Skip to content

Instantly share code, notes, and snippets.

@0x61nas

0x61nas/linfa-test.ipynb

Created November 2, 2023 07:36
Show Gist options
  • Save 0x61nas/356221436af9f7f474ad18a2bc166a19 to your computer and use it in GitHub Desktop.
Save 0x61nas/356221436af9f7f474ad18a2bc166a19 to your computer and use it in GitHub Desktop.
Download ZIP
linfa-test.ipynb
Display the source blob
Display the rendered blob
Raw
linfa-test.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"authorship_tag": "ABX9TyMsmpnshvLoFVw6Y7F6N1yi",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/0x61nas/356221436af9f7f474ad18a2bc166a19/linfa-test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "NpQCEF_IZLbu",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "12058821-4ddf-4445-f971-7a1ffe250e9e"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Cloning into 'linfa'...\n",
"remote: Enumerating objects: 375, done.\u001b[K\n",
"remote: Counting objects: 100% (375/375), done.\u001b[K\n",
"remote: Compressing objects: 100% (343/343), done.\u001b[K\n",
"remote: Total 375 (delta 41), reused 171 (delta 16), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (375/375), 547.34 KiB | 5.21 MiB/s, done.\n",
"Resolving deltas: 100% (41/41), done.\n"
]
}
],
"source": [
"!git clone --depth=1 https://github.com/rust-ml/linfa.git"
]
},
{
"cell_type": "markdown",
"source": [],
"metadata": {
"id": "ofm1lJPZ4W0i"
}
},
{
"cell_type": "code",
"source": [
"!curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- --quiet -y --default-toolchain stable"
],
"metadata": {
"id": "Bw11Jab0c1BL",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "08382186-9714-498a-9631-b136f845ba84"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[1minfo:\u001b[0m downloading installer\n",
"\u001b[1minfo: \u001b[mprofile set to 'default'\n",
"\u001b[1minfo: \u001b[mdefault host triple is x86_64-unknown-linux-gnu\n",
"\u001b[1minfo: \u001b[msyncing channel updates for 'stable-x86_64-unknown-linux-gnu'\n",
"\u001b[1minfo: \u001b[mlatest update on 2023-10-05, rust version 1.73.0 (cc66ad468 2023-10-03)\n",
"\u001b[1minfo: \u001b[mdownloading component 'cargo'\n",
"\u001b[1minfo: \u001b[mdownloading component 'clippy'\n",
"\u001b[1minfo: \u001b[mdownloading component 'rust-docs'\n",
"\u001b[1minfo: \u001b[mdownloading component 'rust-std'\n",
"\u001b[1minfo: \u001b[mdownloading component 'rustc'\n",
"\u001b[1minfo: \u001b[mdownloading component 'rustfmt'\n",
"\u001b[1minfo: \u001b[minstalling component 'cargo'\n",
"\u001b[1minfo: \u001b[minstalling component 'clippy'\n",
"\u001b[1minfo: \u001b[minstalling component 'rust-docs'\n",
"\u001b[1minfo: \u001b[minstalling component 'rust-std'\n",
"\u001b[1minfo: \u001b[minstalling component 'rustc'\n",
"\u001b[1minfo: \u001b[minstalling component 'rustfmt'\n",
"\u001b[1minfo: \u001b[mdefault toolchain set to 'stable-x86_64-unknown-linux-gnu'\n",
"\n",
" \u001b[1m\u001b[32mstable-x86_64-unknown-linux-gnu installed\u001b[m - rustc 1.73.0 (cc66ad468 2023-10-03)\n",
"\n",
"\u001b[1m\n",
"Rust is installed now. Great!\n",
"\u001b[m\n",
"To get started you may need to restart your current shell.\n",
"This would reload your \u001b[1mPATH\u001b[m environment variable to include\n",
"Cargo's bin directory ($HOME/.cargo/bin).\n",
"\n",
"To configure your current shell, run:\n",
"source \"$HOME/.cargo/env\"\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"!source \"$HOME/.cargo/env\" && RUST_BACKTRACE=full cargo r --example=winequality -r --target-dir $HOME/cargo-target --manifest-path \"/content/linfa/algorithms/linfa-svm/Cargo.toml\""
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "bab77ae0-99b1-4e55-90b1-a59904993774",
"id": "3NQ18BT85hbU"
},
"execution_count": 4,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Updating\u001b[0m crates.io index\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloading\u001b[0m crates ...\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m cfg-if v1.0.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m unicode-ident v1.0.12\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m miniz_oxide v0.7.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m serde v1.0.190\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ppv-lite86 v0.2.17\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m crc32fast v1.3.2\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rand_distr v0.4.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m csv v1.3.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ndarray-rand v0.14.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m order-stat v0.1.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m approx v0.4.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m num-traits v0.2.17\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m kdtree v0.6.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m hashbrown v0.12.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m sprs v0.11.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m csv-core v0.1.11\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rand_xoshiro v0.6.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m matrixmultiply v0.3.8\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m proc-macro2 v1.0.69\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m autocfg v1.1.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rand v0.8.5\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m quote v1.0.33\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m flate2 v1.0.28\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m noisy_float v0.2.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m memchr v2.6.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ndarray-stats v0.5.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m itoa v1.0.9\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rawpointer v0.2.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m thiserror-impl v1.0.50\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m libc v0.2.149\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rand_chacha v0.3.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m indexmap v1.9.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ryu v1.0.15\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m adler v1.0.2\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m num-integer v0.1.45\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m rand_core v0.6.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m thiserror v1.0.50\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m libm v0.2.8\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m smallvec v1.11.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m itertools v0.10.5\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m syn v2.0.38\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m either v1.9.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m num-complex v0.4.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m getrandom v0.2.10\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ndarray v0.15.6\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Downloaded\u001b[0m ndarray-csv v0.5.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m autocfg v1.1.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m libm v0.2.8\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m num-traits v0.2.17\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m cfg-if v1.0.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m libc v0.2.149\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m matrixmultiply v0.3.8\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m num-integer v0.1.45\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m proc-macro2 v1.0.69\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m getrandom v0.2.10\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rand_core v0.6.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rawpointer v0.2.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m num-complex v0.4.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m approx v0.4.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m unicode-ident v1.0.12\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ppv-lite86 v0.2.17\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rand_chacha v0.3.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ndarray v0.15.6\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m quote v1.0.33\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rand v0.8.5\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m syn v2.0.38\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m thiserror v1.0.50\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m either v1.9.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m indexmap v1.9.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m smallvec v1.11.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m thiserror-impl v1.0.50\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m linfa v0.7.0 (/content/linfa)\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m sprs v0.11.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m serde v1.0.190\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m hashbrown v0.12.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m itertools v0.10.5\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m noisy_float v0.2.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m memchr v2.6.4\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m crc32fast v1.3.2\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ndarray-stats v0.5.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m csv-core v0.1.11\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m kdtree v0.6.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m adler v1.0.2\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m itoa v1.0.9\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m order-stat v0.1.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ryu v1.0.15\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m linfa-nn v0.7.0 (/content/linfa/algorithms/linfa-nn)\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m miniz_oxide v0.7.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m csv v1.3.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rand_distr v0.4.3\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ndarray-rand v0.14.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m ndarray-csv v0.5.1\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m flate2 v1.0.28\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m linfa-kernel v0.7.0 (/content/linfa/algorithms/linfa-kernel)\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m linfa-svm v0.7.0 (/content/linfa/algorithms/linfa-svm)\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m linfa-datasets v0.7.0 (/content/linfa/datasets)\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Compiling\u001b[0m rand_xoshiro v0.6.0\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Finished\u001b[0m release [optimized] target(s) in 50.86s\n",
"\u001b[0m\u001b[0m\u001b[1m\u001b[32m Running\u001b[0m `/root/cargo-target/release/examples/winequality`\n",
"Fit SVM classifier with #1440 training points\n",
"Exited after 565275 iterations with obj = -494921.4390541657 and 322 support vectors\n",
"\n",
"classes | bad | good \n",
"bad | 129 | 13 \n",
"good | 8 | 9 \n",
"\n",
"accuracy 0.8679245, MCC 0.3918634\n"
]
}
]
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment