mirror of
https://github.com/MPCStats/zk-stats-lib.git
synced 2026-01-09 13:38:02 -05:00
where function supported
This commit is contained in:
JernKunpittaya
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: ezkl==9.1.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 1)) (9.1.0)\n",
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"Requirement already satisfied: torch in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 2)) (2.2.1)\n",
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"Requirement already satisfied: requests in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 3)) (2.31.0)\n",
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"Requirement already satisfied: scipy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 4)) (1.12.0)\n",
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"Requirement already satisfied: numpy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 5)) (1.26.4)\n",
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"Requirement already satisfied: matplotlib in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 6)) (3.8.3)\n",
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"Requirement already satisfied: statistics in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 7)) (1.0.3.5)\n",
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"Requirement already satisfied: onnx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 8)) (1.15.0)\n",
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"Requirement already satisfied: filelock in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.13.1)\n",
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"Requirement already satisfied: typing-extensions>=4.8.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (4.10.0)\n",
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"Requirement already satisfied: sympy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (1.12)\n",
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"Requirement already satisfied: networkx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.2.1)\n",
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"Requirement already satisfied: jinja2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.1.3)\n",
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"Requirement already satisfied: fsspec in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (2024.2.0)\n",
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"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.3.2)\n",
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"Requirement already satisfied: idna<4,>=2.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.6)\n",
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"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2.2.1)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2024.2.2)\n",
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"Requirement already satisfied: contourpy>=1.0.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.2.0)\n",
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"Requirement already satisfied: cycler>=0.10 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (0.12.1)\n",
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"Requirement already satisfied: fonttools>=4.22.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (4.49.0)\n",
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"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.4.5)\n",
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"Requirement already satisfied: packaging>=20.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (23.2)\n",
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"Requirement already satisfied: pillow>=8 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (10.2.0)\n",
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"Requirement already satisfied: pyparsing>=2.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (3.1.1)\n",
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"Requirement already satisfied: python-dateutil>=2.7 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (2.9.0.post0)\n",
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"Requirement already satisfied: docutils>=0.3 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from statistics->-r ../../requirements.txt (line 7)) (0.20.1)\n",
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"Requirement already satisfied: protobuf>=3.20.2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from onnx->-r ../../requirements.txt (line 8)) (4.25.3)\n",
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"Requirement already satisfied: six>=1.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->-r ../../requirements.txt (line 6)) (1.16.0)\n",
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"Requirement already satisfied: MarkupSafe>=2.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from jinja2->torch->-r ../../requirements.txt (line 2)) (2.1.5)\n",
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"Requirement already satisfied: mpmath>=0.19 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from sympy->torch->-r ../../requirements.txt (line 2)) (1.3.0)\n",
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"\n",
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||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
|
||||
"Note: you may need to restart the kernel to use updated packages.\n"
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||||
]
|
||||
}
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||||
],
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||||
"source": [
|
||||
"pip install -r ../../requirements.txt"
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||||
]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: ezkl==9.1.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 1)) (9.1.0)\n",
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"Requirement already satisfied: torch in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 2)) (2.2.1)\n",
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"Requirement already satisfied: requests in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 3)) (2.31.0)\n",
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"Requirement already satisfied: scipy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 4)) (1.12.0)\n",
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"Requirement already satisfied: numpy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 5)) (1.26.4)\n",
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"Requirement already satisfied: matplotlib in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 6)) (3.8.3)\n",
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"Requirement already satisfied: statistics in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 7)) (1.0.3.5)\n",
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"Requirement already satisfied: onnx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 8)) (1.15.0)\n",
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"Requirement already satisfied: filelock in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.13.1)\n",
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"Requirement already satisfied: typing-extensions>=4.8.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (4.10.0)\n",
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||||
"Requirement already satisfied: sympy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (1.12)\n",
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||||
"Requirement already satisfied: networkx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.2.1)\n",
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||||
"Requirement already satisfied: jinja2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.1.3)\n",
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||||
"Requirement already satisfied: fsspec in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (2024.2.0)\n",
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||||
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.3.2)\n",
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||||
"Requirement already satisfied: idna<4,>=2.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.6)\n",
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||||
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2.2.1)\n",
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||||
"Requirement already satisfied: certifi>=2017.4.17 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2024.2.2)\n",
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||||
"Requirement already satisfied: contourpy>=1.0.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.2.0)\n",
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||||
"Requirement already satisfied: cycler>=0.10 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (0.12.1)\n",
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||||
"Requirement already satisfied: fonttools>=4.22.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (4.49.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.4.5)\n",
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||||
"Requirement already satisfied: packaging>=20.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (23.2)\n",
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||||
"Requirement already satisfied: pillow>=8 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (10.2.0)\n",
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||||
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (3.1.1)\n",
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||||
"Requirement already satisfied: python-dateutil>=2.7 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: docutils>=0.3 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from statistics->-r ../../requirements.txt (line 7)) (0.20.1)\n",
|
||||
"Requirement already satisfied: protobuf>=3.20.2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from onnx->-r ../../requirements.txt (line 8)) (4.25.3)\n",
|
||||
"Requirement already satisfied: six>=1.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->-r ../../requirements.txt (line 6)) (1.16.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from jinja2->torch->-r ../../requirements.txt (line 2)) (2.1.5)\n",
|
||||
"Requirement already satisfied: mpmath>=0.19 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from sympy->torch->-r ../../requirements.txt (line 2)) (1.3.0)\n",
|
||||
"\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
|
||||
"Note: you may need to restart the kernel to use updated packages.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"pip install -r ../../requirements.txt"
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||||
]
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||||
},
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||||
{
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"cell_type": "code",
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"execution_count": 2,
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
|
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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||||
"Requirement already satisfied: ezkl==9.1.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 1)) (9.1.0)\n",
|
||||
"Requirement already satisfied: torch in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 2)) (2.2.1)\n",
|
||||
"Requirement already satisfied: requests in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 3)) (2.31.0)\n",
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||||
"Requirement already satisfied: scipy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 4)) (1.12.0)\n",
|
||||
"Requirement already satisfied: numpy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 5)) (1.26.4)\n",
|
||||
"Requirement already satisfied: matplotlib in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 6)) (3.8.3)\n",
|
||||
"Requirement already satisfied: statistics in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 7)) (1.0.3.5)\n",
|
||||
"Requirement already satisfied: onnx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 8)) (1.15.0)\n",
|
||||
"Requirement already satisfied: filelock in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.13.1)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.8.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (4.10.0)\n",
|
||||
"Requirement already satisfied: sympy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (1.12)\n",
|
||||
"Requirement already satisfied: networkx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.2.1)\n",
|
||||
"Requirement already satisfied: jinja2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.1.3)\n",
|
||||
"Requirement already satisfied: fsspec in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (2024.2.0)\n",
|
||||
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.3.2)\n",
|
||||
"Requirement already satisfied: idna<4,>=2.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.6)\n",
|
||||
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2.2.1)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2024.2.2)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.2.0)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (4.49.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.4.5)\n",
|
||||
"Requirement already satisfied: packaging>=20.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (23.2)\n",
|
||||
"Requirement already satisfied: pillow>=8 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (10.2.0)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (3.1.1)\n",
|
||||
"Requirement already satisfied: python-dateutil>=2.7 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: docutils>=0.3 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from statistics->-r ../../requirements.txt (line 7)) (0.20.1)\n",
|
||||
"Requirement already satisfied: protobuf>=3.20.2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from onnx->-r ../../requirements.txt (line 8)) (4.25.3)\n",
|
||||
"Requirement already satisfied: six>=1.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->-r ../../requirements.txt (line 6)) (1.16.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from jinja2->torch->-r ../../requirements.txt (line 2)) (2.1.5)\n",
|
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"Requirement already satisfied: mpmath>=0.19 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from sympy->torch->-r ../../requirements.txt (line 2)) (1.3.0)\n",
|
||||
"\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
|
||||
"Note: you may need to restart the kernel to use updated packages.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"pip install -r ../../requirements.txt"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
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"execution_count": 2,
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|
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"cells": [
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Requirement already satisfied: ezkl==9.1.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 1)) (9.1.0)\n",
|
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"Requirement already satisfied: torch in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 2)) (2.2.1)\n",
|
||||
"Requirement already satisfied: requests in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 3)) (2.31.0)\n",
|
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"Requirement already satisfied: scipy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 4)) (1.12.0)\n",
|
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"Requirement already satisfied: numpy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 5)) (1.26.4)\n",
|
||||
"Requirement already satisfied: matplotlib in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 6)) (3.8.3)\n",
|
||||
"Requirement already satisfied: statistics in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 7)) (1.0.3.5)\n",
|
||||
"Requirement already satisfied: onnx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from -r ../../requirements.txt (line 8)) (1.15.0)\n",
|
||||
"Requirement already satisfied: filelock in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.13.1)\n",
|
||||
"Requirement already satisfied: typing-extensions>=4.8.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (4.10.0)\n",
|
||||
"Requirement already satisfied: sympy in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (1.12)\n",
|
||||
"Requirement already satisfied: networkx in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.2.1)\n",
|
||||
"Requirement already satisfied: jinja2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (3.1.3)\n",
|
||||
"Requirement already satisfied: fsspec in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from torch->-r ../../requirements.txt (line 2)) (2024.2.0)\n",
|
||||
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.3.2)\n",
|
||||
"Requirement already satisfied: idna<4,>=2.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (3.6)\n",
|
||||
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2.2.1)\n",
|
||||
"Requirement already satisfied: certifi>=2017.4.17 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from requests->-r ../../requirements.txt (line 3)) (2024.2.2)\n",
|
||||
"Requirement already satisfied: contourpy>=1.0.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.2.0)\n",
|
||||
"Requirement already satisfied: cycler>=0.10 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (0.12.1)\n",
|
||||
"Requirement already satisfied: fonttools>=4.22.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (4.49.0)\n",
|
||||
"Requirement already satisfied: kiwisolver>=1.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (1.4.5)\n",
|
||||
"Requirement already satisfied: packaging>=20.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (23.2)\n",
|
||||
"Requirement already satisfied: pillow>=8 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (10.2.0)\n",
|
||||
"Requirement already satisfied: pyparsing>=2.3.1 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (3.1.1)\n",
|
||||
"Requirement already satisfied: python-dateutil>=2.7 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from matplotlib->-r ../../requirements.txt (line 6)) (2.9.0.post0)\n",
|
||||
"Requirement already satisfied: docutils>=0.3 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from statistics->-r ../../requirements.txt (line 7)) (0.20.1)\n",
|
||||
"Requirement already satisfied: protobuf>=3.20.2 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from onnx->-r ../../requirements.txt (line 8)) (4.25.3)\n",
|
||||
"Requirement already satisfied: six>=1.5 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->-r ../../requirements.txt (line 6)) (1.16.0)\n",
|
||||
"Requirement already satisfied: MarkupSafe>=2.0 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from jinja2->torch->-r ../../requirements.txt (line 2)) (2.1.5)\n",
|
||||
"Requirement already satisfied: mpmath>=0.19 in /Users/jernkun/Library/Caches/pypoetry/virtualenvs/zkstats-OJpceffF-py3.11/lib/python3.11/site-packages (from sympy->torch->-r ../../requirements.txt (line 2)) (1.3.0)\n",
|
||||
"\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
|
||||
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
|
||||
"Note: you may need to restart the kernel to use updated packages.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"pip install -r ../../requirements.txt"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
|
||||
File diff suppressed because one or more lines are too long
13
examples/where/where+correlation/data.json
Normal file
13
examples/where/where+correlation/data.json
Normal file
@@ -0,0 +1,13 @@
|
||||
{
|
||||
"x": [
|
||||
0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
|
||||
21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39,
|
||||
40, 41, 42, 43, 44, 45, 46, 47, 48, 49
|
||||
],
|
||||
"y": [
|
||||
2.0, 5.2, 47.4, 23.6, 24.8, 27.0, 47.2, 50.4, 58.6, 57.8, 60.0, 27.2, 40.4,
|
||||
63.6, 28.8, 19.0, 65.2, 50.4, 63.6, 24.8, 35.0, 41.2, 54.4, 61.6, 57.8,
|
||||
78.0, 63.2, 55.4, 78.6, 72.8, 51.0, 62.2, 42.4, 47.6, 83.8, 62.0, 47.26,
|
||||
90.4, 80.6, 87.8, 82.0, 50.2, 80.4, 86.6, 80.8, 66.0, 95.2, 58.4, 74.6, 95.8
|
||||
]
|
||||
}
|
||||
256
examples/where/where+correlation/where+correlation.ipynb
Normal file
256
examples/where/where+correlation/where+correlation.ipynb
Normal file
File diff suppressed because one or more lines are too long
23
examples/where/where+covariance/data.json
Normal file
23
examples/where/where+covariance/data.json
Normal file
@@ -0,0 +1,23 @@
|
||||
{
|
||||
"x": [
|
||||
0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20,
|
||||
21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39,
|
||||
40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58,
|
||||
59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77,
|
||||
78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96,
|
||||
97, 98, 99
|
||||
],
|
||||
"y": [
|
||||
124.09, -37.12, 80.21, 62.13, 0.2, 45.79, 49.2, 105.68, 159.44, 135.97,
|
||||
141.56, 64.51, 9.56, 116.33, 8.94, 70.32, 79.54, 33.52, 123.45, 79.17,
|
||||
185.38, 113.5, 32.74, 204.23, 130.27, 76.63, 106.42, 191.19, 202.93, 212.26,
|
||||
146.64, 161.91, 203.84, 160.09, 124.31, 200.52, 220.17, 117.14, 270.71,
|
||||
232.62, 152.37, 137.63, 145.5, 290.38, 210.03, 305.25, 161.26, 213.92,
|
||||
126.23, 166.79, 174.66, 252.53, 229.94, 307.21, 190.17, 250.22, 215.2,
|
||||
196.0, 195.61, 250.23, 318.48, 235.65, 178.28, 200.54, 293.78, 243.95,
|
||||
319.72, 255.92, 313.52, 376.36, 304.54, 327.65, 317.21, 413.62, 400.09,
|
||||
347.71, 333.18, 302.64, 308.08, 430.22, 268.85, 367.58, 402.2, 274.01,
|
||||
460.27, 442.84, 280.65, 448.93, 345.64, 384.94, 438.06, 457.26, 337.6,
|
||||
303.74, 345.57, 494.38, 450.31, 383.49, 353.11, 392.61
|
||||
]
|
||||
}
|
||||
240
examples/where/where+covariance/where+covariance.ipynb
Normal file
240
examples/where/where+covariance/where+covariance.ipynb
Normal file
File diff suppressed because one or more lines are too long
29
examples/where/where+harmomean/data.json
Normal file
29
examples/where/where+harmomean/data.json
Normal file
@@ -0,0 +1,29 @@
|
||||
{
|
||||
"col_name": [
|
||||
33.0, 75.0, 38.0, 38.0, 70.0, 44.0, 34.0, 67.0, 54.0, 78.0, 80.0, 21.0,
|
||||
41.0, 47.0, 57.0, 50.0, 65.0, 43.0, 51.0, 54.0, 62.0, 68.0, 45.0, 39.0,
|
||||
51.0, 48.0, 48.0, 42.0, 37.0, 75.0, 40.0, 48.0, 65.0, 26.0, 42.0, 53.0,
|
||||
51.0, 56.0, 74.0, 54.0, 55.0, 15.0, 58.0, 46.0, 64.0, 59.0, 39.0, 36.0,
|
||||
62.0, 39.0, 72.0, 32.0, 82.0, 76.0, 88.0, 51.0, 44.0, 35.0, 18.0, 53.0,
|
||||
52.0, 45.0, 64.0, 31.0, 32.0, 61.0, 66.0, 59.0, 50.0, 69.0, 44.0, 22.0,
|
||||
45.0, 45.0, 46.0, 42.0, 83.0, 53.0, 53.0, 69.0, 53.0, 33.0, 48.0, 49.0,
|
||||
34.0, 66.0, 29.0, 66.0, 52.0, 45.0, 83.0, 54.0, 53.0, 31.0, 71.0, 60.0,
|
||||
30.0, 33.0, 43.0, 26.0, 55.0, 56.0, 56.0, 54.0, 57.0, 68.0, 58.0, 61.0,
|
||||
62.0, 38.0, 52.0, 74.0, 76.0, 37.0, 42.0, 54.0, 38.0, 38.0, 30.0, 31.0,
|
||||
52.0, 41.0, 69.0, 40.0, 46.0, 69.0, 29.0, 28.0, 66.0, 41.0, 40.0, 36.0,
|
||||
52.0, 58.0, 46.0, 42.0, 85.0, 45.0, 70.0, 49.0, 48.0, 34.0, 18.0, 39.0,
|
||||
64.0, 46.0, 54.0, 42.0, 45.0, 64.0, 46.0, 68.0, 46.0, 54.0, 47.0, 41.0,
|
||||
69.0, 27.0, 61.0, 37.0, 25.0, 66.0, 30.0, 59.0, 67.0, 34.0, 36.0, 40.0,
|
||||
55.0, 58.0, 74.0, 55.0, 66.0, 55.0, 72.0, 40.0, 27.0, 38.0, 74.0, 52.0,
|
||||
45.0, 40.0, 35.0, 46.0, 64.0, 41.0, 50.0, 45.0, 42.0, 22.0, 25.0, 55.0,
|
||||
39.0, 58.0, 56.0, 62.0, 55.0, 65.0, 57.0, 34.0, 44.0, 47.0, 70.0, 60.0,
|
||||
34.0, 50.0, 43.0, 60.0, 66.0, 46.0, 58.0, 76.0, 40.0, 49.0, 64.0, 45.0,
|
||||
22.0, 50.0, 34.0, 44.0, 76.0, 63.0, 59.0, 36.0, 59.0, 47.0, 70.0, 64.0,
|
||||
44.0, 55.0, 50.0, 48.0, 66.0, 40.0, 76.0, 48.0, 75.0, 73.0, 55.0, 41.0,
|
||||
43.0, 50.0, 34.0, 57.0, 50.0, 53.0, 28.0, 35.0, 52.0, 52.0, 49.0, 67.0,
|
||||
41.0, 41.0, 61.0, 24.0, 43.0, 51.0, 40.0, 52.0, 44.0, 25.0, 81.0, 54.0,
|
||||
64.0, 76.0, 37.0, 45.0, 48.0, 46.0, 43.0, 67.0, 28.0, 35.0, 25.0, 71.0,
|
||||
50.0, 31.0, 43.0, 54.0, 40.0, 51.0, 40.0, 49.0, 34.0, 26.0, 46.0, 62.0,
|
||||
40.0, 25.0, 61.0, 58.0, 56.0, 39.0, 46.0, 53.0, 21.0, 57.0, 42.0, 80.0
|
||||
]
|
||||
}
|
||||
241
examples/where/where+harmomean/harmomean.ipynb
Normal file
241
examples/where/where+harmomean/harmomean.ipynb
Normal file
File diff suppressed because one or more lines are too long
29
examples/where/where+pstdev/data.json
Normal file
29
examples/where/where+pstdev/data.json
Normal file
@@ -0,0 +1,29 @@
|
||||
{
|
||||
"col_name": [
|
||||
33.0, 75.0, 38.0, 38.0, 70.0, 44.0, 34.0, 67.0, 54.0, 78.0, 80.0, 21.0,
|
||||
41.0, 47.0, 57.0, 50.0, 65.0, 43.0, 51.0, 54.0, 62.0, 68.0, 45.0, 39.0,
|
||||
51.0, 48.0, 48.0, 42.0, 37.0, 75.0, 40.0, 48.0, 65.0, 26.0, 42.0, 53.0,
|
||||
51.0, 56.0, 74.0, 54.0, 55.0, 15.0, 58.0, 46.0, 64.0, 59.0, 39.0, 36.0,
|
||||
62.0, 39.0, 72.0, 32.0, 82.0, 76.0, 88.0, 51.0, 44.0, 35.0, 18.0, 53.0,
|
||||
52.0, 45.0, 64.0, 31.0, 32.0, 61.0, 66.0, 59.0, 50.0, 69.0, 44.0, 22.0,
|
||||
45.0, 45.0, 46.0, 42.0, 83.0, 53.0, 53.0, 69.0, 53.0, 33.0, 48.0, 49.0,
|
||||
34.0, 66.0, 29.0, 66.0, 52.0, 45.0, 83.0, 54.0, 53.0, 31.0, 71.0, 60.0,
|
||||
30.0, 33.0, 43.0, 26.0, 55.0, 56.0, 56.0, 54.0, 57.0, 68.0, 58.0, 61.0,
|
||||
62.0, 38.0, 52.0, 74.0, 76.0, 37.0, 42.0, 54.0, 38.0, 38.0, 30.0, 31.0,
|
||||
52.0, 41.0, 69.0, 40.0, 46.0, 69.0, 29.0, 28.0, 66.0, 41.0, 40.0, 36.0,
|
||||
52.0, 58.0, 46.0, 42.0, 85.0, 45.0, 70.0, 49.0, 48.0, 34.0, 18.0, 39.0,
|
||||
64.0, 46.0, 54.0, 42.0, 45.0, 64.0, 46.0, 68.0, 46.0, 54.0, 47.0, 41.0,
|
||||
69.0, 27.0, 61.0, 37.0, 25.0, 66.0, 30.0, 59.0, 67.0, 34.0, 36.0, 40.0,
|
||||
55.0, 58.0, 74.0, 55.0, 66.0, 55.0, 72.0, 40.0, 27.0, 38.0, 74.0, 52.0,
|
||||
45.0, 40.0, 35.0, 46.0, 64.0, 41.0, 50.0, 45.0, 42.0, 22.0, 25.0, 55.0,
|
||||
39.0, 58.0, 56.0, 62.0, 55.0, 65.0, 57.0, 34.0, 44.0, 47.0, 70.0, 60.0,
|
||||
34.0, 50.0, 43.0, 60.0, 66.0, 46.0, 58.0, 76.0, 40.0, 49.0, 64.0, 45.0,
|
||||
22.0, 50.0, 34.0, 44.0, 76.0, 63.0, 59.0, 36.0, 59.0, 47.0, 70.0, 64.0,
|
||||
44.0, 55.0, 50.0, 48.0, 66.0, 40.0, 76.0, 48.0, 75.0, 73.0, 55.0, 41.0,
|
||||
43.0, 50.0, 34.0, 57.0, 50.0, 53.0, 28.0, 35.0, 52.0, 52.0, 49.0, 67.0,
|
||||
41.0, 41.0, 61.0, 24.0, 43.0, 51.0, 40.0, 52.0, 44.0, 25.0, 81.0, 54.0,
|
||||
64.0, 76.0, 37.0, 45.0, 48.0, 46.0, 43.0, 67.0, 28.0, 35.0, 25.0, 71.0,
|
||||
50.0, 31.0, 43.0, 54.0, 40.0, 51.0, 40.0, 49.0, 34.0, 26.0, 46.0, 62.0,
|
||||
40.0, 25.0, 61.0, 58.0, 56.0, 39.0, 46.0, 53.0, 21.0, 57.0, 42.0, 80.0
|
||||
]
|
||||
}
|
||||
244
examples/where/where+pstdev/where+pstdev.ipynb
Normal file
244
examples/where/where+pstdev/where+pstdev.ipynb
Normal file
File diff suppressed because one or more lines are too long
29
examples/where/where+pvariance/data.json
Normal file
29
examples/where/where+pvariance/data.json
Normal file
@@ -0,0 +1,29 @@
|
||||
{
|
||||
"col_name": [
|
||||
33.0, 75.0, 38.0, 38.0, 70.0, 44.0, 34.0, 67.0, 54.0, 78.0, 80.0, 21.0,
|
||||
41.0, 47.0, 57.0, 50.0, 65.0, 43.0, 51.0, 54.0, 62.0, 68.0, 45.0, 39.0,
|
||||
51.0, 48.0, 48.0, 42.0, 37.0, 75.0, 40.0, 48.0, 65.0, 26.0, 42.0, 53.0,
|
||||
51.0, 56.0, 74.0, 54.0, 55.0, 15.0, 58.0, 46.0, 64.0, 59.0, 39.0, 36.0,
|
||||
62.0, 39.0, 72.0, 32.0, 82.0, 76.0, 88.0, 51.0, 44.0, 35.0, 18.0, 53.0,
|
||||
52.0, 45.0, 64.0, 31.0, 32.0, 61.0, 66.0, 59.0, 50.0, 69.0, 44.0, 22.0,
|
||||
45.0, 45.0, 46.0, 42.0, 83.0, 53.0, 53.0, 69.0, 53.0, 33.0, 48.0, 49.0,
|
||||
34.0, 66.0, 29.0, 66.0, 52.0, 45.0, 83.0, 54.0, 53.0, 31.0, 71.0, 60.0,
|
||||
30.0, 33.0, 43.0, 26.0, 55.0, 56.0, 56.0, 54.0, 57.0, 68.0, 58.0, 61.0,
|
||||
62.0, 38.0, 52.0, 74.0, 76.0, 37.0, 42.0, 54.0, 38.0, 38.0, 30.0, 31.0,
|
||||
52.0, 41.0, 69.0, 40.0, 46.0, 69.0, 29.0, 28.0, 66.0, 41.0, 40.0, 36.0,
|
||||
52.0, 58.0, 46.0, 42.0, 85.0, 45.0, 70.0, 49.0, 48.0, 34.0, 18.0, 39.0,
|
||||
64.0, 46.0, 54.0, 42.0, 45.0, 64.0, 46.0, 68.0, 46.0, 54.0, 47.0, 41.0,
|
||||
69.0, 27.0, 61.0, 37.0, 25.0, 66.0, 30.0, 59.0, 67.0, 34.0, 36.0, 40.0,
|
||||
55.0, 58.0, 74.0, 55.0, 66.0, 55.0, 72.0, 40.0, 27.0, 38.0, 74.0, 52.0,
|
||||
45.0, 40.0, 35.0, 46.0, 64.0, 41.0, 50.0, 45.0, 42.0, 22.0, 25.0, 55.0,
|
||||
39.0, 58.0, 56.0, 62.0, 55.0, 65.0, 57.0, 34.0, 44.0, 47.0, 70.0, 60.0,
|
||||
34.0, 50.0, 43.0, 60.0, 66.0, 46.0, 58.0, 76.0, 40.0, 49.0, 64.0, 45.0,
|
||||
22.0, 50.0, 34.0, 44.0, 76.0, 63.0, 59.0, 36.0, 59.0, 47.0, 70.0, 64.0,
|
||||
44.0, 55.0, 50.0, 48.0, 66.0, 40.0, 76.0, 48.0, 75.0, 73.0, 55.0, 41.0,
|
||||
43.0, 50.0, 34.0, 57.0, 50.0, 53.0, 28.0, 35.0, 52.0, 52.0, 49.0, 67.0,
|
||||
41.0, 41.0, 61.0, 24.0, 43.0, 51.0, 40.0, 52.0, 44.0, 25.0, 81.0, 54.0,
|
||||
64.0, 76.0, 37.0, 45.0, 48.0, 46.0, 43.0, 67.0, 28.0, 35.0, 25.0, 71.0,
|
||||
50.0, 31.0, 43.0, 54.0, 40.0, 51.0, 40.0, 49.0, 34.0, 26.0, 46.0, 62.0,
|
||||
40.0, 25.0, 61.0, 58.0, 56.0, 39.0, 46.0, 53.0, 21.0, 57.0, 42.0, 80.0
|
||||
]
|
||||
}
|
||||
238
examples/where/where+pvariance/where+pvariance.ipynb
Normal file
238
examples/where/where+pvariance/where+pvariance.ipynb
Normal file
File diff suppressed because one or more lines are too long
29
examples/where/where+variance/data.json
Normal file
29
examples/where/where+variance/data.json
Normal file
@@ -0,0 +1,29 @@
|
||||
{
|
||||
"col_name": [
|
||||
33.0, 75.0, 38.0, 38.0, 70.0, 44.0, 34.0, 67.0, 54.0, 78.0, 80.0, 21.0,
|
||||
41.0, 47.0, 57.0, 50.0, 65.0, 43.0, 51.0, 54.0, 62.0, 68.0, 45.0, 39.0,
|
||||
51.0, 48.0, 48.0, 42.0, 37.0, 75.0, 40.0, 48.0, 65.0, 26.0, 42.0, 53.0,
|
||||
51.0, 56.0, 74.0, 54.0, 55.0, 15.0, 58.0, 46.0, 64.0, 59.0, 39.0, 36.0,
|
||||
62.0, 39.0, 72.0, 32.0, 82.0, 76.0, 88.0, 51.0, 44.0, 35.0, 18.0, 53.0,
|
||||
52.0, 45.0, 64.0, 31.0, 32.0, 61.0, 66.0, 59.0, 50.0, 69.0, 44.0, 22.0,
|
||||
45.0, 45.0, 46.0, 42.0, 83.0, 53.0, 53.0, 69.0, 53.0, 33.0, 48.0, 49.0,
|
||||
34.0, 66.0, 29.0, 66.0, 52.0, 45.0, 83.0, 54.0, 53.0, 31.0, 71.0, 60.0,
|
||||
30.0, 33.0, 43.0, 26.0, 55.0, 56.0, 56.0, 54.0, 57.0, 68.0, 58.0, 61.0,
|
||||
62.0, 38.0, 52.0, 74.0, 76.0, 37.0, 42.0, 54.0, 38.0, 38.0, 30.0, 31.0,
|
||||
52.0, 41.0, 69.0, 40.0, 46.0, 69.0, 29.0, 28.0, 66.0, 41.0, 40.0, 36.0,
|
||||
52.0, 58.0, 46.0, 42.0, 85.0, 45.0, 70.0, 49.0, 48.0, 34.0, 18.0, 39.0,
|
||||
64.0, 46.0, 54.0, 42.0, 45.0, 64.0, 46.0, 68.0, 46.0, 54.0, 47.0, 41.0,
|
||||
69.0, 27.0, 61.0, 37.0, 25.0, 66.0, 30.0, 59.0, 67.0, 34.0, 36.0, 40.0,
|
||||
55.0, 58.0, 74.0, 55.0, 66.0, 55.0, 72.0, 40.0, 27.0, 38.0, 74.0, 52.0,
|
||||
45.0, 40.0, 35.0, 46.0, 64.0, 41.0, 50.0, 45.0, 42.0, 22.0, 25.0, 55.0,
|
||||
39.0, 58.0, 56.0, 62.0, 55.0, 65.0, 57.0, 34.0, 44.0, 47.0, 70.0, 60.0,
|
||||
34.0, 50.0, 43.0, 60.0, 66.0, 46.0, 58.0, 76.0, 40.0, 49.0, 64.0, 45.0,
|
||||
22.0, 50.0, 34.0, 44.0, 76.0, 63.0, 59.0, 36.0, 59.0, 47.0, 70.0, 64.0,
|
||||
44.0, 55.0, 50.0, 48.0, 66.0, 40.0, 76.0, 48.0, 75.0, 73.0, 55.0, 41.0,
|
||||
43.0, 50.0, 34.0, 57.0, 50.0, 53.0, 28.0, 35.0, 52.0, 52.0, 49.0, 67.0,
|
||||
41.0, 41.0, 61.0, 24.0, 43.0, 51.0, 40.0, 52.0, 44.0, 25.0, 81.0, 54.0,
|
||||
64.0, 76.0, 37.0, 45.0, 48.0, 46.0, 43.0, 67.0, 28.0, 35.0, 25.0, 71.0,
|
||||
50.0, 31.0, 43.0, 54.0, 40.0, 51.0, 40.0, 49.0, 34.0, 26.0, 46.0, 62.0,
|
||||
40.0, 25.0, 61.0, 58.0, 56.0, 39.0, 46.0, 53.0, 21.0, 57.0, 42.0, 80.0
|
||||
]
|
||||
}
|
||||
233
examples/where/where+variance/where+variance.ipynb
Normal file
233
examples/where/where+variance/where+variance.ipynb
Normal file
File diff suppressed because one or more lines are too long
117
zkstats/ops.py
117
zkstats/ops.py
@@ -126,13 +126,16 @@ class HarmonicMean(Operation):
|
||||
@classmethod
|
||||
def create(cls, x: list[torch.Tensor], error: float) -> 'HarmonicMean':
|
||||
x_1d = to_1d(x[0])
|
||||
x_1d = x_1d[x_1d!=MagicNumber]
|
||||
result = torch.div(1.0,torch.mean(torch.div(1.0, x_1d)))
|
||||
return cls(result, error)
|
||||
|
||||
def ezkl(self, x: list[torch.Tensor]) -> IsResultPrecise:
|
||||
# Assume x is [1, n, 1]
|
||||
x = x[0]
|
||||
size = x.size()[1]
|
||||
size = torch.sum((x!=MagicNumber).float())
|
||||
# just make it really big so that 1/x goes to zero for element that gets filtered out
|
||||
x = torch.where(x==MagicNumber, x*x, x)
|
||||
return torch.abs((self.result*torch.sum(torch.div(1.0, x))) - size)<=torch.abs(self.error*size)
|
||||
|
||||
|
||||
@@ -202,18 +205,10 @@ class Mode(Operation):
|
||||
return torch.sum(result) == old_size
|
||||
|
||||
|
||||
|
||||
size = x.size()[1]
|
||||
count_equal = torch.sum((torch.abs(x-self.result)<=torch.abs(self.error*self.result)).float())
|
||||
_result = torch.tensor([
|
||||
torch.sum((torch.abs(x-ele[0])<=torch.abs(self.error*ele[0])).float())<= count_equal
|
||||
for ele in x[0]
|
||||
], dtype = torch.float32)
|
||||
return torch.sum(_result) == size
|
||||
|
||||
class PStdev(Operation):
|
||||
def __init__(self, x: torch.Tensor, error: float):
|
||||
x_1d = to_1d(x)
|
||||
x_1d = x_1d[x_1d!=MagicNumber]
|
||||
self.data_mean = torch.nn.Parameter(data=torch.mean(x_1d), requires_grad=False)
|
||||
result = torch.sqrt(torch.var(x_1d, correction = 0))
|
||||
super().__init__(result, error)
|
||||
@@ -224,16 +219,19 @@ class PStdev(Operation):
|
||||
|
||||
def ezkl(self, x: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x = x[0]
|
||||
size = x.size()[1]
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size*(self.data_mean))<=torch.abs(self.error*size*self.data_mean)
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
size = torch.sum((x!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size*(self.data_mean))<=torch.abs(self.error*self.data_mean*size)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.data_mean, x)
|
||||
return torch.logical_and(
|
||||
torch.abs(torch.sum((x-self.data_mean)*(x-self.data_mean))-self.result*self.result*size)<=torch.abs(2*self.error*self.result*self.result*size),x_mean_cons
|
||||
torch.abs(torch.sum((x_fil_mean-self.data_mean)*(x_fil_mean-self.data_mean))-self.result*self.result*size)<=torch.abs(2*self.error*self.result*self.result*size),x_mean_cons
|
||||
)
|
||||
|
||||
|
||||
class PVariance(Operation):
|
||||
def __init__(self, x: torch.Tensor, error: float):
|
||||
x_1d = to_1d(x)
|
||||
x_1d = x_1d[x_1d!=MagicNumber]
|
||||
self.data_mean = torch.nn.Parameter(data=torch.mean(x_1d), requires_grad=False)
|
||||
result = torch.var(x_1d, correction = 0)
|
||||
super().__init__(result, error)
|
||||
@@ -244,13 +242,16 @@ class PVariance(Operation):
|
||||
|
||||
def ezkl(self, x: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x = x[0]
|
||||
size = x.size()[1]
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size*(self.data_mean))<=torch.abs(self.error*size*self.data_mean)
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
size = torch.sum((x!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size*(self.data_mean))<=torch.abs(self.error*self.data_mean*size)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.data_mean, x)
|
||||
return torch.logical_and(
|
||||
torch.abs(torch.sum((x-self.data_mean)*(x-self.data_mean))-self.result*size)<=torch.abs(self.error*self.result*size), x_mean_cons
|
||||
torch.abs(torch.sum((x_fil_mean-self.data_mean)*(x_fil_mean-self.data_mean))-self.result*size)<=torch.abs(self.error*self.result*size), x_mean_cons
|
||||
)
|
||||
|
||||
|
||||
|
||||
class Stdev(Operation):
|
||||
def __init__(self, x: torch.Tensor, error: float):
|
||||
x_1d = to_1d(x)
|
||||
@@ -265,18 +266,19 @@ class Stdev(Operation):
|
||||
|
||||
def ezkl(self, x: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x = x[0]
|
||||
x_for_mean = torch.where(x==MagicNumber, 0.0, x)
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
size = torch.sum((x!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x_for_mean)-size*(self.data_mean))<=torch.abs(self.error*self.data_mean*size)
|
||||
x_for_std = torch.where(x==MagicNumber, self.data_mean, x)
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size*(self.data_mean))<=torch.abs(self.error*self.data_mean*size)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.data_mean, x)
|
||||
return torch.logical_and(
|
||||
torch.abs(torch.sum((x_for_std-self.data_mean)*(x_for_std-self.data_mean))-self.result*self.result*(size - 1))<=torch.abs(2*self.error*self.result*self.result*(size - 1)), x_mean_cons
|
||||
torch.abs(torch.sum((x_fil_mean-self.data_mean)*(x_fil_mean-self.data_mean))-self.result*self.result*(size - 1))<=torch.abs(2*self.error*self.result*self.result*(size - 1)), x_mean_cons
|
||||
)
|
||||
|
||||
|
||||
class Variance(Operation):
|
||||
def __init__(self, x: torch.Tensor, error: float):
|
||||
x_1d = to_1d(x)
|
||||
x_1d = x_1d[x_1d!=MagicNumber]
|
||||
self.data_mean = torch.nn.Parameter(data=torch.mean(x_1d), requires_grad=False)
|
||||
result = torch.var(x_1d, correction = 1)
|
||||
super().__init__(result, error)
|
||||
@@ -287,12 +289,16 @@ class Variance(Operation):
|
||||
|
||||
def ezkl(self, x: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x = x[0]
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
size = torch.sum((x!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size*(self.data_mean))<=torch.abs(self.error*size*self.data_mean)
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size*(self.data_mean))<=torch.abs(self.error*self.data_mean*size)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.data_mean, x)
|
||||
return torch.logical_and(
|
||||
torch.abs(torch.sum((x-self.data_mean)*(x-self.data_mean))-self.result*(size - 1))<=torch.abs(self.error*self.result*(size - 1)), x_mean_cons
|
||||
torch.abs(torch.sum((x_fil_mean-self.data_mean)*(x_fil_mean-self.data_mean))-self.result*(size - 1))<=torch.abs(self.error*self.result*(size - 1)), x_mean_cons
|
||||
)
|
||||
|
||||
|
||||
|
||||
|
||||
class Covariance(Operation):
|
||||
def __init__(self, x: torch.Tensor, y: torch.Tensor, error: float):
|
||||
@@ -315,34 +321,37 @@ class Covariance(Operation):
|
||||
|
||||
def ezkl(self, args: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x, y = args[0], args[1]
|
||||
size_x = x.size()[1]
|
||||
size_y = y.size()[1]
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size_x*(self.x_mean))<=torch.abs(self.error*size_x*self.x_mean)
|
||||
y_mean_cons = torch.abs(torch.sum(y)-size_y*(self.y_mean))<=torch.abs(self.error*size_y*self.y_mean)
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
y_fil_0 = torch.where(y==MagicNumber, 0.0, y)
|
||||
size_x = torch.sum((x!=MagicNumber).float())
|
||||
size_y = torch.sum((y!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size_x*(self.x_mean))<=torch.abs(self.error*self.x_mean*size_x)
|
||||
y_mean_cons = torch.abs(torch.sum(y_fil_0)-size_y*(self.y_mean))<=torch.abs(self.error*self.y_mean*size_y)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.x_mean, x)
|
||||
# only x_fil_mean is enough, no need for y_fil_mean since it will multiply 0 anyway
|
||||
return torch.logical_and(
|
||||
torch.logical_and(x_mean_cons,y_mean_cons),
|
||||
torch.abs(torch.sum((x-self.x_mean)*(y-self.y_mean))-(size_x-1)*self.result)<self.error*(size_x-1)*self.result
|
||||
torch.logical_and(size_x==size_y,torch.logical_and(x_mean_cons,y_mean_cons)),
|
||||
torch.abs(torch.sum((x_fil_mean-self.x_mean)*(y-self.y_mean))-(size_x-1)*self.result)<self.error*self.result*(size_x-1)
|
||||
)
|
||||
|
||||
|
||||
def stdev(x: torch.Tensor, x_std: torch.Tensor, x_mean: torch.Tensor, error: float) -> torch.Tensor:
|
||||
size_x = x.size()[1]
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size_x*(x_mean))<=torch.abs(error*size_x*x_mean)
|
||||
return (torch.logical_and(torch.abs(torch.sum((x-x_mean)*(x-x_mean))-x_std*x_std*(size_x-1))<=torch.abs(2*error*x_std*x_std*(size_x-1)),x_mean_cons),x_std)
|
||||
|
||||
|
||||
def covariance(x: torch.Tensor, y: torch.Tensor, cov: torch.Tensor, x_mean: torch.Tensor, y_mean: torch.Tensor, error: float) -> torch.Tensor:
|
||||
size_x = x.size()[1]
|
||||
size_y = y.size()[1]
|
||||
x_mean_cons = torch.abs(torch.sum(x)-size_x*(x_mean))<=torch.abs(error*size_x*(x_mean))
|
||||
y_mean_cons = torch.abs(torch.sum(y)-size_y*(y_mean))<=torch.abs(error*size_y*(y_mean))
|
||||
return (torch.logical_and(torch.logical_and(x_mean_cons,y_mean_cons), torch.abs(torch.sum((x-x_mean)*(y-y_mean))-(size_x-1)*(cov))<error*(size_x-1)*(cov)), cov)
|
||||
|
||||
# refer other constraints to correlation function, not put here since will be repetitive
|
||||
def stdev_for_corr(x_fil_mean:torch.Tensor,size_x:torch.Tensor, x_std: torch.Tensor, x_mean: torch.Tensor, error: float) -> torch.Tensor:
|
||||
return (
|
||||
torch.abs(torch.sum((x_fil_mean-x_mean)*(x_fil_mean-x_mean))-x_std*x_std*(size_x - 1))<=torch.abs(2*error*x_std*x_std*(size_x - 1))
|
||||
, x_std)
|
||||
# refer other constraints to correlation function, not put here since will be repetitive
|
||||
def covariance_for_corr(x_fil_mean: torch.Tensor,y_fil_mean: torch.Tensor,size_x:torch.Tensor, size_y:torch.Tensor, cov: torch.Tensor, x_mean: torch.Tensor, y_mean: torch.Tensor, error: float) -> torch.Tensor:
|
||||
return (
|
||||
torch.abs(torch.sum((x_fil_mean-x_mean)*(y_fil_mean-y_mean))-(size_x-1)*cov)<error*cov*(size_x-1)
|
||||
, cov)
|
||||
|
||||
|
||||
class Correlation(Operation):
|
||||
def __init__(self, x: torch.Tensor, y: torch.Tensor, error: float):
|
||||
x_1d = to_1d(x)
|
||||
x_1d = x_1d[x_1d!=MagicNumber]
|
||||
y_1d = to_1d(y)
|
||||
y_1d = y_1d[y_1d!=MagicNumber]
|
||||
x_1d_list = x_1d.tolist()
|
||||
y_1d_list = y_1d.tolist()
|
||||
self.x_mean = torch.nn.Parameter(data=torch.mean(x_1d), requires_grad=False)
|
||||
@@ -360,11 +369,21 @@ class Correlation(Operation):
|
||||
|
||||
def ezkl(self, args: list[torch.Tensor]) -> IsResultPrecise:
|
||||
x, y = args[0], args[1]
|
||||
bool1, cov = covariance(x, y, self.cov, self.x_mean, self.y_mean, self.error)
|
||||
bool2, x_std = stdev(x, self.x_std, self.x_mean, self.error)
|
||||
bool3, y_std = stdev(y, self.y_std, self.y_mean, self.error)
|
||||
x_fil_0 = torch.where(x==MagicNumber, 0.0, x)
|
||||
y_fil_0 = torch.where(y==MagicNumber, 0.0, y)
|
||||
size_x = torch.sum((x!=MagicNumber).float())
|
||||
size_y = torch.sum((y!=MagicNumber).float())
|
||||
x_mean_cons = torch.abs(torch.sum(x_fil_0)-size_x*(self.x_mean))<=torch.abs(self.error*self.x_mean*size_x)
|
||||
y_mean_cons = torch.abs(torch.sum(y_fil_0)-size_y*(self.y_mean))<=torch.abs(self.error*self.y_mean*size_y)
|
||||
x_fil_mean = torch.where(x==MagicNumber, self.x_mean, x)
|
||||
y_fil_mean = torch.where(y==MagicNumber, self.y_mean, y)
|
||||
|
||||
miscel_cons = torch.logical_and(size_x==size_y, torch.logical_and(x_mean_cons, y_mean_cons))
|
||||
bool1, cov = covariance_for_corr(x_fil_mean,y_fil_mean,size_x, size_y, self.cov, self.x_mean, self.y_mean, self.error)
|
||||
bool2, x_std = stdev_for_corr( x_fil_mean, size_x, self.x_std, self.x_mean, self.error)
|
||||
bool3, y_std = stdev_for_corr( y_fil_mean, size_y, self.y_std, self.y_mean, self.error)
|
||||
bool4 = torch.abs(cov - self.result*x_std*y_std)<=self.error*cov
|
||||
return torch.logical_and(torch.logical_and(bool1, bool2),torch.logical_and(bool3, bool4))
|
||||
return torch.logical_and(torch.logical_and(torch.logical_and(bool1, bool2),torch.logical_and(bool3, bool4)), miscel_cons)
|
||||
|
||||
|
||||
def stacked_x(args: list[float]):
|
||||
@@ -373,18 +392,14 @@ def stacked_x(args: list[float]):
|
||||
|
||||
class Regression(Operation):
|
||||
def __init__(self, xs: list[torch.Tensor], y: torch.Tensor, error: float):
|
||||
# x_1ds = [to_1d(i).tolist() for i in xs]
|
||||
x_1ds = [to_1d(i) for i in xs]
|
||||
# print('xxxx: ', x_1ds)
|
||||
fil_x_1ds=[]
|
||||
for x_1 in x_1ds:
|
||||
fil_x_1ds.append((x_1[x_1!=MagicNumber]).tolist())
|
||||
x_1ds = fil_x_1ds
|
||||
# print('fil xxx',fil_x_1ds)
|
||||
# y_1d = to_1d(y).tolist()
|
||||
|
||||
y_1d = to_1d(y)
|
||||
y_1d = (y_1d[y_1d!=MagicNumber]).tolist()
|
||||
# print('yyy: ', y_1d)
|
||||
|
||||
x_one = stacked_x(x_1ds)
|
||||
result_1d = np.matmul(np.matmul(np.linalg.inv(np.matmul(x_one.transpose(), x_one)), x_one.transpose()), y_1d)
|
||||
|
||||
Reference in New Issue
Block a user