN01113+XqODY6rvgEAvuSTq76TkpL02muvyel0KiMjQ0eOHNEvfvELtWvXTnPmzNGRI0eueeIAAMBbnS8mCwsL05gxY7RlyxYdOHBA999/v1555RXFxcXp7rvv9sUcAQC4YdX5C09+qLS0VCtWrNCMGTN09uxZXbhwob7m5jd89A0A8KW6dOaqf49669atWrJkiVavXq3AwECNGjVK48aNu9rNAQCAatQp1EVFRcrMzFRmZqYOHTqk5ORkvfjiixo1apRuvvlmX80RAIAbVq1DPXDgQG3evFktWrTQww8/rEceeUTx8fG+nBsAADe8Woc6LCxMq1ev1rBhwxQYyC/jAADQEGod6rVr1/pyHgAAoBp1vj0LAAA0HEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAbza6jT09OVmJio8PBwRUREaOTIkdq/f/8V11u4cKE6deqksLAwxcfHa/ny5V6vZ2ZmymazVXmUlZX5alcAAPCJRv58861btyo1NVWJiYk6f/68Zs6cqUGDBmnfvn26+eabq10nIyNDaWlpeu2115SYmKgPP/xQ48ePV9OmTTV8+HDPOLvdXiX6oaGhPt0fAADqm19DnZOT4/V86dKlioiI0K5du9SvX79q13n99dc1ceJEpaSkSJLatm2rvLw8zZ071yvUNptNkZGRvps8AAANwKhz1C6XS5LUrFmzGseUl5dXOTIOCwvThx9+qIqKCs+y0tJSxcTEKCoqSsOGDdPu3bt9M2kAAHzImFBblqXp06frzjvvVOfOnWscN3jwYP31r3/Vrl27ZFmW8vPztWTJElVUVOjUqVOSpI4dOyozM1Nr165VVlaWQkND1adPHx08eLDabZaXl8vtdns9AAAwgc2yLMvfk5Ck1NRU/eMf/9D27dsVFRVV47hvv/1Wqampev3112VZllq2bKmHHnpIzz77rI4fP66IiIgq61RWVuqOO+5Qv379tGDBgiqvP/XUU5o9e3aV5S6XS3a7/dp2DACAH3C73XI4HLXqjBFH1JMnT9batWu1efPmy0Zauvgx95IlS/TNN9/o8OHDKiwsVGxsrMLDw3XLLbdUu05AQIASExNrPKJOS0uTy+XyPIqKiq55nwAAqA9+vZjMsixNnjxZa9as0ZYtWxQXF1frdYOCgjxRz87O1rBhwxQQUP3fHZZlqaCgQF26dKn29ZCQEIWEhNR9BwAA8DG/hjo1NVUrV67U22+/rfDwcDmdTkmSw+FQWFiYpItHu0ePHvXcK33gwAF9+OGH6tWrl86cOaPnn39eH3/8sZYtW+bZ7uzZs9W7d2916NBBbrdbCxYsUEFBgRYuXNjwOwkAwDXwa6gzMjIkSf379/davnTpUo0dO1aSVFxcrMLCQs9rFy5c0HPPPaf9+/crKChId911lz744APFxsZ6xpw9e1YTJkyQ0+mUw+FQ9+7dtW3bNvXs2dPXuwQAQL0y5mIyk9TlJD8AAHX1o7uYDAAAVI9QAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgMEINAIDBCDUAAAYj1AAAGIxQAwBgML+GOj09XYmJiQoPD1dERIRGjhyp/fv3X3G9hQsXqlOnTgoLC1N8fLyWL19eZczq1auVkJCgkJAQJSQkaM2aNb7YBQAAfMqvod66datSU1OVl5enDRs26Pz58xo0aJDOnTtX4zoZGRlKS0vTU089pU8++USzZ89Wamqq3nnnHc+Y3NxcpaSkaPTo0dqzZ49Gjx6tUaNGaceOHQ2xWwAA1BubZVmWvyfxvZMnTyoiIkJbt25Vv379qh2TnJysPn36aN68eZ5lU6dOVX5+vrZv3y5JSklJkdvt1rp16zxjhgwZoqZNmyorK+uK83C73XI4HHK5XLLb7de4VwAAeKtLZ4w6R+1yuSRJzZo1q3FMeXm5QkNDvZaFhYXpww8/VEVFhaSLR9SDBg3yGjN48GB98MEHNW7T7XZ7PQAAMIExobYsS9OnT9edd96pzp071zhu8ODB+utf/6pdu3bJsizl5+dryZIlqqio0KlTpyRJTqdTLVu29FqvZcuWcjqd1W4zPT1dDofD84iOjq6/HQMA4BoYE+rHH39c//u//3vFj6affPJJDR06VL1791ZQUJBGjBihsWPHSpICAwM942w2m9d6lmVVWfa9tLQ0uVwuz6OoqOjadgYAgHpiRKgnT56stWvXavPmzYqKirrs2LCwMC1ZskTffPONDh8+rMLCQsXGxio8PFy33HKLJCkyMrLK0fOJEyeqHGV/LyQkRHa73esBAIAJ/Bpqy7L0+OOP66233tI///lPxcXF1XrdoKAgRUVFKTAwUNnZ2Ro2bJgCAi7uTlJSkjZs2OA1fv369UpOTq7X+QMA4GuN/PnmqampWrlypd5++22Fh4d7joIdDofCwsIkXfxY+ujRo557pQ8cOKAPP/xQvXr10pkzZ/T888/r448/1rJlyzzbnTJlivr166e5c+dqxIgRevvtt7Vx40bPVeEAAPxY+PWIOiMjQy6XS/3791erVq08jzfeeMMzpri4WIWFhZ7nFy5c0HPPPadu3bpp4MCBKisr0wcffKDY2FjPmOTkZGVnZ2vp0qXq2rWrMjMz9cYbb6hXr14NuXsAAFwzo+6jNgX3UQMAfOlHex81AADwRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAMRqgBADAYoQYAwGCEGgAAgxFqAAAM5tdQp6enKzExUeHh4YqIiNDIkSO1f//+K663YsUKdevWTTfddJNatWql3/zmNzp9+rTn9czMTNlstiqPsrIyX+4OAAD1zq+h3rp1q1JTU5WXl6cNGzbo/PnzGjRokM6dO1fjOtu3b9fDDz+scePG6ZNPPtGqVau0c+dO/fu//7vXOLvdruLiYq9HaGior3cJAIB61cifb56Tk+P1fOnSpYqIiNCuXbvUr1+/atfJy8tTbGysfvvb30qS4uLiNHHiRD377LNe42w2myIjI30zcQAAGohR56hdLpckqVmzZjWOSU5O1pEjR/Tee+/JsiwdP35cf/vb3/TLX/7Sa1xpaaliYmIUFRWlYcOGaffu3T6dOwAAvmBMqC3L0vTp03XnnXeqc+fONY5LTk7WihUrlJKSouDgYEVGRqpJkyZ68cUXPWM6duyozMxMrV27VllZWQoNDVWfPn108ODBardZXl4ut9vt9QAAwAQ2y7Isf09CklJTU/WPf/xD27dvV1RUVI3j9u3bp1/84heaNm2aBg8erOLiYv3Hf/yHEhMTtXjx4mrXqays1B133KF+/fppwYIFVV5/6qmnNHv27CrLXS6X7Hb71e8UAADVcLvdcjgcteqMEaGePHmy/v73v2vbtm2Ki4u77NjRo0errKxMq1at8izbvn27+vbtq2PHjqlVq1bVrjd+/HgdOXJE69atq/JaeXm5ysvLPc/dbreio6MJNQDAJ+oSar9eTGZZliZPnqw1a9Zoy5YtV4y0JH3zzTdq1Mh72oGBgZ7t1fQ+BQUF6tKlS7Wvh4SEKCQkpI6zBwDA9/wa6tTUVK1cuVJvv/22wsPD5XQ6JUkOh0NhYWGSpLS0NB09elTLly+XJA0fPlzjx49XRkaG56PvqVOnqmfPnmrdurUkafbs2erdu7c6dOggt9utBQsWqKCgQAsXLvTPjgIAcJX8GuqMjAxJUv/+/b2WL126VGPHjpUkFRcXq7Cw0PPa2LFjVVJSopdeeklPPPGEmjRpogEDBmju3LmeMWfPntWECRPkdDrlcDjUvXt3bdu2TT179vT5PgEAUJ+MOEdtmrqcOwAAoK7q0hljbs8CAABVEWoAAAxGqAEAMBihBgDAYIQaAACDEWoAAAxGqAEAMBihBgDAYH79ZjJTff8dMPzcJQDAF77vS22+c4xQV6OkpESSFB0d7eeZAACuZyUlJXI4HJcdw1eIVqOyslLHjh1TeHi4bDabv6cDGO/7n4YtKiria3eBWrAsSyUlJWrdurUCAi5/FppQA7hmfD8+4DtcTAYAgMEINQAABiPUAK5ZSEiI/vSnPykkJMTfUwGuO5yjBgDAYBxRAwBgMEINAIDBCDUAAAYj1AAu6/Dhw7LZbCooKKj1OpmZmWrSpInf5wFcDwg1cIMoKirSuHHj1Lp1awUHBysmJkZTpkzR6dOnL7tedHS0iouL1blz51q/V0pKig4cOHCtUwYgQg3cEL788kv16NFDBw4cUFZWlj7//HMtWrRImzZtUlJSkr7++utq1/vuu+8UGBioyMhINWpU+58GCAsLU0RERH1NH7ihEWrgBpCamqrg4GCtX79eP/vZz9SmTRsNHTpUGzdu1NGjRzVz5kxJUmxsrP785z9r7NixcjgcGj9+fLUfOa9du1YdOnRQWFiY7rrrLi1btkw2m01nz56VVPWj76eeeko/+clP9Prrrys2NlYOh0O//vWvPT+AI0k5OTm688471aRJEzVv3lzDhg3TF1980RD/eQCjEWrgOvf111/rf/7nf/TYY48pLCzM67XIyEg9+OCDeuONNzw/tzdv3jx17txZu3bt0pNPPllle4cPH9avfvUrjRw5UgUFBZo4caIn9JfzxRdf6O9//7veffddvfvuu9q6daueeeYZz+vnzp3T9OnTtXPnTm3atEkBAQG65557VFlZeY3/BYAfN37mErjOHTx4UJZlqVOnTtW+3qlTJ505c0YnT56UJA0YMEC/+93vPK8fPnzYa/yiRYsUHx+vefPmSZLi4+P18ccfa86cOZedR2VlpTIzMxUeHi5JGj16tDZt2uRZ77777vMav3jxYkVERGjfvn11Oj8OXG84ogZucN8fSX//k649evS47Pj9+/crMTHRa1nPnj2v+D6xsbGeSEtSq1atdOLECc/zL774Qg888IDatm0ru92uuLg4SVJhYWHtdgS4ThFq4DrXvn172Ww27du3r9rXP/vsMzVt2lS33HKLJOnmm2++7PYsy6ryO+21+SbioKAgr+c2m83rY+3hw4fr9OnTeu2117Rjxw7t2LFD0sUL2oAbGaEGrnPNmzfXwIED9fLLL+vbb7/1es3pdGrFihVKSUmpEt+adOzYUTt37vRalp+ff01zPH36tD799FPNmjVLP//5zz0fxwMg1MAN4aWXXlJ5ebkGDx6sbdu2qaioSDk5ORo4cKBuvfXWK55fvtTEiRP12Wef6Q9/+IMOHDigN998U5mZmZJU69j/UNOmTdW8eXO9+uqr+vzzz/XPf/5T06dPv6ptAdcbQg3cADp06KD8/Hy1a9dOKSkpateunSZMmKC77rpLubm5atasWa23FRcXp7/97W9666231LVrV2VkZHiu+r7an7kMCAhQdna2du3apc6dO2vatGmei9WAGx0/cwngms2ZM0eLFi1SUVGRv6cCXHe4PQtAnb388stKTExU8+bN9f7772vevHl6/PHH/T0t4LpEqAHU2cGDB/XnP/9ZX3/9tdq0aaMnnnhCaWlp/p4WcF3io28AAAzGxWQAABiMUAMAYDBCDQCAwQg1AAAGI9QAABiMUAMAYDBCDQCAwQg1AAAGI9QAABjs/wOarzeNHDh3OwAAAABJRU5ErkJggg==", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import MinMaxScaler\n", "\n", "\n", "dffeaturesall = dffeaturesreal\n", "\n", "\n", "vp = violinplt(featurescounted[[\"Original\"]], figsize=(5, 4))\n", "\n", "\n", "scaler = MinMaxScaler()\n", "columnstonormalize = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "dffeaturesall_norm = dffeaturesall[columnstonormalize]\n", "dffeaturesall_norm[columnstonormalize] = scaler.fit_transform(dffeaturesall_norm)\n", "fig = violinplt(\n", " dffeaturesall_norm[\n", " [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", " ]\n", " ],\n", " figsize=None,\n", ")\n", "# fig.savefig(\"violins.png\", bbox_inches=\"tight\")" ] }, { "cell_type": "markdown", "id": "b7fc4237", "metadata": {}, "source": [ "## Step 9: PVImage stats for many images" ] }, { "cell_type": "code", "execution_count": null, "id": "125fff82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 585 ground-truth images, extracted 601 feature rows.\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " cell_number i prop.perimeter slope prop.convex_area \\\n", "0 mxy_sa19965_sub_EL_9 2 271.740115 -0.298467 2296.0 \n", "0 mxy_sa19965_sub_EL_9 8 266.468037 -0.155785 1826.0 \n", "0 mxy_sa19965_sub_EL_9 4 235.39697 -1.476617 2109.0 \n", "0 mxy_sa19965_sub_EL_9 5 233.39697 0.500036 2353.0 \n", "0 SW2 1 157.556349 1.625017 887.0 \n", "\n", " prop.area prop.orientation \n", "0 1497.0 -0.486834 \n", "0 1403.0 -0.386939 \n", "0 1289.0 -1.394845 \n", "0 1422.0 0.739917 \n", "0 789.0 1.500654 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "m_idx = len(val_dataset) # indices to process\n", "masks = []\n", "impaths = []\n", "\n", "for i in range(m_idx):\n", " img, _ = val_dataset.__getitem__(i)\n", " img = img.to(device)\n", " img_path = val_dataset.get_img_path(i)\n", "\n", " # model inference\n", " logits = model(img.unsqueeze(0)).detach().cpu()\n", " probs = torch.sigmoid(logits)\n", " pred_mask = (probs > threshold).float().squeeze(0).numpy() # (n_classes, H, W)\n", "\n", " # Extract crack channel (index 2) and convert to uint8 [0,255]\n", " crack_mask = (pred_mask[2] * 255).astype(np.uint8)\n", "\n", " masks.append(crack_mask)\n", " impaths.append(str(img_path))\n", "\n", "# Build dataframe of image paths expected by feature_extraction_crack_mask\n", "dfinfo_multi = pd.DataFrame({\"impath\": impaths})\n", "\n", "# Run PVImage feature extraction across all predicted crack masks\n", "dffeatures_multi = features.feature_extraction_crack_mask(masks, dfinfo_multi)\n", "print(\n", " f\"Processed {len(masks)} ground-truth images, extracted {len(dffeatures_multi)} feature rows.\"\n", ")\n", "display(dffeatures_multi.head())" ] }, { "cell_type": "code", "execution_count": 20, "id": "3a22e085", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 585 images, extracted 601 feature rows.\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Original\n", "0 1\n", "1 2\n", "2 1\n", "3 3\n", "4 3" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dffeatures_multi[\"count_features\"] = dffeatures_multi.groupby(\"cell_number\")[\n", " \"cell_number\"\n", "].transform(\"count\")\n", "dffeatures_multi_count = dffeatures_multi.sort_values(by=\"cell_number\").drop_duplicates(\n", " \"cell_number\", keep=\"first\"\n", ")\n", "dffeatures_multi_count.reset_index(drop=True, inplace=True)\n", "\n", "featurescounted_multi = pd.concat(\n", " [dffeatures_multi_count[\"count_features\"]], axis=1, ignore_index=True\n", ")\n", "featurescounted_multi.columns = [\"Original\"]\n", "\n", "# Show basic outputs\n", "print(f\"Processed {len(masks)} images, extracted {len(dffeatures_multi)} feature rows.\")\n", "display(featurescounted_multi.head())" ] }, { "cell_type": "code", "execution_count": 21, "id": "97d651e0-5c50-4577-9aac-4628d26f5ed4", "metadata": {}, "outputs": [], "source": [ "dffeatures_multi.to_pickle(\"mms_dffeatures.pickle\")\n", "dffeatures_multi = pd.read_pickle(\"mms_dffeatures.pickle\")" ] }, { "cell_type": "code", "execution_count": 22, "id": "f4e87fa2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp = violinplt(featurescounted_multi[[\"Original\"]], figsize=(5, 4))" ] }, { "cell_type": "code", "execution_count": 23, "id": "b9ae466d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scaler = MinMaxScaler()\n", "columnstonormalize = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "dffeatures_multi_norm = dffeatures_multi[columnstonormalize]\n", "dffeatures_multi_norm[columnstonormalize] = scaler.fit_transform(dffeatures_multi_norm)\n", "fig = violinplt(\n", " dffeatures_multi_norm[\n", " [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", " ]\n", " ],\n", " figsize=None,\n", ")" ] }, { "cell_type": "markdown", "id": "57d184e3", "metadata": {}, "source": [ "## Step 10: PVImage stats for ground truth crack masks" ] }, { "cell_type": "code", "execution_count": null, "id": "06a2cb79", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell_numberiprop.perimeterslopeprop.convex_areaprop.areaprop.orientation
0mxy_sa19965_sub_EL_97214.083261-1.1701031893.01167.0-1.370287
0mxy_sa19965_sub_EL_914206.325902-0.3803811568.01059.0-1.052619
0mxy_sa19965_sub_EL_94162.426407-0.8902181256.0887.0-0.862461
0SW23119.3137081.319687616.0546.01.455919
0my_SW10454.575685-0.8975465464.02804.0-0.985487
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" ], "text/plain": [ " cell_number i prop.perimeter slope prop.convex_area \\\n", "0 mxy_sa19965_sub_EL_9 7 214.083261 -1.170103 1893.0 \n", "0 mxy_sa19965_sub_EL_9 14 206.325902 -0.380381 1568.0 \n", "0 mxy_sa19965_sub_EL_9 4 162.426407 -0.890218 1256.0 \n", "0 SW2 3 119.313708 1.319687 616.0 \n", "0 my_SW1 0 454.575685 -0.897546 5464.0 \n", "\n", " prop.area prop.orientation \n", "0 1167.0 -1.370287 \n", "0 1059.0 -1.052619 \n", "0 887.0 -0.862461 \n", "0 546.0 1.455919 \n", "0 2804.0 -0.985487 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gt_masks = []\n", "gt_impaths = []\n", "\n", "for i in range(m_idx):\n", " _, gt_mask = val_dataset.__getitem__(i)\n", " img_path = val_dataset.get_img_path(i)\n", "\n", " crack_mask_gt = (gt_mask.cpu().numpy()[2] * 255).astype(np.uint8)\n", "\n", " gt_masks.append(crack_mask_gt)\n", " gt_impaths.append(str(img_path))\n", "\n", "dfinfo_gt = pd.DataFrame({\"impath\": gt_impaths})\n", "dffeatures_gt = features.feature_extraction_crack_mask(gt_masks, dfinfo_gt)\n", "\n", "\n", "display(dffeatures_gt.head())" ] }, { "cell_type": "code", "execution_count": 25, "id": "d28349e3", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Ground Truth
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" ], "text/plain": [ " Ground Truth\n", "0 1\n", "1 2\n", "2 1\n", "3 4\n", "4 4" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 585 ground-truth images, extracted 590 feature rows.\n" ] } ], "source": [ "dffeatures_gt[\"count_features\"] = dffeatures_gt.groupby(\"cell_number\")[\n", " \"cell_number\"\n", "].transform(\"count\")\n", "dffeatures_gt_count = dffeatures_gt.sort_values(by=\"cell_number\").drop_duplicates(\n", " \"cell_number\", keep=\"first\"\n", ")\n", "dffeatures_gt_count.reset_index(drop=True, inplace=True)\n", "\n", "featurescounted_gt = pd.concat(\n", " [dffeatures_gt_count[\"count_features\"]], axis=1, ignore_index=True\n", ")\n", "featurescounted_gt.columns = [\"Ground Truth\"]\n", "\n", "display(featurescounted_gt.head())\n", "print(\n", " f\"Processed {len(gt_masks)} ground-truth images, extracted {len(dffeatures_gt)} feature rows.\"\n", ")" ] }, { "cell_type": "code", "execution_count": 26, "id": "535d9455", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp = violinplt(featurescounted_gt[[\"Ground Truth\"]], figsize=(5, 4))\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "c3a615f7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scaler = MinMaxScaler()\n", "columnstonormalize = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "dffeatures_gt_norm = dffeatures_gt[columnstonormalize]\n", "dffeatures_gt_norm[columnstonormalize] = scaler.fit_transform(dffeatures_gt_norm)\n", "fig = violinplt(\n", " dffeatures_gt_norm[\n", " [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", " ]\n", " ],\n", " figsize=None,\n", ")" ] }, { "cell_type": "markdown", "id": "b46b92de", "metadata": {}, "source": [ "## Step 11: Compare PVImage stats (predicted vs. ground truth)\n", "\n", "Join the PVImage outputs to see how the model's crack counts and shape metrics differ from the labeled data.\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "8669264b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cell_numberpred_crack_countgt_crack_countcount_diff
00563110
10774220
20809110
30_EL_18.09.202334-1
4109034-1
\n", "
" ], "text/plain": [ " cell_number pred_crack_count gt_crack_count count_diff\n", "0 0563 1 1 0\n", "1 0774 2 2 0\n", "2 0809 1 1 0\n", "3 0_EL_18.09.2023 3 4 -1\n", "4 1090 3 4 -1" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred_counts = dffeatures_multi.groupby(\"cell_number\").size().rename(\"pred_crack_count\")\n", "gt_counts = dffeatures_gt.groupby(\"cell_number\").size().rename(\"gt_crack_count\")\n", "\n", "count_comparison = (\n", " pd.concat([pred_counts, gt_counts], axis=1).fillna(0).astype(int).reset_index()\n", ")\n", "count_comparison.columns = [\"cell_number\", \"pred_crack_count\", \"gt_crack_count\"]\n", "count_comparison[\"count_diff\"] = (\n", " count_comparison[\"pred_crack_count\"] - count_comparison[\"gt_crack_count\"]\n", ")\n", "\n", "display(count_comparison.head())\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "081fa238", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp = violinplt(\n", " count_comparison[[\"pred_crack_count\", \"gt_crack_count\"]].rename(\n", " columns={\n", " \"pred_crack_count\": \"Predicted\",\n", " \"gt_crack_count\": \"Ground Truth\",\n", " }\n", " ),\n", " figsize=(6, 4),\n", ")\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "dfa2347e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted_meanGroundTruth_meanabs_diff
prop.perimeter0.1518890.1708600.018971
slope0.4850830.4579170.027167
prop.area0.1632800.1530940.010186
prop.orientation0.3459320.3371390.008792
\n", "
" ], "text/plain": [ " Predicted_mean GroundTruth_mean abs_diff\n", "prop.perimeter 0.151889 0.170860 0.018971\n", "slope 0.485083 0.457917 0.027167\n", "prop.area 0.163280 0.153094 0.010186\n", "prop.orientation 0.345932 0.337139 0.008792" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feature_cols = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "feature_comparison = pd.DataFrame(\n", " {\n", " \"Predicted_mean\": dffeatures_multi_norm[feature_cols].mean(),\n", " \"GroundTruth_mean\": dffeatures_gt_norm[feature_cols].mean(),\n", " }\n", ")\n", "feature_comparison[\"abs_diff\"] = (\n", " feature_comparison[\"Predicted_mean\"] - feature_comparison[\"GroundTruth_mean\"]\n", ").abs()\n", "feature_comparison\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "dae54fd1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted prop.perimeterGround Truth prop.perimeterPredicted slopeGround Truth slopePredicted prop.areaGround Truth prop.areaPredicted prop.orientationGround Truth prop.orientation
00.0789610.0573780.5179690.4209810.0775770.0476780.3446520.063179
10.0765320.0534720.5284620.4830160.0709770.0410250.3764960.164383
20.0622140.0313650.4313190.4429670.0629740.0304300.0552060.224965
30.0612920.0096540.5766960.6165620.0723110.0094250.7357030.963567
40.0263450.1784850.6594350.4423910.0278710.1485150.9782020.185770
...........................
5960.000177NaN0.475078NaN0.009407NaN0.201521NaN
5970.120884NaN0.463893NaN0.148343NaN0.233929NaN
5980.086195NaN0.501708NaN0.098568NaN0.284622NaN
5990.096668NaN0.521463NaN0.103131NaN0.054135NaN
6000.003081NaN0.533490NaN0.011303NaN0.027597NaN
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601 rows × 8 columns

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" ], "text/plain": [ " Predicted prop.perimeter Ground Truth prop.perimeter Predicted slope \\\n", "0 0.078961 0.057378 0.517969 \n", "1 0.076532 0.053472 0.528462 \n", "2 0.062214 0.031365 0.431319 \n", "3 0.061292 0.009654 0.576696 \n", "4 0.026345 0.178485 0.659435 \n", ".. ... ... ... \n", "596 0.000177 NaN 0.475078 \n", "597 0.120884 NaN 0.463893 \n", "598 0.086195 NaN 0.501708 \n", "599 0.096668 NaN 0.521463 \n", "600 0.003081 NaN 0.533490 \n", "\n", " Ground Truth slope Predicted prop.area Ground Truth prop.area \\\n", "0 0.420981 0.077577 0.047678 \n", "1 0.483016 0.070977 0.041025 \n", "2 0.442967 0.062974 0.030430 \n", "3 0.616562 0.072311 0.009425 \n", "4 0.442391 0.027871 0.148515 \n", ".. ... ... ... \n", "596 NaN 0.009407 NaN \n", "597 NaN 0.148343 NaN \n", "598 NaN 0.098568 NaN \n", "599 NaN 0.103131 NaN \n", "600 NaN 0.011303 NaN \n", "\n", " Predicted prop.orientation Ground Truth prop.orientation \n", "0 0.344652 0.063179 \n", "1 0.376496 0.164383 \n", "2 0.055206 0.224965 \n", "3 0.735703 0.963567 \n", "4 0.978202 0.185770 \n", ".. ... ... \n", "596 0.201521 NaN \n", "597 0.233929 NaN \n", "598 0.284622 NaN \n", "599 0.054135 NaN \n", "600 0.027597 NaN \n", "\n", "[601 rows x 8 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature_pairs = []\n", "\n", "for col in feature_cols:\n", " if (\n", " col not in dffeatures_multi_norm.columns\n", " or col not in dffeatures_gt_norm.columns\n", " ):\n", " print(f\"Skipping {col}: not found in features dataframe.\")\n", " continue\n", "\n", " label = col.strip()\n", " pred = dffeatures_multi_norm[col].reset_index(drop=True)\n", " gt = dffeatures_gt_norm[col].reset_index(drop=True)\n", "\n", " max_len = max(len(pred), len(gt))\n", " if max_len == 0:\n", " print(f\"Skipping {label}: no data to plot.\")\n", " continue\n", "\n", " pred = pred.reindex(range(max_len))\n", " gt = gt.reindex(range(max_len))\n", "\n", " feature_pairs.append(\n", " pd.DataFrame(\n", " {\n", " f\"Predicted {label}\": pred,\n", " f\"Ground Truth {label}\": gt,\n", " }\n", " )\n", " )\n", "\n", "if not feature_pairs:\n", " print(\"No feature data available for violin plots.\")\n", " feature_violin_df = pd.DataFrame()\n", "else:\n", " feature_violin_df = pd.concat(feature_pairs, axis=1)\n", " feature_violin_df = feature_violin_df.apply(pd.to_numeric, errors=\"coerce\")\n", " feature_violin_df = feature_violin_df.dropna(axis=1, how=\"all\")\n", "\n", " if feature_violin_df.empty:\n", " print(\"No numeric feature data available for violin plots.\")\n", " else:\n", " # Render comparison violins\n", " vp = violinplt(feature_violin_df, figsize=(10, 5))\n", "\n", "feature_violin_df\n" ] }, { "cell_type": "markdown", "id": "c0c8d7e1-86f4-431e-a23f-184a238c2f91", "metadata": {}, "source": [ "## Do same for pv-vision" ] }, { "cell_type": "code", "execution_count": null, "id": "95fe4fd6-83ee-4cd6-ac08-e2ea98c541de", "metadata": {}, "outputs": [], "source": [ "# Load pv-vision model and weights\n", "from tutorials.unet_model import construct_unet # this tutorial is from pv-vision\n", "from torch.nn import DataParallel\n", "\n", "device = torch.device(\"cpu\")\n", "\n", "# build & wrap\n", "unet = construct_unet(5)\n", "unet = DataParallel(unet)\n", "\n", "# load the dict right out of the file — no prefixing\n", "state_dict = torch.load(\n", " \"unet_oversample_low_final_model_for_paper/model.pt\", map_location=device\n", ")\n", "\n", "unet.load_state_dict(state_dict)\n", "model_pvvision = unet.module.to(device)" ] }, { "cell_type": "code", "execution_count": null, "id": "6c8529f6-aa04-465e-8bf4-c0ff1cb7f65e", "metadata": {}, "outputs": [], "source": [ "category_mapping = {\n", " 0: \"dark\",\n", " 1: \"busbar\",\n", " 2: \"crack\",\n", " 3: \"cross\",\n", "} # I think this is the third category \"x-cracks\"\n", "\n", "idx = 7\n", "threshold = 0.5 # default" ] }, { "cell_type": "code", "execution_count": null, "id": "d80470ad-03c2-4f39-a9a0-d44d0fcc090f", "metadata": {}, "outputs": [ { "data": { "image/png": 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4JJ9SOgWXmcZIOeudIc0FabMZdenhCdQpXXF+nXTZpsCzo99vae43yVq7zK2y4o6XmAAAIFaEfU6JurRlRSzUMejRNM39N4vFhERbasp9bNf3zlTPo7C1tvy8LfnNaZPflH8+/9bnbh/jvTZvvpgb/7ta4w8taM2Qwu6xG3rpvefSIx2GJKl7T4+e/2lBu/oN8VRZmrzjSJUURcfLhtP/laWTLgtfw4Bo8+7MLnr8pp5tdn6bTXrplwVKz4j+npWNeevJrnrq9h61NxipuYULc0oAiCWHn5GjC6evD1pXWWHT5B1GhtRYK62LRy/PXRDUWGvbZxxjpKdv76E3n+zWKjHHFqMZ3yyud7SI9lHHAAC0tQ4zp0R7elHSUfBv1jq4j/+wwps7jLr7HubPHz5W7WxTCGb+O1NvPN41sHzMeTna+4iC1gurFVWU2XTDyQPkqQz+F9y0ziWF0NovHHKzHbr0kCHa8o8Rn+TXHS+tkMMVG02zf5yVqtf+E/xSwRhLZSX2qLnHH76Yrjmf1vT22mNSoU64KLuBI0LzxE09tXBuQr3bDz09Vwec0LQh0oxfmjalvwo2t94jYP5mZ5v+W/h9Rjed1l8Oh1H33h7d8N9VbXat1uL3W7r5tP4qygt+wZaX07b3CgCi3bcfpGnxb9Vl29R/r9fQncpCeg6+9rHVyuxXKYfDyO4wDT7PW5ba68N1gzL6VOq6J1aHNOQtAACRFhVJCQAAttiwKk5SzZB+P86qUlmUjgtcVWFp4dzEsM3n0xzeKpsW/17zYjvO7des19JjZji4v+YkavHviZEOo0GbN7q0eaMrsBwXb5TSueXDOf32fZJWL65/qMQumR75fE387pnqYTNLCmPpEdDS8r+qv8PZ6z36+JWm90IatnOZ+g9v/tB4JYV2ffdhWsj7G3/1fWboEADh1K1XlXYZXxxYLsh1aM6nqa1y7oRkn/b6pyfr6qVuLfy1eWVzQY5TBTnVw6h+826aViyIl9djyVvHs9SQnco04J/f7u3HloQ0F6Ex0tfvdNLKhe5mxRerhu1Sql33LtawncsiHQoAACGJiuGbAADB6FoNAK3ntKs26oizNjf7+LXL3LrssEGKxqa3DN8EdGyWZZSQ7JNlSaP3K9Y1j64ObFv8e4KuP3GASovsIc3X0JDMvpV6dNYSSdLHL6fr6el1DEXXCmx2o4Sk6sT+qVdu0pFn54R8rM9rqbTYrnP3Gar87KbPHxdL4hJ8cjprXuVMuSZLh02pv5zzVlmqKLcpZeiicITXJigvACB8OszwTQAAAEBbeenBDL36n+7NPt60YM4HAGhLyWk+vfDzAjkcRpYteNuQHcr06m8LdMYew4J69DXHxjUuTd5xpCTJ39Reek0wdOcy3fvGMkmSrYlvKxbNS9A1xw+Up6r9/15feve6QM8VSbI3cq++/yhN913WWx/VPdUEAABhR1ICAMIse71Lj11fPSnsHpMKmzwmPACgafw+q01fogFAuJ1/63pl9q2Sw+mXO95fKyEhSZZNcsb5deWDa1VVUccO2/B4LN17SR9Vltexr7Ha/GX/0edma89JhXLGNX2Iybf+21Xff5QmT1XjnzOWJKV5deUDa2Xb5mMN3qEs5Ps089+ZmvtNcru7NwCA2EZSAgiDTetcWr247nFN+w8vV9cejY+PithmjPT798nyVFnKXufSnM9Stf3YEhl/pCMDAABALOg1sEI9+lVPYjx2YpEy+1U2eoxlSbvsVdzgPot/S1BhnkO2lk+H1Cw2m9HO44s1ZmKRRo4uDfm4vE1OLfureu6lnz5L0YJfonsOqlDEJ/q0/diae5Cc5tXYA4pkszUtUbNxdZzWLqueo23OZykNzlEFAEAkkJQA2ogxktdT3Zpo9icpeuKmXnXud9m9a7X/cdUt5R1OI4uGnO2S8Vu666I+gYn9JKNL7l6nPoPpQw0AAIC6WZaR3VH9QvqA4/N0wsXZrXJev8+S758kxLN3Z+q3b5Nb5bxNZVlG7kS/bpqxWvFJjWdFjJF8HktG0h+zk3TXhX3bPsg2tPW/ryRl9qvS7S+uaPJ5fD5L/q1u37fvp2rmv9tm3g8AAFoDSQmgjWStcemig4dIRg12lX3i5p56enqmLJv05OeL1SWTXhMAAAAApME7lOvfry6XJMW5mz6sUX0+ea2znp6eKUkqL7W32nmbaszEIv3r4TVyJ4bWTaMoz6FzJgyTz1vTACyWDd+tTLc9X5OEsDXzn+LF+zL0/nPpgeWqSoZqAgBEN5ISQCsyRnr2zkwVF9hVVmxXSYFdjU2MWVluU2W5TZZlZPyx/2ANAAAAoPnsDqNzbtogl9uvTl29Sk6r+4X9/NlJ+urttGZdY/Vit0oKI/M6ID7Rp7Nv3CjLZpTZp0pJqaElJH7/Pkmf/V9nFeXZZUzs1pscLr/OuWmDnC6j9O71//s2Zt3yOL31366SpIVzEyP27wkAQHNQagGtYNNalwrzHJKRPn29s/IDQ/SExp3gU5/BlXK4mGAAAAAA6KgSU3zqM6RCB52Uq/jE2nWDqkqbVi2qnqvuly+T9dFLXcIdYoukdfGo/4gKTTolVzZ74z0/qipsWvXP3Hw/f5miz9/s3NYhtpleAyoUn+SXy+3XwSfnKc7dsrpfbpYz5v79AQDYgqQE0ELGSC89kKFPX2/+A3L/4RV66P2lrRgVooqp/p4AAAAAtdU8KO4wrkS3PLuy9h7/7JKz3qmLDx6sxnpjR4/gh+C9Dy/QhdPXN37UP4dtWuuKsc+7rZrPf8nd67TjHiURjAUAgOhBUgJoAU+VpYsPHqKsNa5Ih4IotnBeou68sI+KcvnJBQAAQLCkVJ/+8+FS2R1GcfG1W88bI1155GDlbnLE3DwKx12Yo0NP2xxYTkhqvHeA8Vu6/IhBys+Jvc+7rQNPzNNJl26SJHXu5o1wNAAARA/ekAHN8MVbnbRhVZx8XkvrVsTJ08KJxHI2OPXS/Rk66twcJSY3b0xRtFx5qU1v/bdboGWWw2l03AXZcjib3s3BW2XpjSe6yeu1tGmtS5vWxrVytAAAAIhlk07JVefuHsW5/crsW1XncEY5G5ya9Uq6Vi5yq6w4chNSh2r3gws1YER5YHnn8cXK6FMV0rE/fJSqFQvjZYy0arFb5SXR/3nrkpru1WFTqhMxw3ctDfnzN8V3H6Tpp89TWv28AACEC0kJIERlJXYV51c/GH/8crr+nJPUaufevNGllx7orgMn55GUiIDNWU75PJYKch166YHugQnH49x+7XFQoeLi/XLGGXXu5qnz+NLApOY1KspteuXh7qqqaFnCCgAAAO1HYqpXSSnVvQWOODNH/YZV1NrHGClnvUvGSMv+jNdLD2SEO8xGWTajrj08srbpyLDfMXnac1JhyOepKLOp8J/exJ+/2Vk/zkptzTDDqPp+2OxSj/6VOvXKrLa5il/K3uDSZ2900k+fxeq9AgCApAQQsi//l6ZHru0V6TDQBq4/cYBW/zOB3tYqKyydM2GoJGmHcaW6961ldR4/6+XOeuq2Hm0aIwAAAGLfMefm6KTLqofzqW9gIk+VTefvP1SlRdHbuCUlzadnf1gouyO4d0dTB1v69asU3X5O39YLLEIsm/TwB0vVuXvdjZhaS0W5TedOGKqKsuj9bgAAEAqSEkADNm9w6taz+0tGKsh1KHYnWJMeu76XFv2WUO/2w8/YrInH54Uxosh6++mu+vKtTpKkjavjVPe/bfW6Kdds1J6HBLf42rg6Tv8+v7oClZ8T298NAAAAtJ2+Q8t15YNrJUldMmr3Ltji8Rt7auHcRBlTPaxotD5fjj+0QCdeskl2h6n3szSkuMCuG08ZIL/PUnGhXdH6OUNx+tUbteuEYlmqHrapOfcjFA9f00vL5ifI75cqK6L3uwEAQKhISgDbMEb6+t1OKi+p7kq85Pd4RfNDX36OQ7M/abzr7u8/JGnN0tq9ASSjfY4qUFqX9j/xWt4mp+Z8Vj326s+fp2jJH/UnaTL7VmqnPUskSbvsXazeg4K71rvi/Bq4XXmt4376LEV52c5WjBoAAACxxmYz2veYfDldRhl9qjR0p7I691uzxK2/fk6UVP28vnpxfDjDbJa0Lt46n4PrU1pk1zfvpQWWy0ttWvx7QmDI1Fhktxvtd2y+dt27uN5/2y0qy2368n+dAvPWNccfPyRp/Yq66nIAAMQmkhLAPyrKbPJ6LBkjPTM9UzkbXGGPobTYptQKm1xuf4P7GVP9cC9Jy/+O18NX9272NS1LOuuGDerao227GkdaRZlNS+eHdq/iE33aYVyJLrt3bb37pGd46tx+82n99fsPyaosr79Ltc1mlJDsk83WgpoJAAAAoo47wSeH08jhMrrw9vVKTKk9X5zfb6msuPpZ8ZevkvXUrT3DHWaLeKoslRSGPgn1hpVxevjqXormhl6hik/0ye4winMbTb1jndwJ9dfbyort8vurG5E9fE2vmE7CAADQ2khKAP/47y099en/VQ/n460K/wOjMdLUA4fo9KuzdPzU7Ab39VTadMYew1VWYuPhNkT/ubaXvn6nU0j73vT0Ku20R0mzrnPzM6v09btpuveS+sfG7TWoUo9/ulgOJ0kJAACA9uTax9dotwlFklTvs96mtS6dvXf1vGV+X+w9y3/6Wmd9/mZoz9WSJCO1h4SEVF1P2GFcdT3B2ciz/FVHD9LqpXGSqZ6gGgAA1CApgQ5t0bwEvfJQd0nSigXx8lZFcsIwS16P1WDF5Pl7M7T8z3j5/ZZKi+zyedvHw31b+XNOkt54vKskadlfCSHfL4fD1Jq0L1QOp9HOe5boxqdW6e6L+shTx3fKsiSni4QEAABAexGf6NPVj6zR8F1K63zOM0Z64MreKtzsUEW57Z9GULH5LO/3W/JHoBFXpIw7sFAHn5QrSRq8fXmDz/GzXu2sHz+uHlp3wypXhOuXAABEL5IS6LAW/Zagnz5L1U+fNz4fQzitXRanP35I0o7/tNTftNalVYuqxw/96bMULf+r/nkQIHkqLc37Llky0p8/JUXk3zc9w6Mx+xdpzMQiLfg1UXmbauaY6DOkQjuMbV4vDAAAAESX7caUKDHZp/gkv8bsX1Rnw5aSQrv++ilRP32WosJc5h6LBe5En3b8p0fEluf6+hTlO7Tw1+o62k+fR1/9EgCAaERSAh2K32fJ98+wri/cm6G5X6dENqA6fP5mZ/39a6JmfL1IkvTjJ6l68ubYGmc2ErbMB1Kw2albpvSXvwXDWnm9lnxeq9m9JSTJ5fbrphnVvSW+/SAtsH7SKbk66uycZp8XAAAAkWWzG9ns1c+JF9y2XoO2r2PSZyN5PNXPo6sWuTVtyoBwhohmMdVDbllSZp8q3fbCyoZ2Dfz7LvszXjefzr8vAABNQVICHcpnb3TSU7f2kCSVl4Y+OVu4Za1xafKOIyWpzuF/UNtVxwzS2qVxMsaSv4Vjtt5+dj/tdXiBrri//omuQ3Xp3et04fT1geW4eIZtAgAAiGXHXZCt4y6sngMuIanuB0+Px9JZ44ertMgmXwzOG9ERWTbpic+WqFM3j2yNVMEqK2w6c89hqiizMaQuAADNQFIC7V5hrkPP3pUpSVqzNE4lhdH/tTd+KybijLTvPkjT3G+SJUlrW/HftrzUroqy1kkGuRP9crfKmQAAABAp3XtXavLF1YmIITuWKTnNV+++y/+O17vPdFFulkNeT/OfKScen6cRu5UGln/8JFW/fBF9Pb1j3UEn5mrozmWyLKlbryq5E+pv4fTmk920bnmcfF5L+TlOEhIAADQTbz3Rrm3e6NSSPxL08cudFasTySFYWYlda5fFSZJmf5KiL97qHOGIAAAA0B5ZltGAkeWy26W+Qys06ZTcRo9ZtyJOv32XrE9eSw/pGqnpHnXv5alz256HFGjsVnMZ+H2WCjfXX4UvKbRrw6q4kK7bkfUaWBHUw2X8oYXabZ/654zIz3Eqe331XCBfv5OmpfOZ4w8AgJYiKYF2xWwzMs5HL6Xr5Qcz2vKKjWwnEdJiJvguL/szXv86ZlDEwgEAAEB7Ffxs73AZ3fPGciWl1t8rYltP/n979x3fRn3/cfx9p+G948RxdshmQ9h771V22YUCLXuW+QPaUmgpo9BQRillrxYoZQcIM4QkrNBsyB5OYjveljXufn8okS1P2bFOkv16/sEDSXe6ry+S7vu9z/f7+fzfEM36KKfNe3Vkn6Oqddndq2La9uhzynX0OeUdvj793Tzd8YuRXbxLfxmfdHz+L7trlXbYu67L3Te/w7TX8vXo7dT4AwCgNxGUQJ/y5F2D9ckb+ZHHtVXxrRvh9tp66O3FysxuO1BZt9Kr60/eSv2n4x8fX32Yq4dvaR4E+H3U2AAAAEDvy8q19OBbi8LFjiXJkDJzules7Jr7VqrJF3v/v6OaFD2x0761emrG/A5f70/jk1MvXd/hypbCgcEu91+zPE03nhYuXl1fk7y1CAEASFUEJZDSPnq1QKuXNi9R/vqTHJWtiM+S5bHbN2i3g6OX9bpctoZu1SRvWtvBRFaOpTOvWdfue638MU2f/KcgLu1MZf99aoCqWi1JX74wPW7/pgAAILHOvKYs8v+2Jf370WL5GrgBiPjbbs86bbdH9Gz5tHRLpSP9Ml2xrXJoT8HA9lMxOSE901LJcH+Hr3c0PvnwXwVauzw1+9sut62Tf7Vebm/0v9lO+9Z2ei7aY1vSq48Vq6HepeoKt8pWeNUfAjgAACQCQQmkhFDQ0IY1njbPv/t8ob6fntNrx/F4LRWVtD+QmLx/rc5qMXDuSk5BsMPtv/4kRwu/bT8XaW2Vu8/PxvE3mapc1/bn5/XHB2jVEspCAwDQX7TsK1khQ7Om5aqmsrkftGGNl0Ky6DUt+/p7HVGt48/fkOAWhVkhI1KzoLtMUyoe4pcRw9eko/FJ2QpvmzS44f56z9oUT6ZpR/293jRbp1+xrtPi1O3xNZhtJkNZlqGXHx6oqvLk+7sBAOhrCEogJWxY49E5e0yMNTVrj221TaMe+O/idl/rzeHwzvvW6p9ftr+0+sm7B+ulhwb14tGSz6LvMnTNCdSFAAAAzUyXrQffWhT13AX7TtCqn5iwgN4xaqJPD74d/owlU6irrsal8/eZoGCg+63KLQzphW/nNqec6oFrH1jR5rl5s7N09XFje/ye8ZJbGNSTXyyIWs0SS0Cmta8+yNUfLh7Riy0DAADdQVACScu2pdvPHaWKdR4F/MamgET3e5xFJX7d/uSymLZNz7R61KntNqPjv+TYc8u195HVUc/VVbt08xmjZYWSafgUu28/y9ETdw6OPG6sN5VcQ0EAAJAIlx4+Tr+4aa122rdWUtubi7c+vkz+puZ6Ug9cO0w/zc1wsonoI35+ZZkOOKHKmb5+O2xbuu2cUapc33YWfihkKBg01JP+cV21S1ccPbbN33Xm1WXa/dCa9ndqpb1zMnpSox56pzlIuGG1R7+9YGSP2rglBg3165bHl0Ueu922TJfdrX/HP1w8QmuWRaenqq12ifEIAACJ06OghG1JH71WoKbG6IKzoyc1asJODb3SMPRv1RVuffFOnubNzlLNxuiP6bAxPm2zW33M75VXGNS47RpSps85YHBAAwZHp5BqrHPpiJ9XyLKi/4g5X2Zr9ZLE539d8G2mlnRyg2DxnAwtntN+uioAANB/LZ6Tqc/ezFfZCq8MUzrwhI1Ky2hOwzJygi9q+wNO2KhxOzSPN779LJvaU+hQ8RC/Ju8fDnjtvF+tho/1dbFHz6xYlK7/zczqcrt5X2epdmPvzgu0QoZ+/KFtP/vzt/PbDYBI0t5HViu3sPNizxlZlsZt3/xdKy5164gzKiOP/T5DH71aINuOxyDL1gEnVCk901JBcSCqHZ2pXO/RjPdz2zz/v5nZqigjJRMAAMmkRz0iyzb0/AODtG6VV4EWM5eO/cUGDRndFHns8dhKz+pebkdAkspWevWX64dJkrzpVlQh6V0OrNVFt69OVNMSIiM7pMv/uKrN8w/dOFTVFc15l/0+M2o2YTyFgoYa6sLHmvZqgV5/otiR4wIAgL7l7WeLJBXJdNnaZtc65Q9ovlmalWNFpWk5+dfro/b985XDVVcd7gvV17jidIMUKcWwlZ0bkiRtPbleV96zsttv0VhvdiuV0qyPcvTYb4d0+zjxNPXlQk19ubDd14aNadLICY1Rz7k9tjI6GbsXFAejzmVNpVuzP85VqJ3YRihkqLGuZzXyXC5bmbkhXfh/a1Q4qPOi4UG/ocaG5rHPjz9kRMaQAAAguRm23bqkVfusshb5JG0pGDT02B2l+s8/mm9EmqYdNWjY//gqXfeXtvkpga4s/C5Tlx85TpJ0xlVlOv2KdZHXTFNyueNcXCJFhIKGrBZjh6f/NFgvPzywW+9hGLaemTVPxaWdd/pbmzcrS9edtJWk8Ayt1qs4Ut1+x23UTX9bnrDjmyXt1zZJBYeYJye6CQDQb0y1Xkl0E7ZI9DXDbpMX/9GPFmroVk3qyOa+kBUydNauE1VdwWzo/i47L6hnZ8+T22P3eNxw+3mjNOujnJi3tywjpdKsuty2DCP6vOx5eI1ufnRZzO9h21IoYLRb8m/e7Cxdf1LP6sdNmlyvP/3rR7k9Xado+vytfN316+Et2mQoFEydf4dESOVrBmMMAHCOE9eLnq0dNcIzKcxWkx8sK/rG5Lef5ejWs0ZLkk69bJ222TX2lDvof4IBQ3+8dIQOP71CE3Zq0O+eWSJJGjKqSR4vQYj2uNy2Wn4NDz2tQtvuURd5/NXUXL359IBO38O2pT9fMVzedFtFJYFOZ5MF/IbuvmSE/D5TtVUuBQPOrMoAAAD9gdFqdrqtB64bpowsSzn5QV33lxUyWnU9NveFbNvWDVNWKBgwVLbSqyk3DXWy4XCcravvXamC4mCbFK0ut630DFuG2b3xw6yPcvXGk+F+88LvMvp0PzfUTv2KH2ZkRcbukjRsrE8X/t+aDt/DMCR3B2O00ZMaI2O5rsydmaUXHxoUebxicZp+e/6omPatXO/u0/9OAAD0ZVuU0HLEeJ+226NOc77Mbvf1ijJPJHfjyAmNqqtyt9i3UYNH+Lfk8EhRP8zIVn1NdEQrvzigsds2hlfaGFJWbki7HhRbYTY0GzamScPGNM8mtG2pfG3zjMGK9R4t/r51zllD330RnglWVBLQjPfzOnz/gN/QzA9z5ffR+QcAAPFm6IcZ4XFGTn5QM6bmyTCkAYP9GrNtdOoZw1CkWPa6lV59fUh15DV/k6lvPs1WyhQY6+NGTWzUoKFbOA40pF0PrgkHJXpo5Y9pWr0kPfJ49rQczfywbT2C/mLjBo9mftg8bli73Kvtdm+eVJieGdIOe9e1t2sbOfmxj+Wyc0NaMi9Dsz/OkRUyVFft7tf/DgAA9Bc9S9/UwrIF6browAndPvCFt63WseeVS1JMSzORWMGAodg+KV277sQxWvxDdFHkXQ+s1W3/WNo7B0CHvngnT3/41Yh2X7OCfS8F05bY95gqXf/Qcnk8dkLuYZC+CQAQi1ROxSH17Jqx/3Ebde2mFLEudziFbGcqyjw6d4+JsmzJDhkKpVCanb7A5Y5etXDpnat1xBkVjrejddrT5+4r0QsPDup4B0QpHdWkx6YtaPO8261ur0pprcln6oydJ6mu2iWb8UhcpfI1gzEGADjHietFwoISLYsXP/jW4qgC2Uguti1dcuh4rVvVOzl6b/vHMo2eFD27zeXuvLAaekcwYMjX0P4qh2fvK9Frj1OsejO3x1JeUUj/+Hy+0jOd/2wSlAAAxCKVbzBJPbtmuD1W5Np8zf0rtefh1Z1ub1uG6mvD/Z9P3sjXg7+hEK6Tbnh4uXY5oHnWfFqGlZDUrA/fOkQf/qsg8tjvM+VvYvVvrAzTVlZOqM3z//fEMm2/Z2wrKDpi2+FC9X+5fpg+/W/+Fr0XOpfK1wzGGADgnOStKdEL/D5zUwoYW0/ePVhZOSFl54V0wa1rWDWRYKGQocduL426eb1muVeNda5O9urc7odWa/dDw4OREeN8ys5r26FF/Lk9dofn/oATNmrEeJ8k6dl7B6l8rdfJpiWdYMBUfQ21TAAASDbBgKm66nA/9T//GKCvpubKMKUL/2+NMtu5aWqYzf2fHfeu05V/DtfPevOpIv34Q+u0lt1jmLYuvG1N3CfX+H2GHr19SMKL+Jqu8N/bnQkbW0+uT0jf//UnBmjpvObV2f+bmaW66oQNf1OebRntnr+XpwzUR/9uDvYcdnqlJk3uXi1Jw5Cy80I65pxylQxv0stTWMECAEBflwS9MkOfvZkvScorCmrvo6plmLbyCkIaPDK+qyeWzMuQv6nrjr1hSGO2aZTLnXo3KNet9Gpjeff+mUNBQ++/XKiG2p4HIaRw3tER48I3uXc/pEZH/Nz5ZdqI3fgdGjR+hwZJ0pzp2Vq9JBB5beVP6Vv8eQAAAOht330erotlmrb2PrJa2flBpWVYGjXB1+72paOaVDoqPMZYs9Qrlyu6f9/kM7VsQbpGTfRFVnV3xnRJh55SGfeb7r56U5+8ka+gv+Oxy5L5GQr04sz/vMKgSoZHj8dcbunQUyvbnTGfKIEmU0vmpav1SO3T/+Zr7sz2ax+i98yeFl3/YcDgQLhOYAveNLvNSvn2bLdnnbLzQvr+i/C/24Y1XlWu753V+gAAILlsUfom25aWLcjQxQeN7/WGHfizSl3/UDhXrBH5T/d09Zedv/dErV6a1uX7uNy2nv9mrvKKelZIzcmVH63/5oduGKq3nhngXAOaW6JxOzTqobcXJeDY6G03nLqVvv2s9aCury9pspWeaemlOXNJ39RNLK0GAOekcioOKT7XjJETG/XIBwsjj7vTF186P0MXHzxOT3y6QEO3SqH0srZ03t4TtWZpLCtdN5+QzgdLh51eqavvXbnFTWups/FZd8dMm9+rbIVX5+4xUX2/b5q6hoz26YnPmutRxPpv/cSdpXp5Ssv0svwbb6lUvmYwxgAA5yR9TYnn7h+kt54ZoIqy3p+9kJ4ZUl5ReAbOZXet0i4H1nSxR7TGelOXHTGu0zyh5Ws9MS6BtlVcGpDZg4niLpetB99epJx8Z2YTPXDdMH3zaU7kcc1G1xalXeqp825cq0NOqVTRoEDXGyPpbVzviVpV9MhtQzT93bwEtij+djukWpfeuVrFpX4ZCUg3TFACABCLVL7BJMXnmuH2WCoqCU8mOuqscp166fqY9w36DVWs86ioJCC3J7VWSccytpnzZbb+fOVwSdI5v1mrg362scNt07Ms5RX2bFJWe4IBQ5cdOU71NW3HJgMG+3Xvaz/GfLPatqVrfzZGG9Z4FQqG/3ZuWCcvl9vWgMHhceEhJ1fqrGvLYtqvtsoVWa190xmjterH9Li1sb9I5WsGYwwAcE7S15SorXLHJSAhSb4Gl3wN4Q7Iey8Wav7X3cv3GvAbWrMsrZfyrhrasCY866hgYEBHnx1OQ/S/r7L07Wc5ne0ow7T14oODlJbR+UzrMds0as8jOi/St9mcL7P13eftL0X+YUaW1q1MTC2AIaObdOCmgc3k/WsISPQhBQOj/y0PPrlSW23TKNnSvx8tVkMCAl/xlp5paeBQf6KbAQAAuikYMCP94Rnv56mpMTy74LDTKzWoi2u722tr0LAtuP7b0utPFKtmY9d9I9OUTvrV+l5bkbn5pm9ntg7VR24IT96/tsd/64ypuVr0XffGZ5ZlaNVPaZvqCjbbbo867RXjOEgKByDefrZIS+enq74mCbIRo0uhoBH5Ts76KDdqxcyIcT7td1xVu/vl5Icik/t+dsEGbSxvvvcw9eUCla3oOusBAABITinRi9tccyLRcguDGrtdg868OtyR/+9TA7R2ebhzVbHO024OV9sy9K9HBnb53nsfVaVRk9rPfdval+/l6dXHirve0EEFxQFts1td5Nygb9vriGrtdUS1bMvQ7E9ytHG9W8GgofI1zFIDAADJY97sLM2bnSVJGjHeJyvU3E8pKA50KyDQWOdSVUXXw6dXHy+OaZKQ6bK168E1PVxRbWvQ0La5+7tSOrKpR/31jes98jU2j3U+fr1A014r6GSPWIRXo+95eLWOv2BD51va0vpVXlmWoaXz0/Xc/SVbeGwkysLvMrWwRUBr8gE1GrdDuN5EflFAGdntfyePOju6PuHmVGWbPxu2zRgEAIBUskXpmx65bYheezy5bo7H0yV3rtKx55ZHpWHdfPKuOnas5n+dtQXv3t3l4cnV6brjqSXa/eCaZGsWHLD5F2TVT+m6YN/x6isfgv2O26ib/rY8YccnfRMAIBapnIpDcvqaEd3fvvXx5dr7qKqY9/7glULdc8WwGLeOLUVsT7nc0gvfze3V9Eqduf28UfryvdxWz25pn8/WP6cv0OARTV2+VcBv6LQdtlZd1eYVKH2jvwmp5ffg+odW6KATO04p1no3W1JTo6lTt99avvq+t3I7HlL5msEYAwCck/Tpm/olI/r/e687nHod6z0Oq9bPr1wnSRoyquvBBPqmzbl/Bw3166F3mm+k11a5dMsZo2VZfDAAAEAyiO6T/P33g/XiQ12vaN4snJKpN/s1PX+vUMjWDaduJVcnKyWuuX+lRk1sjPk9332+SG8+XdTua2uWpak3//ZhY326/sEVGjDY3+Xbzp2ZpYdvHbKptgD9yr6n+d/06T+VRE16PO78ch1ycmWHuxmSvOm27n31x8iYw7alW88crepKbnUAAJDMenSlti3pw1cLtXQ+hab6m4yskA44oUqSra13rde47RsS3SQkCW+6FfV5aKhz6cgzK2RZ0toVafr2087rrwAAADhp7fIUzkdvG1oyN6PTTT56tUAlw2Ov+zDzw1wtntO9OhHdYZi2Dj5pozxeSwOHBjodRwT8hj54pVCWJS1bkK4ff4hfu5A8ylamqWxl8+Mv382V3xcONux7dLVyCtquDDJNW2O2bQ6+2ZZ06GmVqq8xVV/j0idv5ItgFgAAyadHQQnLMvT47warakN8ilwj2djKyrVkmraKhwR0+R9XRmbHAx3JzA7psrtXSQrXQflxTvPAORQ0+mRxbAAAgGTx8pTYV4HEm8tjKyc/qItvX63sTmpo1Ne6ZAUN1dWY+utNQxQMtK3Zh/7ji3fy9cU7+ZLCBbFHjGt+LSM7JLen7Uohw5QuuGWNJGn1kjR9s2lilL/JjBS9BwAAiceaRsTkwbcWqWS4X5IISKDbdjukRi9+PzfyeO7MLF1/8pgEtggAAABO2XHvWt3xz6VyuTuvo3Hzz0dr8ZwM2bahkDPlMpAirj95jAyj+fNz53NLtMPedZ3uUzqqKTIGef2JYj3+29K4thEAAMSOoAQ6VTqqSb/67WoVlwbanYkCxMI0bZktJiaN3rpRv3tmiSTpvRcK9fnb+YlpWCd+mJGt314wUjdMWSFvmpXo5gAAAKSU9MyQfvPXFXJ7bOUXBTscS0x7rUAfvVogSVqxOJ3VEWhXKGioZRqmf9w1WHmFIXm8ln4zZYXS0tv21w1Dkc/d3kdWafhYX+S1H77K0st/HRT3dgMAgPYRlNhCTT5T336ardqqvpOKxjBs7bxfrdweW6Wj/Nr1oJpENwl9TE5+KPK5qip3KxgIDzC+/zJbjUmS1skwFBVIaWn5wvRIHurt96xTRnbHaQgAAAD6m+Ihfm09uV67HlTT8cQmW/r28xx99UGuZn6Y62wDkfIWfpslSfJ4Lc14P1dp6Zs+Z4atnfapk7dVkKJkuD+y8l+SMnNCWrEwXCPzxx8yVF7mdabhAABAEkGJLVZT4dbt542SbfeNnEaGaSs9w9INDy9XTif5XoHecuiplTr01EpJ0iWHjdPyTYMDSQoGjIR9t7bZrU43/W159JO2FAgYevvZIr3+RLEk6eGpCzVyvK/LdAQAAAB9mmHLsykAseuBNbr8j6va3SwUNGSFJFuGHrhuqMpWpHDBcSRcwG/qDxePjDw2TFv/nD5fRYMC4ZUS3vb76NvsWq9tdl0qSfrzFcP18X/yI6+FQoasUN8Y3wMAkKwISiDKjvvU6ZZHlykzh4AEnHfPv3+S1eKjd/t5o/TDjOzENagVyzJ08YHjtW5V80yqa04Yo+PPL9e5v1mbwJYBAAAkVvHggB75cKEkydPBjWBJevx3pXr/pUJJUkMdqZrQu2xL+tUh42UY0pBRTXronUVd7nPpXat08W9XRx4/fU+J/vOP4ng2EwCAfq/bQYkVi9P1ysMD1VCbHClWsOXSMixddPtqud22BpQGlJVLQAKJkdkqDdKpl67XISdXRh6//VyRFnyT5XSzotTXuRTwNw+gG+tc8vuYSQUAAPqv3Q6p1kEnblR2bqhl2v8ooZChR28r1def5Ki+hrEk4sWI3KtYvSRN9109LPJKZo6lC29bI9OMDpqlZ0anejropI3aautGSdJT9wxWRZknzm0GAKD/6XZQonKdOzKzBakvryioURMbddhplRSyRtLZ5cDoeibrVnllW+Hl/kvmJkchxJETGjVwSCDRzQAAAHBUWoalkePDN253O7hG+x1b1e52q5akqa7apVDQ0NRXCpncBsfU17r03otFkcfZ+UHtd0yVDJet3PyQSkc1tbvf+B0aNH6HBknS15/mqGx58yrplT+mqyFJauABAJDKSN/UL9mRGUx7HFatq/68MrHNAWJ09nVlOvu6MlkhQ2fuMkkV61pMxbOlDqfmxdFNjyzXiHE+x48LAACQOLaGj/XpwbcXd76VLT12R6m+mprnULuAjtVVuXXlsWMlSfseU6WbHlkW9brRzlCidY2560/eSt9P35ReNkHjDwAA+gKCEv1QUUlA9//nR8mQMrKsrncAkoxp2nrwrUUKtShAd+Npo7V6SXonewEAAKA3nPubMh12WmWn2zTUunTJ4eNUvpbUN0g+X32Qq7N3mxR5PGHHBt386LIu97vx4eXyN5nyN5q65PBxamokKAEAQE8QlOhnttujTnsdWaWBQ/3tzgQBUoIhDRgcnTLpxAs3qKrCLV+DqVceHijbju8HPH9AQMeeV678omBcjwMAAJAMhoxq0kEnhQMRkw+oVeGgjtNXLp6TqY//k6+yFV5ZIQYdSD5NjabWr2pOyyRbeupPJZKknfev1Ta71re7X0FxuO8fDBg68+oyBfybPt+2oVf+VqzGelI7AQAQC4IS3VBd6daGNV4Vl/oT3ZRu8XityA3cPQ6r1vHnlye4RUDvO+rsCknh7+kX7+TJChlqbDBVtaFns/Ma611au9yrkmF+Ge2UrsgrCumMq9ZtSZMBAEAPGYatQcPiN8lm/RqvQgFupm9WMDCgbXar67TvEwoaWrfpJu/Xn+ToX38b6FTzgC22frVXzz8QDkoEA4YKBzZPPMrKDSmvMHoikttj65RL1kceW5ahWdNyVFXefItlwxpPUtTAAwAgGRGU6IZn7x2kL9/N08NTFya6Kd0yYrxPf313kSQyXqLvyysM6onPFkiSPvlPvu769cgevc/MD3I0Z/p4vTRnrtIzSXMGAEAyScu09OhHC5WWEZ9r9Pn7TCAtZAuX371Kex5W3ek25WUe/WKvCbJthxoFxMnLUwbq5SnNQbUTflmui+9Y3ek+pmnr/jeia6xcdMAELV/E7wgAAO0hKNEthlKtj33aZet00EkbSdWEfmXz533n/WsjATlJWjwnQ3+5flis76Imn6mrjxsrw2z+5tdUuvWzC9fr8J93nkcZAAD0joNPqtTxF0Sv9DVNW950O2593NueWCZ/U9sZzr4GUzeeNloBf/+Y/ZyRFdJdLy7RsLG+Tmc3vfN8kV7/+4BNAQkGHkh10Z/haa/l64cZWZKkK/60SuO2b2h/r1Yf/ZsfWya/r/m34i+/GarF32f2blMBAEhRcQ1KlI5q0o771MbzEBG+elMf/rtA8e4E11S69ObTA3TA8Ru1drlXs6flJt1soOIhfu16UI2kcL7X4WN9CW4RkBg5+SHl5DcPGjKzQzrq7OabGnVVLn3yRkGH+9uWoZ/mZrR5fv1qr5YtSNeIcXy3AADobZMm12vUpMbI4532rdXY7dq/CRgvI8a3f433+0wdeWaFgkFD5Ws8+uqDPEfb5ZS9jqhSfnFQaemWxm3fIJe77YCnusKtz97KlyTN+jBHyxa07TMBfUFVuUdV5eGUsB+9WqBFLQILO+5TqyGjmtrdr/VY4cATNmrc9g0KBQ1NfblQoSABPABA/9WtoERjnUsNtZ0XbjIMW9n5IUnSDnvV6vK7V/W8dd1QUebR7Gm5smwp4Dfki1OBqfK1Xj10wxCN3bZBM97P0/N/GRSX4/RURnZIE3eud+y8A6lkyOimqO/Gqp/S9M1nOZLCNxmaGmOb9fj5W/la+WO69ju2Kh7NBACg33G5bWXmhMcQB59UGakV1V2+BjNqZnJ3mW5b2bmhDl/3plv69e/DaVzmTM/WvK+zIscNtLOyItUYpq3svJBOv3y9xnYwG1wKTwhbuiBdD90w1MHWAYn32uPFUY+v+NNK5eSFJEPKzgvJNDuesfizCzdICv9efP1xjnyNpkJBo8t7LAAA9EWGbcc2z98qG6u7LxmhT9/IVyjUcUS/cFBAT82YL9MML6dub1ZNPNi2IjMNPvx3ge67enhcj+dy27KtcEGrZHLr48u0x2HVjp13IJW1/N147e/F+vvvSmPed8R4nx6btiBeTZNZsrjrjZLUIebJiW4CAPQbU61XEt2ELbL5mrH9nnX6wws/SZJMUzJdPevLPnp7qd54ckCP2zNygk9T3lvU9YaSbEuRcdEjtw3Rf//Z8+Mmi4FD/PrHF/PldtsyOomxTLl5qN56poiZ3uj3TJcdvvdhSk/PmK/CQYGud7Kl4Kbvzg8zsnXDqVvFuZXNUvmawRgDAJzjxPWiWyslQkGjTUBi0FC/Lmsx89iTZsnjtRyvYWAYktsTHrzsvF+tfv/sEknSC38ZpLmzsnr9eMnWAU/PDOmGKSs0Yad6AhJAjFr+buxzVJVGbkrV8MSdg7V0fucpCNav8uiWM0fr8j+u0sAh/ri3FQCAvmhznz2nIBi5Jnfm8d+VavnCjgvHrliUrmCg5ysWVi9J0y1njm7z/C9vXdMmpZNhSu5Ns6KPObdcux0cTp96/7XDVFHm6fJYpsvWb/66XFk5zcW6Y923d9m6+t6VKhwUlDfdksdjt5sRd9H3mXr6nhJJ0rKF6Uk3HgISwQoZskKGJFt3Xzpc3rTm37HL7l6lQUPbGSe0GIOM2aYx8jv49nOFmv5OvgOtBgAg8XpWU8KwNXm/WnnSbA0c4tcuB9b0crO2zIDBAQ0YHJ6hsGReunILg7Jtafa0nC0apCSjbXarU05+SOmZlnY5sCamwRyAtkqG+1UyPDxomDsrSyXD/QqFDM2elrNpoBGtsd6lWR/lasb7udpuz7pIQAMAAMQulnHEmqVpWr4oHIiY+WGuVizqOCixpTZf31vbdvc6rVmWJpfL1uQDatus5BgxzhfOH29Lux9arcp1sQUldjmwVlmb0la1t+8PX2Wprio+ZQBHTWpUybBw32eXg2pVOLDjGd4Lvs3UzA9y2z03ACTJ0Pdf5EQ9M+P9XA0cEpDHa2nn/WvbnbiZUxCM/A5WrnPL3pSJ4bvPs9UYp5TUAAAkg26lb/rjpSP02Zt5Ml22npoxXwXFwXi3r9eEgobO3m2iqivcsm11Mzhhy+ONPk2BgCHZiZkdZLpsuTYNhO597UeN39HZwn9Af+FrMHXm5EnyNZid/m6ccMEGnX/Lmg5nFvYE6ZsAALFI5VQcUniM0R7bkgKbrruvPlasJ+8a7GSzOpSRHdKzs+bJmx5O2RLvCUHX/myMFnzTXFQ3GDQiNy17Ljy2+fXvV+vIMzuu3WGFjEiKmd9fOEJfTe2bRb2BeCsoDuifX86X6VLMvxu/PmS8VixOizwOBgzZvXD/IZWvGYwxAMA5TlwvuhWUaGo0FQyEL4SZ2aFO84wmHVtqqHPJtqVlC9J19fHtD4Da43LbeuKzBcotaA7CXHLYOK1dntbJXvFz8q/W6/Qr1kmS0rOsSIACQO+yN/1uyJbmzszSrWe3TecgSR6vpUHD/Hr844U9zoHdGkEJAEAsUvkGk9RxUGLFonRdeUz4tYDfkD9pikjbysyxZEjafq863faPpXE9WmO9GbVi8+5LR2jmB1u2WsHltvWPz+erqCTQZuJVSx/+q0BTbg4Xst5ckBdA9xmGrYzs8O/GXkdV6Zr7Vna5T2OdS1ZzZjfdetYozZ2VvcVtSeVrBmMMAHBO0tWUSMuwlNZ5mvXkZUiZm5ZGDx/bpKvvXRH7rqZUNCggb/qmXoEtnX/zWk17PV9fvJ3f7j7Hnlcut9vWq48Xb2nLW7D1i5vWaqd965SVG+rF9wXQHsNQJKXCmO0aI78bH79RoG8+aV6eHfCb2rDaq/uvHaZTLlmnYWOaEtJeAABSmWUZeuyOUjXUmqqtdqm+NhlTlxhq2NSuhd9l6r6rh0mSDjihSjvuU9vrR8vICo8/mnymHrmtVMsW9Dx11bHnlWvMNg0yTKlwULDdgERNpVt/v3OwZEurlqQl6b8BkFpsu/l3Y8707MjvxlFnVXSY9SAjO3q8f9rl67VxfaX8flOP/F9pn0tLDQDof+KToDTJ5RQEddjplT1/A0Pa5+gq+RrMSCG65QvT5U2zNXhk+GbkPkdXyeO1Ne/r8HLrshVeVZX3rGjdoGFNkVRZB524MVIvA4BzCgcGIr8bDfUuNdQ2DwQq13m0frVX779UqPE7NMjlkkpHEZgAACBW9bUuLV+Qrg9eKVBtnGoo9LaKMo/ee7FIkpSdF1L+gKBGTWzscHsrZGjxnAzFsk7d7bE1ZptGyZCqK9xaMj9D779Y2O0bkXlFQQ0e0Tw+2W6Pug63LV/r0aLvM/Xei4UJS1ML9HVlK9JUtiKccaFkuD/yezBm28ZO0zrtelC47kRTo6lP38iXvykc6FixOH41dgAAiKdupW9Cx648dqyGjm7StQ+0vwLjoRuH6s2nBnTjHZtz01921yodfXbH+V4BJNa/HynWY78rjTze/7gq3TBleeRxe0XtukL6JgBALFI5FYckhdaGxxjffZ6jG07dKsGt2TKjJjXqb1MXdvh6Q61Lp22/dUypqAaU+vXMV/NlmLamvlyoe68a3o2WNI8jDj2lUtfc30mqGFvaPBh8/oFBevqe5KjdAfQnpmnr2a/nRYrNxzp2+H56tq4/udXvZhcBxVS+ZjDGAADnJF36JnTstieWyeXuvdoO2+5Rr+sfDAc4cvJTp6A40B8dcUal9jmmOvL420+zddaukyRJl965WrsfWt3RrgAA9Gubr5eBptSfmb9ycVrk72mPbUl+f2x/Z+U6j87efaIkydfQvdURRSVB3f/GYhmGlJ5pdbrtskXpuuXMcM2sBlI1AQlhWdJlR4yV6ZKGjm7S3S/9FNN+E3du0DMz50cer/opTTeeltrBXQBA/0FQopcUFG95SiVPmqVTL1kv02WrdKRfA4f4e6FlAOItMycUqVkjSeN3bNARPw+vbtqcMgEAALS1YbU30U3oNcGA2Wt/jxUyuvletk74Zbly8oPKyrU0cIi/w9nWVsjQyw8PVFOjoY3rPX3q3wBITYYqysLfQ7/P1FN/KpEkbb1LgyYfUNPhXt40K+qeQVq6pbOvWytJmjsrS19/nBvHNgMAsGUISiSJjOyQSkf4ddrl69otOgcgdYyc4NPICb5ENwMAAPRxeYXB8MQIQzrhgg0aNKzzSU1NjabWr/bq5SnFqq9hKAgkm+oKt55/IByUOPz0ikiduqKSgNLSO1/5lFcU1BlXrZMkvfNckdYsDdeuqCjzxJQ2DgAAJ9ETTRL7HFWta+5bEcn/CgAAAACdOevaMh1zTnn4QQzjiB9mZOnmM0bHt1EAesW7LxTq3RcKJUn3/PunTgvVt3bEzysiK7evPXGMfpiRHZc2AgDQUwQl4iwUNHTjaaO1dEFGm9cKBgb0u6eXyDCk3II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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "viz_functions.channeled_inference_and_show(\n", " val_loader,\n", " device=device,\n", " model=model_pvvision,\n", " category_mapping=category_mapping,\n", " idx=idx,\n", " threshold=0.5,\n", ")\n", "plt.savefig(\"pvvision_model_prediction.png\", dpi=300)" ] }, { "cell_type": "code", "execution_count": null, "id": "e614066f-ea76-4e2f-a8c4-0b120194f253", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Processed 585 ground-truth images, extracted 572 feature rows.\n" ] }, { "data": { "text/html": [ "
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cell_numberiprop.perimeterslopeprop.convex_areaprop.areaprop.orientation
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" ], "text/plain": [ " cell_number i prop.perimeter slope prop.convex_area \\\n", "0 mxy_sa19965_sub_EL_9 1 552.83557 -0.524613 7743.0 \n", "0 mxy_sa19965_sub_EL_9 4 198.325902 -0.461665 1710.0 \n", "0 SW2 0 153.59798 -0.985689 1174.0 \n", "0 SW2 10 127.313708 0.557848 809.0 \n", "0 SW2 2 115.213203 0.222527 666.0 \n", "\n", " prop.area prop.orientation \n", "0 3487.0 -0.699696 \n", "0 1447.0 -0.683089 \n", "0 924.0 -1.113709 \n", "0 630.0 1.319049 \n", "0 580.0 0.33296 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Processed 585 images, extracted 572 feature rows.\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " Original\n", "0 1\n", "1 2\n", "2 1\n", "3 2\n", "4 9" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# All images\n", "m_idx = len(val_dataset) # indices to process\n", "masks = []\n", "impaths = []\n", "\n", "for i in range(m_idx):\n", " img, _ = val_dataset.__getitem__(i)\n", " img = img.to(device)\n", " img_path = val_dataset.get_img_path(i)\n", "\n", " # model inference\n", " logits = model_pvvision(img.unsqueeze(0)).detach().cpu()\n", " probs = torch.sigmoid(logits)\n", " pred_mask = (probs > threshold).float().squeeze(0).numpy() # (n_classes, H, W)\n", "\n", " # Extract crack channel (index 2) and convert to uint8 [0,255]\n", " crack_mask = (pred_mask[2] * 255).astype(np.uint8)\n", "\n", " masks.append(crack_mask)\n", " impaths.append(str(img_path))\n", "\n", "# Build dataframe of image paths expected by feature_extraction_crack_mask\n", "dfinfo_multi = pd.DataFrame({\"impath\": impaths})\n", "\n", "# Run PVImage feature extraction across all predicted crack masks\n", "dffeatures_multi_pvvision = features.feature_extraction_crack_mask(masks, dfinfo_multi)\n", "print(\n", " f\"Processed {len(masks)} ground-truth images, extracted {len(dffeatures_multi)} feature rows.\"\n", ")\n", "display(dffeatures_multi_pvvision.head())\n", "\n", "dffeatures_multi_pvvision[\"count_features\"] = dffeatures_multi_pvvision.groupby(\n", " \"cell_number\"\n", ")[\"cell_number\"].transform(\"count\")\n", "dffeatures_multi_count = dffeatures_multi_pvvision.sort_values(\n", " by=\"cell_number\"\n", ").drop_duplicates(\"cell_number\", keep=\"first\")\n", "dffeatures_multi_count.reset_index(drop=True, inplace=True)\n", "\n", "featurescounted_multi = pd.concat(\n", " [dffeatures_multi_count[\"count_features\"]], axis=1, ignore_index=True\n", ")\n", "featurescounted_multi.columns = [\"Original\"]\n", "\n", "# Show basic outputs\n", "print(f\"Processed {len(masks)} images, extracted {len(dffeatures_multi)} feature rows.\")\n", "display(featurescounted_multi.head())\n", "\n", "\n", "dffeatures_multi_pvvision.to_pickle(\"pvvision_dffeatures.pickle\")\n", "dffeatures_multi_pvvision = pd.read_pickle(\"pvvision_dffeatures.pickle\")" ] }, { "cell_type": "code", "execution_count": null, "id": "28427edc-7266-4c2a-a0e9-09edeae7141f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add ground truth\n", "pred_counts = (\n", " dffeatures_multi_pvvision.groupby(\"cell_number\").size().rename(\"pred_crack_count\")\n", ")\n", "gt_counts = dffeatures_gt.groupby(\"cell_number\").size().rename(\"gt_crack_count\")\n", "\n", "count_comparison = (\n", " pd.concat([pred_counts, gt_counts], axis=1).fillna(0).astype(int).reset_index()\n", ")\n", "count_comparison.columns = [\"cell_number\", \"pred_crack_count\", \"gt_crack_count\"]\n", "count_comparison[\"count_diff\"] = (\n", " count_comparison[\"pred_crack_count\"] - count_comparison[\"gt_crack_count\"]\n", ")\n", "\n", "scaler = MinMaxScaler()\n", "columnstonormalize = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "dffeatures_multi_norm = dffeatures_multi_pvvision[columnstonormalize]\n", "dffeatures_multi_norm[columnstonormalize] = scaler.fit_transform(dffeatures_multi_norm)\n", "fig = violinplt(\n", " dffeatures_multi_norm[\n", " [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", " ]\n", " ],\n", " figsize=None,\n", ")" ] }, { "cell_type": "code", "execution_count": 57, "id": "655d4e7e-ebce-48e8-955c-b2e15d14c127", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'pv-vision')" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vp = violinplt(\n", " count_comparison[[\"pred_crack_count\", \"gt_crack_count\"]].rename(\n", " columns={\n", " \"pred_crack_count\": \"Predicted\",\n", " \"gt_crack_count\": \"Ground Truth\",\n", " }\n", " ),\n", " figsize=(6, 4),\n", ")\n", "plt.title(\"pv-vision\")" ] }, { "cell_type": "code", "execution_count": 58, "id": "5c9ceedf-22cd-4a3b-b07d-7f42aaac141b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted_meanGroundTruth_meanabs_diff
prop.perimeter0.1229260.1708600.047934
slope0.5624460.4579170.104529
prop.area0.1344350.1530940.018659
prop.orientation0.3944830.3371390.057343
\n", "
" ], "text/plain": [ " Predicted_mean GroundTruth_mean abs_diff\n", "prop.perimeter 0.122926 0.170860 0.047934\n", "slope 0.562446 0.457917 0.104529\n", "prop.area 0.134435 0.153094 0.018659\n", "prop.orientation 0.394483 0.337139 0.057343" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "feature_cols = [\n", " \" prop.perimeter\",\n", " \" slope\",\n", " \" prop.area\",\n", " \" prop.orientation\",\n", "]\n", "feature_comparison = pd.DataFrame(\n", " {\n", " \"Predicted_mean\": dffeatures_multi_norm[feature_cols].mean(),\n", " \"GroundTruth_mean\": dffeatures_gt_norm[feature_cols].mean(),\n", " }\n", ")\n", "feature_comparison[\"abs_diff\"] = (\n", " feature_comparison[\"Predicted_mean\"] - feature_comparison[\"GroundTruth_mean\"]\n", ").abs()\n", "feature_comparison\n" ] }, { "cell_type": "code", "execution_count": 59, "id": "1f3143a3-2a00-4ac4-8a35-53142e925d18", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Predicted prop.perimeterGround Truth prop.perimeterPredicted slopeGround Truth slopePredicted prop.areaGround Truth prop.areaPredicted prop.orientationGround Truth prop.orientation
00.2240550.0573780.5512490.4209810.2160210.0476780.2771440.063179
10.0486340.0534720.5564110.4830160.0759880.0410250.2824310.164383
20.0265010.0313650.5134400.4429670.0400880.0304300.1453350.224965
30.0134950.0096540.6400130.6165620.0199070.0094250.9198530.963567
40.0075070.1784850.6125160.4423910.0164740.1485150.6059110.185770
...........................
11680.018054NaN0.626138NaN0.036793NaN0.738026NaN
11690.012385NaN0.602619NaN0.018808NaN0.542269NaN
11700.001909NaN0.631208NaN0.006796NaN0.664104NaN
11710.131226NaN0.599652NaN0.177993NaN0.994440NaN
11720.001499NaN0.592021NaN0.012287NaN0.003767NaN
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1173 rows × 8 columns

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" ], "text/plain": [ " Predicted prop.perimeter Ground Truth prop.perimeter Predicted slope \\\n", "0 0.224055 0.057378 0.551249 \n", "1 0.048634 0.053472 0.556411 \n", "2 0.026501 0.031365 0.513440 \n", "3 0.013495 0.009654 0.640013 \n", "4 0.007507 0.178485 0.612516 \n", "... ... ... ... \n", "1168 0.018054 NaN 0.626138 \n", "1169 0.012385 NaN 0.602619 \n", "1170 0.001909 NaN 0.631208 \n", "1171 0.131226 NaN 0.599652 \n", "1172 0.001499 NaN 0.592021 \n", "\n", " Ground Truth slope Predicted prop.area Ground Truth prop.area \\\n", "0 0.420981 0.216021 0.047678 \n", "1 0.483016 0.075988 0.041025 \n", "2 0.442967 0.040088 0.030430 \n", "3 0.616562 0.019907 0.009425 \n", "4 0.442391 0.016474 0.148515 \n", "... ... ... ... \n", "1168 NaN 0.036793 NaN \n", "1169 NaN 0.018808 NaN \n", "1170 NaN 0.006796 NaN \n", "1171 NaN 0.177993 NaN \n", "1172 NaN 0.012287 NaN \n", "\n", " Predicted prop.orientation Ground Truth prop.orientation \n", "0 0.277144 0.063179 \n", "1 0.282431 0.164383 \n", "2 0.145335 0.224965 \n", "3 0.919853 0.963567 \n", "4 0.605911 0.185770 \n", "... ... ... \n", "1168 0.738026 NaN \n", "1169 0.542269 NaN \n", "1170 0.664104 NaN \n", "1171 0.994440 NaN \n", "1172 0.003767 NaN \n", "\n", "[1173 rows x 8 columns]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "feature_pairs = []\n", "\n", "for col in feature_cols:\n", " if (\n", " col not in dffeatures_multi_norm.columns\n", " or col not in dffeatures_gt_norm.columns\n", " ):\n", " print(f\"Skipping {col}: not found in features dataframe.\")\n", " continue\n", "\n", " label = col.strip()\n", " pred = dffeatures_multi_norm[col].reset_index(drop=True)\n", " gt = dffeatures_gt_norm[col].reset_index(drop=True)\n", "\n", " max_len = max(len(pred), len(gt))\n", " if max_len == 0:\n", " print(f\"Skipping {label}: no data to plot.\")\n", " continue\n", "\n", " pred = pred.reindex(range(max_len))\n", " gt = gt.reindex(range(max_len))\n", "\n", " feature_pairs.append(\n", " pd.DataFrame(\n", " {\n", " f\"Predicted {label}\": pred,\n", " f\"Ground Truth {label}\": gt,\n", " }\n", " )\n", " )\n", "\n", "if not feature_pairs:\n", " print(\"No feature data available for violin plots.\")\n", " feature_violin_df = pd.DataFrame()\n", "else:\n", " feature_violin_df = pd.concat(feature_pairs, axis=1)\n", " feature_violin_df = feature_violin_df.apply(pd.to_numeric, errors=\"coerce\")\n", " feature_violin_df = feature_violin_df.dropna(axis=1, how=\"all\")\n", "\n", " if feature_violin_df.empty:\n", " print(\"No numeric feature data available for violin plots.\")\n", " else:\n", " # Render comparison violins\n", " vp = violinplt(feature_violin_df, figsize=(10, 5))\n", " plt.title(\"pv-vision\")\n", "\n", "feature_violin_df\n" ] }, { "cell_type": "code", "execution_count": null, "id": "32cd5f62-c52c-48c0-91b1-7c31a6953f4b", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.6" } }, "nbformat": 4, "nbformat_minor": 5 }