ec 10.B

Update text2image.ipynb

Update cddpm_mnist.ipynb

Update ddpm_mnist.ipynb

Update text2image.ipynb

Update text2image.ipynb

Update cddpm_mnist.ipynb

Update text2image.ipynb

Update text2image.ipynb

Author: giovannivolpe

Ch10_Diffusion/ec10_1_ddpm_mnist/ddpm_mnist.ipynb

@@ -515,7 +515,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1212,7 +1212,7 @@
     "    train_loss.append(running_loss / len(loader))\n",
     "    end_time = time.time()\n",
     "\n",
-    "    print(f\"-\" * 10 + \"\\n\" + f\"Epoch {epoch + 1}/{epochs} : \"\n",
+    "    print(\"-\" * 10 + \"\\n\" + f\"Epoch {epoch + 1}/{epochs} : \"\n",
     "          f\"Train loss: {train_loss[-1]:.4f}, \"\n",
     "          f\"Time taken: {timedelta(seconds=end_time - start_time)}\")\n",
     "\n",

Ch10_Diffusion/ec10_A_cddpm_mnist/cddpm_mnist.ipynb

@@ -132,7 +132,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -148,8 +148,8 @@
     "    \"\"\"Select device where to perform the computations.\"\"\"\n",
     "    if torch.cuda.is_available():\n",
     "        return torch.device(\"cuda:0\")\n",
-    "    ### elif torch.backends.mps.is_available():\n",
-    "    ###     return torch.device(\"mps\")\n",
+    "    elif torch.backends.mps.is_available():\n",
+    "        return torch.device(\"mps\")\n",
     "    else:\n",
     "        return torch.device(\"cpu\")\n",
     "\n",
@@ -523,7 +523,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -1223,7 +1223,7 @@
     "    train_loss.append(running_loss / len(loader))\n",
     "    end_time = time.time()\n",
     "\n",
-    "    print(f\"-\" * 10 + \"\\n\" + f\"Epoch {epoch + 1}/{epochs} : \"\n",
+    "    print(\"-\" * 10 + \"\\n\" + f\"Epoch {epoch + 1}/{epochs} : \"\n",
     "          f\"Train loss: {train_loss[-1]:.4f}, \"\n",
     "          f\"Time taken: {timedelta(seconds=end_time - start_time)}\")\n",
     "\n",