Merge pull request #71 from payno/review_opti

WIP: [optimization] review before presentation

Author: kif

optimization/Optimization.ipynb

@@ -2217,6 +2217,32 @@
     "print(f\"Cython  {1000*perf_ci_cython.best:8.1f} ms  {ref/perf_ci_cython.best:6.3f}x\")\n",
     "# print(f\"Pool    {1000*perf_sq_pool.best:8.1f} ms  {np.NaN:6.3f}x\")"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "47fdf7a9",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "subslide"
+    }
+   },
+   "source": [
+    "|               | multithreaded |  vector programming | GIL free | Compilation              |\n",
+    "|---------------|:-------------:|:-------------------:|:--------:|:------------------------:|\n",
+    "| \"pure\" python | X             | X                   | X        |                          |\n",
+    "| numpy         | (X)           | V                   | (V)      |                          |\n",
+    "| numexpr       | V             | V                   | V        | just in time             |\n",
+    "| numba         | V             | (V)                 | V        | just in time (uses LLVM) |\n",
+    "| cython        | V             | (V)                 | V        | ahead of time            |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c9a7d518",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {