diff options
Update benchmark plots
| -rw-r--r-- | notebook/ldc_benchmark.ipynb | 261 |
1 files changed, 198 insertions, 63 deletions
diff --git a/notebook/ldc_benchmark.ipynb b/notebook/ldc_benchmark.ipynb index 0248e63..31d39e7 100644 --- a/notebook/ldc_benchmark.ipynb +++ b/notebook/ldc_benchmark.ipynb @@ -39,7 +39,7 @@ { "data": { "text/plain": [ - "((32, (16, 1), 'single', True), [15, 16, 16, 16, 16, 16, 16, 16, 16, 16])" + "((32, (32, 1), 'double', False, True), [15, 16, 15, 16, 16])" ] }, "execution_count": 4, @@ -59,8 +59,8 @@ { "data": { "text/plain": [ - "((16, (16, 1, 1), 'symbolic.D3Q19', 'single', True),\n", - " [58, 60, 60, 60, 60, 60, 60, 60, 59, 60])" + "((64, (64, 1, 1), 'symbolic.D3Q19', 'single', False, True),\n", + " [307, 306, 306, 323, 326])" ] }, "execution_count": 5, @@ -114,7 +114,7 @@ { "data": { "text/plain": [ - "{16, 32, 48, 64, 96, 128}" + "{10, 16, 20, 32, 40, 48, 60, 64, 80, 96, 100, 128}" ] }, "execution_count": 9, @@ -128,25 +128,31 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "def has(value, options):\n", " if options == None:\n", " return True\n", + " elif callable(options):\n", + " return options(value)\n", " else:\n", " return value in options\n", "\n", - "def subset(data, size=None, layout=None, precision=None, optimization=None):\n", + "def subset(data, size=None, layout=None, precision=None, optimization=None, align=None):\n", " return list(\n", - " filter(lambda m: has(m[0][0], size) and has(m[0][1][0], layout) and has(m[0][2], precision) and has(m[0][3], optimization),\n", + " filter(lambda m: has(m[0][0], size) and\n", + " has(m[0][1][0], layout) and\n", + " has(m[0][2], precision) and\n", + " has(m[0][3], optimization) and\n", + " has(m[0][4], align),\n", " data))" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -157,7 +163,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -167,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -187,12 +193,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 46, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] @@ -209,12 +215,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 159, "metadata": {}, "outputs": [ { "data": { - "image/png": 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