File size: 188,872 Bytes
d766458 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 | {
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/github/sokrypton/ColabDesign/blob/v1.1.1/esm_msa/example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"source": [
"import os\n",
"if not os.path.exists(\"colabdesign\"):\n",
" os.system(\"pip -q install git+https://github.com/sokrypton/ColabDesign.git@v1.1.1\")\n",
" os.system(\"ln -s /usr/local/lib/python3.7/dist-packages/colabdesign colabdesign\")\n",
" os.system(\"curl -fsSL https://files.ipd.uw.edu/krypton/esm_msa_jax_v1.pkl.gz | gunzip > esm_msa.pkl\")"
],
"metadata": {
"id": "tyGNqfWE1oHr"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "rk3ZGUAD1mQt"
},
"outputs": [],
"source": [
"from colabdesign import esm_msa\n",
"import numpy as np\n",
"import jax\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 216
},
"id": "6vQcxQHH1mQu",
"outputId": "0055fae6-897c-4190-e4c8-d2a1cdae5cff"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"(64, 146)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"%shell wget -qnc https://github.com/sokrypton/ColabDesign/raw/v1.1.1/esm_msa/test_msa.npy\n",
"tokens = np.load('test_msa.npy')[0]\n",
"print(tokens.shape)\n",
"plt.figure()\n",
"plt.imshow(tokens)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "qQVHbbPP1mQw"
},
"outputs": [],
"source": [
"model, alphabet = esm_msa.pretrained.get_model()\n",
"_ = model.init(model.key, tokens)\n",
"model.load_params('esm_msa.pkl')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WwHjkqDp1mQw",
"outputId": "c51e386e-98ca-4e26-94eb-68444d8f2800"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"dict_keys(['col_attentions', 'contacts', 'logits', 'row_attentions'])\n"
]
}
],
"source": [
"result = model(tokens)\n",
"print(result.keys())"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
},
"id": "JE404_Vw1mQw",
"outputId": "6b97c058-cd51-4ef6-b359-3eb3984a95f9"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": "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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"contacts = result['contacts']\n",
"plt.figure()\n",
"plt.imshow(contacts)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.9.7 ('tpj3')",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "2bdfb48100449667474899f0bd4fd9df1ff0dba27ddd143fdd7e1b92c2b9e5f4"
}
},
"colab": {
"provenance": [],
"include_colab_link": true
},
"accelerator": "GPU"
},
"nbformat": 4,
"nbformat_minor": 0
} |