openai-cookbook/examples/Visualizing_embeddings_in_2D.ipynb
2022-12-15 09:58:37 -08:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualizing the embeddings in 2D\n",
"\n",
"We will use t-SNE to reduce the dimensionality of the embeddings from 2048 to 2. Once the embeddings are reduced to two dimensions, we can plot them in a 2D scatter plot. The dataset is created in the [Obtain_dataset Notebook](Obtain_dataset.ipynb)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1. Reduce dimensionality\n",
"\n",
"We reduce the dimensionality to 2 dimensions using t-SNE decomposition."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000, 2)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.manifold import TSNE\n",
"import numpy as np\n",
"\n",
"# Load the embeddings\n",
"# If you have not run the \"Obtain_dataset.ipynb\" notebook, you can download the datafile from here: https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\n",
"datafile_path = \"./data/fine_food_reviews_with_embeddings_1k.csv\"\n",
"df = pd.read_csv(datafile_path)\n",
"\n",
"# Convert to a list of lists of floats\n",
"matrix = np.array(df.ada_similarity.apply(eval).to_list())\n",
"\n",
"# Create a t-SNE model and transform the data\n",
"tsne = TSNE(n_components=2, perplexity=15, random_state=42, init='random', learning_rate=200)\n",
"vis_dims = tsne.fit_transform(matrix)\n",
"vis_dims.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2. Plotting the embeddings\n",
"\n",
"We colour each review by its star rating, ranging from red to green."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can observe a decent data separation even in the reduced 2 dimensions. There seems to be a cluster of mostly negative reviews."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Amazon ratings visualized in language using t-SNE')"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib\n",
"import numpy as np\n",
"\n",
"colors = [\"red\", \"darkorange\", \"gold\", \"turquoise\", \"darkgreen\"]\n",
"x = [x for x,y in vis_dims]\n",
"y = [y for x,y in vis_dims]\n",
"color_indices = df.Score.values - 1\n",
"\n",
"colormap = matplotlib.colors.ListedColormap(colors)\n",
"plt.scatter(x, y, c=color_indices, cmap=colormap, alpha=0.3)\n",
"for score in [0,1,2,3,4]:\n",
" avg_x = np.array(x)[df.Score-1==score].mean()\n",
" avg_y = np.array(y)[df.Score-1==score].mean()\n",
" color = colors[score]\n",
" plt.scatter(avg_x, avg_y, marker='x', color=color, s=100)\n",
"\n",
"plt.title(\"Amazon ratings visualized in language using t-SNE\")"
]
}
],
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