Skip to content

Instantly share code, notes, and snippets.

@ArthurDelannoyazerty

ArthurDelannoyazerty/analyze_embedding.ipynb

Last active March 20, 2024 11:34
Show Gist options
  • Save ArthurDelannoyazerty/57edebae5305ada6b8f2fe1f0305a1eb to your computer and use it in GitHub Desktop.
Save ArthurDelannoyazerty/57edebae5305ada6b8f2fe1f0305a1eb to your computer and use it in GitHub Desktop.
Download ZIP
A jupyter notebook that show stats on an embedding (set of points in higher dimensions). Shows some dimension reduction (tensorboard projector), silhouette score (=best number of clusters)
Display the source blob
Display the rendered blob
Raw
analyze_embedding.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib widget\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import utils.data_manip as data_manip\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.cm as cm\n",
"\n",
"# from tqdm import tqdm\n",
"from torch.utils.tensorboard import SummaryWriter\n",
"from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
"from sklearn.decomposition import FactorAnalysis\n",
"from sklearn.neighbors import NearestNeighbors\n",
"from sklearn.metrics import silhouette_samples, silhouette_score\n",
"from sklearn.cluster import KMeans\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.decomposition import TruncatedSVD"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>...</th>\n",
" <th>40</th>\n",
" <th>41</th>\n",
" <th>42</th>\n",
" <th>43</th>\n",
" <th>44</th>\n",
" <th>45</th>\n",
" <th>46</th>\n",
" <th>47</th>\n",
" <th>48</th>\n",
" <th>49</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.544144</td>\n",
" <td>-0.914985</td>\n",
" <td>0.333040</td>\n",
" <td>0.381396</td>\n",
" <td>0.022327</td>\n",
" <td>0.102236</td>\n",
" <td>0.548807</td>\n",
" <td>0.439008</td>\n",
" <td>1.906077</td>\n",
" <td>-2.194845</td>\n",
" <td>...</td>\n",
" <td>3.362237</td>\n",
" <td>-1.610008</td>\n",
" <td>0.185386</td>\n",
" <td>0.899585</td>\n",
" <td>-0.963484</td>\n",
" <td>0.494348</td>\n",
" <td>0.275686</td>\n",
" <td>0.388441</td>\n",
" <td>-1.047369</td>\n",
" <td>2.260642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-1.999779</td>\n",
" <td>0.128538</td>\n",
" <td>-3.626096</td>\n",
" <td>-2.425385</td>\n",
" <td>1.957539</td>\n",
" <td>0.905019</td>\n",
" <td>1.209252</td>\n",
" <td>1.126164</td>\n",
" <td>-0.633973</td>\n",
" <td>1.784184</td>\n",
" <td>...</td>\n",
" <td>-2.302353</td>\n",
" <td>-0.094884</td>\n",
" <td>0.414478</td>\n",
" <td>-2.752835</td>\n",
" <td>1.898671</td>\n",
" <td>-1.016174</td>\n",
" <td>0.344099</td>\n",
" <td>-0.876666</td>\n",
" <td>0.425580</td>\n",
" <td>-0.142754</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.956617</td>\n",
" <td>1.319813</td>\n",
" <td>-1.796810</td>\n",
" <td>0.913446</td>\n",
" <td>-0.995597</td>\n",
" <td>0.884677</td>\n",
" <td>0.820775</td>\n",
" <td>1.237728</td>\n",
" <td>2.244497</td>\n",
" <td>-0.801127</td>\n",
" <td>...</td>\n",
" <td>0.424123</td>\n",
" <td>-0.902458</td>\n",
" <td>1.268144</td>\n",
" <td>0.441801</td>\n",
" <td>-1.986485</td>\n",
" <td>-0.755575</td>\n",
" <td>1.813450</td>\n",
" <td>-0.085786</td>\n",
" <td>-0.750219</td>\n",
" <td>2.762334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.236078</td>\n",
" <td>-0.433411</td>\n",
" <td>0.363609</td>\n",
" <td>0.745529</td>\n",
" <td>-0.604110</td>\n",
" <td>0.352808</td>\n",
" <td>0.136216</td>\n",
" <td>0.394377</td>\n",
" <td>0.313446</td>\n",
" <td>0.402049</td>\n",
" <td>...</td>\n",
" <td>-0.144098</td>\n",
" <td>0.618301</td>\n",
" <td>-0.493154</td>\n",
" <td>0.122101</td>\n",
" <td>0.117799</td>\n",
" <td>-0.415080</td>\n",
" <td>-0.483278</td>\n",
" <td>-0.450958</td>\n",
" <td>0.470879</td>\n",
" <td>-0.313889</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.303035</td>\n",
" <td>-0.561253</td>\n",
" <td>0.356897</td>\n",
" <td>0.519226</td>\n",
" <td>-0.274712</td>\n",
" <td>0.360966</td>\n",
" <td>0.346767</td>\n",
" <td>0.339006</td>\n",
" <td>0.535995</td>\n",
" <td>0.409529</td>\n",
" <td>...</td>\n",
" <td>-0.394500</td>\n",
" <td>0.735498</td>\n",
" <td>-0.368835</td>\n",
" <td>-0.184234</td>\n",
" <td>0.195293</td>\n",
" <td>-0.294849</td>\n",
" <td>-0.616001</td>\n",
" <td>-0.439914</td>\n",
" <td>0.707747</td>\n",
" <td>-0.542435</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 50 columns</p>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 \\\n",
"0 2.544144 -0.914985 0.333040 0.381396 0.022327 0.102236 0.548807 \n",
"1 -1.999779 0.128538 -3.626096 -2.425385 1.957539 0.905019 1.209252 \n",
"2 1.956617 1.319813 -1.796810 0.913446 -0.995597 0.884677 0.820775 \n",
"3 -0.236078 -0.433411 0.363609 0.745529 -0.604110 0.352808 0.136216 \n",
"4 -0.303035 -0.561253 0.356897 0.519226 -0.274712 0.360966 0.346767 \n",
"\n",
" 7 8 9 ... 40 41 42 43 \\\n",
"0 0.439008 1.906077 -2.194845 ... 3.362237 -1.610008 0.185386 0.899585 \n",
"1 1.126164 -0.633973 1.784184 ... -2.302353 -0.094884 0.414478 -2.752835 \n",
"2 1.237728 2.244497 -0.801127 ... 0.424123 -0.902458 1.268144 0.441801 \n",
"3 0.394377 0.313446 0.402049 ... -0.144098 0.618301 -0.493154 0.122101 \n",
"4 0.339006 0.535995 0.409529 ... -0.394500 0.735498 -0.368835 -0.184234 \n",
"\n",
" 44 45 46 47 48 49 \n",
"0 -0.963484 0.494348 0.275686 0.388441 -1.047369 2.260642 \n",
"1 1.898671 -1.016174 0.344099 -0.876666 0.425580 -0.142754 \n",
"2 -1.986485 -0.755575 1.813450 -0.085786 -0.750219 2.762334 \n",
"3 0.117799 -0.415080 -0.483278 -0.450958 0.470879 -0.313889 \n",
"4 0.195293 -0.294849 -0.616001 -0.439914 0.707747 -0.542435 \n",
"\n",
"[5 rows x 50 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_path = \"embedding.csv\"\n",
"model_name = model_path.split(\"/\")[-1].split(\".\")[0]\n",
"df = pd.read_csv(model_path, header=None)\n",
"df[df.columns] = StandardScaler().fit_transform(df)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "af28ce66e69a4497b50e6d5fcc508d14",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e50340c14e2642aa83f6ace872b9062f",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "8aea8baa3e5a4911b7190e03366fab6f",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.hist(df.mean(), bins=20)\n",
"plt.hist(df.min(), bins=20)\n",
"plt.hist(df.max(), bins=20)\n",
"plt.hist(df.var(), bins=20)\n",
"plt.title(\"Histogram min/mean/max per dimension\")\n",
"plt.show()\n",
"\n",
"plt.figure()\n",
"plt.hist(df.mean(1), bins=20)\n",
"plt.hist(df.min(1), bins=20)\n",
"plt.hist(df.max(1), bins=20)\n",
"plt.title(\"Histogram min/mean/max per item\")\n",
"plt.show()\n",
"\n",
"# print(\"Variance per dimension = 0\")\n",
"\n",
"plt.figure()\n",
"plt.hist(df.var(1), bins=20)\n",
"plt.title(\"Histogram variance per item\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: >"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b6e858f86f0f488db7dbd312a7f58132",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"confusion_matrix = df.corr().to_numpy()\n",
"np.fill_diagonal(confusion_matrix, 0)\n",
"sns.heatmap(confusion_matrix) # no variable dependent"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(6962, 3)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FA = FactorAnalysis(n_components = 3).fit_transform(df[df.columns].values)\n",
"FA.shape # (nb points, dimensiosn)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6e4207ae65834f58acd0859b25ac4ca7",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=1200.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,8))\n",
"plt.title('Factor Analysis Components')\n",
"plt.scatter(FA[:,0], FA[:,1])\n",
"plt.scatter(FA[:,1], FA[:,2])\n",
"plt.scatter(FA[:,2],FA[:,0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "0210ea2f7dc742af9f4878ba65f0a5b9",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=640.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"pca = PCA(n_components=4)\n",
"pca_result = pca.fit_transform(df[df.columns].values)\n",
"plt.plot(range(4), pca.explained_variance_ratio_)\n",
"plt.plot(range(4), np.cumsum(pca.explained_variance_ratio_))\n",
"plt.title(\"Component-wise and Cumulative Explained Variance\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0.98, '4-Component PCA')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e9619e9da9d64990a04fcbbc9fb5f011",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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' width=1200.0/>\n",
" </div>\n",
" "
],
"text/plain": [
"Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('fivethirtyeight')\n",
"fig, axarr = plt.subplots(2, 2, figsize=(12, 8))\n",
"sns.heatmap(pca.components_[0, :].reshape(50,1), ax=axarr[0][0], cmap='gray_r')\n",
"sns.heatmap(pca.components_[1, :].reshape(50,1), ax=axarr[0][1], cmap='gray_r')\n",
"sns.heatmap(pca.components_[2, :].reshape(50,1), ax=axarr[1][0], cmap='gray_r')\n",
"sns.heatmap(pca.components_[3, :].reshape(50,1), ax=axarr[1][1], cmap='gray_r')\n",
"axarr[0][0].set_title(\n",
"\"{0:.2f}% Explained Variance\".format(pca.explained_variance_ratio_[0]*100),\n",
"fontsize=12\n",
")\n",
"axarr[0][1].set_title(\n",
"\"{0:.2f}% Explained Variance\".format(pca.explained_variance_ratio_[1]*100),\n",
"fontsize=12\n",
")\n",
"axarr[1][0].set_title(\n",
"\"{0:.2f}% Explained Variance\".format(pca.explained_variance_ratio_[2]*100),\n",
"fontsize=12\n",
")\n",
"axarr[1][1].set_title(\n",
"\"{0:.2f}% Explained Variance\".format(pca.explained_variance_ratio_[3]*100),\n",
"fontsize=12\n",
")\n",
"axarr[0][0].set_aspect('equal')\n",
"axarr[0][1].set_aspect('equal')\n",
"axarr[1][0].set_aspect('equal')\n",
"axarr[1][1].set_aspect('equal')\n",
"\n",
"plt.suptitle('4-Component PCA')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6fbac20310804e808a8319f5b742b3ad",
"version_major": 2,
"version_minor": 0
},
"image/png": "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",
"text/html": [
"\n",
" <div style=\"display: inline-block;\">\n",
" <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
" Figure\n",
" </div>\n",
" <img src='data:image/png;base64,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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment