From e19c3cf77eaff9162e93f713b77463cb0a495a43 Mon Sep 17 00:00:00 2001
From: octoflar <octoflar@users.noreply.github.com>
Date: Sun, 30 Jun 2024 17:31:00 +0200
Subject: [PATCH] Update: benchmarks

---
 amber-tests/benchmarks.ipynb | 57 ++++++++++++++++++++++++++++--------
 1 file changed, 44 insertions(+), 13 deletions(-)

diff --git a/amber-tests/benchmarks.ipynb b/amber-tests/benchmarks.ipynb
index e5c512d..10a9ccd 100644
--- a/amber-tests/benchmarks.ipynb
+++ b/amber-tests/benchmarks.ipynb
@@ -174,7 +174,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "20.8 ms ± 170 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "20.4 ms ± 400 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -224,7 +224,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "21.4 ms ± 313 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+      "21.6 ms ± 643 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
      ]
     }
    ],
@@ -281,7 +281,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "20.9 ms ± 77.1 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
+      "20.8 ms ± 390 μs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
      ]
     }
    ],
@@ -401,7 +401,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.51 s ± 2.55 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "1.55 s ± 95.7 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -458,7 +458,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "32.6 ms ± 3.33 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+      "31.3 ms ± 858 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
      ]
     }
    ],
@@ -551,7 +551,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.47 ms ± 39.8 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+      "1.27 ms ± 131 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
      ]
     }
    ],
@@ -597,7 +597,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.88 ms ± 101 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
+      "1.91 ms ± 103 μs per loop (mean ± std. dev. of 7 runs, 1,000 loops each)\n"
      ]
     }
    ],
@@ -716,7 +716,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "410 ms ± 3.06 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "410 ms ± 3.65 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -762,7 +762,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "806 ms ± 15 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+      "798 ms ± 15.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
      ]
     }
    ],
@@ -779,7 +779,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
@@ -789,7 +789,7 @@
        "       0.50891279])"
       ]
      },
-     "execution_count": 39,
+     "execution_count": 40,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -801,14 +801,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 41,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "155 ms ± 1.12 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+      "163 ms ± 10 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
      ]
     }
    ],
@@ -816,6 +816,37 @@
     "%timeit b_poly(b, x)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Does `tensorflow` cache calculations?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "157 ms ± 773 μs per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
+     ]
+    }
+   ],
+   "source": [
+    "%timeit b_poly(b, np.random.rand(n, how_many)) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "No, it does not."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,