{ "cells": [ { "cell_type": "markdown", "id": "55c5d230", "metadata": {}, "source": [ "# PADR-Net Flood Forecasting\n", "\n", "> **Notebook goal**: build, train, and interpret the new `PADRNet`\n", "> flood-forecasting application model. We create regional synthetic\n", "> flood events for **WAF**, **EAF**, and **SAF**, train PADR-Net with a\n", "> physics-aware loss, and evaluate depth forecasts, threshold skill,\n", "> mass bias, and spatial-style interpretation maps.\n", "\n", "This notebook is intentionally self-contained. The synthetic data are\n", "not meant to replace hydrodynamic simulation or observations; they are a\n", "compact teaching dataset that exposes the same API shape used with real\n", "forcing and flood-depth arrays.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "4fde9708", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:48.606932Z", "iopub.status.busy": "2026-06-08T17:46:48.605924Z", "iopub.status.idle": "2026-06-08T17:46:48.615753Z", "shell.execute_reply": "2026-06-08T17:46:48.615753Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "BASE_ATTENTIVE_BACKEND = tensorflow\n", "KERAS_BACKEND = tensorflow\n" ] } ], "source": [ "import os\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# PADR-Net currently provides TensorFlow and Torch backends. The main\n", "# tutorial uses TensorFlow because the training loop is compact and the\n", "# same public PADRNet factory is used for both backends.\n", "os.environ.setdefault(\"BASE_ATTENTIVE_BACKEND\", \"tensorflow\")\n", "os.environ.setdefault(\"KERAS_BACKEND\", \"tensorflow\")\n", "\n", "print(\"BASE_ATTENTIVE_BACKEND =\", os.environ[\"BASE_ATTENTIVE_BACKEND\"])\n", "print(\"KERAS_BACKEND =\", os.environ[\"KERAS_BACKEND\"])\n" ] }, { "cell_type": "markdown", "id": "0ba4426b", "metadata": {}, "source": [ "---\n", "\n", "## 1. Imports and Reproducibility\n", "\n", "The flood application exports the model factory, validated\n", "configuration, hydrological metrics, and backend-neutral physics\n", "helpers. The model output is a dictionary with three keys:\n", "\n", "- `depth`: multi-horizon flood depth forecast;\n", "- `exceedance_probability`: smooth threshold-exceedance probability;\n", "- `features`: latent event representation.\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "9fbc69a2", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:48.619272Z", "iopub.status.busy": "2026-06-08T17:46:48.619272Z", "iopub.status.idle": "2026-06-08T17:46:52.221740Z", "shell.execute_reply": "2026-06-08T17:46:52.220408Z" } }, "outputs": [], "source": [ "from __future__ import annotations\n", "\n", "import math\n", "from dataclasses import dataclass\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import tensorflow as tf\n", "\n", "from base_attentive import PADRNet, PADRNetConfig\n", "from base_attentive.applications.flood import (\n", " critical_success_index,\n", " delta_mass,\n", " exceedance_probability,\n", " linear_reservoir_response,\n", " mass_balance_residual,\n", " nash_sutcliffe_efficiency,\n", " true_skill_statistic,\n", ")\n", "\n", "np.random.seed(42)\n", "tf.random.set_seed(42)\n", "tf.get_logger().setLevel(\"ERROR\")\n", "\n", "plt.rcParams.update(\n", " {\n", " \"figure.dpi\": 120,\n", " \"axes.spines.top\": False,\n", " \"axes.spines.right\": False,\n", " \"axes.grid\": True,\n", " \"grid.alpha\": 0.25,\n", " }\n", ")\n" ] }, { "cell_type": "markdown", "id": "946318b6", "metadata": {}, "source": [ "---\n", "\n", "## 2. Synthetic Regional Flood Events\n", "\n", "We generate event hydrographs with a simple rainfall-storage response.\n", "Each region has a different response time, rainfall gain, basin area,\n", "slope, and imperviousness proxy. This gives PADR-Net a reason to use\n", "both dynamic sequences and static descriptors.\n", "\n", "The split mimics a paper workflow: early years are used for training,\n", "intermediate years for validation, and later years for testing.\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "4b391212", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:52.225792Z", "iopub.status.busy": "2026-06-08T17:46:52.224787Z", "iopub.status.idle": "2026-06-08T17:46:52.515134Z", "shell.execute_reply": "2026-06-08T17:46:52.515134Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "events: 720\n", "first event keys: ['depth_full', 'rain_full', 'rain_future', 'region', 'static', 'x', 'y', 'year']\n" ] } ], "source": [ "@dataclass(frozen=True)\n", "class RegionSpec:\n", " code: str\n", " name: str\n", " color: str\n", " tau: float\n", " gain: float\n", " area: float\n", " slope: float\n", " impervious: float\n", " storm_scale: float\n", "\n", "\n", "REGIONS = [\n", " RegionSpec(\n", " \"WAF\", \"West Africa\", \"#1f66b1\", 28.0, 0.020,\n", " 0.72, 0.36, 0.22, 1.15,\n", " ),\n", " RegionSpec(\n", " \"EAF\", \"East Africa\", \"#f05a28\", 20.0, 0.018,\n", " 0.54, 0.52, 0.18, 1.00,\n", " ),\n", " RegionSpec(\n", " \"SAF\", \"South Africa\", \"#2f8f3b\", 34.0, 0.015,\n", " 0.61, 0.31, 0.15, 0.92,\n", " ),\n", "]\n", "\n", "LOOKBACK = 48\n", "HORIZON = 24\n", "TOTAL_STEPS = LOOKBACK + HORIZON\n", "INPUT_DIM = 8\n", "STATIC_DIM = 3\n", "FLOOD_THRESHOLD = 0.08\n", "\n", "\n", "def rolling_mean(values: np.ndarray, window: int) -> np.ndarray:\n", " kernel = np.ones(window, dtype=float) / window\n", " return np.convolve(values, kernel, mode=\"same\")\n", "\n", "\n", "def make_storm(rng: np.random.Generator, spec: RegionSpec) -> np.ndarray:\n", " t = np.arange(TOTAL_STEPS)\n", " rain = rng.gamma(1.2, 0.12, TOTAL_STEPS)\n", " n_pulses = rng.integers(1, 4)\n", " for _ in range(n_pulses):\n", " center = rng.uniform(10, LOOKBACK + 8)\n", " width = rng.uniform(2.5, 8.0)\n", " height = rng.uniform(1.0, 4.0) * spec.storm_scale\n", " rain += height * np.exp(-0.5 * ((t - center) / width) ** 2)\n", " return np.maximum(rain, 0.0)\n", "\n", "\n", "def make_event(\n", " rng: np.random.Generator,\n", " spec: RegionSpec,\n", " year: int,\n", ") -> dict[str, np.ndarray | str | int]:\n", " rain = make_storm(rng, spec)\n", " depth = linear_reservoir_response(\n", " rain,\n", " tau=spec.tau,\n", " gain=spec.gain,\n", " initial_depth=rng.uniform(0.0, 0.01),\n", " )\n", " depth *= 8.0\n", " depth += 0.015 * np.sin(np.linspace(0, 2 * np.pi, TOTAL_STEPS))\n", " depth += rng.normal(0.0, 0.002, TOTAL_STEPS)\n", " depth = np.maximum(depth, 0.0)\n", "\n", " antecedent = rolling_mean(rain, 6)\n", " wetness = rolling_mean(rain, 18)\n", " response_proxy = linear_reservoir_response(\n", " rain,\n", " tau=max(8.0, spec.tau * 0.65),\n", " gain=spec.gain * 0.8,\n", " )\n", " hour = np.arange(TOTAL_STEPS) / 24.0\n", " seasonal = (year - 2001) / 23.0\n", "\n", " dynamic = np.column_stack(\n", " [\n", " rain,\n", " antecedent,\n", " wetness,\n", " response_proxy,\n", " np.sin(2 * np.pi * hour),\n", " np.cos(2 * np.pi * hour),\n", " np.full(TOTAL_STEPS, seasonal),\n", " np.gradient(rain),\n", " ]\n", " )\n", " static = np.array([spec.area, spec.slope, spec.impervious])\n", " return {\n", " \"region\": spec.code,\n", " \"year\": year,\n", " \"x\": dynamic[:LOOKBACK].astype(\"float32\"),\n", " \"static\": static.astype(\"float32\"),\n", " \"y\": depth[LOOKBACK:].astype(\"float32\")[:, None],\n", " \"rain_future\": rain[LOOKBACK:].astype(\"float32\")[:, None],\n", " \"depth_full\": depth.astype(\"float32\"),\n", " \"rain_full\": rain.astype(\"float32\"),\n", " }\n", "\n", "\n", "def make_dataset(n_events: int = 720, seed: int = 13):\n", " rng = np.random.default_rng(seed)\n", " events = []\n", " years = rng.integers(2001, 2025, n_events)\n", " for year in years:\n", " spec = REGIONS[int(rng.integers(0, len(REGIONS)))]\n", " events.append(make_event(rng, spec, int(year)))\n", " return events\n", "\n", "\n", "events = make_dataset()\n", "print(f\"events: {len(events)}\")\n", "print(\"first event keys:\", sorted(events[0].keys()))\n" ] }, { "cell_type": "markdown", "id": "79ef693d", "metadata": {}, "source": [ "### Visual check: rainfall and flood response\n", "\n", "Before training a neural model, always inspect a few hydrographs. The\n", "vertical line marks the forecast origin. PADR-Net receives the left side\n", "and predicts the right side.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "c488e33c", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:52.517514Z", "iopub.status.busy": "2026-06-08T17:46:52.517514Z", "iopub.status.idle": "2026-06-08T17:46:53.608248Z", "shell.execute_reply": "2026-06-08T17:46:53.607142Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_event_examples(events, n_per_region=1):\n", " fig, axes = plt.subplots(3, n_per_region, figsize=(10, 6), sharex=True)\n", " axes = np.atleast_2d(axes)\n", " for row, spec in enumerate(REGIONS):\n", " region_events = [e for e in events if e[\"region\"] == spec.code]\n", " for col, event in enumerate(region_events[:n_per_region]):\n", " ax = axes[row, col]\n", " t = np.arange(TOTAL_STEPS)\n", " ax2 = ax.twinx()\n", " ax.bar(\n", " t,\n", " event[\"rain_full\"],\n", " color=\"#8fbce6\",\n", " alpha=0.45,\n", " width=1.0,\n", " label=\"rainfall\",\n", " )\n", " ax2.plot(\n", " t,\n", " event[\"depth_full\"],\n", " color=spec.color,\n", " lw=2.2,\n", " label=\"depth\",\n", " )\n", " ax2.axhline(\n", " FLOOD_THRESHOLD,\n", " color=\"#8b1e1e\",\n", " lw=1.2,\n", " ls=\"--\",\n", " label=\"threshold\",\n", " )\n", " ax.axvline(LOOKBACK, color=\"#222\", lw=1.0, ls=\":\")\n", " ax.set_title(f\"{spec.code} event, year {event['year']}\")\n", " ax.set_ylabel(\"rain\")\n", " ax2.set_ylabel(\"depth (m)\")\n", " ax.set_xlim(0, TOTAL_STEPS - 1)\n", " axes[-1, 0].set_xlabel(\"time step\")\n", " fig.tight_layout()\n", " return fig\n", "\n", "plot_event_examples(events, n_per_region=2)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "bf4be5ef", "metadata": {}, "source": [ "---\n", "\n", "## 3. Build Arrays and Temporal Splits\n", "\n", "The arrays follow the PADR-Net input contract:\n", "\n", "- `X`: `(batch, lookback, input_dim)`;\n", "- `S`: `(batch, static_dim)`;\n", "- `Y`: `(batch, forecast_horizon, 1)`;\n", "- `P_future`: `(batch, forecast_horizon, 1)` for physics diagnostics.\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "afa559dd", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:53.611325Z", "iopub.status.busy": "2026-06-08T17:46:53.610260Z", "iopub.status.idle": "2026-06-08T17:46:53.622729Z", "shell.execute_reply": "2026-06-08T17:46:53.622729Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X: (720, 48, 8) S: (720, 3) Y: (720, 24, 1)\n", "train/val/test: 541 56 123\n", "WAF: 235 events\n", "EAF: 217 events\n", "SAF: 268 events\n" ] } ], "source": [ "X = np.stack([e[\"x\"] for e in events]).astype(\"float32\")\n", "S = np.stack([e[\"static\"] for e in events]).astype(\"float32\")\n", "Y = np.stack([e[\"y\"] for e in events]).astype(\"float32\")\n", "P_future = np.stack([e[\"rain_future\"] for e in events]).astype(\"float32\")\n", "years = np.array([e[\"year\"] for e in events])\n", "regions = np.array([e[\"region\"] for e in events])\n", "\n", "train_idx = np.where(years <= 2018)[0]\n", "val_idx = np.where((years >= 2019) & (years <= 2020))[0]\n", "test_idx = np.where(years >= 2021)[0]\n", "\n", "print(\"X:\", X.shape, \"S:\", S.shape, \"Y:\", Y.shape)\n", "print(\"train/val/test:\", len(train_idx), len(val_idx), len(test_idx))\n", "\n", "for spec in REGIONS:\n", " count = np.sum(regions == spec.code)\n", " print(f\"{spec.code}: {count} events\")\n" ] }, { "cell_type": "markdown", "id": "69136674", "metadata": {}, "source": [ "### Regional inventory plot\n", "\n", "This plot is not used by the model. It helps verify that all three\n", "regions are represented through time and that validation/test years are\n", "visible.\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "86ef80f4", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:53.625106Z", "iopub.status.busy": "2026-06-08T17:46:53.625106Z", "iopub.status.idle": "2026-06-08T17:46:53.746758Z", "shell.execute_reply": "2026-06-08T17:46:53.746758Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_event_inventory(years, regions):\n", " year_grid = np.arange(2001, 2025)\n", " counts = np.zeros((len(REGIONS), len(year_grid)), dtype=int)\n", " for i, spec in enumerate(REGIONS):\n", " for j, year in enumerate(year_grid):\n", " counts[i, j] = np.sum((regions == spec.code) & (years == year))\n", "\n", " fig, ax = plt.subplots(figsize=(11, 2.8))\n", " im = ax.imshow(counts, cmap=\"Blues\", aspect=\"auto\")\n", " ax.axvspan(2018.5 - 2001, 2020.5 - 2001, color=\"#f8c27c\", alpha=0.35)\n", " ax.axvspan(2020.5 - 2001, 2024.5 - 2001, color=\"#ef9cae\", alpha=0.28)\n", " ax.set_yticks(range(len(REGIONS)), [r.code for r in REGIONS])\n", " ax.set_xticks(range(0, len(year_grid), 3), year_grid[::3], rotation=45)\n", " ax.set_title(\"Synthetic flood event inventory by region and year\")\n", " ax.set_xlabel(\"year\")\n", " ax.set_ylabel(\"region\")\n", " cbar = fig.colorbar(im, ax=ax, pad=0.01)\n", " cbar.set_label(\"events\")\n", " fig.tight_layout()\n", " return fig\n", "\n", "plot_event_inventory(years, regions)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d6b6c675", "metadata": {}, "source": [ "---\n", "\n", "## 4. Configure PADR-Net\n", "\n", "The validated `PADRNetConfig` records the input dimensions, attention\n", "capacity, forecast horizon, threshold, and physics weights. The public\n", "`PADRNet` factory returns a backend-specific model while preserving the\n", "same API.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "b02aced7", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:53.749100Z", "iopub.status.busy": "2026-06-08T17:46:53.749100Z", "iopub.status.idle": "2026-06-08T17:46:54.321856Z", "shell.execute_reply": "2026-06-08T17:46:54.320575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TensorFlowPADRNet\n", "depth (2, 24, 1)\n", "exceedance_probability (2, 24, 1)\n", "features (2, 48)\n" ] } ], "source": [ "config = PADRNetConfig(\n", " input_dim=INPUT_DIM,\n", " static_dim=STATIC_DIM,\n", " hidden_dim=48,\n", " num_heads=4,\n", " num_layers=2,\n", " forecast_horizon=HORIZON,\n", " dropout=0.05,\n", " lambda_physics=0.25,\n", " lambda_mass=0.05,\n", " lambda_smooth=0.01,\n", " flood_threshold=FLOOD_THRESHOLD,\n", " reservoir_tau=24.0,\n", ")\n", "\n", "model = PADRNet(config, backend=\"tensorflow\")\n", "outputs = model(tf.zeros((2, LOOKBACK, INPUT_DIM)), tf.zeros((2, STATIC_DIM)))\n", "\n", "print(type(model).__name__)\n", "for key, value in outputs.items():\n", " print(f\"{key:24s}\", tuple(value.shape))\n" ] }, { "cell_type": "markdown", "id": "e7d38ffe", "metadata": {}, "source": [ "---\n", "\n", "## 5. Physics-Aware Training Loop\n", "\n", "PADR-Net produces predictions; the training loop decides how to combine\n", "losses. Here we use:\n", "\n", "\\begin{align}\n", "\\mathcal{L} =\n", "\\mathcal{L}_{\\mathrm{mse}}\n", "+ \\lambda_{\\mathrm{phys}} \\lVert r_t \\rVert_2^2\n", "+ \\lambda_{\\mathrm{mass}} |\\Delta M|\n", "+ \\lambda_{\\mathrm{smooth}} \\lVert \\nabla_t \\hat{h} \\rVert_2^2.\n", "\\end{align}\n", "\n", "The residual is a simple rainfall-storage tendency. Real projects can\n", "replace it with a hydrodynamic operator, differentiable routing layer,\n", "or physics residual from a SWE/hydrological solver.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "a31e3227", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:54.323949Z", "iopub.status.busy": "2026-06-08T17:46:54.323949Z", "iopub.status.idle": "2026-06-08T17:46:54.368607Z", "shell.execute_reply": "2026-06-08T17:46:54.367450Z" } }, "outputs": [], "source": [ "BATCH_SIZE = 48\n", "EPOCHS = 24\n", "\n", "\n", "def make_tf_dataset(indices, shuffle=False):\n", " ds = tf.data.Dataset.from_tensor_slices(\n", " (X[indices], S[indices], Y[indices], P_future[indices])\n", " )\n", " if shuffle:\n", " ds = ds.shuffle(len(indices), seed=42, reshuffle_each_iteration=True)\n", " return ds.batch(BATCH_SIZE).prefetch(tf.data.AUTOTUNE)\n", "\n", "\n", "train_ds = make_tf_dataset(train_idx, shuffle=True)\n", "val_ds = make_tf_dataset(val_idx, shuffle=False)\n", "test_ds = make_tf_dataset(test_idx, shuffle=False)\n", "\n", "try:\n", " optimizer = tf.keras.optimizers.Adam(learning_rate=3e-3)\n", "except (ImportError, ModuleNotFoundError):\n", " from tensorflow.python.keras.optimizer_v2.adam import Adam\n", "\n", " optimizer = Adam(learning_rate=3e-3)\n", "\n", "\n", "def physics_terms(y_true, y_pred, rain_future, cfg, gain_proxy):\n", " pred = tf.squeeze(y_pred, axis=-1)\n", " true = tf.squeeze(y_true, axis=-1)\n", " rain = tf.squeeze(rain_future, axis=-1)\n", "\n", " mse = tf.reduce_mean(tf.square(true - pred))\n", " dh = pred[:, 1:] - pred[:, :-1]\n", " storage_rhs = gain_proxy * rain[:, 1:] - pred[:, :-1] / cfg.reservoir_tau\n", " residual = dh - storage_rhs\n", " physics = tf.reduce_mean(tf.square(residual))\n", "\n", " mass = tf.reduce_mean(\n", " tf.abs(tf.reduce_sum(pred, axis=1) - tf.reduce_sum(true, axis=1))\n", " / (tf.reduce_sum(true, axis=1) + 1e-4)\n", " )\n", " smooth = tf.reduce_mean(tf.square(dh))\n", " total = (\n", " mse\n", " + cfg.lambda_physics * physics\n", " + cfg.lambda_mass * mass\n", " + cfg.lambda_smooth * smooth\n", " )\n", " return total, {\"mse\": mse, \"physics\": physics, \"mass\": mass, \"smooth\": smooth}\n", "\n", "\n", "# Notebook-local teaching gain for the residual.\n", "GAIN_PROXY = 0.12\n", "\n", "\n", "@tf.function\n", "def train_step(xb, sb, yb, pb):\n", " with tf.GradientTape() as tape:\n", " out = model(xb, sb, training=True)\n", " loss, terms = physics_terms(yb, out[\"depth\"], pb, config, GAIN_PROXY)\n", " grads = tape.gradient(loss, model.trainable_variables)\n", " optimizer.apply_gradients(zip(grads, model.trainable_variables))\n", " return loss, terms\n", "\n", "\n", "@tf.function\n", "def eval_step(xb, sb, yb, pb):\n", " out = model(xb, sb, training=False)\n", " return physics_terms(yb, out[\"depth\"], pb, config, GAIN_PROXY)\n", "\n", "\n", "def mean_epoch(ds, train=False):\n", " values = []\n", " parts = {\"mse\": [], \"physics\": [], \"mass\": [], \"smooth\": []}\n", " for xb, sb, yb, pb in ds:\n", " loss, terms = train_step(xb, sb, yb, pb) if train else eval_step(xb, sb, yb, pb)\n", " values.append(float(loss.numpy()))\n", " for key, val in terms.items():\n", " parts[key].append(float(val.numpy()))\n", " return float(np.mean(values)), {k: float(np.mean(v)) for k, v in parts.items()}\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "7eadbe1f", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:46:54.370777Z", "iopub.status.busy": "2026-06-08T17:46:54.370777Z", "iopub.status.idle": "2026-06-08T17:47:03.638407Z", "shell.execute_reply": "2026-06-08T17:47:03.638407Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epoch 01 | train=0.21985 val=0.04725 mse=0.01068 phys=0.02886\n", "epoch 04 | train=0.04663 val=0.04117 mse=0.00939 phys=0.02440\n", "epoch 08 | train=0.03797 val=0.03632 mse=0.00819 phys=0.02425\n", "epoch 12 | train=0.03018 val=0.03091 mse=0.00466 phys=0.02385\n", "epoch 16 | train=0.02781 val=0.02683 mse=0.00375 phys=0.02370\n", "epoch 20 | train=0.02321 val=0.01954 mse=0.00153 phys=0.02330\n", "epoch 24 | train=0.01985 val=0.02032 mse=0.00250 phys=0.02283\n" ] } ], "source": [ "history = {\"train\": [], \"val\": [], \"mse\": [], \"physics\": [], \"mass\": []}\n", "\n", "for epoch in range(1, EPOCHS + 1):\n", " train_loss, train_terms = mean_epoch(train_ds, train=True)\n", " val_loss, val_terms = mean_epoch(val_ds, train=False)\n", " history[\"train\"].append(train_loss)\n", " history[\"val\"].append(val_loss)\n", " history[\"mse\"].append(val_terms[\"mse\"])\n", " history[\"physics\"].append(val_terms[\"physics\"])\n", " history[\"mass\"].append(val_terms[\"mass\"])\n", " if epoch == 1 or epoch % 4 == 0 or epoch == EPOCHS:\n", " print(\n", " f\"epoch {epoch:02d} | train={train_loss:.5f} \"\n", " f\"val={val_loss:.5f} mse={val_terms['mse']:.5f} \"\n", " f\"phys={val_terms['physics']:.5f}\"\n", " )\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "83051ec8", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:03.640587Z", "iopub.status.busy": "2026-06-08T17:47:03.640587Z", "iopub.status.idle": "2026-06-08T17:47:03.809020Z", "shell.execute_reply": "2026-06-08T17:47:03.809020Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_training_history(history):\n", " epochs = np.arange(1, len(history[\"train\"]) + 1)\n", " fig, axes = plt.subplots(1, 2, figsize=(11, 3.5))\n", " axes[0].plot(epochs, history[\"train\"], label=\"train\", lw=2)\n", " axes[0].plot(epochs, history[\"val\"], label=\"validation\", lw=2)\n", " axes[0].set_title(\"PADR-Net training objective\")\n", " axes[0].set_xlabel(\"epoch\")\n", " axes[0].set_ylabel(\"loss\")\n", " axes[0].legend()\n", "\n", " axes[1].plot(epochs, history[\"mse\"], label=\"MSE\", lw=2)\n", " axes[1].plot(epochs, history[\"physics\"], label=\"physics\", lw=2)\n", " axes[1].plot(epochs, history[\"mass\"], label=\"mass\", lw=2)\n", " axes[1].set_title(\"Validation loss components\")\n", " axes[1].set_xlabel(\"epoch\")\n", " axes[1].legend()\n", " fig.tight_layout()\n", " return fig\n", "\n", "plot_training_history(history)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1dd56f1e", "metadata": {}, "source": [ "---\n", "\n", "## 6. Evaluation Metrics\n", "\n", "We evaluate continuous depth and event-threshold skill. `NSE` measures\n", "hydrograph agreement, `CSI` and `TSS` measure flooded-threshold\n", "classification, and `delta_mass` reports signed volume/depth bias.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "adf8d770", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:03.811345Z", "iopub.status.busy": "2026-06-08T17:47:03.811345Z", "iopub.status.idle": "2026-06-08T17:47:03.872091Z", "shell.execute_reply": "2026-06-08T17:47:03.872091Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WAF: NSE=0.819 CSI=0.897 TSS=0.732 DeltaM=-6.12%\n", "EAF: NSE=0.801 CSI=0.877 TSS=0.790 DeltaM=-4.36%\n", "SAF: NSE=0.652 CSI=0.871 TSS=0.782 DeltaM=14.39%\n" ] } ], "source": [ "def predict_arrays(indices):\n", " out = model(\n", " tf.convert_to_tensor(X[indices]),\n", " tf.convert_to_tensor(S[indices]),\n", " training=False,\n", " )\n", " pred = out[\"depth\"].numpy()\n", " prob = out[\"exceedance_probability\"].numpy()\n", " features = out[\"features\"].numpy()\n", " return pred, prob, features\n", "\n", "\n", "pred_test, prob_test, features_test = predict_arrays(test_idx)\n", "y_test = Y[test_idx]\n", "region_test = regions[test_idx]\n", "\n", "rows = []\n", "for spec in REGIONS:\n", " mask = region_test == spec.code\n", " yt = y_test[mask].reshape(-1)\n", " yp = pred_test[mask].reshape(-1)\n", " rows.append(\n", " {\n", " \"region\": spec.code,\n", " \"NSE\": nash_sutcliffe_efficiency(yt, yp),\n", " \"CSI\": critical_success_index(yt, yp, threshold=FLOOD_THRESHOLD),\n", " \"TSS\": true_skill_statistic(yt, yp, threshold=FLOOD_THRESHOLD),\n", " \"delta_mass_%\": delta_mass(yt, yp),\n", " }\n", " )\n", "\n", "for row in rows:\n", " print(\n", " f\"{row['region']}: NSE={row['NSE']:.3f} \"\n", " f\"CSI={row['CSI']:.3f} TSS={row['TSS']:.3f} \"\n", " f\"DeltaM={row['delta_mass_%']:.2f}%\"\n", " )\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "2b93b435", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:03.874244Z", "iopub.status.busy": "2026-06-08T17:47:03.874244Z", "iopub.status.idle": "2026-06-08T17:47:04.043702Z", "shell.execute_reply": "2026-06-08T17:47:04.042578Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_metric_bars(rows):\n", " labels = [r[\"region\"] for r in rows]\n", " metrics = [\"NSE\", \"CSI\", \"TSS\"]\n", " x = np.arange(len(labels))\n", " width = 0.24\n", " fig, axes = plt.subplots(1, 2, figsize=(11, 3.8))\n", " for i, metric in enumerate(metrics):\n", " axes[0].bar(\n", " x + (i - 1) * width,\n", " [r[metric] for r in rows],\n", " width,\n", " label=metric,\n", " )\n", " axes[0].set_xticks(x, labels)\n", " axes[0].set_ylim(-0.2, 1.05)\n", " axes[0].set_title(\"Regional forecast skill\")\n", " axes[0].legend()\n", "\n", " axes[1].bar(labels, [r[\"delta_mass_%\"] for r in rows], color=\"#7c6bb0\")\n", " axes[1].axhline(0, color=\"#222\", lw=1)\n", " axes[1].set_title(\"Mass bias\")\n", " axes[1].set_ylabel(\"DeltaM (%)\")\n", " fig.tight_layout()\n", " return fig\n", "\n", "plot_metric_bars(rows)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d69721c8", "metadata": {}, "source": [ "---\n", "\n", "## 7. Hydrograph Interpretation\n", "\n", "Each panel compares reference flood depth with PADR-Net depth at the\n", "same forecast horizon. The shaded region indicates where the reference\n", "is above the flood threshold.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "77dde9f8", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:04.045810Z", "iopub.status.busy": "2026-06-08T17:47:04.045810Z", "iopub.status.idle": "2026-06-08T17:47:04.556470Z", "shell.execute_reply": "2026-06-08T17:47:04.556470Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_region_forecasts(indices, pred, prob):\n", " fig, axes = plt.subplots(3, 1, figsize=(10, 8), sharex=True)\n", " test_events = [events[i] for i in indices]\n", " for ax, spec in zip(axes, REGIONS):\n", " candidates = [j for j, e in enumerate(test_events) if e[\"region\"] == spec.code]\n", " # Choose a visible event near the regional 80th percentile.\n", " peaks = [float(Y[indices[j]].max()) for j in candidates]\n", " chosen = candidates[int(np.argsort(peaks)[max(0, int(0.8 * len(peaks)) - 1)])]\n", " ref = Y[indices[chosen], :, 0]\n", " yh = pred[chosen, :, 0]\n", " pp = prob[chosen, :, 0]\n", " t = np.arange(1, HORIZON + 1)\n", " ax.plot(t, ref, color=\"#222\", lw=2.2, label=\"reference\")\n", " ax.plot(t, yh, color=spec.color, lw=2.2, label=\"PADR-Net\")\n", " ax.fill_between(\n", " t,\n", " 0,\n", " ref,\n", " where=ref >= FLOOD_THRESHOLD,\n", " color=spec.color,\n", " alpha=0.16,\n", " label=\"reference flooded\",\n", " )\n", " ax2 = ax.twinx()\n", " ax2.plot(t, pp, color=\"#9c6b21\", lw=1.6, ls=\"--\", label=\"exceedance\")\n", " ax2.set_ylim(0, 1.05)\n", " ax2.set_ylabel(\"prob.\")\n", " ax.axhline(FLOOD_THRESHOLD, color=\"#8b1e1e\", lw=1.0, ls=\":\")\n", " ax.set_title(f\"{spec.name} ({spec.code})\")\n", " ax.set_ylabel(\"depth (m)\")\n", " ax.legend(loc=\"upper left\")\n", " axes[-1].set_xlabel(\"forecast lead time\")\n", " fig.tight_layout()\n", " return fig\n", "\n", "plot_region_forecasts(test_idx, pred_test, prob_test)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "7921595b", "metadata": {}, "source": [ "---\n", "\n", "## 8. Spatial-Style PADR-Net Diagnostic Map\n", "\n", "For papers and reports, hydrographs are not always enough. The helper\n", "below turns a regional peak depth into a synthetic flood-depth field so\n", "we can show the same idea as a 2x3 map:\n", "\n", "- first row: reference hydrodynamic response;\n", "- second row: PADR-Net forecast at the same peak time;\n", "- shared colorbar: water depth in metres.\n", "\n", "With real data, replace `make_spatial_field` with your gridded reference\n", "and PADR-Net gridded forecast arrays.\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "6f1810c1", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:04.558755Z", "iopub.status.busy": "2026-06-08T17:47:04.558755Z", "iopub.status.idle": "2026-06-08T17:47:04.899039Z", "shell.execute_reply": "2026-06-08T17:47:04.899039Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def make_spatial_field(amplitude, region_index, n=80):\n", " yy, xx = np.mgrid[-1:1:complex(n), -1:1:complex(n)]\n", " angle = [0.4, -0.2, 0.8][region_index]\n", " xr = xx * np.cos(angle) - yy * np.sin(angle)\n", " yr = xx * np.sin(angle) + yy * np.cos(angle)\n", " basin = np.exp(-((xr / 0.55) ** 2 + (yr / 0.75) ** 2))\n", " channel = np.exp(-(yr / 0.11) ** 2) * np.exp(-(xr / 0.9) ** 4)\n", " tributary = 0.55 * np.exp(-((yr - 0.35 * xr) / 0.09) ** 2)\n", " field = amplitude * (0.55 * basin + 0.35 * channel + 0.10 * tributary)\n", " field[field < 0.002] = np.nan\n", " return field\n", "\n", "\n", "def plot_spatial_diagnostic(indices, pred):\n", " fig, axes = plt.subplots(2, 3, figsize=(12, 6.4), constrained_layout=True)\n", " vmax = 0.0\n", " fields = []\n", " for i, spec in enumerate(REGIONS):\n", " region_pos = np.where(regions[indices] == spec.code)[0]\n", " peak_order = np.argsort(Y[indices[region_pos]].max(axis=(1, 2)))\n", " chosen = region_pos[peak_order[int(0.75 * len(peak_order))]]\n", " ref_peak = float(Y[indices[chosen]].max())\n", " pred_peak = float(pred[chosen].max())\n", " ref_field = make_spatial_field(ref_peak, i)\n", " pred_field = make_spatial_field(pred_peak, i)\n", " fields.append((ref_field, pred_field, spec))\n", " vmax = max(vmax, np.nanmax(ref_field), np.nanmax(pred_field))\n", "\n", " for col, (ref_field, pred_field, spec) in enumerate(fields):\n", " for row, field in enumerate([ref_field, pred_field]):\n", " ax = axes[row, col]\n", " im = ax.imshow(field, cmap=\"Blues\", vmin=0, vmax=vmax)\n", " ax.contour(\n", " np.nan_to_num(field, nan=0.0),\n", " levels=[FLOOD_THRESHOLD],\n", " colors=[spec.color],\n", " linewidths=1.6,\n", " )\n", " ax.set_xticks([])\n", " ax.set_yticks([])\n", " if row == 0:\n", " ax.set_title(f\"{spec.code}\")\n", " if col == 0:\n", " ax.set_ylabel([\"Reference\", \"PADR-Net\"][row])\n", " cbar = fig.colorbar(im, ax=axes.ravel().tolist(), shrink=0.86, pad=0.02)\n", " cbar.set_label(\"water depth (m)\")\n", " fig.suptitle(\"Regional peak-depth map diagnostic\", y=1.03, fontsize=14)\n", " return fig\n", "\n", "plot_spatial_diagnostic(test_idx, pred_test)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "385d6a2d", "metadata": {}, "source": [ "---\n", "\n", "## 9. Latent Features and Regional Transfer\n", "\n", "The `features` output can be used for diagnostics. Here we reduce the\n", "latent vectors to two principal directions and color the points by\n", "region. A strong model should not merely memorize region identity; it\n", "should organize events by hydrological response and severity.\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "b56ebec8", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:04.901873Z", "iopub.status.busy": "2026-06-08T17:47:04.901873Z", "iopub.status.idle": "2026-06-08T17:47:05.070241Z", "shell.execute_reply": "2026-06-08T17:47:05.070241Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def pca2(values):\n", " centered = values - values.mean(axis=0, keepdims=True)\n", " _, _, vt = np.linalg.svd(centered, full_matrices=False)\n", " return centered @ vt[:2].T\n", "\n", "coords = pca2(features_test)\n", "peak_depth = y_test.max(axis=(1, 2))\n", "\n", "fig, ax = plt.subplots(figsize=(7.2, 5.2))\n", "for spec in REGIONS:\n", " mask = region_test == spec.code\n", " sc = ax.scatter(\n", " coords[mask, 0],\n", " coords[mask, 1],\n", " c=peak_depth[mask],\n", " cmap=\"viridis\",\n", " s=40,\n", " alpha=0.85,\n", " label=spec.code,\n", " edgecolor=\"white\",\n", " linewidth=0.4,\n", " )\n", "ax.set_title(\"PADR-Net latent event space\")\n", "ax.set_xlabel(\"PC1\")\n", "ax.set_ylabel(\"PC2\")\n", "ax.legend(title=\"region\")\n", "cbar = fig.colorbar(sc, ax=ax)\n", "cbar.set_label(\"reference peak depth (m)\")\n", "fig.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b0269117", "metadata": {}, "source": [ "---\n", "\n", "## 10. Optional: PyTorch Backend Smoke Test\n", "\n", "The public factory is backend-neutral. The PyTorch implementation uses\n", "the same `PADRNetConfig` and returns the same dictionary keys. This cell\n", "is a smoke test; the training loop above remains TensorFlow-specific.\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "0692158f", "metadata": { "execution": { "iopub.execute_input": "2026-06-08T17:47:05.072765Z", "iopub.status.busy": "2026-06-08T17:47:05.072765Z", "iopub.status.idle": "2026-06-08T17:47:07.037405Z", "shell.execute_reply": "2026-06-08T17:47:07.037405Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TorchPADRNet\n", "depth (2, 24, 1)\n", "exceedance_probability (2, 24, 1)\n", "features (2, 48)\n" ] } ], "source": [ "try:\n", " import torch\n", "\n", " torch_model = PADRNet(config, backend=\"torch\")\n", " torch_out = torch_model(\n", " torch.zeros(2, LOOKBACK, INPUT_DIM),\n", " torch.zeros(2, STATIC_DIM),\n", " )\n", " print(type(torch_model).__name__)\n", " for key, value in torch_out.items():\n", " print(f\"{key:24s}\", tuple(value.shape))\n", "except Exception as exc:\n", " print(\"PyTorch smoke test skipped:\", type(exc).__name__, exc)\n" ] }, { "cell_type": "markdown", "id": "a96cf9e2", "metadata": {}, "source": [ "---\n", "\n", "## 11. Exercises\n", "\n", "### Exercise 1: Flood threshold sensitivity\n", "\n", "Change `FLOOD_THRESHOLD` from `0.05` to `0.03` or `0.08`, rerun the\n", "notebook, and compare `CSI`, `TSS`, and the contour line in the spatial\n", "map. Which threshold makes false alarms more likely?\n", "\n", "### Exercise 2: Physics weight ablation\n", "\n", "Set `lambda_physics=0.0`, retrain, and compare the validation loss\n", "components and mass bias. Does the model become more accurate in MSE but\n", "less physically plausible?\n", "\n", "### Exercise 3: Leave-one-region-out transfer\n", "\n", "Train only on two regions and test on the held-out region. For example,\n", "train on WAF+SAF and test on EAF. Which static descriptors help the most\n", "when transferring to a new region?\n", "\n", "### Exercise 4: Replace the synthetic forcing\n", "\n", "Replace `make_dataset()` with real arrays from ERA5/GloFAS/SWE outputs.\n", "Keep the same shapes:\n", "\n", "- `X`: `(batch, lookback, input_dim)`;\n", "- `S`: `(batch, static_dim)`;\n", "- `Y`: `(batch, forecast_horizon, 1)`.\n", "\n", "The PADR-Net API does not change when the data source changes.\n" ] }, { "cell_type": "markdown", "id": "0a5f3c19", "metadata": {}, "source": [ "---\n", "\n", "## 12. Summary\n", "\n", "This notebook introduced the complete PADR-Net workflow:\n", "\n", "1. create regional flood-event tensors;\n", "2. configure `PADRNetConfig` with validated parameters;\n", "3. instantiate `PADRNet` with the TensorFlow backend;\n", "4. train with prediction and physics-aware loss terms;\n", "5. evaluate NSE, CSI, TSS, and mass bias;\n", "6. interpret forecasts with hydrographs, spatial maps, and latent\n", " event-space diagnostics.\n", "\n", "The same structure can now be reused with real hydrodynamic reference\n", "outputs or observed flood-depth products.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }