fix: duplicate fig names

Author: liamjberrisford

individual_modules/intro_to_GPUs/theory.ipynb

@@ -38,7 +38,7 @@
     "\n",
     "```{figure} figures/gpu_for_graphics.png\n",
     ":alt: A graphics card powering 3D rendering on a computer display.\n",
-    ":name: fig-gpu\n",
+    ":name: fig-gpu-graphics\n",
     ":width: 500px\n",
     ":align: center\n",
     "\n",
@@ -75,7 +75,7 @@
     "\n",
     "```{figure} figures/gpu_2048_regions.png\n",
     ":alt: A computer monitor showing an image of a sunset divided into many small grid regions, representing how a GPU processes tasks in thousands of parallel chunks.\n",
-    ":name: fig-gpu\n",
+    ":name: fig-gpu-2048-regions\n",
     ":width: 500px\n",
     ":align: center\n",
     "\n",
@@ -84,7 +84,7 @@
     "\n",
     "```{figure} figures/cpu_4_regions.png\n",
     ":alt: A computer monitor showing an image of a sunset divided into four large regions, representing how a CPU processes tasks in fewer, larger chunks.\n",
-    ":name: fig-gpu\n",
+    ":name: fig-gpu-4-regions\n",
     ":width: 500px\n",
     ":align: center\n",
     "\n",
@@ -122,7 +122,7 @@
     "\n",
     "```{figure} figures/cpu_architecture.png\n",
     ":alt: Illustration of a CPU with four cores, each core handling one task, showing limited parallel task execution.\n",
-    ":name: fig-gpu\n",
+    ":name: fig-cpu-architecture\n",
     ":width: 500px\n",
     ":align: center\n",
     "\n",
@@ -131,7 +131,7 @@
     "\n",
     "```{figure} figures/gpu_architecture.png\n",
     ":alt: Illustration of a GPU with many small cores, each working on parts of multiple tasks simultaneously, showing massive parallelism.\n",
-    ":name: fig-gpu\n",
+    ":name: fig-gpu-architecture\n",
     ":width: 500px\n",
     ":align: center\n",
     "\n",
@@ -1787,7 +1787,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.2"
+   "version": "3.9.19"
   }
  },
  "nbformat": 4,