fix sidebar by setting pydata-sphinx-theme version

dsc_tutorials/non-associativity.ipynb

@@ -1,32 +1,107 @@
 {
  "cells": [
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Non-Associativity\n",
+    "\n",
+    "$$\n",
+    "    a + (b + c) \\neq (a + b) + c\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
+    "Seen at: https://medium.com/@anis.zakari/changing-the-gpu-is-changing-the-behaviour-of-your-llm-0e6dd8dfaaae"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Original code snippet used torch with bfloats (actually brain floating point):\n",
+    "\n",
+    "```python\n",
     "import torch\n",
     "\n",
-    "a = torch.tensor(1e10, dtype=torch.float16)\n",
-    "b = torch.tensor(1.0, dtype=torch.float16)\n",
-    "c = torch.tensor(-1e10, dtype=torch.float16)"
+    "a = torch.tensor(1e10, dtype=torch.bfloat16)\n",
+    "b = torch.tensor(-1e10, dtype=torch.bfloat16)\n",
+    "c = torch.tensor(1.0, dtype=torch.bfloat16)\n",
+    "```"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "a = np.array(1e4, dtype=np.float16)\n",
+    "b = np.array(-1e4, dtype=np.float16)\n",
+    "c = np.array(1, dtype=np.float16)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.False_"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a + (b + c) == (a + b) + c"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float16(0.0)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "a + (b + c)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "np.float16(1.0)"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "(a + b) + c"
    ]
@@ -39,7 +114,15 @@
    "name": "python3"
   },
   "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
    "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
    "version": "3.12.2"
   }
  },

requirements.txt

@@ -5,3 +5,5 @@ numpy
 pandas
 scikit-learn
 ghp-import
+# pydata-sphinx-theme 16.0 breaks sidebar
+pydata-sphinx-theme<16.0