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openai-cookbook/examples/Classification_using_embedd...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Classification using the embeddings\n",
"\n",
"In the classification task we predict one of the predefined categories given an input. We will predict the score based on the embedding of the review's text, where the algorithm is correct only if it guesses the exact number of stars. We split the dataset into a training and a testing set for all the following tasks, so we can realistically evaluate performance on unseen data. The dataset is created in the [Obtain_dataset Notebook](Obtain_dataset.ipynb).\n",
"\n",
"In the following example we're predicting the number of stars in a review, from 1 to 5."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 1 0.67 0.30 0.41 20\n",
" 2 1.00 0.38 0.55 8\n",
" 3 1.00 0.18 0.31 11\n",
" 4 1.00 0.26 0.41 27\n",
" 5 0.75 1.00 0.86 134\n",
"\n",
" accuracy 0.76 200\n",
" macro avg 0.88 0.42 0.51 200\n",
"weighted avg 0.80 0.76 0.71 200\n",
"\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from sklearn.ensemble import RandomForestClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report, accuracy_score\n",
"\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",
"\n",
"df = pd.read_csv(datafile_path)\n",
"df[\"ada_similarity\"] = df.ada_similarity.apply(eval).apply(np.array)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" list(df.ada_similarity.values), df.Score, test_size=0.2, random_state=42\n",
")\n",
"\n",
"clf = RandomForestClassifier(n_estimators=100)\n",
"clf.fit(X_train, y_train)\n",
"preds = clf.predict(X_test)\n",
"probas = clf.predict_proba(X_test)\n",
"\n",
"report = classification_report(y_test, preds)\n",
"print(report)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that the model has learnt to distinguish between the categories decently. 5-star reviews show the best performance overall, and this is not too surprising, since they are the most common in the dataset."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"RandomForestClassifier() - Average precision score over all classes: 0.87\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 900x1000 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from openai.embeddings_utils import plot_multiclass_precision_recall\n",
"\n",
"plot_multiclass_precision_recall(probas, y_test, [1, 2, 3, 4, 5], clf)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unsurprisingly 5-star and 1-star reviews seem to be easier to predict. Perhaps with more data, the nuances between 2-4 stars could be better predicted, but there's also probably more subjectivity in how people use the inbetween scores."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "openai-cookbook",
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},
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