Add further non-CSE benchmark results @ K2200

5 files changed, 551 insertions, 45 deletions

diff --git a/notebook/ldc_benchmark.ipynb b/notebook/ldc_benchmark.ipynb
index 31d39e7..c20879c 100644
--- a/notebook/ldc_benchmark.ipynb
+++ b/notebook/ldc_benchmark.ipynb
@@ -81,7 +81,7 @@
     "def descriptor_subset(data, descriptor):\n",
     "    return list(\n",
     "        map(lambda m: (m[0][0:2] + m[0][3:], m[1]),\n",
-    "            filter(lambda m: m[0][2] == descriptor, ldc_3d_p100)))"
+    "            filter(lambda m: m[0][2] == descriptor, data)))"
    ]
   },
   {
@@ -128,7 +128,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,7 +152,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -163,7 +163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -173,7 +173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -193,12 +193,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 720x576 with 1 Axes>"
       ]
@@ -215,7 +215,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -259,6 +259,28 @@
   },
   {
    "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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