{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "147bb1e1",
   "metadata": {},
   "source": [
    "# 05 · Redes recurrentes y pronóstico de series temporales\n",
    "\n",
    "Las imágenes tienen una estructura espacial; muchas otras señales tienen una **temporal**: la demanda eléctrica, las lecturas de sensores, los precios, la voz, el texto. El orden importa, la longitud varía y lo que pasa ahora depende de lo que pasó antes.\n",
    "\n",
    "Una **red neuronal recurrente** lee una secuencia paso a paso y lleva consigo una memoria. En este notebook vas a:\n",
    "\n",
    "| Sección | Idea | Experimento |\n",
    "|---|---|---|\n",
    "| 1-3 | el bucle recurrente, las compuertas de la LSTM | escribir a mano una celda RNN |\n",
    "| 4-5 | pronóstico con variables de calendario | una RNN y una LSTM pronostican 20 días no vistos de demanda horaria, frente a una referencia estacional ingenua |\n",
    "| 6 | ¿hasta dónde puede recordar una red? | medir lo rápido que se desvanecen los gradientes en el tiempo, y qué cambia la compuerta de olvido de la LSTM |\n",
    "| 7 | pronóstico directo de varios horizontes | predecir las próximas 24 horas de una vez en lugar de realimentar las predicciones |\n",
    "\n",
    "Todo se ejecuta en una CPU en pocos minutos, con un conjunto de datos sintético generado en el propio notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "26c78d45",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:03:50.927335Z",
     "iopub.status.busy": "2026-10-16T09:03:50.926935Z",
     "iopub.status.idle": "2026-10-16T09:03:54.005917Z",
     "shell.execute_reply": "2026-10-16T09:03:54.004620Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import time, random\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "torch.manual_seed(0); np.random.seed(0); random.seed(0)\n",
    "torch.set_num_threads(max(1, torch.get_num_threads()))\n",
    "plt.rcParams[\"axes.grid\"] = False\n",
    "def count_params(m): return sum(p.numel() for p in m.parameters())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87853c62",
   "metadata": {},
   "source": [
    "## 1. La idea: un bucle con memoria\n",
    "\n",
    "Una RNN lee una secuencia paso a paso y mantiene un **estado oculto** $h_t$, un resumen de todo lo visto hasta el momento:\n",
    "\n",
    "$$ h_t = \\tanh(W_{xh} x_t + W_{hh} h_{t-1} + b_h), \\qquad \\hat y_t = W_{hy} h_t + b_y $$\n",
    "\n",
    "Se usan los **mismos pesos** en cada paso (igual que una CNN comparte pesos en el espacio, una RNN los comparte en el tiempo). Desplegada en el tiempo, es simplemente una red muy profunda:\n",
    "\n",
    "```\n",
    "        y1          y2          y3                yT\n",
    "        ▲           ▲           ▲                 ▲\n",
    "h0 ──► [celda] ─h1─► [celda] ─h2─► [celda] ─h3─ ... ─► [celda] ──► hT\n",
    "        ▲           ▲           ▲                 ▲\n",
    "        x1          x2          x3                xT\n",
    "```\n",
    "\n",
    "El entrenamiento usa **retropropagación a través del tiempo (BPTT)**: retropropagación normal sobre el grafo desplegado. Como el gradiente se multiplica por $W_{hh}$ y por $\\tanh'$ en cada paso, **se desvanece** (o explota) en secuencias largas, así que una RNN simple olvida lo que pasó hace más de unas pocas decenas de pasos.\n",
    "\n",
    "## 2. La solución de la LSTM: memoria con compuertas\n",
    "\n",
    "La celda **Long Short-Term Memory** (memoria a corto y largo plazo; Hochreiter y Schmidhuber, 1997) añade un **estado de celda** $c_t$ aparte, que fluye en el tiempo sobre todo mediante *sumas*, controlado por tres **compuertas** sigmoides:\n",
    "\n",
    "| Compuerta | Fórmula | Significado |\n",
    "|---|---|---|\n",
    "| olvido $f_t$ | $\\sigma(W_f[h_{t-1},x_t]+b_f)$ | qué borrar de la memoria |\n",
    "| entrada $i_t$ | $\\sigma(W_i[h_{t-1},x_t]+b_i)$ | cuánta información nueva escribir |\n",
    "| candidata $\\tilde c_t$ | $\\tanh(W_c[h_{t-1},x_t]+b_c)$ | la información nueva |\n",
    "| salida $o_t$ | $\\sigma(W_o[h_{t-1},x_t]+b_o)$ | qué mostrar como $h_t$ |\n",
    "\n",
    "$$ c_t = f_t \\odot c_{t-1} + i_t \\odot \\tilde c_t, \\qquad h_t = o_t \\odot \\tanh(c_t) $$\n",
    "\n",
    "Cuando $f_t \\approx 1$, el gradiente fluye a lo largo de $c_t$ casi intacto: la misma idea de \"autopista aditiva\" que las conexiones residuales de ResNet y el flujo residual del transformer. La **GRU** es una variante más ligera con dos compuertas.\n",
    "\n",
    "## 3. Una celda RNN escrita a mano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eaa13b3e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:03:54.010638Z",
     "iopub.status.busy": "2026-10-16T09:03:54.010193Z",
     "iopub.status.idle": "2026-10-16T09:03:54.027250Z",
     "shell.execute_reply": "2026-10-16T09:03:54.025819Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "forma de los estados ocultos: (2, 10, 4) = (lote, tiempo, oculto)\n"
     ]
    }
   ],
   "source": [
    "class ManualRNN(nn.Module):\n",
    "    def __init__(self, n_in, n_hidden):\n",
    "        super().__init__()\n",
    "        self.Wxh = nn.Linear(n_in, n_hidden)\n",
    "        self.Whh = nn.Linear(n_hidden, n_hidden, bias=False)\n",
    "        self.n_hidden = n_hidden\n",
    "    def forward(self, x):                       # x: (lote, tiempo, variables)\n",
    "        h = torch.zeros(x.shape[0], self.n_hidden)\n",
    "        states = []\n",
    "        for t in range(x.shape[1]):             # la recurrencia: los mismos pesos en cada paso\n",
    "            h = torch.tanh(self.Wxh(x[:, t]) + self.Whh(h))\n",
    "            states.append(h)\n",
    "        return torch.stack(states, dim=1)\n",
    "\n",
    "rnn = ManualRNN(1, 4)\n",
    "print(\"forma de los estados ocultos:\", tuple(rnn(torch.randn(2, 10, 1)).shape), \"= (lote, tiempo, oculto)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2c3a25d",
   "metadata": {},
   "source": [
    "## 4. Datos: una señal sintética de \"demanda\" horaria\n",
    "\n",
    "Muchas series reales (carga eléctrica, tráfico web, ventas) se parecen a esta: un ciclo **diario**, un ciclo **semanal** (fines de semana más bajos), una **tendencia** lenta y **ruido**. Generamos 120 días de datos horarios, entrenamos con los primeros 100 días y pronosticamos el resto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00f88da9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:03:54.031293Z",
     "iopub.status.busy": "2026-10-16T09:03:54.030998Z",
     "iopub.status.idle": "2026-10-16T09:03:54.315134Z",
     "shell.execute_reply": "2026-10-16T09:03:54.313652Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1500x350 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rng = np.random.default_rng(7)\n",
    "hours = np.arange(24 * 120)\n",
    "daily = 10 * np.sin(2 * np.pi * (hours % 24 - 6) / 24) + 4 * np.sin(4 * np.pi * (hours % 24) / 24)\n",
    "weekend = np.where((hours // 24) % 7 >= 5, -8.0, 0.0)\n",
    "trend = 0.01 * hours / 24\n",
    "noise_sd = 1.5\n",
    "series = 50 + daily + weekend + trend + rng.normal(0, noise_sd, len(hours))\n",
    "\n",
    "split = 24 * 100\n",
    "mu, sd = series[:split].mean(), series[:split].std()\n",
    "s_norm = (series - mu) / sd                       # normaliza siempre las entradas de una red neuronal\n",
    "\n",
    "plt.figure(figsize=(15, 3.5))\n",
    "plt.plot(hours[:24 * 21] / 24, series[:24 * 21])\n",
    "plt.xlabel(\"día\"); plt.ylabel(\"demanda\"); plt.title(\"Primeras tres semanas: ciclo diario + fines de semana más tranquilos\"); plt.grid(alpha=0.3); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adee4753",
   "metadata": {},
   "source": [
    "Convertimos la serie en ejemplos supervisados con una **ventana deslizante**: el modelo ve las últimas `W = 48` horas y predice la siguiente.\n",
    "\n",
    "Cada paso de tiempo lleva 5 variables: la demanda (normalizada) más cuatro **variables de calendario**, el $\\sin/\\cos$ de la hora del día y de la hora de la semana. Las variables de calendario se conocen de antemano, así que también están disponibles al pronosticar el futuro, y le dicen a la red *en qué punto de la semana está* sin tener que recordar una semana entera de historia. Es la práctica habitual en el pronóstico real de demanda."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a084e286",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:03:54.318693Z",
     "iopub.status.busy": "2026-10-16T09:03:54.318408Z",
     "iopub.status.idle": "2026-10-16T09:04:03.714103Z",
     "shell.execute_reply": "2026-10-16T09:04:03.712763Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ventanas de entrenamiento: (2352, 48, 5) = (muestras, pasos de tiempo, variables) -> objetivos (2352,)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNN  parámetros  1281  MSE final de entrenamiento 0.0454  (6 s)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LSTM parámetros  5025  MSE final de entrenamiento 0.0394  (3 s)\n"
     ]
    }
   ],
   "source": [
    "W = 48\n",
    "calendar = np.stack([np.sin(2 * np.pi * hours / 24), np.cos(2 * np.pi * hours / 24),\n",
    "                     np.sin(2 * np.pi * hours / 168), np.cos(2 * np.pi * hours / 168)], axis=1)\n",
    "\n",
    "def make_input(values, t):\n",
    "    # values: los W valores de demanda anteriores a la hora t; calendario desplazado uno para que cada paso también \"conozca\" la hora siguiente\n",
    "    return np.concatenate([np.asarray(values)[:, None], calendar[t - W + 1:t + 1]], axis=1)\n",
    "\n",
    "def windows(s, start, end):\n",
    "    X = [make_input(s[t - W:t], t) for t in range(start + W, end)]\n",
    "    Y = [s[t] for t in range(start + W, end)]\n",
    "    return torch.tensor(np.array(X), dtype=torch.float32), torch.tensor(np.array(Y), dtype=torch.float32)\n",
    "\n",
    "Xs_tr, ys_tr = windows(s_norm, 0, split)\n",
    "print(\"ventanas de entrenamiento:\", tuple(Xs_tr.shape), \"= (muestras, pasos de tiempo, variables) -> objetivos\", tuple(ys_tr.shape))\n",
    "\n",
    "class Forecaster(nn.Module):\n",
    "    def __init__(self, kind=\"lstm\", hidden=32):\n",
    "        super().__init__()\n",
    "        cls = {\"rnn\": nn.RNN, \"lstm\": nn.LSTM, \"gru\": nn.GRU}[kind]\n",
    "        self.rnn = cls(input_size=5, hidden_size=hidden, batch_first=True)\n",
    "        self.head = nn.Linear(hidden, 1)\n",
    "    def forward(self, x):\n",
    "        out, _ = self.rnn(x)\n",
    "        return self.head(out[:, -1]).squeeze(-1)    # se usa el último estado oculto\n",
    "\n",
    "def fit_forecaster(model, epochs=10, lr=3e-3, batch=64):\n",
    "    opt = torch.optim.Adam(model.parameters(), lr=lr)\n",
    "    losses = []\n",
    "    for ep in range(epochs):\n",
    "        perm = torch.randperm(len(Xs_tr))\n",
    "        for i in range(0, len(Xs_tr), batch):\n",
    "            b = perm[i:i + batch]\n",
    "            loss = F.mse_loss(model(Xs_tr[b]), ys_tr[b])\n",
    "            opt.zero_grad(); loss.backward()\n",
    "            nn.utils.clip_grad_norm_(model.parameters(), 1.0)      # protección estándar contra la explosión de gradientes\n",
    "            opt.step(); losses.append(loss.item())\n",
    "    return losses\n",
    "\n",
    "models = {}\n",
    "for kind in [\"rnn\", \"lstm\"]:\n",
    "    torch.manual_seed(0)\n",
    "    t0 = time.time()\n",
    "    models[kind] = Forecaster(kind)\n",
    "    l = fit_forecaster(models[kind])\n",
    "    print(f\"{kind.upper():4s} parámetros {count_params(models[kind]):5d}  MSE final de entrenamiento {np.mean(l[-50:]):.4f}  ({time.time() - t0:.0f} s)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b99680e",
   "metadata": {},
   "source": [
    "## 5. Pronosticar los 20 días no vistos\n",
    "\n",
    "Hay dos formas de usar el modelo:\n",
    "* **Un paso por delante:** en cada hora se le dan las 48 horas anteriores *reales* y predice la siguiente.\n",
    "* **Varios pasos de forma recursiva:** predice la hora 1, se añade la predicción a la entrada, predice la hora 2, y así durante toda una semana. Los errores se acumulan, así que es mucho más difícil y más parecido al pronóstico real.\n",
    "\n",
    "Comparamos con la referencia **estacional ingenua** (\"la misma hora de la semana pasada\"), una referencia sorprendentemente fuerte que cualquier modelo de pronóstico debe superar. El ruido que añadimos tiene una desviación típica de 1,5, así que un RMSE de 1,5 es lo mejor que podría lograr cualquier modelo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0a8d524b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:04:03.718427Z",
     "iopub.status.busy": "2026-10-16T09:04:03.717902Z",
     "iopub.status.idle": "2026-10-16T09:04:04.641262Z",
     "shell.execute_reply": "2026-10-16T09:04:04.639639Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "modelo    RMSE 1 paso  RMSE recursivo 7 días\n",
      "(suelo)          1.50                   1.50\n",
      "ingenuo          2.12                   2.15\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNN              1.89                   2.44\n",
      "LSTM             1.80                   2.07\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def one_step(model):\n",
    "    Xv, _ = windows(s_norm, split - W, len(s_norm))     # una ventana por cada hora no vista\n",
    "    with torch.no_grad():\n",
    "        return model(Xv).numpy() * sd + mu\n",
    "\n",
    "def recursive(model, horizon):\n",
    "    hist = list(s_norm[split - W:split])\n",
    "    preds = []\n",
    "    with torch.no_grad():\n",
    "        for k in range(horizon):\n",
    "            x = torch.tensor(make_input(hist[-W:], split + k), dtype=torch.float32).unsqueeze(0)\n",
    "            p = model(x).item()\n",
    "            preds.append(p); hist.append(p)               # la predicción se convierte en la siguiente entrada\n",
    "    return np.array(preds) * sd + mu\n",
    "\n",
    "truth = series[split:]\n",
    "naive = series[split - 168:len(series) - 168]\n",
    "rmse = lambda a, b: np.sqrt(np.mean((a - b) ** 2))\n",
    "\n",
    "print(f\"{'modelo':8s} {'RMSE 1 paso':>12s} {'RMSE recursivo 7 días':>22s}\")\n",
    "print(f\"{'(suelo)':8s} {noise_sd:12.2f} {noise_sd:22.2f}\")\n",
    "print(f\"{'ingenuo':8s} {rmse(naive, truth):12.2f} {rmse(naive[:168], truth[:168]):22.2f}\")\n",
    "forecasts = {}\n",
    "for kind, m in models.items():\n",
    "    os_pred = one_step(m)\n",
    "    rec = recursive(m, 168)\n",
    "    forecasts[kind] = (os_pred, rec)\n",
    "    print(f\"{kind.upper():8s} {rmse(os_pred, truth):12.2f} {rmse(rec, truth[:168]):22.2f}\")\n",
    "\n",
    "fig, axes = plt.subplots(2, 1, figsize=(15, 7), sharex=True)\n",
    "t = hours[split:split + 168] / 24\n",
    "for ax, (label, idx) in zip(axes, [(\"un paso por delante\", 0), (\"recursivo (realimenta sus propias predicciones)\", 1)]):\n",
    "    ax.plot(t, truth[:168], color=\"k\", lw=1.2, label=\"real\")\n",
    "    for kind in models:\n",
    "        ax.plot(t, forecasts[kind][idx][:168], lw=1.5, label=kind.upper())\n",
    "    ax.set_title(f\"Primera semana no vista, {label}\"); ax.legend(loc=\"upper right\"); ax.grid(alpha=0.3)\n",
    "axes[1].set_xlabel(\"día\"); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b827f2e6",
   "metadata": {},
   "source": [
    "Cosas en las que fijarse:\n",
    "* Ambas redes aprenden de los datos las formas diaria y semanal, y superan a la referencia estacional ingenua un paso por delante.\n",
    "* En modo recursivo, la LSTM suele ser la más estable de las dos: su estado de celda con compuertas lleva la información a lo largo de muchos pasos, justo donde los gradientes de la RNN simple se desvanecen.\n",
    "* Los pronósticos recursivos empeoran a medida que se acumulan los errores. La sección 7 elimina ese bucle de realimentación.\n",
    "\n",
    "## 6. ¿Hasta dónde puede recordar una red recurrente?\n",
    "\n",
    "La sección 1 afirmaba que los gradientes se desvanecen en el tiempo. Podemos medirlo directamente. Damos a una red una secuencia aleatoria de 100 pasos y calculamos cuánto depende el estado oculto **final** de cada entrada:\n",
    "\n",
    "$$ \\text{sensibilidad}(t) = \\left\\| \\frac{\\partial h_T}{\\partial x_t} \\right\\| $$\n",
    "\n",
    "Si decae rápido a medida que $t$ se aleja de $T$, la red no puede aprender dependencias de largo alcance: la señal de entrenamiento de la pérdida nunca llega a esos primeros pasos.\n",
    "\n",
    "Comparamos una RNN simple con varias LSTM que solo se diferencian **en el sesgo inicial de la compuerta de olvido**. Con sesgo 0, la compuerta de olvido empieza en $\\sigma(0) = 0.5$, así que el estado de celda se reduce a la mitad en cada paso, de forma muy parecida a la multiplicación repetida de la RNN. Un sesgo positivo hace que la compuerta empiece cerca de 1 (\"recordar por defecto\"), un truco recomendado por Gers et al. (2000) y Jozefowicz et al. (2015). El equivalente en la GRU es su compuerta de *actualización*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "57e82dee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:04:04.645055Z",
     "iopub.status.busy": "2026-10-16T09:04:04.644772Z",
     "iopub.status.idle": "2026-10-16T09:04:05.735834Z",
     "shell.execute_reply": "2026-10-16T09:04:05.734389Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNN                                              sensibilidad 50 pasos atrás: 7.6e-12\n",
      "LSTM, sesgo de olvido 0 (por defecto en PyTorch) sensibilidad 50 pasos atrás: 8.2e-12\n",
      "LSTM, sesgo de olvido 1                          sensibilidad 50 pasos atrás: 2.0e-05\n",
      "LSTM, sesgo de olvido 3                          sensibilidad 50 pasos atrás: 2.0e-02\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GRU, sesgo de actualización 3                    sensibilidad 50 pasos atrás: 2.9e-03\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def gated(cls, gate_bias):\n",
    "    net = cls(input_size=1, hidden_size=32, batch_first=True)\n",
    "    with torch.no_grad():\n",
    "        # PyTorch apila los parámetros de las compuertas; las filas 32:64 son la compuerta de olvido de la LSTM y la de actualización de la GRU\n",
    "        net.bias_ih_l0[32:64].fill_(gate_bias / 2); net.bias_hh_l0[32:64].fill_(gate_bias / 2)\n",
    "    return net\n",
    "\n",
    "variants = {\n",
    "    \"RNN\": lambda: nn.RNN(input_size=1, hidden_size=32, batch_first=True),\n",
    "    \"LSTM, sesgo de olvido 0 (por defecto en PyTorch)\": lambda: gated(nn.LSTM, 0.0),\n",
    "    \"LSTM, sesgo de olvido 1\": lambda: gated(nn.LSTM, 1.0),\n",
    "    \"LSTM, sesgo de olvido 3\": lambda: gated(nn.LSTM, 3.0),\n",
    "    \"GRU, sesgo de actualización 3\": lambda: gated(nn.GRU, 3.0),\n",
    "}\n",
    "T = 100\n",
    "fig, ax = plt.subplots(figsize=(10, 4.5))\n",
    "for name, make in variants.items():\n",
    "    sens = []\n",
    "    for seed in range(5):\n",
    "        torch.manual_seed(seed)\n",
    "        net = make()\n",
    "        x = torch.randn(1, T, 1, requires_grad=True)\n",
    "        out, _ = net(x)\n",
    "        out[0, -1].sum().backward()\n",
    "        sens.append(x.grad[0, :, 0].abs().numpy())\n",
    "    s = np.mean(sens, 0)[::-1]\n",
    "    ax.semilogy(np.arange(T), s, label=name, ls=\"--\" if \"defecto\" in name else \"-\")\n",
    "    print(f\"{name:48s} sensibilidad 50 pasos atrás: {s[50]:.1e}\")\n",
    "ax.set_xlabel(\"pasos antes del final de la secuencia\"); ax.set_ylabel(r\"$\\|\\partial h_T / \\partial x_t\\|$ (log)\")\n",
    "ax.set_title(\"Cuánto depende el último estado de las entradas anteriores (redes antes de entrenar)\"); ax.legend(fontsize=9); ax.grid(alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e69164da",
   "metadata": {},
   "source": [
    "Dos lecciones en una sola gráfica:\n",
    "\n",
    "* Con la configuración por defecto, la LSTM olvida **tan rápido como la RNN simple**: la dependencia de una entrada de hace 50 pasos es menor que $10^{-10}$ en ambas. Las compuertas hacen *posible* la memoria larga, no la hacen automática.\n",
    "* Abrir la compuerta de olvido lo cambia todo. Con sesgo 3, el estado de celda se transmite casi sin cambios y la sensibilidad apenas decae en 100 pasos. Durante el entrenamiento, una LSTM puede aprender esos valores de compuerta donde la tarea los necesite, y partir de un sesgo de olvido positivo lo facilita mucho.\n",
    "\n",
    "Una RNN simple no tiene ese mando: su memoria se multiplica por $W_{hh}$ y se comprime con $\\tanh$ en cada paso, y mantener ese producto cerca de 1 durante tramos largos es justo lo que le cuesta al descenso de gradiente. Esta es la razón práctica por la que las LSTM y las GRU sustituyeron a las RNN simples, y la misma idea de \"un camino aditivo para el gradiente\" reaparece en las ResNet (notebook 04) y en los transformers (notebook 07).\n",
    "\n",
    "## 7. Pronóstico directo de varios horizontes\n",
    "\n",
    "Los pronósticos reales suelen necesitarse para todo un horizonte a la vez, por ejemplo **las 24 horas de mañana**, emitidos cada día a medianoche (así funcionan los mercados eléctricos diarios). Hay dos formas de conseguirlo:\n",
    "\n",
    "* **Recursiva:** el modelo de un paso de la sección 5, ejecutado 24 veces, realimentando cada predicción como entrada.\n",
    "* **Directa:** un modelo cuya capa de salida tiene 24 unidades, entrenado para predecir las 24 horas a partir de la misma historia de 48 horas. Sin bucle de realimentación, así que sin acumulación de errores, y cada salida puede especializarse en su propio horizonte.\n",
    "\n",
    "Evaluamos ambos de la forma honesta: un pronóstico por cada día no visto, emitido a medianoche y evaluado sobre las 24 horas siguientes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4252340a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-10-16T09:04:05.740121Z",
     "iopub.status.busy": "2026-10-16T09:04:05.739829Z",
     "iopub.status.idle": "2026-10-16T09:04:09.471773Z",
     "shell.execute_reply": "2026-10-16T09:04:09.470304Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "modelo directo entrenado en 3 s\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "RMSE del día siguiente sobre 20 días no vistos (suelo de ruido 1.5)\n",
      "  estacional ingenuo 2.12\n",
      "  LSTM recursiva     2.12\n",
      "  LSTM directa       1.70\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = 24\n",
    "def windows_direct(s, start, end, step=1):\n",
    "    X, Y = [], []\n",
    "    for t in range(start + W, end - H + 1, step):\n",
    "        X.append(make_input(s[t - W:t], t)); Y.append(s[t:t + H])\n",
    "    return torch.tensor(np.array(X), dtype=torch.float32), torch.tensor(np.array(Y), dtype=torch.float32)\n",
    "\n",
    "class DirectForecaster(nn.Module):\n",
    "    def __init__(self, hidden=32):\n",
    "        super().__init__()\n",
    "        self.rnn = nn.LSTM(input_size=5, hidden_size=hidden, batch_first=True)\n",
    "        self.head = nn.Linear(hidden, H)             # una salida por cada hora futura\n",
    "    def forward(self, x):\n",
    "        out, _ = self.rnn(x)\n",
    "        return self.head(out[:, -1])\n",
    "\n",
    "Xd_tr, Yd_tr = windows_direct(s_norm, 0, split)\n",
    "torch.manual_seed(0)\n",
    "direct = DirectForecaster()\n",
    "opt = torch.optim.Adam(direct.parameters(), lr=3e-3)\n",
    "t0 = time.time()\n",
    "for ep in range(10):\n",
    "    perm = torch.randperm(len(Xd_tr))\n",
    "    for i in range(0, len(Xd_tr), 64):\n",
    "        b = perm[i:i + 64]\n",
    "        loss = F.mse_loss(direct(Xd_tr[b]), Yd_tr[b])\n",
    "        opt.zero_grad(); loss.backward(); nn.utils.clip_grad_norm_(direct.parameters(), 1.0); opt.step()\n",
    "print(f\"modelo directo entrenado en {time.time() - t0:.0f} s\")\n",
    "\n",
    "def recursive_from(model, origin, horizon):\n",
    "    hist = list(s_norm[origin - W:origin]); preds = []\n",
    "    with torch.no_grad():\n",
    "        for k in range(horizon):\n",
    "            p = model(torch.tensor(make_input(hist[-W:], origin + k), dtype=torch.float32).unsqueeze(0)).item()\n",
    "            preds.append(p); hist.append(p)\n",
    "    return np.array(preds) * sd + mu\n",
    "\n",
    "origins = range(split, len(series) - H + 1, 24)         # cada medianoche no vista\n",
    "err = {\"estacional ingenuo\": [], \"LSTM recursiva\": [], \"LSTM directa\": []}\n",
    "for o in origins:\n",
    "    y = series[o:o + H]\n",
    "    err[\"estacional ingenuo\"].append(series[o - 168:o - 168 + H] - y)\n",
    "    err[\"LSTM recursiva\"].append(recursive_from(models[\"lstm\"], o, H) - y)\n",
    "    with torch.no_grad():\n",
    "        d = direct(torch.tensor(make_input(s_norm[o - W:o], o), dtype=torch.float32).unsqueeze(0))[0].numpy() * sd + mu\n",
    "    err[\"LSTM directa\"].append(d - y)\n",
    "\n",
    "print(f\"\\nRMSE del día siguiente sobre {len(origins)} días no vistos (suelo de ruido {noise_sd})\")\n",
    "fig, ax = plt.subplots(figsize=(9, 4))\n",
    "for name, e in err.items():\n",
    "    e = np.array(e)\n",
    "    print(f\"  {name:18s} {np.sqrt((e ** 2).mean()):.2f}\")\n",
    "    ax.plot(range(1, H + 1), np.sqrt((e ** 2).mean(0)), marker=\"o\", ms=3, label=name)\n",
    "ax.axhline(noise_sd, color=\"gray\", ls=\"--\", label=\"suelo de ruido\")\n",
    "ax.set_xlabel(\"horas por delante\"); ax.set_ylabel(\"RMSE\"); ax.set_title(\"Error según el horizonte de pronóstico\"); ax.legend(); ax.grid(alpha=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31b8fb66",
   "metadata": {},
   "source": [
    "La gráfica por horizonte muestra el mecanismo: el error del modelo recursivo crece con cada hora porque cada paso hereda los errores del anterior, mientras que el error del modelo directo se mantiene más o menos plano a lo largo del día. Los sistemas de pronóstico en producción suelen ir un paso más allá y producir una **distribución** completa por hora (cuantiles), para que las decisiones posteriores puedan tener en cuenta la incertidumbre.\n",
    "\n",
    "## Resumen\n",
    "\n",
    "| Modelo | Idea clave | Punto fuerte | Punto débil |\n",
    "|---|---|---|---|\n",
    "| RNN simple | función de paso compartida + estado oculto | simple, procesa en flujo | la memoria se desvanece en unas pocas decenas de pasos |\n",
    "| LSTM / GRU | memoria aditiva con compuertas | recuerda mucho más, entrenamiento estable | sigue siendo secuencial, así que lenta de entrenar con secuencias largas |\n",
    "| directo de varios horizontes | una salida por cada paso futuro | sin acumulación de errores | horizonte fijado de antemano |\n",
    "\n",
    "Las redes recurrentes siguen siendo una buena opción para problemas pequeños y en flujo. Con secuencias largas y conjuntos de datos grandes, las superó la atención (notebooks 06 y 07), que mira cada paso pasado directamente en lugar de pasar una memoria a lo largo de una cadena.\n",
    "\n",
    "## Ejercicios\n",
    "\n",
    "1. Sustituye `\"lstm\"` por `\"gru\"` en la sección 5. Después quita las variables de calendario (tamaño de entrada 1) y usa una ventana de 168 horas: ¿qué modelo sufre más y por qué?\n",
    "2. Construye una prueba de memoria: el primer valor de una secuencia es +1 o −1, el resto son ruido, y la red debe dar el signo después de leerlo todo. Entrena una RNN y una LSTM con longitudes 10, 30 y 100. ¿Cuánto entrenamiento necesita cada una y dónde se rinde cada una?\n",
    "3. Vuelve a entrenar la LSTM de la sección 5 con el sesgo de la compuerta de olvido inicializado a 1 (reutiliza `gated`). ¿Mejora el pronóstico recursivo de 7 días?\n",
    "4. Convierte el modelo directo en un pronosticador de **cuantiles**: produce los percentiles 10, 50 y 90 para cada hora usando la pérdida pinball. ¿Con qué frecuencia cae el valor real dentro de la banda 10-90?"
   ]
  }
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