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[WIP] updated to 0.9 - created assets for those without matplotlib and graphviz #105

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[WIP] updated to 0.9 - created assets for those without matplotlib and graphviz #105

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ecedd1b
updated to 0.9 - created assets for those without matplotlib and grap…
paulhendricks Jul 17, 2019
8e15841
some placeholders for new work in 0.8 and 0.9
paulhendricks Jul 17, 2019
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198 changes: 102 additions & 96 deletions getting_started_notebooks/intro_tutorials/01_Introduction_to_RAPIDS.ipynb
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150 changes: 75 additions & 75 deletions getting_started_notebooks/intro_tutorials/02_Introduction_to_cuDF.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -31,7 +31,8 @@
"\n",
"This notebook was tested using the following Docker containers:\n",
"\n",
"* `rapidsai/rapidsai-nightly:0.8-cuda10.0-devel-ubuntu18.04-gcc7-py3.7` from [DockerHub - rapidsai/rapidsai-nightly](https://hub.docker.com/r/rapidsai/rapidsai-nightly)\n",
"* `nvcr.io/nvidia/rapidsai/rapidsai:0.8-cuda10.0-devel-ubuntu18.04-gcc7-py3.7` from [NGC - rapidsai/rapidsai](https://ngc.nvidia.com/catalog/containers/nvidia:rapidsai:rapidsai)\n",
"* `rapidsai/rapidsai-nightly:0.9-cuda10.0-devel-ubuntu18.04-gcc7-py3.7` from [DockerHub - rapidsai/rapidsai-nightly](https://hub.docker.com/r/rapidsai/rapidsai-nightly)\n",
"\n",
"This notebook was run on the NVIDIA Tesla V100 GPU. Please be aware that your system may be different and you may need to modify the code or install packages to run the below examples. \n",
"\n",
Expand All @@ -49,43 +50,42 @@
"name": "stdout",
"output_type": "stream",
"text": [
"Wed Jun 12 21:05:53 2019 \n",
"Wed Jul 17 08:35:24 2019 \n",
"+-----------------------------------------------------------------------------+\n",
"| NVIDIA-SMI 418.67 Driver Version: 418.67 CUDA Version: 10.1 |\n",
"|-------------------------------+----------------------+----------------------+\n",
"| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n",
"| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n",
"|===============================+======================+======================|\n",
"| 0 Tesla V100-SXM2... On | 00000000:06:00.0 Off | 0 |\n",
"| N/A 37C P0 45W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 37C P0 58W / 300W | 5219MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 1 Tesla V100-SXM2... On | 00000000:07:00.0 Off | 0 |\n",
"| N/A 35C P0 41W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 37C P0 57W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 2 Tesla V100-SXM2... On | 00000000:0A:00.0 Off | 0 |\n",
"| N/A 37C P0 43W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 38C P0 58W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 3 Tesla V100-SXM2... On | 00000000:0B:00.0 Off | 0 |\n",
"| N/A 34C P0 42W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 37C P0 58W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 4 Tesla V100-SXM2... On | 00000000:85:00.0 Off | 0 |\n",
"| N/A 34C P0 42W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 36C P0 58W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 5 Tesla V100-SXM2... On | 00000000:86:00.0 Off | 0 |\n",
"| N/A 35C P0 42W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 37C P0 58W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 6 Tesla V100-SXM2... On | 00000000:89:00.0 Off | 0 |\n",
"| N/A 37C P0 42W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 38C P0 59W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
"| 7 Tesla V100-SXM2... On | 00000000:8A:00.0 Off | 0 |\n",
"| N/A 34C P0 41W / 300W | 0MiB / 16130MiB | 0% Default |\n",
"| N/A 35C P0 57W / 300W | 726MiB / 16130MiB | 0% Default |\n",
"+-------------------------------+----------------------+----------------------+\n",
" \n",
"+-----------------------------------------------------------------------------+\n",
"| Processes: GPU Memory |\n",
"| GPU PID Type Process name Usage |\n",
"|=============================================================================|\n",
"| No running processes found |\n",
"+-----------------------------------------------------------------------------+\n"
]
}
Expand Down Expand Up @@ -140,7 +140,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"cuDF Version: 0.7.2+0.g3ebd286.dirty\n"
"cuDF Version: 0.8.0+0.g8fa7bd3.dirty\n"
]
}
],
Expand Down Expand Up @@ -1116,13 +1116,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
" a\n",
"0 0.0\n",
"1 1.0\n",
"2 2.0\n",
"3 3.0\n",
"4 4.0\n",
"5 5.0\n"
"0 0.0\n",
"1 1.0\n",
"2 2.0\n",
"3 3.0\n",
"4 4.0\n",
"5 5.0\n",
"Name: a, dtype: float32\n"
]
}
],
Expand Down Expand Up @@ -1554,7 +1554,7 @@
" a b c d\n",
"0 0 1 0 100\n",
"1 0 1 1 99\n",
"2 0 1 2 98\n",
"2 0 0 2 98\n",
"3 0 1 3 97\n",
"4 0 0 4 96\n"
]
Expand All @@ -1579,7 +1579,7 @@
"text": [
" a b c d\n",
"99 3 1 99 1\n",
"98 3 1 98 2\n",
"98 3 0 98 2\n",
"97 3 1 97 3\n",
"96 3 1 96 4\n",
"95 3 1 95 5\n"
Expand Down Expand Up @@ -1608,7 +1608,7 @@
"text": [
" a b c d\n",
"99 3 1 99 1\n",
"98 3 1 98 2\n",
"98 3 0 98 2\n",
"97 3 1 97 3\n",
"96 3 1 96 4\n",
"95 3 1 95 5\n"
Expand All @@ -1635,12 +1635,12 @@
"name": "stdout",
"output_type": "stream",
"text": [
" a b c d\n",
"4 0 0 4 96\n",
"5 0 0 5 95\n",
"6 0 0 6 94\n",
"14 0 0 14 86\n",
"15 0 0 15 85\n"
" a b c d\n",
"2 0 0 2 98\n",
"4 0 0 4 96\n",
"6 0 0 6 94\n",
"7 0 0 7 93\n",
"8 0 0 8 92\n"
]
}
],
Expand Down Expand Up @@ -1673,19 +1673,19 @@
"text": [
"Sort with all columns specified descending:\n",
" a b c d\n",
"75 3 1 75 25\n",
"79 3 1 79 21\n",
"81 3 1 81 19\n",
"78 3 1 78 22\n",
"82 3 1 82 18\n",
"84 3 1 84 16\n",
"85 3 1 85 15\n",
"88 3 1 88 12\n",
"-------------------------------------------------------------------------------\n",
"Sort with both a descending and b ascending:\n",
" a b c d\n",
"75 3 0 75 25\n",
"76 3 0 76 24\n",
"77 3 0 77 23\n",
"78 3 0 78 22\n",
"80 3 0 80 20\n",
"82 3 0 82 18\n"
"79 3 0 79 21\n",
"80 3 0 80 20\n"
]
}
],
Expand Down Expand Up @@ -1979,10 +1979,10 @@
"output_type": "stream",
"text": [
" a b c d e f\n",
"0 0 0 0 100 0 100\n",
"1 0 1 1 99 1 99\n",
"2 0 0 2 98 0 100\n",
"3 0 0 3 97 0 100\n",
"0 0 1 0 100 1 99\n",
"1 0 0 1 99 0 100\n",
"2 0 1 2 98 1 99\n",
"3 0 1 3 97 1 99\n",
"4 0 1 4 96 1 99\n"
]
}
Expand All @@ -2002,11 +2002,11 @@
"output_type": "stream",
"text": [
" a b_x c d b_y e f\n",
"0 2 1 64 36 1 50 50\n",
"1 2 1 65 35 1 50 50\n",
"2 2 0 66 34 1 50 50\n",
"3 2 0 67 33 1 50 50\n",
"4 2 1 68 32 1 50 50\n"
"0 2 1 64 36 0 64 36\n",
"1 2 0 65 35 0 64 36\n",
"2 2 1 66 34 0 64 36\n",
"3 2 1 67 33 0 64 36\n",
"4 2 1 68 32 0 64 36\n"
]
}
],
Expand All @@ -2025,10 +2025,10 @@
"output_type": "stream",
"text": [
" a b c d e f\n",
"0 0 0 0 100 0 100\n",
"1 0 1 1 99 1 99\n",
"2 0 0 2 98 0 100\n",
"3 0 0 3 97 0 100\n",
"0 0 1 0 100 1 99\n",
"1 0 0 1 99 0 100\n",
"2 0 1 2 98 1 99\n",
"3 0 1 3 97 1 99\n",
"4 0 1 4 96 1 99\n"
]
}
Expand All @@ -2048,10 +2048,10 @@
"output_type": "stream",
"text": [
" a b c d e f\n",
"0 0 0 0 100 0 100\n",
"1 0 1 1 99 1 99\n",
"2 0 0 2 98 0 100\n",
"3 0 0 3 97 0 100\n",
"0 0 1 0 100 1 99\n",
"1 0 0 1 99 0 100\n",
"2 0 1 2 98 1 99\n",
"3 0 1 3 97 1 99\n",
"4 0 1 4 96 1 99\n"
]
}
Expand All @@ -2071,11 +2071,11 @@
"output_type": "stream",
"text": [
" a b_x c d b_y e f\n",
"0 2 1 64 36 1 50 50\n",
"1 2 1 65 35 1 50 50\n",
"2 2 0 66 34 1 50 50\n",
"3 2 0 67 33 1 50 50\n",
"4 2 1 68 32 1 50 50\n"
"0 2 1 64 36 0 64 36\n",
"1 2 0 65 35 0 64 36\n",
"2 2 1 66 34 0 64 36\n",
"3 2 1 67 33 0 64 36\n",
"4 2 1 68 32 0 64 36\n"
]
}
],
Expand All @@ -2094,10 +2094,10 @@
"output_type": "stream",
"text": [
" a b c d e f\n",
"0 0 0 0 100 0 100\n",
"1 0 1 1 99 1 99\n",
"2 0 0 2 98 0 100\n",
"3 0 0 3 97 0 100\n",
"0 0 1 0 100 1 99\n",
"1 0 0 1 99 0 100\n",
"2 0 1 2 98 1 99\n",
"3 0 1 3 97 1 99\n",
"4 0 1 4 96 1 99\n"
]
}
Expand Down Expand Up @@ -2131,8 +2131,8 @@
"text": [
" a b c d\n",
"0 0 0 0 100\n",
"1 0 0 1 99\n",
"2 0 1 2 98\n",
"1 0 1 1 99\n",
"2 0 0 2 98\n",
"3 0 1 3 97\n",
"4 0 0 4 96\n"
]
Expand All @@ -2154,7 +2154,7 @@
{
"data": {
"text/plain": [
"<cudf.groupby.groupby.Groupby at 0x7f897265d320>"
"<cudf.groupby.groupby.Groupby at 0x7fe5b664fda0>"
]
},
"execution_count": 73,
Expand All @@ -2178,10 +2178,10 @@
"text": [
" b c d\n",
"a\n",
"0 8 300 2200\n",
"1 15 925 1575\n",
"2 16 1550 950\n",
"3 13 2175 325\n"
"0 13 300 2200\n",
"1 19 925 1575\n",
"2 15 1550 950\n",
"3 9 2175 325\n"
]
}
],
Expand All @@ -2201,14 +2201,14 @@
"text": [
" c d\n",
"a b \n",
"0 0 205 1495\n",
" 1 95 705\n",
"1 0 377 623\n",
" 1 548 952\n",
"2 0 536 364\n",
" 1 1014 586\n",
"3 0 1016 184\n",
" 1 1159 141\n"
"0 0 143 1057\n",
" 1 157 1143\n",
"1 0 245 355\n",
" 1 680 1220\n",
"2 0 635 365\n",
" 1 915 585\n",
"3 0 1408 192\n",
" 1 767 133\n"
]
}
],
Expand Down
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