From 3ba51abf53542b8083ff12043c94bf8b28e7a91a Mon Sep 17 00:00:00 2001
From: rasbt <mail@sebastianraschka.com>
Date: Wed, 19 Jun 2024 19:47:31 -0500
Subject: [PATCH] consistency

---
 ch07/01_main-chapter-code/ch07.ipynb | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/ch07/01_main-chapter-code/ch07.ipynb b/ch07/01_main-chapter-code/ch07.ipynb
index 2ed5b9d..a36951f 100644
--- a/ch07/01_main-chapter-code/ch07.ipynb
+++ b/ch07/01_main-chapter-code/ch07.ipynb
@@ -1108,8 +1108,6 @@
     }
    ],
    "source": [
-    "from functools import partial\n",
-    "\n",
     "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
     "\n",
     "# If you have a Mac with Apple Silicon chip, you can uncomment the next lines of code\n",
@@ -1120,7 +1118,17 @@
     "# if torch.backends.mps.is_available():\n",
     "#     device = torch.device(\"mps\")\n",
     "\n",
-    "print(\"Device:\", device)\n",
+    "print(\"Device:\", device)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4e47fb30-c2c6-4e6d-a64c-76cc65be4a2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from functools import partial\n",
     "\n",
     "customized_collate_fn = partial(custom_collate_fn, device=device, allowed_max_length=1024)"
    ]
@@ -2150,7 +2158,8 @@
      "base_uri": "https://localhost:8080/"
     },
     "id": "8cBU0iHmVfOI",
-    "outputId": "860a2d06-2d0e-4ae8-943d-dd12d299eed9"
+    "outputId": "860a2d06-2d0e-4ae8-943d-dd12d299eed9",
+    "scrolled": true
    },
    "outputs": [
     {
@@ -2164,7 +2173,7 @@
    "source": [
     "import re\n",
     "\n",
-    "model.cpu()\n",
+    "\n",
     "file_name = f\"{re.sub(r'[ ()]', '', CHOOSE_MODEL) }-sft.pth\"\n",
     "torch.save(model.state_dict(), file_name)\n",
     "print(f\"Model saved as {file_name}\")\n",
@@ -2728,7 +2737,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.11"
+   "version": "3.11.4"
   }
  },
  "nbformat": 4,