{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fd12bad1",
   "metadata": {},
   "source": [
    "# Diffusion Models\n",
    "### MCB128 — B6 diffusion section\n",
    "\n",
    "We start with a very simple 1D task to demonstrate the concept of diffusion. **The task:** Given a label $c \\in \\mathbb{R}$, start from Gaussian noise and denoise it to a point near $c$ on the real line.\n",
    "\n",
    "Everything happens in **one dimension**. Just a scalar that we corrupt with noise and then ask the model to recover — conditioned on where on the $x$-axis we want it to end up.\n",
    "\n",
    "**What we will build, in order:**\n",
    "1. A **data generator**: pick a label $c$, produce $x_0 \\approx c$.\n",
    "2. A **forward process**: a fixed recipe for turning $x_0$ into noise.\n",
    "3. A tiny **conditional denoiser**: an MLP that takes $(x_t, t, c)$ and predicts the noise.\n",
    "4. A **training loop** (a few seconds on CPU).\n",
    "5. A **reverse sampler**: start from noise, ask for label $c$, get a sample near $c$.\n",
    "6. **Plots** that let you see the model doing its job.\n",
    "\n",
    "Total training time: well under a minute on CPU."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2298ee8e",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 0: Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0aa3261a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:57.485612Z",
     "iopub.status.busy": "2026-04-20T21:50:57.485471Z",
     "iopub.status.idle": "2026-04-20T21:50:59.134056Z",
     "shell.execute_reply": "2026-04-20T21:50:59.133731Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch : 2.10.0\n",
      "device: cpu\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "torch.manual_seed(0)\n",
    "np.random.seed(0)\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(f'torch : {torch.__version__}')\n",
    "print(f'device: {device}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62437147",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 1: The data — a label $c$ and a point $x_0$ near it\n",
    "\n",
    "We define the dataset like this:\n",
    "\n",
    "- Draw a label $c$ uniformly from $[-3, +3]$. This is the **target x-axis location**.\n",
    "- Draw $x_0 = c + \\sigma \\varepsilon$, where $\\varepsilon \\sim \\mathcal{N}(0, 1)$ and $\\sigma = 0.1$.\n",
    "\n",
    "So for each label $c$, the clean data $x_0$ is a tight Gaussian cloud centered at $c$ with standard deviation $0.1$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ffe1536c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x250 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LABEL_MIN, LABEL_MAX = -3.0, 3.0\n",
    "DATA_SIGMA = 0.1\n",
    "DATA_SIGMA_BY_C = 0.5\n",
    "\n",
    "def sample_batch(batch_size):\n",
    "    \"\"\"Return (x0, c) with x0 ~ N(c, DATA_SIGMA^2), c ~ Uniform[LABEL_MIN, LABEL_MAX].\"\"\"\n",
    "    c  = torch.empty(batch_size, 1).uniform_(LABEL_MIN, LABEL_MAX)\n",
    "    x0 = c + DATA_SIGMA * torch.randn_like(c)\n",
    "    return x0, c\n",
    "\n",
    "x0_vis, c_vis = sample_batch(2000)\n",
    "plt.figure(figsize=(7, 2.5))\n",
    "plt.scatter(x0_vis.numpy(), c_vis.numpy(),\n",
    "            c=c_vis.numpy(), cmap='coolwarm', s=6, alpha=0.6)\n",
    "plt.ylabel('c'); plt.xlabel('x_0'); plt.title('Clean data: x_0 ≈ c (colour = label c)')\n",
    "plt.tight_layout(); plt.colorbar(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a555e37f",
   "metadata": {},
   "source": [
    "Now make the toy data heteroscedastic: the clean-data noise scale increases smoothly as the label moves from `LABEL_MIN` to `LABEL_MAX`. This gives the model something more realistic to learn than a single fixed-width Gaussian.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "397e5899",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:59.135759Z",
     "iopub.status.busy": "2026-04-20T21:50:59.135578Z",
     "iopub.status.idle": "2026-04-20T21:50:59.261349Z",
     "shell.execute_reply": "2026-04-20T21:50:59.260928Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x250 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LABEL_MIN, LABEL_MAX = -3.0, 3.0\n",
    "DATA_SIGMA = 0.01\n",
    "DATA_SIGMA_BY_C = 0.5\n",
    "\n",
    "def sample_batch(batch_size, c=None):\n",
    "    \"\"\"Return (x0, c) where x0 is centered at c and has label-dependent noise.\"\"\"\n",
    "    if c is None:\n",
    "        c = torch.empty(batch_size, 1).uniform_(LABEL_MIN, LABEL_MAX)\n",
    "    else:\n",
    "        c = torch.as_tensor(c, dtype=torch.float32).view(-1, 1)\n",
    "        batch_size = c.shape[0]\n",
    "\n",
    "    c_scaled = (c - LABEL_MIN) / (LABEL_MAX - LABEL_MIN)  # maps training labels to [0, 1]\n",
    "    sigma_c = DATA_SIGMA + DATA_SIGMA_BY_C * c_scaled\n",
    "    x0 = c + sigma_c * torch.randn_like(c)\n",
    "    return x0, c\n",
    "\n",
    "# plot the data\n",
    "x0_vis, c_vis = sample_batch(2000)\n",
    "plt.figure(figsize=(7, 2.5))\n",
    "plt.scatter(x0_vis.numpy(), c_vis.numpy(),\n",
    "            c=c_vis.numpy(), cmap='coolwarm', s=6, alpha=0.6)\n",
    "plt.ylabel('c'); plt.xlabel('x_0'); plt.title('Clean data: x_0 centered at c, wider for larger c')\n",
    "plt.tight_layout(); plt.colorbar(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5547761a",
   "metadata": {},
   "source": [
    "The y-position and the color tell you the label. The x-position tells you $x_0$. \n",
    "\n",
    "Our job is to learn the map **from label to position**, even though the model will never see $x_0$ and $c$ directly at inference time — it will see noise and a label, and it has to produce $x_0$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "843c113f",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 2: The forward process (fixed, no learning)\n",
    "\n",
    "The forward process takes a clean sample $x_0$ and turns it into noise over $T$ steps. At each step we add a little Gaussian noise controlled by a schedule $\\{\\beta_t\\}_{t=1}^{T}$.\n",
    "\n",
    "The magic trick of DDPM is that we don't have to simulate the $T$ steps one at a time. There is a **closed-form** expression for $x_t$ given $x_0$:\n",
    "\n",
    "$$\n",
    "x_t \\;=\\; \\sqrt{\\bar\\alpha_t}\\, x_0 \\;+\\; \\sqrt{1 - \\bar\\alpha_t}\\, \\varepsilon, \\qquad \\varepsilon \\sim \\mathcal{N}(0, 1)\n",
    "$$\n",
    "\n",
    "where $\\alpha_t = 1 - \\beta_t$ and $\\bar\\alpha_t = \\prod_{s=1}^{t} \\alpha_s$.\n",
    "\n",
    "Intuition:\n",
    "- $\\bar\\alpha_t$ starts near $1$ (barely any noise) and decays toward $0$ (mostly noise).\n",
    "- The coefficient $\\sqrt{\\bar\\alpha_t}$ on $x_0$ shrinks the signal.\n",
    "- The coefficient $\\sqrt{1-\\bar\\alpha_t}$ on $\\varepsilon$ grows the noise.\n",
    "- At the final timestep, $x_T$ should be close enough to noise that the reverse chain can start from a simple Gaussian.\n",
    "\n",
    "**Nothing in the forward process is learned.** The schedule is a hyperparameter. The noise is random. We can corrupt any $x_0$ to any timestep in one line of code.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4e7dcd1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:59.262941Z",
     "iopub.status.busy": "2026-04-20T21:50:59.262832Z",
     "iopub.status.idle": "2026-04-20T21:50:59.393893Z",
     "shell.execute_reply": "2026-04-20T21:50:59.393543Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T = 100\n",
      "alpha_bar at t=0   : 0.9999  (near 1, data almost clean)\n",
      "alpha_bar at t=99: 0.0782  (small, mostly noise)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "T = 100\n",
    "betas = torch.linspace(1e-4, 0.05, T, device=device)   # linear schedule\n",
    "alphas = 1.0 - betas\n",
    "alphas_cumprod = torch.cumprod(alphas, dim=0)          # this is \\bar\\alpha_t\n",
    "\n",
    "print(f'T = {T}')\n",
    "print(f'alpha_bar at t=0   : {alphas_cumprod[0].item():.4f}  (near 1, data almost clean)')\n",
    "print(f'alpha_bar at t={T-1}: {alphas_cumprod[-1].item():.4f}  (small, mostly noise)')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(alphas_cumprod.detach().cpu().numpy())\n",
    "plt.xlabel('timestep t'); plt.ylabel(r'$\\bar\\alpha_t$')\n",
    "plt.title('Signal retention across forward process')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "78ec3d6b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:59.395502Z",
     "iopub.status.busy": "2026-04-20T21:50:59.395350Z",
     "iopub.status.idle": "2026-04-20T21:50:59.708704Z",
     "shell.execute_reply": "2026-04-20T21:50:59.708360Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x250 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def q_sample(x0, t):\n",
    "    \"\"\"Forward process: x_t = sqrt(alpha_bar_t) x_0 + sqrt(1 - alpha_bar_t) eps.\n",
    "    x0 : tensor whose leading dimension is the batch\n",
    "    t  : integer timestep or (B,) integer timesteps\n",
    "    Returns xt and eps with the same shape as x0.\n",
    "    \"\"\"\n",
    "    t = torch.as_tensor(t, device=x0.device, dtype=torch.long)\n",
    "    eps = torch.randn_like(x0)\n",
    "    abar = alphas_cumprod.to(x0.device)[t]\n",
    "    while abar.ndim < x0.ndim:\n",
    "        abar = abar.unsqueeze(-1)\n",
    "    xt = abar.sqrt() * x0 + (1.0 - abar).sqrt() * eps\n",
    "    return xt, eps\n",
    "\n",
    "# Sanity check: pick one label and noise it at many timesteps.\n",
    "x0_demo = torch.full((1000, 1), 2.0, device=device)   # all samples have x_0 = 2.0\n",
    "ts_to_show = [0, 10, 30, 60, 99]\n",
    "fig, axes = plt.subplots(1, len(ts_to_show), figsize=(14, 2.5), sharex=True, sharey=True)\n",
    "for ax, ti in zip(axes, ts_to_show):\n",
    "    t_batch = torch.full((1000,), ti, device=device, dtype=torch.long)\n",
    "    xt, _ = q_sample(x0_demo, t_batch)\n",
    "    ax.hist(xt.detach().cpu().numpy(), bins=40, color='steelblue')\n",
    "    ax.axvline(2.0, color='red', linestyle='--', label='x_0 = 2.0')\n",
    "    ax.set_title(f't = {ti}')\n",
    "\n",
    "axes[-1].hist(np.random.normal(loc=0, scale=1, size=1000), bins=40,\n",
    "              color='orange', alpha=0.5, label='N(0, 1) reference')\n",
    "axes[0].legend(); axes[-1].legend()\n",
    "plt.suptitle('Forward process: x_0 noised to different t'); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e8ad94c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp_N = 100\n",
    "# Sanity check: pick one label and noise it at many timesteps.\n",
    "x0_demo = torch.full((temp_N, 1), 2.0, device=device)   # all samples have x_0 = 2.0\n",
    "ts_to_show = torch.arange(T, dtype=torch.long, device=device)\n",
    "fig, ax = plt.subplots(1, 1, figsize=(7, 3), sharex=True, sharey=True)\n",
    "zts = torch.zeros((T, temp_N))\n",
    "for i, ti in enumerate(ts_to_show):\n",
    "    t_batch = torch.full((temp_N,), int(ti.item()), device=device, dtype=torch.long)\n",
    "    xt, _ = q_sample(x0_demo, t_batch)\n",
    "    zts[i, :] = xt[:, 0].detach().cpu()\n",
    "ax.plot(ts_to_show.detach().cpu().numpy(), zts.numpy(), color='steelblue', alpha=0.5, linewidth=0.1)\n",
    "ax.axhline(2.0, color='red', linestyle='--', label='x_0 = 2.0')\n",
    "ax.set_xlabel('t')\n",
    "ax.legend(); plt.suptitle('Forward process: x_0 noised to different t'); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fb319d9",
   "metadata": {},
   "source": [
    "As $t$ grows, $x_t$ or $z_t$ drifts away from the red dashed line at $2.0$ and widens toward a standard normal."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11653f47",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 3: The conditional denoiser\n",
    "\n",
    "This is where we define a model (can be any architecture) to predict the noise.\n",
    "\n",
    "$$ \\hat\\varepsilon_\\theta(x_t, t, c) \\;\\approx\\; \\varepsilon $$\n",
    "\n",
    "Given a noisy scalar $x_t$, its timestep $t$, and the target label $c$, predicts the Gaussian noise that was added in the forward process.\n",
    "\n",
    "The network needs three inputs, and we'll give each one its own friendly representation before mixing them:\n",
    "\n",
    "1. $x_t$ — a scalar. Just pass it in. Here we are using a really simple approach where each data point is independent. That works for this case, but you can also denoise multiple data points at once.\n",
    "2. $t$ — an integer between $0$ and $T{-}1$. Use a **sinusoidal embedding** (same idea as Transformer positional encodings): it turns an integer into a smooth, high-dimensional vector so the MLP can tell nearby timesteps apart.\n",
    "3. $c$ — a scalar label. Just pass it in; the MLP can linearly project it.\n",
    "\n",
    "You can also experiment with embedding x_t and c. \n",
    "\n",
    "Then concatenate everything and push it through a small MLP. Output: a single scalar, the predicted noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "53f33387",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:59.710527Z",
     "iopub.status.busy": "2026-04-20T21:50:59.710196Z",
     "iopub.status.idle": "2026-04-20T21:50:59.715342Z",
     "shell.execute_reply": "2026-04-20T21:50:59.715017Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model parameters: 6465\n"
     ]
    }
   ],
   "source": [
    "class SinusoidalTimeEmbedding(nn.Module):\n",
    "    \"\"\"Standard sinusoidal embedding of an integer timestep.\"\"\"\n",
    "    def __init__(self, dim=32):\n",
    "        super().__init__()\n",
    "        self.dim = dim\n",
    "\n",
    "    def forward(self, t):\n",
    "        half = self.dim // 2\n",
    "        freqs = torch.exp(-math.log(10000.0) * torch.arange(half, device=t.device) / half)\n",
    "        args  = t.float().unsqueeze(-1) * freqs.unsqueeze(0)\n",
    "        return torch.cat([args.sin(), args.cos()], dim=-1)  # (B, dim)\n",
    "\n",
    "\n",
    "class ConditionalDenoiser1D(nn.Module):\n",
    "    \"\"\"Predict noise eps given (x_t, t, c) where x_t and c are scalars.\"\"\"\n",
    "    def __init__(self, time_dim=32, hidden=64):\n",
    "        super().__init__()\n",
    "        self.time_emb = SinusoidalTimeEmbedding(time_dim)\n",
    "        in_dim = 1 + time_dim + 1              # x_t, time_emb, c\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Linear(in_dim, hidden), nn.ReLU(),\n",
    "            nn.Linear(hidden, hidden), nn.ReLU(),\n",
    "            nn.Linear(hidden, 1),\n",
    "        )\n",
    "\n",
    "    def forward(self, x_t, t, c):\n",
    "        h = torch.cat([x_t, self.time_emb(t), c], dim=-1)\n",
    "        return self.net(h)\n",
    "\n",
    "model = ConditionalDenoiser1D().to(device)\n",
    "n_params = sum(p.numel() for p in model.parameters())\n",
    "print(f'model parameters: {n_params}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a49d113e",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 4: Training\n",
    "\n",
    "The loss is a one-liner and it is the entire secret of DDPM:\n",
    "\n",
    "$$\n",
    "\\mathcal{L} \\;=\\; \\mathbb{E}_{x_0, c, t, \\varepsilon}\\, \\big\\lVert \\varepsilon - \\hat\\varepsilon_\\theta(x_t, t, c) \\big\\rVert^2\n",
    "$$\n",
    "\n",
    "Algorithm for one training step:\n",
    "1. Sample a batch of $(x_0, c)$.\n",
    "2. Pick a random timestep $t$ for each element.\n",
    "3. Apply the forward process to get $x_t$ and remember the $\\varepsilon$ you used.\n",
    "4. Ask the network for $\\hat\\varepsilon$.\n",
    "5. MSE between $\\varepsilon$ and $\\hat\\varepsilon$. Backprop. Done.\n",
    "\n",
    "The network sees every timestep uniformly at random, so a single loss term covers the full forward chain."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94a56be7",
   "metadata": {},
   "source": [
    "### Why predict the *noise* instead of $x_0$?\n",
    "\n",
    "Mathematically they are equivalent. You can also try predicting $x_0$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "43668b1d",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:50:59.716896Z",
     "iopub.status.busy": "2026-04-20T21:50:59.716763Z",
     "iopub.status.idle": "2026-04-20T21:51:03.022201Z",
     "shell.execute_reply": "2026-04-20T21:51:03.021567Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step    1  loss(last 100) = 0.9812\n",
      "step  500  loss(last 100) = 0.6085\n",
      "step 1000  loss(last 100) = 0.3086\n",
      "step 1500  loss(last 100) = 0.2728\n",
      "step 2000  loss(last 100) = 0.2490\n",
      "step 2500  loss(last 100) = 0.2358\n",
      "step 3000  loss(last 100) = 0.2279\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "opt = optim.Adam(model.parameters(), lr=5e-5)\n",
    "\n",
    "n_steps   = 3000\n",
    "batch_sz  = 256\n",
    "loss_log  = []\n",
    "\n",
    "model.train()\n",
    "for step in range(1, n_steps + 1):\n",
    "    x0, c = sample_batch(batch_sz)\n",
    "    x0, c = x0.to(device), c.to(device)\n",
    "\n",
    "    t = torch.randint(0, T, (batch_sz,), device=device)\n",
    "    xt, eps = q_sample(x0, t)\n",
    "\n",
    "    eps_hat = model(xt, t, c)\n",
    "    loss = ((eps - eps_hat) ** 2).mean()\n",
    "\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "    loss_log.append(loss.item())\n",
    "\n",
    "    if step == 1 or step % 500 == 0:\n",
    "        recent = np.mean(loss_log[-100:])\n",
    "        print(f'step {step:4d}  loss(last 100) = {recent:.4f}')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(loss_log, alpha=0.3, label='per-step')\n",
    "plt.plot(np.convolve(loss_log, np.ones(100)/100, mode='valid'), label='100-step avg')\n",
    "plt.xlabel('step'); plt.ylabel('MSE loss'); plt.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b51377ad",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 5: Sampling — the reverse process\n",
    "\n",
    "At inference, we *do* run the chain step by step, but backwards. Start from $x_T \\sim \\mathcal{N}(0, 1)$ and iterate from $t = T{-}1$ down to $t = 0$:\n",
    "\n",
    "$$\n",
    "x_{t-1} \\;=\\; \\frac{1}{\\sqrt{\\alpha_t}} \\!\\left( x_t - \\frac{\\beta_t}{\\sqrt{1-\\bar\\alpha_t}} \\hat\\varepsilon_\\theta(x_t, t, c) \\right) \\;+\\; \\sqrt{\\beta_t}\\, z,\n",
    "\\qquad z \\sim \\mathcal{N}(0,1) \\;\\;(\\text{or } 0 \\text{ at } t=0)\n",
    "$$\n",
    "\n",
    "Two things to notice:\n",
    "\n",
    "1. The network's job every step is the same: look at $(x_t, t, c)$ and predict the noise. The formula above is bookkeeping that turns \"predicted noise\" into \"one step less noisy.\"\n",
    "2. We add a fresh bit of noise $\\sqrt{\\beta_t}\\, z$ at every step except the last. In the forward pass we sample from a scaled normal distribution. In the reverse process we also want to sample rather than take the most likely point. That is what makes the reverse chain a stochastic sampler instead of a point estimator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3912255a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:51:03.024186Z",
     "iopub.status.busy": "2026-04-20T21:51:03.023986Z",
     "iopub.status.idle": "2026-04-20T21:51:03.027341Z",
     "shell.execute_reply": "2026-04-20T21:51:03.027054Z"
    }
   },
   "outputs": [],
   "source": [
    "@torch.no_grad()\n",
    "def sample(label_values, n_per_label=500):\n",
    "    \"\"\"Reverse-diffuse from N(0,1) to x_0 ~ p(x | c) for each c in label_values.\n",
    "    Returns an array of shape (len(label_values), n_per_label).\"\"\"\n",
    "    model.eval()\n",
    "    outs = []\n",
    "    for c_value in label_values:\n",
    "        c = torch.full((n_per_label, 1), float(c_value), device=device)\n",
    "        x = torch.randn(n_per_label, 1, device=device)            # x_T\n",
    "        for t_int in reversed(range(T)):\n",
    "            t = torch.full((n_per_label,), t_int, device=device, dtype=torch.long)\n",
    "            eps_hat = model(x, t, c)\n",
    "\n",
    "            a_t    = alphas[t_int]\n",
    "            abar_t = alphas_cumprod[t_int]\n",
    "            beta_t = betas[t_int]\n",
    "\n",
    "            mean = (1.0 / a_t.sqrt()) * (x - (beta_t / (1.0 - abar_t).sqrt()) * eps_hat)\n",
    "            if t_int > 0:\n",
    "                x = mean + beta_t.sqrt() * torch.randn_like(x)\n",
    "            else:\n",
    "                x = mean\n",
    "        outs.append(x.squeeze(-1).cpu().numpy())\n",
    "    return np.stack(outs, axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1841ead",
   "metadata": {},
   "source": [
    "### Does it actually work?\n",
    "\n",
    "Try several labels and check that the histogram of samples are centred on the label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6a5d9086",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:51:03.028748Z",
     "iopub.status.busy": "2026-04-20T21:51:03.028653Z",
     "iopub.status.idle": "2026-04-20T21:51:03.560053Z",
     "shell.execute_reply": "2026-04-20T21:51:03.559683Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x260 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_labels = [-2.5, -1.0, 0.0, 1.0, 2.5]\n",
    "samples = sample(test_labels, n_per_label=1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, len(test_labels), figsize=(14, 2.6), sharex=True, sharey=True)\n",
    "for ax, c_val, s in zip(axes, test_labels, samples):\n",
    "    ax.hist(s, bins=40, color='steelblue', alpha=0.8)\n",
    "    ax.axvline(c_val, color='red', linestyle='--')\n",
    "    ax.set_title(f'c = {c_val:+.1f}\\nmean={s.mean():+.2f}  std={s.std():.2f}')\n",
    "plt.suptitle('Generated samples (blue) vs requested label (red dashed)')\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f9b450f",
   "metadata": {},
   "source": [
    "Each histogram should sit near its red dashed label. Because we deliberately made the training distribution heteroscedastic, the generated spread should be smaller near low labels and larger near high labels, rather than matching one fixed $\\sigma$ everywhere.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9dcd68f8",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 6: Seeing the reverse trajectory\n",
    "\n",
    "One of the easiest ways to build intuition is to plot $x_t$ vs $t$ during sampling. For a handful of labels, we'll record the value of $x$ at every reverse step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d79d9eb7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:51:03.561760Z",
     "iopub.status.busy": "2026-04-20T21:51:03.561621Z",
     "iopub.status.idle": "2026-04-20T21:51:03.749205Z",
     "shell.execute_reply": "2026-04-20T21:51:03.748829Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def sample_trajectories(label_values, n_per_label=8):\n",
    "    model.eval()\n",
    "    trajs = []  # (len(labels), n_per_label, T+1)\n",
    "    for c_value in label_values:\n",
    "        c = torch.full((n_per_label, 1), float(c_value), device=device)\n",
    "        x = torch.randn(n_per_label, 1, device=device)\n",
    "        history = [x.squeeze(-1).cpu().numpy().copy()]\n",
    "        for t_int in reversed(range(T)):\n",
    "            t = torch.full((n_per_label,), t_int, device=device, dtype=torch.long)\n",
    "            eps_hat = model(x, t, c)\n",
    "            a_t, abar_t, beta_t = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "            mean = (1.0 / a_t.sqrt()) * (x - (beta_t / (1.0 - abar_t).sqrt()) * eps_hat)\n",
    "            x = mean + (beta_t.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "            history.append(x.squeeze(-1).cpu().numpy().copy())\n",
    "        trajs.append(np.stack(history, axis=1))   # (n_per_label, T+1)\n",
    "    return trajs\n",
    "\n",
    "traj_labels = [-2.0, 0.0, 2.0]\n",
    "trajs = sample_trajectories(traj_labels, n_per_label=12)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "colors = ['tab:blue', 'tab:gray', 'tab:red']\n",
    "for c_val, traj, color in zip(traj_labels, trajs, colors):\n",
    "    steps = np.arange(traj.shape[1])\n",
    "    for row in traj:\n",
    "        ax.plot(steps, row, color=color, alpha=0.5, linewidth=1)\n",
    "    ax.axhline(c_val, color=color, linestyle='--', alpha=0.7, label=f'c = {c_val:+.1f}')\n",
    "ax.set_xlabel('reverse step (0 = start from noise, T = final sample)')\n",
    "ax.set_ylabel('x')\n",
    "ax.set_title('Reverse trajectories: noise → label-dependent point')\n",
    "ax.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "789791c9",
   "metadata": {},
   "source": [
    "Let's put the forward process and the reverse process in a single figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b2db8a40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N_per_label = 100\n",
    "\n",
    "traj_labels = [-2.0, 0.0, 2.0]\n",
    "trajs = sample_trajectories(traj_labels, n_per_label=N_per_label)\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "colors = ['tab:blue', 'tab:gray', 'tab:red']\n",
    "for c_val, traj, color in zip(traj_labels, trajs, colors):\n",
    "    c_batch = torch.full((N_per_label, 1), float(c_val))\n",
    "    temp_x, _ = sample_batch(N_per_label, c=c_batch)\n",
    "    zts = torch.zeros((T, N_per_label))\n",
    "    for t_int in range(T):\n",
    "        t_batch = torch.full((N_per_label,), t_int, dtype=torch.long)\n",
    "        xt, _ = q_sample(temp_x, t_batch)\n",
    "        zts[t_int, :] = xt[:, 0].detach().cpu()\n",
    "\n",
    "    forward_steps = np.arange(T)\n",
    "    reverse_steps = np.arange(T, T + traj.shape[1])\n",
    "    ax.plot(forward_steps, zts.numpy(), color=color, alpha=0.25, linewidth=0.5)\n",
    "    for row in traj:\n",
    "        ax.plot(reverse_steps, row, color=color, alpha=0.5, linewidth=1)\n",
    "    ax.axhline(c_val, color=color, linestyle='--', alpha=0.7, label=f'c = {c_val:+.1f}')\n",
    "\n",
    "ax.axvline(T - 1, color='black', linestyle=':', alpha=0.4)\n",
    "ax.set_xlabel('step: forward noising, then reverse denoising')\n",
    "ax.set_ylabel('x')\n",
    "ax.set_title('data -> noise -> label-dependent point')\n",
    "ax.legend(); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2983f05d",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 7: Sweeping the label — the model as a function of $c$\n",
    "\n",
    "The real test: does the output track the label continuously, including labels in between the ones it saw during training?\n",
    "\n",
    "We'll sweep $c$ from $-3$ to $+3$ and plot the mean and spread of generated samples at each label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "877aec92",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-04-20T21:51:03.751155Z",
     "iopub.status.busy": "2026-04-20T21:51:03.751037Z",
     "iopub.status.idle": "2026-04-20T21:51:04.479987Z",
     "shell.execute_reply": "2026-04-20T21:51:04.479546Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean absolute error |generated_mean - c|: 0.030\n",
      "mean generated std (should be ≈ 0.01):      0.315\n"
     ]
    }
   ],
   "source": [
    "sweep = np.linspace(LABEL_MIN, LABEL_MAX, 25)\n",
    "sweep_samples = sample(sweep, n_per_label=400)      # (25, 400)\n",
    "\n",
    "means = sweep_samples.mean(axis=1)\n",
    "stds  = sweep_samples.std(axis=1)\n",
    "\n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot([-3, 3], [-3, 3], 'k--', alpha=0.5, label='ideal: generated = label')\n",
    "plt.errorbar(sweep, means, yerr=stds, fmt='o', color='tab:blue',\n",
    "             capsize=3, label='generated mean ± std')\n",
    "plt.xlabel('requested label c'); plt.ylabel('generated x')\n",
    "plt.title('Conditional calibration')\n",
    "plt.legend(); plt.tight_layout(); plt.show()\n",
    "\n",
    "print(f'mean absolute error |generated_mean - c|: {np.mean(np.abs(means - sweep)):.3f}')\n",
    "print(f'mean generated std (should be ≈ {DATA_SIGMA}):      {stds.mean():.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b81742e9",
   "metadata": {},
   "source": [
    "The blue means should track the dashed identity line. The error bars should grow with $c$, because the clean-data noise scale was defined to grow with $c$.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fd1384c",
   "metadata": {},
   "source": [
    "## Part 7.2\n",
    "\n",
    "**Out-of-distribution labels.** Training used only $c \\in [-3, 3]$. Now ask for labels outside that range and see how gracefully, or ungracefully, the model extrapolates. This is why real generators need label-coverage audits.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c987c37d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def sample_trajectories(label_values, n_per_label=8):\n",
    "    model.eval()\n",
    "    trajs = []  # (len(labels), n_per_label, T+1)\n",
    "    for c_value in label_values:\n",
    "        c = torch.full((n_per_label, 1), float(c_value), device=device)\n",
    "        x = torch.randn(n_per_label, 1, device=device)\n",
    "        history = [x.squeeze(-1).cpu().numpy().copy()]\n",
    "        for t_int in reversed(range(T)):\n",
    "            t = torch.full((n_per_label,), t_int, device=device, dtype=torch.long)\n",
    "            eps_hat = model(x, t, c)\n",
    "            a_t, abar_t, beta_t = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "            mean = (1.0 / a_t.sqrt()) * (x - (beta_t / (1.0 - abar_t).sqrt()) * eps_hat)\n",
    "            x = mean + (beta_t.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "            history.append(x.squeeze(-1).cpu().numpy().copy())\n",
    "        trajs.append(np.stack(history, axis=1))   # (n_per_label, T+1)\n",
    "    return trajs\n",
    "\n",
    "traj_labels = [-10.0, -5.0, 5.0, 10.0]\n",
    "trajs = sample_trajectories(traj_labels, n_per_label=12)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "colors = ['tab:blue', 'tab:gray', 'tab:red', 'tab:green']\n",
    "for c_val, traj, color in zip(traj_labels, trajs, colors):\n",
    "    steps = np.arange(traj.shape[1])\n",
    "    for row in traj:\n",
    "        ax.plot(steps, row, color=color, alpha=0.5, linewidth=1)\n",
    "    ax.axhline(c_val, color=color, linestyle='--', alpha=0.7, label=f'c = {c_val:+.1f}')\n",
    "ax.set_xlabel('reverse step (0 = start from noise, T = final sample)')\n",
    "ax.set_ylabel('x')\n",
    "ax.set_title('Reverse trajectories: noise → label-dependent point')\n",
    "ax.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f6e98f81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean absolute error |generated_mean - c|: 0.554\n",
      "mean generated std (should be ≈ 0.01):      0.393\n"
     ]
    }
   ],
   "source": [
    "sweep = np.linspace(-10, 10, 25)\n",
    "sweep_samples = sample(sweep, n_per_label=400)      # (25, 400)\n",
    "\n",
    "means = sweep_samples.mean(axis=1)\n",
    "stds  = sweep_samples.std(axis=1)\n",
    "\n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot([-10, 10], [-10, 10], 'k--', alpha=0.5, label='ideal: generated = label')\n",
    "plt.errorbar(sweep, means, yerr=stds, fmt='o', color='tab:blue',\n",
    "             capsize=3, label='generated mean ± std')\n",
    "plt.xlabel('requested label c'); plt.ylabel('generated x')\n",
    "plt.title('Conditional calibration')\n",
    "plt.legend(); plt.tight_layout(); plt.show()\n",
    "\n",
    "print(f'mean absolute error |generated_mean - c|: {np.mean(np.abs(means - sweep)):.3f}')\n",
    "print(f'mean generated std (should be ≈ {DATA_SIGMA}):      {stds.mean():.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ba219c10",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean absolute error |generated_mean - c|: 2.442\n",
      "mean generated std: 0.541\n"
     ]
    }
   ],
   "source": [
    "temp_min = -30\n",
    "temp_max = 30\n",
    "sweep = np.linspace(temp_min, temp_max, 25)\n",
    "sweep_samples = sample(sweep, n_per_label=200)      # (25, 200)\n",
    "\n",
    "means = sweep_samples.mean(axis=1)\n",
    "stds  = sweep_samples.std(axis=1)\n",
    "\n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot([temp_min, temp_max], [temp_min, temp_max], 'k--', alpha=0.5, label='ideal: generated = label')\n",
    "plt.errorbar(sweep, means, yerr=stds, fmt='o', color='tab:blue',\n",
    "             capsize=3, label='generated mean +- std')\n",
    "plt.xlabel('requested label c'); plt.ylabel('generated x')\n",
    "plt.title('Extreme OOD calibration stress test')\n",
    "plt.legend(); plt.tight_layout(); plt.show()\n",
    "\n",
    "print(f'mean absolute error |generated_mean - c|: {np.mean(np.abs(means - sweep)):.3f}')\n",
    "print(f'mean generated std: {stds.mean():.3f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b76bec3",
   "metadata": {},
   "source": [
    "Let's try a different noise schedule: the cosine schedule. It drives $\\bar\\alpha_t$ much closer to zero by the final timestep than the short linear schedule above.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4180f60c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T = 100\n",
      "alpha_bar at t=0   : 0.9994  (near 1, data almost clean)\n",
      "alpha_bar at t=99: 0.000000  (very close to pure noise)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def cosine_beta_schedule(T, s=0.008, device=device):\n",
    "    steps = torch.arange(T + 1, device=device, dtype=torch.float32)\n",
    "    f = torch.cos(((steps / T) + s) / (1 + s) * math.pi / 2) ** 2\n",
    "    alpha_bar = f / f[0]\n",
    "    betas = 1 - (alpha_bar[1:] / alpha_bar[:-1])\n",
    "    return betas.clamp(1e-5, 0.999)\n",
    "\n",
    "T = 100\n",
    "betas = cosine_beta_schedule(T)\n",
    "alphas = 1.0 - betas\n",
    "alphas_cumprod = torch.cumprod(alphas, dim=0)          # this is \\bar\\alpha_t\n",
    "\n",
    "print(f'T = {T}')\n",
    "print(f'alpha_bar at t=0   : {alphas_cumprod[0].item():.4f}  (near 1, data almost clean)')\n",
    "print(f'alpha_bar at t={T-1}: {alphas_cumprod[-1].item():.6f}  (very close to pure noise)')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(alphas_cumprod.detach().cpu().numpy())\n",
    "plt.xlabel('timestep t'); plt.ylabel(r'$\\bar\\alpha_t$')\n",
    "plt.title('Cosine schedule: signal retention')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "08179313",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step    1  loss(last 100) = 0.9414\n",
      "step  500  loss(last 100) = 0.6837\n",
      "step 1000  loss(last 100) = 0.3128\n",
      "step 1500  loss(last 100) = 0.2631\n",
      "step 2000  loss(last 100) = 0.2368\n",
      "step 2500  loss(last 100) = 0.2308\n",
      "step 3000  loss(last 100) = 0.2186\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ConditionalDenoiser1D().to(device)\n",
    "opt = optim.Adam(model.parameters(), lr=5e-5)\n",
    "\n",
    "n_steps   = 3000\n",
    "batch_sz  = 256\n",
    "loss_log  = []\n",
    "\n",
    "model.train()\n",
    "for step in range(1, n_steps + 1):\n",
    "    x0, c = sample_batch(batch_sz)\n",
    "    x0, c = x0.to(device), c.to(device)\n",
    "\n",
    "    t = torch.randint(0, T, (batch_sz,), device=device)\n",
    "    xt, eps = q_sample(x0, t)\n",
    "\n",
    "    eps_hat = model(xt, t, c)\n",
    "    loss = ((eps - eps_hat) ** 2).mean()\n",
    "\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "    loss_log.append(loss.item())\n",
    "\n",
    "    if step == 1 or step % 500 == 0:\n",
    "        recent = np.mean(loss_log[-100:])\n",
    "        print(f'step {step:4d}  loss(last 100) = {recent:.4f}')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(loss_log, alpha=0.3, label='per-step')\n",
    "plt.plot(np.convolve(loss_log, np.ones(100)/100, mode='valid'), label='100-step avg')\n",
    "plt.xlabel('step'); plt.ylabel('MSE loss'); plt.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "82b35e56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "traj_labels = [-5.0, -2.0, 2.0, 5.0]\n",
    "trajs = sample_trajectories(traj_labels, n_per_label=12)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "colors = ['tab:blue', 'tab:gray', 'tab:red', 'tab:green']\n",
    "for c_val, traj, color in zip(traj_labels, trajs, colors):\n",
    "    steps = np.arange(traj.shape[1])\n",
    "    for row in traj:\n",
    "        ax.plot(steps, row, color=color, alpha=0.5, linewidth=1)\n",
    "    ax.axhline(c_val, color=color, linestyle='--', alpha=0.7, label=f'c = {c_val:+.1f}')\n",
    "ax.set_xlabel('reverse step (0 = start from noise, T = final sample)')\n",
    "ax.set_ylabel('x')\n",
    "ax.set_title('Reverse trajectories: noise → label-dependent point')\n",
    "ax.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5fe829be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean absolute error |generated_mean - c|: 660.042\n",
      "mean generated std (should be ≈ 0.01):      9.539\n"
     ]
    }
   ],
   "source": [
    "temp_min = -100\n",
    "temp_max = 100\n",
    "sweep = np.linspace(temp_min, temp_max, 25)\n",
    "sweep_samples = sample(sweep, n_per_label=400)      # (25, 400)\n",
    "\n",
    "means = sweep_samples.mean(axis=1)\n",
    "stds  = sweep_samples.std(axis=1)\n",
    "\n",
    "plt.figure(figsize=(7, 4))\n",
    "plt.plot([temp_min, temp_max], [temp_min, temp_max], 'k--', alpha=0.5, label='ideal: generated = label')\n",
    "plt.errorbar(sweep, means, yerr=stds, fmt='o', color='tab:blue',\n",
    "             capsize=3, label='generated mean ± std')\n",
    "plt.xlabel('requested label c'); plt.ylabel('generated x')\n",
    "plt.title('Conditional calibration')\n",
    "plt.legend(); plt.tight_layout(); plt.show()\n",
    "\n",
    "print(f'mean absolute error |generated_mean - c|: {np.mean(np.abs(means - sweep)):.3f}')\n",
    "print(f'mean generated std (should be ≈ {DATA_SIGMA}):      {stds.mean():.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6422e4d",
   "metadata": {},
   "source": [
    "We can also try bimodal distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3c3ab356",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "T = 100\n",
      "alpha_bar at t=0   : 0.9999  (near 1, data almost clean)\n",
      "alpha_bar at t=99: 0.0782  (small, mostly noise)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reset the schedule to the original short linear schedule\n",
    "T = 100\n",
    "betas = torch.linspace(1e-4, 0.05, T, device=device)   # linear schedule\n",
    "alphas = 1.0 - betas\n",
    "alphas_cumprod = torch.cumprod(alphas, dim=0)          # this is \\bar\\alpha_t\n",
    "\n",
    "print(f'T = {T}')\n",
    "print(f'alpha_bar at t=0   : {alphas_cumprod[0].item():.4f}  (near 1, data almost clean)')\n",
    "print(f'alpha_bar at t={T-1}: {alphas_cumprod[-1].item():.4f}  (small, mostly noise)')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(alphas_cumprod.detach().cpu().numpy())\n",
    "plt.xlabel('timestep t'); plt.ylabel(r'$\\bar\\alpha_t$')\n",
    "plt.title('Signal retention across forward process')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9d37fffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x250 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "LABEL_MIN, LABEL_MAX = 0.0, 3.0\n",
    "DATA_SIGMA = 0.1\n",
    "\n",
    "def sample_batch(batch_size):\n",
    "    \"\"\"Return bimodal data with x0 near either +c or -c, with c >= 0.\"\"\"\n",
    "    c = torch.empty(batch_size, 1).uniform_(LABEL_MIN, LABEL_MAX)\n",
    "    sign = torch.where(torch.rand_like(c) < 0.5, -1.0, 1.0)\n",
    "    x0 = sign * c + DATA_SIGMA * torch.randn_like(c)\n",
    "    return x0, c\n",
    "\n",
    "# Eyeball the data: colour each point by its label.\n",
    "x0_vis, c_vis = sample_batch(2000)\n",
    "plt.figure(figsize=(7, 2.5))\n",
    "plt.scatter(x0_vis.numpy(), c_vis.numpy(),\n",
    "            c=c_vis.numpy(), cmap='coolwarm', s=6, alpha=0.6)\n",
    "plt.ylabel('c'); plt.xlabel('x_0'); plt.title('Bimodal clean data: x_0 near +c or -c')\n",
    "plt.tight_layout(); plt.colorbar(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ba6789c3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model parameters: 6465\n",
      "step    1  loss(last 100) = 0.9326\n",
      "step  500  loss(last 100) = 0.3090\n",
      "step 1000  loss(last 100) = 0.2957\n",
      "step 1500  loss(last 100) = 0.2974\n",
      "step 2000  loss(last 100) = 0.3069\n",
      "step 2500  loss(last 100) = 0.2989\n",
      "step 3000  loss(last 100) = 0.2906\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = ConditionalDenoiser1D().to(device)\n",
    "n_params = sum(p.numel() for p in model.parameters())\n",
    "print(f'model parameters: {n_params}')\n",
    "\n",
    "opt = optim.Adam(model.parameters(), lr=2e-3)\n",
    "\n",
    "n_steps   = 3000\n",
    "batch_sz  = 256\n",
    "loss_log  = []\n",
    "\n",
    "model.train()\n",
    "for step in range(1, n_steps + 1):\n",
    "    x0, c = sample_batch(batch_sz)\n",
    "    x0, c = x0.to(device), c.to(device)\n",
    "\n",
    "    t = torch.randint(0, T, (batch_sz,), device=device)\n",
    "    xt, eps = q_sample(x0, t)\n",
    "\n",
    "    eps_hat = model(xt, t, c)\n",
    "    loss = ((eps - eps_hat) ** 2).mean()\n",
    "\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "    loss_log.append(loss.item())\n",
    "\n",
    "    if step == 1 or step % 500 == 0:\n",
    "        recent = np.mean(loss_log[-100:])\n",
    "        print(f'step {step:4d}  loss(last 100) = {recent:.4f}')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(loss_log, alpha=0.3, label='per-step')\n",
    "plt.plot(np.convolve(loss_log, np.ones(100)/100, mode='valid'), label='100-step avg')\n",
    "plt.xlabel('step'); plt.ylabel('MSE loss'); plt.legend(); plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3d0b4031",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x260 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_labels = [0.5, 1.0, 2.0, 2.8]\n",
    "samples = sample(test_labels, n_per_label=1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, len(test_labels), figsize=(14, 2.6), sharex=True, sharey=True)\n",
    "for ax, c_val, s in zip(axes, test_labels, samples):\n",
    "    ax.hist(s, bins=40, color='steelblue', alpha=0.8)\n",
    "    ax.axvline(c_val, color='red', linestyle='--')\n",
    "    ax.axvline(-c_val, color='red', linestyle='--')\n",
    "    ax.set_title(f'c = {c_val:+.1f}\\nmean={s.mean():+.2f}  std={s.std():.2f}')\n",
    "plt.suptitle('Generated samples (blue) vs the two valid modes (red dashed)')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "81d72d32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "@torch.no_grad()\n",
    "def sample_trajectories(label_values, n_per_label=8):\n",
    "    model.eval()\n",
    "    trajs = []  # (len(labels), n_per_label, T+1)\n",
    "    for c_value in label_values:\n",
    "        c = torch.full((n_per_label, 1), float(c_value), device=device)\n",
    "        x = torch.randn(n_per_label, 1, device=device)\n",
    "        history = [x.squeeze(-1).detach().cpu().numpy().copy()]\n",
    "        for t_int in reversed(range(T)):\n",
    "            t = torch.full((n_per_label,), t_int, device=device, dtype=torch.long)\n",
    "            eps_hat = model(x, t, c)\n",
    "            a_t, abar_t, beta_t = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "            mean = (1.0 / a_t.sqrt()) * (x - (beta_t / (1.0 - abar_t).sqrt()) * eps_hat)\n",
    "            x = mean + (beta_t.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "            history.append(x.squeeze(-1).detach().cpu().numpy().copy())\n",
    "        trajs.append(np.stack(history, axis=1))   # (n_per_label, T+1)\n",
    "    return trajs\n",
    "\n",
    "traj_labels = [0.5, 1.5, 2.7]\n",
    "trajs = sample_trajectories(traj_labels, n_per_label=12)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "colors = ['tab:blue', 'tab:gray', 'tab:red']\n",
    "for c_val, traj, color in zip(traj_labels, trajs, colors):\n",
    "    steps = np.arange(traj.shape[1])\n",
    "    for row in traj:\n",
    "        ax.plot(steps, row, color=color, alpha=0.5, linewidth=1)\n",
    "    ax.axhline(c_val, color=color, linestyle='--', alpha=0.7, label=f'+/-{c_val:.1f}')\n",
    "    ax.axhline(-c_val, color=color, linestyle='--', alpha=0.7)\n",
    "ax.set_xlabel('reverse step (0 = start from noise, T = final sample)')\n",
    "ax.set_ylabel('x')\n",
    "ax.set_title('Reverse trajectories for a bimodal conditional distribution')\n",
    "ax.legend(); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "1b90090f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ---------- shared bimodal dataset ----------\n",
    "BM_LABEL_MIN, BM_LABEL_MAX = 0.5, 3.0\n",
    "BM_SIGMA = 0.1\n",
    "\n",
    "def sample_bimodal(n):\n",
    "    c = torch.empty(n, 1).uniform_(BM_LABEL_MIN, BM_LABEL_MAX)\n",
    "    sign = torch.where(torch.rand(n, 1) < 0.5, -1.0, 1.0)\n",
    "    x0 = sign * c + BM_SIGMA * torch.randn(n, 1)\n",
    "    return x0, c\n",
    "\n",
    "x0_vis, c_vis = sample_bimodal(3000)\n",
    "plt.figure(figsize=(7, 3))\n",
    "plt.scatter(x0_vis.numpy(), c_vis.numpy(),\n",
    "            c=c_vis.numpy(), cmap='coolwarm', s=5, alpha=0.6)\n",
    "plt.xlabel('x_0'); plt.ylabel('c')\n",
    "plt.title(r'Bimodal data: $x_0 = \\pm c + \\sigma\\varepsilon$')\n",
    "plt.tight_layout(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "aa00d326",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "final noise-MSE = 0.313\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x280 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff_model = ConditionalDenoiser1D().to(device)\n",
    "opt_d = optim.Adam(diff_model.parameters(), lr=2e-3)\n",
    "d_losses = []\n",
    "diff_model.train()\n",
    "for step in range(1, 3001):\n",
    "    x0, c = sample_bimodal(256)\n",
    "    x0, c = x0.to(device), c.to(device)\n",
    "    t = torch.randint(0, T, (256,), device=device)\n",
    "    xt, eps = q_sample(x0, t)\n",
    "    eps_hat = diff_model(xt, t, c)\n",
    "    loss = ((eps - eps_hat) ** 2).mean()\n",
    "    opt_d.zero_grad(); loss.backward(); opt_d.step()\n",
    "    d_losses.append(loss.item())\n",
    "\n",
    "labels = [0.5, 1.5, 2.7]\n",
    "\n",
    "print(f'final noise-MSE = {np.mean(d_losses[-100:]):.3f}')\n",
    "\n",
    "@torch.no_grad()\n",
    "def sample_with(diffuser, label_values, n_per_label=1000):\n",
    "    diffuser.eval()\n",
    "    out = []\n",
    "    for c_val in label_values:\n",
    "        c = torch.full((n_per_label, 1), float(c_val), device=device)\n",
    "        x = torch.randn(n_per_label, 1, device=device)\n",
    "        for t_int in reversed(range(T)):\n",
    "            t = torch.full((n_per_label,), t_int, device=device, dtype=torch.long)\n",
    "            eps_hat = diffuser(x, t, c)\n",
    "            a_t, abar_t, beta_t = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "            mean = (1.0 / a_t.sqrt()) * (x - (beta_t / (1.0 - abar_t).sqrt()) * eps_hat)\n",
    "            x = mean + (beta_t.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "        out.append(x.squeeze(-1).detach().cpu().numpy())\n",
    "    return np.stack(out, axis=0)\n",
    "\n",
    "diff_out = sample_with(diff_model, labels, n_per_label=1000)\n",
    "\n",
    "fig, axes = plt.subplots(1, len(labels), figsize=(12, 2.8), sharex=True, sharey=True)\n",
    "for ax, c_val, s in zip(axes, labels, diff_out):\n",
    "    ax.hist(s, bins=50, color='tab:blue', alpha=0.8)\n",
    "    ax.axvline(+c_val, color='red', linestyle='--')\n",
    "    ax.axvline(-c_val, color='red', linestyle='--')\n",
    "    ax.set_title(f'Diffusion at c = {c_val:+.1f}')\n",
    "plt.suptitle('Diffusion: both modes covered, tight spread')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b6dd855",
   "metadata": {},
   "source": [
    "## Part 8\n",
    "\n",
    "Let's increase the data dimension and swap the MLP for multi-head attention. We use the same basic MHA definition from B4, now as a joint denoiser over a set of 2D points.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cf5eed0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "class MultiHeadAttention(nn.Module):\n",
    "    def __init__(self, d_model, n_heads):\n",
    "        super().__init__()\n",
    "        assert d_model % n_heads == 0\n",
    "        self.d_model = d_model\n",
    "        self.n_heads = n_heads\n",
    "        self.d_head  = d_model // n_heads\n",
    "        self.Wq = nn.Linear(d_model, d_model)\n",
    "        self.Wk = nn.Linear(d_model, d_model)\n",
    "        self.Wv = nn.Linear(d_model, d_model)\n",
    "        self.Wo = nn.Linear(d_model, d_model)\n",
    "\n",
    "    def forward(self, x, mask=None):\n",
    "        B, L, _ = x.shape\n",
    "        q = self.Wq(x).view(B, L, self.n_heads, self.d_head).transpose(1, 2)\n",
    "        k = self.Wk(x).view(B, L, self.n_heads, self.d_head).transpose(1, 2)\n",
    "        v = self.Wv(x).view(B, L, self.n_heads, self.d_head).transpose(1, 2)\n",
    "        scores = (q @ k.transpose(-2, -1)) / (self.d_head ** 0.5)\n",
    "        if mask is not None:\n",
    "            scores = scores.masked_fill(mask == 0, float(\"-inf\"))\n",
    "        attn = F.softmax(scores, dim=-1)\n",
    "        out  = (attn @ v).transpose(1, 2).contiguous().view(B, L, self.d_model)\n",
    "        return self.Wo(out)\n",
    "\n",
    "class TransformerBlock(nn.Module):\n",
    "    def __init__(self, d_model, n_heads, d_ff):\n",
    "        super().__init__()\n",
    "        self.ln1  = nn.LayerNorm(d_model)\n",
    "        self.attn = MultiHeadAttention(d_model, n_heads)\n",
    "        self.ln2  = nn.LayerNorm(d_model)\n",
    "        self.ff   = nn.Sequential(\n",
    "            nn.Linear(d_model, d_ff), nn.GELU(), nn.Linear(d_ff, d_model),\n",
    "        )\n",
    "    def forward(self, x, mask=None):\n",
    "        x = x + self.attn(self.ln1(x), mask)\n",
    "        x = x + self.ff(self.ln2(x))\n",
    "        return x\n",
    "\n",
    "# --- attention-based joint denoiser --------------------------------------\n",
    "class AttentionDenoiser2D(nn.Module):\n",
    "    \"\"\"\n",
    "    Jointly denoises L 2D points per sample.\n",
    "    Input:  x shape (B, L, 2), t shape (B,)\n",
    "    Output: eps_hat shape (B, L, 2)\n",
    "\n",
    "    The time embedding is added to every token (same t for all points in a\n",
    "    sample), so the model attends across the L axis while conditioning on t.\n",
    "    This is the same pattern RFdiffusion uses: every residue token carries\n",
    "    the same diffusion timestep and attends to every other residue.\n",
    "    \"\"\"\n",
    "    def __init__(self, d_model=64, n_heads=4, d_ff=128, n_layers=3, time_dim=64):\n",
    "        super().__init__()\n",
    "        self.time_emb = SinusoidalTimeEmbedding(time_dim)  # from Part 2\n",
    "        self.in_proj  = nn.Linear(2, d_model)\n",
    "        self.t_proj   = nn.Linear(time_dim, d_model)\n",
    "        self.blocks   = nn.ModuleList([\n",
    "            TransformerBlock(d_model, n_heads, d_ff) for _ in range(n_layers)\n",
    "        ])\n",
    "        self.ln_out   = nn.LayerNorm(d_model)\n",
    "        self.out_proj = nn.Linear(d_model, 2)\n",
    "\n",
    "    def forward(self, x, t):\n",
    "        # x: (B, L, 2), t: (B,)\n",
    "        h = self.in_proj(x)                              # (B, L, d_model)\n",
    "        t_tok = self.t_proj(self.time_emb(t))            # (B, d_model)\n",
    "        h = h + t_tok.unsqueeze(1)                       # broadcast over L\n",
    "        for blk in self.blocks:\n",
    "            h = blk(h)                                   # self-attn over L\n",
    "        return self.out_proj(self.ln_out(h))             # (B, L, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ec337f2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def sample_circle(B=128, L=16, device=device):\n",
    "    theta = 2 * torch.pi * torch.rand(B, L, device=device)\n",
    "    x = torch.cos(theta)\n",
    "    y = torch.sin(theta)\n",
    "    return torch.stack([x, y], dim=-1)          # (B, L, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4ea7433e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  200  loss(last 100) = 0.4192\n",
      "step  400  loss(last 100) = 0.3491\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "L = 16  # points per set; each set is L independent draws from the circle\n",
    "STEPS = 500\n",
    "circle_model = AttentionDenoiser2D().to(device)\n",
    "opt = torch.optim.Adam(circle_model.parameters(), lr=1e-3)\n",
    "loss_log = torch.zeros(STEPS)\n",
    "for step in range(STEPS):\n",
    "    # x0: (B, L, 2) from the circle sampler\n",
    "    x0 = sample_circle(B=128, L=L).to(device)\n",
    "    t  = torch.randint(0, T, (x0.size(0),), device=device)\n",
    "    eps = torch.randn_like(x0)\n",
    "    abar = alphas_cumprod[t].view(-1, 1, 1)              # broadcast to (B,1,1)\n",
    "    xt = abar.sqrt() * x0 + (1 - abar).sqrt() * eps\n",
    "    eps_hat = circle_model(xt, t)\n",
    "    loss = F.mse_loss(eps_hat, eps)\n",
    "    loss_log[step] = loss.detach().cpu()\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "    if step > 1 and step % 200 == 0:\n",
    "        recent = loss_log[step-100:step].mean().item()\n",
    "        print(f'step {step:4d}  loss(last 100) = {recent:.4f}')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(loss_log.numpy(), alpha=0.3, label='per-step')\n",
    "plt.plot(np.convolve(loss_log.numpy(), np.ones(100)/100, mode='valid'), label='100-step avg')\n",
    "plt.xlabel('step'); plt.ylabel('MSE loss'); plt.legend(); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "837fb5ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Unconditional sampling -- does it look like a circle?\n",
    "@torch.no_grad()\n",
    "def sample_uncond(n):\n",
    "    circle_model.eval()\n",
    "    x = torch.randn((1, n, 2), device=device)\n",
    "    for t_int in reversed(range(T)):\n",
    "        t = torch.full((1,), t_int, device=device, dtype=torch.long)\n",
    "        eps_hat = circle_model(x, t)\n",
    "        a, abar, beta = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "        mean = (1.0 / a.sqrt()) * (x - (beta / (1 - abar).sqrt()) * eps_hat)\n",
    "        x = mean + (beta.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "    return x.detach().cpu().numpy()\n",
    "\n",
    "gen = sample_uncond(256)\n",
    "plt.figure(figsize=(4, 4))\n",
    "thetas = np.linspace(0, 2*np.pi, 100)\n",
    "plt.plot(np.cos(thetas), np.sin(thetas), color='black', alpha=0.5)\n",
    "plt.scatter(gen[0, :, 0], gen[0, :, 1], s=3, alpha=0.5)\n",
    "plt.gca().set_aspect('equal'); plt.title('Unconditional samples')\n",
    "plt.xlabel('x'); plt.ylabel('y')\n",
    "plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d75b6cd",
   "metadata": {},
   "source": [
    "The model has learned a distribution over point sets whose individual points lie near the unit circle. We never directly told the model the equation of a circle.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48fc6908",
   "metadata": {},
   "source": [
    "## Part 9: The inpainting inference loop\n",
    "\n",
    "We will clamp the horizontal coordinate to some value $x^\\star$ and ask the model to fill in $y$. The ground truth is $y = \\pm\\sqrt{1 - (x^\\star)^2}$, so there are **two valid answers** for most observed x-values.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f7bee129",
   "metadata": {},
   "outputs": [],
   "source": [
    "@torch.no_grad()\n",
    "def inpaint(known_mask, known_values, n=256, L=None):\n",
    "    \"\"\"\n",
    "    known_mask:   (L, 2) bool  — True where the coord is observed\n",
    "    known_values: (L, 2) float — values at observed positions (ignored where mask=False)\n",
    "    n:            number of samples to generate\n",
    "    returns:      (n, L, 2) numpy array\n",
    "    \"\"\"\n",
    "    circle_model.eval()\n",
    "    if L is None:\n",
    "        L = known_mask.shape[0]\n",
    "\n",
    "    mask  = known_mask.to(device)                          # (L, 2)\n",
    "    known = known_values.to(device).unsqueeze(0).expand(n, -1, -1)  # (n, L, 2)\n",
    "\n",
    "    x = torch.randn(n, L, 2, device=device)\n",
    "\n",
    "    for t_int in reversed(range(T)):\n",
    "        abar = alphas_cumprod[t_int]\n",
    "\n",
    "        # RePaint: re-noise the known entries to the current noise level\n",
    "        known_noisy = abar.sqrt() * known + (1 - abar).sqrt() * torch.randn_like(known)\n",
    "        x = torch.where(mask.unsqueeze(0), known_noisy, x)\n",
    "\n",
    "        # Joint denoise across L via attention\n",
    "        t = torch.full((n,), t_int, device=device, dtype=torch.long)\n",
    "        eps_hat = circle_model(x, t)                       # (n, L, 2)\n",
    "\n",
    "        a, abar_t, beta = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "        mean = (1.0 / a.sqrt()) * (x - (beta / (1 - abar_t).sqrt()) * eps_hat)\n",
    "        x = mean + (beta.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "\n",
    "    # Final hard-clamp of the observed entries\n",
    "    x = torch.where(mask.unsqueeze(0), known, x)\n",
    "    return x.cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d69eafd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "L = 16\n",
    "known_mask   = torch.zeros(L, 2, dtype=torch.bool)\n",
    "known_mask[:, 0] = True                        # observe all x's\n",
    "known_values = torch.zeros(L, 2)\n",
    "known_values[:, 0] = torch.linspace(-0.9, 0.9, L)  # pick some x's\n",
    "\n",
    "samples = inpaint(known_mask, known_values, n=256, L=L)  # (256, 16, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c184923e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_inpainted_samples(samples, known_mask, known_values, title, reference_radii=(1.0,)):\n",
    "    fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "    theta = np.linspace(0, 2*np.pi, 200)\n",
    "    for r in reference_radii:\n",
    "        ax.plot(r*np.cos(theta), r*np.sin(theta), 'k--', lw=1, alpha=0.45,\n",
    "                label=f'true radius {r:g}')\n",
    "\n",
    "    pts = samples.reshape(-1, 2)                         # (n*L, 2)\n",
    "    ax.scatter(pts[:, 0], pts[:, 1], s=4, alpha=0.2, label='generated')\n",
    "\n",
    "    kv = known_values.detach().cpu().numpy()\n",
    "    km = known_mask.detach().cpu().numpy()\n",
    "    fully_obs = km.all(axis=1)\n",
    "    if fully_obs.any():\n",
    "        ax.scatter(kv[fully_obs, 0], kv[fully_obs, 1],\n",
    "                   s=80, c='red', marker='o', edgecolor='k',\n",
    "                   label='observed (motif)', zorder=5)\n",
    "    x_only = km[:, 0] & ~km[:, 1]\n",
    "    for xv in kv[x_only, 0]:\n",
    "        ax.axvline(xv, color='red', alpha=0.3, lw=1)\n",
    "\n",
    "    max_abs = max(1.6, float(np.abs(pts).max()) + 0.2, float(np.abs(kv).max()) + 0.2)\n",
    "    ax.set_aspect('equal')\n",
    "    ax.set_xlim(-max_abs, max_abs); ax.set_ylim(-max_abs, max_abs)\n",
    "    ax.set_xlabel('x'); ax.set_ylabel('y')\n",
    "    ax.set_title(title)\n",
    "    ax.legend(loc='upper right', fontsize=8)\n",
    "    plt.show()\n",
    "\n",
    "plot_inpainted_samples(\n",
    "    samples, known_mask, known_values,\n",
    "    title=f'Inpainted unit-circle samples  (n={samples.shape[0]}, L={samples.shape[1]})',\n",
    "    reference_radii=(1.0,)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eeef77b9",
   "metadata": {},
   "source": [
    "What about inpainting a different radius?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "0b635d77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "known_values = 0.5 * sample_circle(B=1, L=8).detach().cpu()\n",
    "plt.scatter(known_values[0, :, 0], known_values[0, :, 1])\n",
    "plt.gca().set_aspect('equal')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f487638f",
   "metadata": {},
   "outputs": [],
   "source": [
    "known_mask = torch.zeros(L, 2, dtype=torch.bool)\n",
    "known_mask[:8, :] = True                       # first 8 points fully observed\n",
    "known_values = torch.zeros(L, 2)\n",
    "known_values[:8] = 0.5 * sample_circle(B=1, L=8, device='cpu')[0, :]\n",
    "samples = inpaint(known_mask, known_values, n=10, L=L)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "747e860e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_inpainted_samples(\n",
    "    samples, known_mask, known_values,\n",
    "    title=f'Unit-circle model inpainted from radius-0.5 observations  (n={samples.shape[0]}, L={samples.shape[1]})',\n",
    "    reference_radii=(0.5, 1.0)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bea3cec6",
   "metadata": {},
   "source": [
    "The model fails here. But the model was never trained on circles with different radii. Let's retrain the model with different radii."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "32060d06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "step  200  loss(last 100) = 0.4347\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def sample_circle(B, L, device=device):\n",
    "    # sampling radii [0.5, 1.5)\n",
    "    r = 0.5 + torch.rand(B, 1, device=device)          # radius per sample\n",
    "    theta = 2 * torch.pi * torch.rand(B, L, device=device)\n",
    "    x = r * torch.cos(theta)\n",
    "    y = r * torch.sin(theta)\n",
    "    return torch.stack([x, y], dim=-1)\n",
    "\n",
    "def sample_circle_at_radius(radius, B=1, L=16, device=device):\n",
    "    theta = 2 * torch.pi * torch.rand(B, L, device=device)\n",
    "    x = radius * torch.cos(theta)\n",
    "    y = radius * torch.sin(theta)\n",
    "    return torch.stack([x, y], dim=-1)\n",
    "\n",
    "L = 16  # points per set; each set is L independent draws from a circle\n",
    "STEPS = 400\n",
    "circle_model = AttentionDenoiser2D().to(device)\n",
    "opt = torch.optim.Adam(circle_model.parameters(), lr=1e-3)\n",
    "loss_log = torch.zeros(STEPS)\n",
    "for step in range(STEPS):\n",
    "    x0 = sample_circle(B=128, L=L).to(device)\n",
    "    t  = torch.randint(0, T, (x0.size(0),), device=device)\n",
    "    eps = torch.randn_like(x0)\n",
    "    abar = alphas_cumprod[t].view(-1, 1, 1)              # broadcast to (B,1,1)\n",
    "    xt = abar.sqrt() * x0 + (1 - abar).sqrt() * eps\n",
    "    eps_hat = circle_model(xt, t)\n",
    "    loss = F.mse_loss(eps_hat, eps)\n",
    "    loss_log[step] = loss.detach().cpu()\n",
    "    opt.zero_grad(); loss.backward(); opt.step()\n",
    "    if step > 1 and step % 200 == 0:\n",
    "        recent = loss_log[step-100:step].mean().item()\n",
    "        print(f'step {step:4d}  loss(last 100) = {recent:.4f}')\n",
    "\n",
    "plt.figure(figsize=(6, 3))\n",
    "plt.plot(loss_log.numpy(), alpha=0.3, label='per-step')\n",
    "plt.plot(np.convolve(loss_log.numpy(), np.ones(100)/100, mode='valid'), label='100-step avg')\n",
    "plt.xlabel('step'); plt.ylabel('MSE loss'); plt.legend(); plt.tight_layout(); plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8333ed0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_img1e9563642d71472caf2a75aa410c9371\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_slider1e9563642d71472caf2a75aa410c9371\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"anim1e9563642d71472caf2a75aa410c9371.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"anim1e9563642d71472caf2a75aa410c9371.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_select1e9563642d71472caf2a75aa410c9371\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_1e9563642d71472caf2a75aa410c9371\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_1e9563642d71472caf2a75aa410c9371\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_1e9563642d71472caf2a75aa410c9371\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_1e9563642d71472caf2a75aa410c9371\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_1e9563642d71472caf2a75aa410c9371\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_1e9563642d71472caf2a75aa410c9371\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_img1e9563642d71472caf2a75aa410c9371\";\n",
       "    var slider_id = \"_anim_slider1e9563642d71472caf2a75aa410c9371\";\n",
       "    var loop_select_id = \"_anim_loop_select1e9563642d71472caf2a75aa410c9371\";\n",
       "    var frames = new Array(101);\n",
       "    \n",
       "  frames[0] = \"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfQAAAH0CAYAAADL1t+KAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90\\\n",
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       "RK5CYII=\\\n",
       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        anim1e9563642d71472caf2a75aa410c9371 = new Animation(frames, img_id, slider_id, 40.0,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "from IPython.display import HTML\n",
    "\n",
    "circle_model.eval()\n",
    "n = 256\n",
    "traj = []                                                   # list of (n, 2) arrays\n",
    "\n",
    "with torch.no_grad():\n",
    "    x = torch.randn((1, n, 2), device=device)\n",
    "    traj.append(x[0].detach().cpu().numpy())\n",
    "    for t_int in reversed(range(T)):\n",
    "        t = torch.full((1,), t_int, device=device, dtype=torch.long)\n",
    "        eps_hat = circle_model(x, t)\n",
    "        a, abar, beta = alphas[t_int], alphas_cumprod[t_int], betas[t_int]\n",
    "        mean = (1.0 / a.sqrt()) * (x - (beta / (1 - abar).sqrt()) * eps_hat)\n",
    "        x = mean + (beta.sqrt() * torch.randn_like(x) if t_int > 0 else 0.0)\n",
    "        traj.append(x[0].detach().cpu().numpy())\n",
    "\n",
    "traj = np.stack(traj)                                       # (T+1, n, 2)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "thetas = np.linspace(0, 2*np.pi, 100)\n",
    "ax.plot(0.5*np.cos(thetas), 0.5*np.sin(thetas), color='black', alpha=0.35)\n",
    "ax.plot(1.5*np.cos(thetas), 1.5*np.sin(thetas), color='black', alpha=0.35)\n",
    "scat = ax.scatter(traj[0, :, 0], traj[0, :, 1], s=3, alpha=0.5)\n",
    "ax.set_aspect('equal')\n",
    "ax.set_xlim(-3, 3); ax.set_ylim(-3, 3)\n",
    "ax.set_xlabel('x'); ax.set_ylabel('y')\n",
    "title = ax.set_title('')\n",
    "\n",
    "def update(frame):\n",
    "    scat.set_offsets(traj[frame])\n",
    "    title.set_text(f'reverse step  t = {T - frame}')\n",
    "    return scat, title\n",
    "\n",
    "anim = FuncAnimation(fig, update, frames=len(traj), interval=40, blit=False)\n",
    "plt.close(fig)\n",
    "HTML(anim.to_jshtml())     # or: anim.save('denoise.gif', fps=25)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "59cb0026",
   "metadata": {},
   "outputs": [],
   "source": [
    "known_mask = torch.zeros(L, 2, dtype=torch.bool)\n",
    "known_mask[:8, :] = True                       # first 8 points fully observed\n",
    "known_values = torch.zeros(L, 2)\n",
    "known_values[:8] = sample_circle_at_radius(0.5, B=1, L=8, device='cpu')[0, :]\n",
    "samples = inpaint(known_mask, known_values, n=10, L=L)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "f7e8d684",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_inpainted_samples(\n",
    "    samples, known_mask, known_values,\n",
    "    title=f'Variable-radius model inpainted from radius-0.5 observations  (n={samples.shape[0]}, L={samples.shape[1]})',\n",
    "    reference_radii=(0.5, 1.5)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "715e2d83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "known_mask = torch.zeros(L, 2, dtype=torch.bool)\n",
    "known_mask[:8, :] = True                       # first 8 points fully observed\n",
    "known_values = torch.zeros(L, 2)\n",
    "known_values[:8] = sample_circle_at_radius(1.5, B=1, L=8, device='cpu')[0, :]\n",
    "samples = inpaint(known_mask, known_values, n=10, L=L)\n",
    "\n",
    "plot_inpainted_samples(\n",
    "    samples, known_mask, known_values,\n",
    "    title=f'Variable-radius model inpainted from radius-1.5 observations  (n={samples.shape[0]}, L={samples.shape[1]})',\n",
    "    reference_radii=(0.5, 1.5)\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8168543b",
   "metadata": {},
   "source": [
    "---\n",
    "## Part 10: What you just built, and why it scales\n",
    "\n",
    "What makes diffusion models interesting is that they can scale to higher data-dimensions:\n",
    "\n",
    "- Replace the scalar $x$ with an N×3 matrix of $C_\\alpha$ coordinates and almost nothing changes: the forward process still broadcasts over every coordinate, the loss is still MSE against the noise, the reverse chain is still the same formula.\n",
    "- Replace the scalar label $c$ with a one-hot encoded class, a protein sequence embedding, or a local atomic environment, and the main change is the condition encoder feeding into the denoiser.\n",
    "- Replace the MLP with an SE(3)-aware RoseTTAFold/RF2-style network and you have the rough denoising pattern used by RFdiffusion.\n",
    "\n",
    "### Other exercises you can try\n",
    "\n",
    "- **Classifier-free guidance.** Randomly replace $c$ with a special \"null\" value 10% of the time during training. At inference, predict noise twice — once with $c$, once with null — and extrapolate: $\\hat\\varepsilon \\leftarrow \\hat\\varepsilon_\text{null} + w (\\hat\\varepsilon_c - \\hat\\varepsilon_\text{null})$ with $w > 1$. Observe how the output changes as $w$ grows.\n"
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    "---\n",
    "## Why diffusion and not something else?\n",
    "\n",
    "You just saw the diffusion model do four things in the cells above that are harder than they look:\n",
    "\n",
    "1. **Heteroscedastic output.** When we made the training noise grow with $c$, the sampler could produce tighter clusters for low labels and wider clusters for high labels. Nothing in the code was explicitly told the variance formula at sampling time — it fell out of fitting $p(x\\mid c)$.\n",
    "2. **Out-of-distribution degradation.** Pushing $c$ outside the training range $[-3, 3]$ produced growing error and spread. Pushing far enough outside the range broke calibration.\n",
    "3. **Genuinely multi-modal conditionals.** When we set $x_0 = \\pm c + \\sigma \\varepsilon$ with a random sign, asking for $c = 2$ produced samples at **both** $-2$ and $+2$.\n",
    "4. **Inpainting.** Given fixed coordinates, the model produced alternative compatible coordinates for the missing entries.\n",
    "\n",
    "### Side-by-side with other generative options\n",
    "\n",
    "| Model family | What it optimises | Strengths | Where it struggles for structural biology |\n",
    "|---|---|---|---|\n",
    "| **Direct regression** (MLP, Transformer with MSE head) | $\\mathbb{E}[x\\mid c]$ | Fast, deterministic, easy to train | Averages modes; cannot represent ambiguity; no way to sample alternatives |\n",
    "| **VAE** | Lower bound on $\\log p(x)$ via an encoder/latent $z$ | Fast sampling, smooth latent space | Samples can be blurry in high dimension; posterior collapse; hard constraints often require extra machinery |\n",
    "| **GAN** | Adversarial $\\min_G \\max_D$ game | Sharp samples at moderate dims | Mode collapse is costly for protein design; training can be unstable; no likelihood |\n",
    "| **Normalizing flow** | Exact $\\log p(x)$ via invertible layers | Exact density, exact sampling | Invertibility and tractable-Jacobian constraints are awkward for SE(3) geometry and thousands of atoms |\n",
    "| **Autoregressive** (pixel/token by token) | $\\prod_i p(x_i \\mid x_{<i})$ | Strong likelihoods on discrete data (language, sequences) | Requires an ordering, which is unnatural for 3D coordinates; slow sampling; error accumulates |\n",
    "| **Energy-based model / Rosetta** | $-\\log p(x) = E_\theta(x)$ | Interpretable energies | Sampling needs search or MCMC; slow; can get stuck in local minima; no learned direct sampler |\n",
    "| **Denoising diffusion** | Pointwise noise regression over many noise levels | Stable training, strong mode coverage, flexible conditioning, natural uncertainty | Slow sampling; likelihood is indirect; needs a good noise schedule |\n",
    "\n",
    "Diffusion wins on several structural-biology axes that matter:\n",
    "\n",
    "- **Stable training.** A single MSE loss on noise. No adversary, no KL balancing, no Jacobian penalty. The loss curve is usually easy to diagnose.\n",
    "- **Conditioning is flexible.** We concatenated a scalar $c$ in this notebook. In a real system, the condition can be a motif, target surface, sequence embedding, or local chemical environment.\n",
    "- **Inpainting is direct.** Pin some coordinates; diffuse the rest. This is the core idea behind motif scaffolding workflows in RFdiffusion-style design.\n",
    "- **Uncertainty is native.** Run the reverse chain $N$ times, get $N$ samples, and look at the spread.\n",
    "- **Architecture flexibility.** The denoiser can be an MLP, an SE(3)-aware network (RFdiffusion), or a transformer plus diffusion module (AlphaFold 3).\n"
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    "---\n",
    "## Part 11: Why **AlphaFold 3** and **RFdiffusion** chose denoising diffusion\n",
    "\n",
    "### 11.1 RFdiffusion (Baker Lab, 2023)\n",
    "\n",
    "**The setup.** RFdiffusion fine-tunes the RoseTTAFold structure-prediction network on protein-structure denoising tasks, yielding a generative model of protein backbones. It supports conditioning such as target topology, fixed functional motifs, binding partners, symmetry, and other design specifications.\n",
    "\n",
    "**Why diffusion was the right call:**\n",
    "\n",
    "1. **Protein design is a one-to-many problem.** \"Design a binder for target X\" has many valid answers. A deterministic regressor gives one answer, and that answer can average over several plausible folds. Diffusion samples across the solution set: each random $x_T$ can land on a different valid topology. This is the direct analogue of the $\\pm c$ bimodal experiment you just ran.\n",
    "2. **Motif scaffolding is a natural inpainting problem.** \"Keep these residues in this exact geometry, design the rest\" is conceptually the same as the inpainting trick from this notebook: keep the motif constrained while the denoiser fills in compatible context. Compared with many alternatives, diffusion makes this conditioning especially direct.\n",
    "3. **Mode coverage matters for hit rates.** In binder design you screen many candidates experimentally. A generator that produces diverse folds gives the wet lab more shots on goal. In the RFdiffusion paper, target-binding designs had an overall experimental success rate of 19%, reported as roughly two orders of magnitude better than the authors' earlier Rosetta-based workflow on the same targets.\n",
    "\n",
    "\n",
    "### 11.2 AlphaFold 3 (DeepMind, 2024)\n",
    "\n",
    "**The setup.** AlphaFold 3 replaces AlphaFold 2's structure module with a diffusion module. The Nature paper describes this module as operating directly on raw atom coordinates, together with learned token representations, rather than using AlphaFold 2's residue-frame structure module. This helps make one model cover proteins, nucleic acids, ligands, ions, covalent modifications, and complexes.\n",
    "\n",
    "**Why diffusion was the right call:**\n",
    "\n",
    "1. **Unified atom representation.** AlphaFold 2's structure module was tailored to standard protein residue geometry. AlphaFold 3's diffusion module can work over atom coordinates for many molecule types, so a protein $C_\\alpha$, a DNA phosphate, a zinc ion, and a ligand atom can all live in the same coordinate-denoising framework.\n",
    "2. **Less bespoke geometry machinery.** The AlphaFold 3 paper notes that AF2's backbone frames, side-chain torsions, and carefully tuned stereochemical violation penalties added complexity for general molecular graphs. Denoising raw coordinates reduces the need for that AF2-specific structure-module machinery.\n",
    "3. **Ambiguous poses and conformations.** Molecular interactions can have multiple plausible poses or conformations. A diffusion model is a sampler, so repeated runs can represent alternatives more naturally than a single deterministic coordinate regression.\n",
    "\n",
    "### 11.3 The pattern across both systems\n",
    "\n",
    "| Problem property | Pros for DDPM |\n",
    "|---|---|\n",
    "| **Multiple valid answers** (conformations, poses, designs) | Sampling can preserve modes; regression tends to average them |\n",
    "| **Heterogeneous targets** (protein + DNA + ligand + PTM) | Coordinate denoising gives a unified representation |\n",
    "| **Task-dependent conditioning** (motif, binder, linkage) | Masking, inpainting, and guidance-like conditioning are natural |\n",
    "| **Physical plausibility** | Learned from the data distribution, with less hand-coded geometry than older structure heads |\n",
    "\n",
    "You demonstrated some of those pros in the experiments above. The bimodal $\\pm c$ data forced mode coverage. The heteroscedastic data forced variance-aware sampling. The out-of-distribution labels exposed calibration limits. The reverse trajectories showed gradual refinement. Swap the scalar for atom coordinates and the MLP for the right geometric or molecular transformer, and the same denoising idea becomes a modern biomolecular generator.\n"
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