Update benchmark plots

1 files changed, 385 insertions, 119 deletions

diff --git a/notebook/ldc_benchmark.ipynb b/notebook/ldc_benchmark.ipynb
index c20879c..eb72dd0 100644
--- a/notebook/ldc_benchmark.ipynb
+++ b/notebook/ldc_benchmark.ipynb
@@ -78,6 +78,46 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "p100_max_bandwidth = 512.6*1024**3\n",
+    "k2200_max_bandwidth = 63.2*1024**3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def max_mlups(b, q, precision):\n",
+    "    return b / ((2*q*precision+4)*10**6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7242.106039242106"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "max_mlups(p100_max_bandwidth, 9, 4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "def descriptor_subset(data, descriptor):\n",
     "    return list(\n",
     "        map(lambda m: (m[0][0:2] + m[0][3:], m[1]),\n",
@@ -86,7 +126,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -98,7 +138,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -108,7 +148,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -117,7 +157,7 @@
        "{10, 16, 20, 32, 40, 48, 60, 64, 80, 96, 100, 128}"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -128,7 +168,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,7 +192,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -163,7 +203,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -173,7 +213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -193,12 +233,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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