From fd181ec78fa57e14583e27915ccdad3a084296ae Mon Sep 17 00:00:00 2001 From: Logan Kilpatrick Date: Tue, 13 Dec 2022 17:28:39 -0600 Subject: [PATCH] updates embedding examples with new embedding model --- README.md | 8 +- .../Classification_using_embeddings.ipynb | 42 +- examples/Clustering.ipynb | 66 +- examples/Code_search.ipynb | 198 +- examples/Get_embeddings.ipynb | 30 +- examples/Obtain_dataset.ipynb | 26 +- .../Recommendation_using_embeddings.ipynb | 24095 ++++++++-------- examples/Regression_using_embeddings.ipynb | 23 +- ...emantic_text_search_using_embeddings.ipynb | 36 +- examples/Visualizing_embeddings_in_2D.ipynb | 21 +- examples/Visualizing_embeddings_in_3D.ipynb | 12 +- ...-shot_classification_with_embeddings.ipynb | 80 +- 12 files changed, 12317 insertions(+), 12320 deletions(-) diff --git a/README.md b/README.md index 16358afa..bac7d3f5 100644 --- a/README.md +++ b/README.md @@ -446,11 +446,11 @@ Embeddings can be used for search either by themselves or as a feature in a larg The simplest way to use embeddings for search is as follows: * Before the search (precompute): - * Split your text corpus into chunks smaller than the token limit (e.g., ~2,000 tokens) - * Embed each chunk using a 'doc' model (e.g., `text-search-curie-doc-001`) + * Split your text corpus into chunks smaller than the token limit (e.g., <8,000 tokens) + * Embed each chunk * Store those embeddings in your own database or in a vector search provider like [Pinecone](https://www.pinecone.io) or [Weaviate](https://weaviate.io) * At the time of the search (live compute): - * Embed the search query using the corresponding 'query' model (e.g. `text-search-curie-query-001`) + * Embed the search query * Find the closest embeddings in your database * Return the top results, ranked by cosine similarity @@ -460,7 +460,7 @@ In more advanced search systems, the the cosine similarity of embeddings can be #### Recommendations -Recommendations are quite similar to search, except that instead of a free-form text query, the inputs are items in a set. And instead of using pairs of doc-query models, you can use a single symmetric similarity model (e.g., `text-similarity-curie-001`). +Recommendations are quite similar to search, except that instead of a free-form text query, the inputs are items in a set. An example of how to use embeddings for recommendations is shown in [Recommendation_using_embeddings.ipynb](examples/Recommendation_using_embeddings.ipynb). diff --git a/examples/Classification_using_embeddings.ipynb b/examples/Classification_using_embeddings.ipynb index 1767a34f..3ffb2009 100644 --- a/examples/Classification_using_embeddings.ipynb +++ b/examples/Classification_using_embeddings.ipynb @@ -22,15 +22,15 @@ "text": [ " precision recall f1-score support\n", "\n", - " 1 0.52 0.72 0.60 18\n", - " 2 1.00 0.35 0.52 17\n", - " 3 0.50 0.12 0.20 8\n", - " 4 0.75 0.35 0.47 26\n", - " 5 0.84 0.99 0.91 131\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 0.80 200\n", - " macro avg 0.72 0.51 0.54 200\n", - "weighted avg 0.80 0.80 0.76 200\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" ] } @@ -43,12 +43,14 @@ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report, accuracy_score\n", "\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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", + "\n", "df = pd.read_csv(datafile_path)\n", - "df[\"babbage_similarity\"] = df.babbage_similarity.apply(eval).apply(np.array)\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.babbage_similarity.values), df.Score, test_size=0.2, random_state=42\n", + " list(df.ada_similarity.values), df.Score, test_size=0.2, random_state=42\n", ")\n", "\n", "clf = RandomForestClassifier(n_estimators=100)\n", @@ -76,19 +78,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "RandomForestClassifier() - Average precision score over all classes: 0.91\n" + "RandomForestClassifier() - Average precision score over all classes: 0.87\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -108,9 +108,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -122,12 +122,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97" + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, diff --git a/examples/Clustering.ipynb b/examples/Clustering.ipynb index 8849b725..0f62d35e 100644 --- a/examples/Clustering.ipynb +++ b/examples/Clustering.ipynb @@ -17,7 +17,7 @@ { "data": { "text/plain": [ - "(1000, 2048)" + "(1000, 1536)" ] }, "execution_count": 1, @@ -29,10 +29,12 @@ "import pandas as pd\n", "import numpy as np\n", "\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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", + "\n", "df = pd.read_csv(datafile_path)\n", - "df[\"babbage_similarity\"] = df.babbage_similarity.apply(eval).apply(np.array)\n", - "matrix = np.vstack(df.babbage_similarity.values)\n", + "df[\"ada_similarity\"] = df.ada_similarity.apply(eval).apply(np.array)\n", + "matrix = np.vstack(df.ada_similarity.values)\n", "matrix.shape\n" ] }, @@ -59,10 +61,10 @@ "data": { "text/plain": [ "Cluster\n", - "2 2.543478\n", - "3 4.374046\n", - "0 4.709402\n", - "1 4.832099\n", + "0 4.105691\n", + "1 4.191176\n", + "2 4.215613\n", + "3 4.306590\n", "Name: Score, dtype: float64" ] }, @@ -76,7 +78,7 @@ "\n", "n_clusters = 4\n", "\n", - "kmeans = KMeans(n_clusters=n_clusters, init=\"k-means++\", random_state=42)\n", + "kmeans = KMeans(n_clusters=n_clusters, init=\"k-means++\", random_state=42, n_init='auto')\n", "kmeans.fit(matrix)\n", "labels = kmeans.labels_\n", "df[\"Cluster\"] = labels\n", @@ -108,14 +110,12 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -169,25 +169,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "Cluster 0 Theme: All of the customer reviews mention the great flavor of the product.\n", - "5, French Vanilla Cappuccino: Great price. Really love the the flavor. No need to add anything to \n", - "5, great coffee: A bit pricey once you add the S & H but this is one of the best flavor\n", - "5, Love It: First let me say I'm new to drinking tea. So you're not getting a well\n", + "Cluster 0 Theme: All reviews mention the good flavor of the bars.\n", + "5, Loved these gluten free healthy bars, saved $$ ordering on Amazon: These Kind Bars are so good and healthy & gluten free. My daughter ca\n", + "1, Should advertise coconut as an ingredient more prominently: First, these should be called Mac - Coconut bars, as Coconut is the #2\n", + "5, very good!!: just like the runts
great flavor, def worth getting
I even o\n", "----------------------------------------------------------------------------------------------------\n", - "Cluster 1 Theme: All three reviews mention the quality of the product.\n", - "5, Beautiful: I don't plan to grind these, have plenty other peppers for that. I go\n", - "5, Awesome: I can't find this in the stores and thought I would like it. So I bou\n", - "5, Came as expected: It was tasty and fresh. The other one I bought was old and tasted mold\n", + "Cluster 1 Theme: The customer reviews have in common that the customers are not happy with the product. The customers do not think that the product is good for their cats, that the gravy is not good, and that the product is not good for their hands.\n", + "2, Messy and apparently undelicious: My cat is not a huge fan. Sure, she'll lap up the gravy, but leaves th\n", + "4, The cats like it: My 7 cats like this food but it is a little yucky for the human. Piece\n", + "5, cant get enough of it!!!: Our lil shih tzu puppy cannot get enough of it. Everytime she sees the\n", "----------------------------------------------------------------------------------------------------\n", - "Cluster 2 Theme: All reviews are about customer's disappointment.\n", - "1, Disappointed...: I should read the fine print, I guess. I mostly went by the picture a\n", - "5, Excellent but Price?: I first heard about this on America's Test Kitchen where it won a blin\n", - "1, Disappointed: I received the offer from Amazon and had never tried this brand before\n", + "Cluster 2 Theme: The reviews have in common that they are all about Fog Chaser Coffee.\n", + "5, Fog Chaser Coffee: This coffee has a full body and a rich taste. The price is far below t\n", + "5, Excellent taste: This is to me a great coffee, once you try it you will enjoy it, this \n", + "4, Good, but not Wolfgang Puck good: Honestly, I have to admit that I expected a little better. That's not \n", "----------------------------------------------------------------------------------------------------\n", - "Cluster 3 Theme: The reviews for these products have in common that the customers are happy with the product.\n", - "5, My Dog's Favorite Snack!: I was first introduced to this snack at my dog's training classes at p\n", - "4, Fruitables Crunchy Dog Treats: My lab goes wild for these and I am almost tempted to have a go at som\n", - "5, Happy with the product: My dog was suffering with itchy skin. He had been eating Natural Choi\n", + "Cluster 3 Theme: All reviews mention the product's content.\n", + "5, Wonderful alternative to soda pop: This is a wonderful alternative to soda pop. It's carbonated for thos\n", + "5, So convenient, for so little!: I needed two vanilla beans for the Love Goddess cake that my husbands \n", + "2, bot very cheesy: Got this about a month ago.first of all it smells horrible...it tastes\n", "----------------------------------------------------------------------------------------------------\n" ] } @@ -245,9 +245,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -259,7 +259,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { diff --git a/examples/Code_search.ipynb b/examples/Code_search.ipynb index d77c7d81..34b98b42 100644 --- a/examples/Code_search.ipynb +++ b/examples/Code_search.ipynb @@ -1,12 +1,13 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Code search\n", "\n", - "We index our own openai-python code repository, and show how it can be searched. We implement a simple version of file parsing and extracting of functions from python files." + "We index our own [openai-python code repository](https://github.com/openai/openai-python), and show how it can be searched. We implement a simple version of file parsing and extracting of functions from python files." ] }, { @@ -18,8 +19,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Total number of py files: 40\n", - "Total number of functions extracted: 64\n" + "Total number of py files: 51\n", + "Total number of functions extracted: 97\n" ] } ], @@ -63,18 +64,24 @@ "\n", "# get user root directory\n", "root_dir = os.path.expanduser(\"~\")\n", + "# note: for this code to work, the openai-python repo must be downloaded and placed in your root directory\n", "\n", "# path to code repository directory\n", "code_root = root_dir + \"/openai-python\"\n", + "\n", "code_files = [y for x in os.walk(code_root) for y in glob(os.path.join(x[0], '*.py'))]\n", "print(\"Total number of py files:\", len(code_files))\n", + "\n", + "if len(code_files) == 0:\n", + " print(\"Double check that you have downloaded the openai-python repo and set the code_root variable correctly.\")\n", + "\n", "all_funcs = []\n", "for code_file in code_files:\n", " funcs = list(get_functions(code_file))\n", " for func in funcs:\n", " all_funcs.append(func)\n", "\n", - "print(\"Total number of functions extracted:\", len(all_funcs))\n" + "print(\"Total number of functions extracted:\", len(all_funcs))" ] }, { @@ -119,64 +126,57 @@ " \n", " \n", " 0\n", - " def semantic_search(engine, query, documents):...\n", - " semantic_search\n", - " /examples/semanticsearch/semanticsearch.py\n", - " [-0.038976121693849564, -0.0031428150832653046...\n", + " def _console_log_level():\\n if openai.log i...\n", + " _console_log_level\n", + " /openai/util.py\n", + " [0.03389773145318031, -0.004390408284962177, 0...\n", " \n", " \n", " 1\n", - " def main():\\n parser = argparse.ArgumentPar...\n", - " main\n", - " /examples/semanticsearch/semanticsearch.py\n", - " [-0.024289356544613838, -0.017748363316059113,...\n", + " def log_debug(message, **params):\\n msg = l...\n", + " log_debug\n", + " /openai/util.py\n", + " [-0.004034275189042091, 0.004895383026450872, ...\n", " \n", " \n", " 2\n", - " def get_candidates(\\n prompt: str,\\n sto...\n", - " get_candidates\n", - " /examples/codex/backtranslation.py\n", - " [-0.04161201789975166, -0.0169310811907053, 0....\n", + " def log_info(message, **params):\\n msg = lo...\n", + " log_info\n", + " /openai/util.py\n", + " [0.004882764536887407, 0.0033515947870910168, ...\n", " \n", " \n", " 3\n", - " def rindex(lst: List, value: str) -> int:\\n ...\n", - " rindex\n", - " /examples/codex/backtranslation.py\n", - " [-0.027255680412054062, -0.007931121625006199,...\n", + " def log_warn(message, **params):\\n msg = lo...\n", + " log_warn\n", + " /openai/util.py\n", + " [0.002535992069169879, -0.010829543694853783, ...\n", " \n", " \n", " 4\n", - " def eval_candidate(\\n candidate_answer: str...\n", - " eval_candidate\n", - " /examples/codex/backtranslation.py\n", - " [-0.00999179296195507, -0.01640152558684349, 0...\n", + " def logfmt(props):\\n def fmt(key, val):\\n ...\n", + " logfmt\n", + " /openai/util.py\n", + " [0.016732551157474518, 0.017367802560329437, 0...\n", " \n", " \n", "\n", "" ], "text/plain": [ - " code function_name \\\n", - "0 def semantic_search(engine, query, documents):... semantic_search \n", - "1 def main():\\n parser = argparse.ArgumentPar... main \n", - "2 def get_candidates(\\n prompt: str,\\n sto... get_candidates \n", - "3 def rindex(lst: List, value: str) -> int:\\n ... rindex \n", - "4 def eval_candidate(\\n candidate_answer: str... eval_candidate \n", + " code function_name \\\n", + "0 def _console_log_level():\\n if openai.log i... _console_log_level \n", + "1 def log_debug(message, **params):\\n msg = l... log_debug \n", + "2 def log_info(message, **params):\\n msg = lo... log_info \n", + "3 def log_warn(message, **params):\\n msg = lo... log_warn \n", + "4 def logfmt(props):\\n def fmt(key, val):\\n ... logfmt \n", "\n", - " filepath \\\n", - "0 /examples/semanticsearch/semanticsearch.py \n", - "1 /examples/semanticsearch/semanticsearch.py \n", - "2 /examples/codex/backtranslation.py \n", - "3 /examples/codex/backtranslation.py \n", - "4 /examples/codex/backtranslation.py \n", - "\n", - " code_embedding \n", - "0 [-0.038976121693849564, -0.0031428150832653046... \n", - "1 [-0.024289356544613838, -0.017748363316059113,... \n", - "2 [-0.04161201789975166, -0.0169310811907053, 0.... \n", - "3 [-0.027255680412054062, -0.007931121625006199,... \n", - "4 [-0.00999179296195507, -0.01640152558684349, 0... " + " filepath code_embedding \n", + "0 /openai/util.py [0.03389773145318031, -0.004390408284962177, 0... \n", + "1 /openai/util.py [-0.004034275189042091, 0.004895383026450872, ... \n", + "2 /openai/util.py [0.004882764536887407, 0.0033515947870910168, ... \n", + "3 /openai/util.py [0.002535992069169879, -0.010829543694853783, ... \n", + "4 /openai/util.py [0.016732551157474518, 0.017367802560329437, 0... " ] }, "execution_count": 2, @@ -188,44 +188,44 @@ "from openai.embeddings_utils import get_embedding\n", "\n", "df = pd.DataFrame(all_funcs)\n", - "df['code_embedding'] = df['code'].apply(lambda x: get_embedding(x, engine='code-search-babbage-code-001'))\n", + "df['code_embedding'] = df['code'].apply(lambda x: get_embedding(x, engine='text-embedding-ada-002'))\n", "df['filepath'] = df['filepath'].apply(lambda x: x.replace(code_root, \"\"))\n", - "df.to_csv(\"output/code_search_openai-python.csv\", index=False)\n", + "df.to_csv(\"data/code_search_openai-python.csv\", index=False)\n", "df.head()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/openai/tests/test_endpoints.py:test_completions_multiple_prompts score=0.681\n", - "def test_completions_multiple_prompts():\n", - " result = openai.Completion.create(\n", - " prompt=[\"This was a test\", \"This was another test\"], n=5, engine=\"ada\"\n", - " )\n", - " assert len(result.choices) == 10\n", - "\n", - "----------------------------------------------------------------------\n", - "/openai/tests/test_endpoints.py:test_completions score=0.675\n", + "/openai/tests/test_endpoints.py:test_completions score=0.826\n", "def test_completions():\n", " result = openai.Completion.create(prompt=\"This was a test\", n=5, engine=\"ada\")\n", " assert len(result.choices) == 5\n", "\n", "\n", "----------------------------------------------------------------------\n", - "/openai/tests/test_api_requestor.py:test_requestor_sets_request_id score=0.635\n", - "def test_requestor_sets_request_id(mocker: MockerFixture) -> None:\n", - " # Fake out 'requests' and confirm that the X-Request-Id header is set.\n", + "/openai/tests/test_endpoints.py:test_completions_model score=0.811\n", + "def test_completions_model():\n", + " result = openai.Completion.create(prompt=\"This was a test\", n=5, model=\"ada\")\n", + " assert len(result.choices) == 5\n", + " assert result.model.startswith(\"ada\")\n", + "\n", + "\n", + "----------------------------------------------------------------------\n", + "/openai/tests/test_endpoints.py:test_completions_multiple_prompts score=0.808\n", + "def test_completions_multiple_prompts():\n", + " result = openai.Completion.create(\n", + " prompt=[\"This was a test\", \"This was another test\"], n=5, engine=\"ada\"\n", + " )\n", + " assert len(result.choices) == 10\n", "\n", - " got_headers = {}\n", "\n", - " def fake_request(self, *args, **kwargs):\n", - " nonlocal got_headers\n", "----------------------------------------------------------------------\n" ] } @@ -234,7 +234,7 @@ "from openai.embeddings_utils import cosine_similarity\n", "\n", "def search_functions(df, code_query, n=3, pprint=True, n_lines=7):\n", - " embedding = get_embedding(code_query, engine='code-search-babbage-text-001')\n", + " embedding = get_embedding(code_query, engine='text-embedding-ada-002')\n", " df['similarities'] = df.code_embedding.apply(lambda x: cosine_similarity(x, embedding))\n", "\n", " res = df.sort_values('similarities', ascending=False).head(n)\n", @@ -244,19 +244,20 @@ " print(\"\\n\".join(r[1].code.split(\"\\n\")[:n_lines]))\n", " print('-'*70)\n", " return res\n", - "res = search_functions(df, 'Completions API tests', n=3)\n" + "\n", + "res = search_functions(df, 'Completions API tests', n=3)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/openai/validators.py:format_inferrer_validator score=0.655\n", + "/openai/validators.py:format_inferrer_validator score=0.751\n", "def format_inferrer_validator(df):\n", " \"\"\"\n", " This validator will infer the likely fine-tuning format of the data, and display it to the user if it is classification.\n", @@ -265,23 +266,23 @@ " ft_type = infer_task_type(df)\n", " immediate_msg = None\n", "----------------------------------------------------------------------\n", - "/openai/validators.py:long_examples_validator score=0.649\n", - "def long_examples_validator(df):\n", - " \"\"\"\n", - " This validator will suggest to the user to remove examples that are too long.\n", - " \"\"\"\n", - " immediate_msg = None\n", - " optional_msg = None\n", - " optional_fn = None\n", + "/openai/validators.py:get_validators score=0.748\n", + "def get_validators():\n", + " return [\n", + " num_examples_validator,\n", + " lambda x: necessary_column_validator(x, \"prompt\"),\n", + " lambda x: necessary_column_validator(x, \"completion\"),\n", + " additional_column_validator,\n", + " non_empty_field_validator,\n", "----------------------------------------------------------------------\n", - "/openai/validators.py:non_empty_completion_validator score=0.646\n", - "def non_empty_completion_validator(df):\n", + "/openai/validators.py:infer_task_type score=0.738\n", + "def infer_task_type(df):\n", " \"\"\"\n", - " This validator will ensure that no completion is empty.\n", + " Infer the likely fine-tuning task type from the data\n", " \"\"\"\n", - " necessary_msg = None\n", - " necessary_fn = None\n", - " immediate_msg = None\n", + " CLASSIFICATION_THRESHOLD = 3 # min_average instances of each class\n", + " if sum(df.prompt.str.len()) == 0:\n", + " return \"open-ended generation\"\n", "----------------------------------------------------------------------\n" ] } @@ -292,14 +293,26 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/openai/validators.py:common_completion_suffix_validator score=0.665\n", + "/openai/validators.py:get_common_xfix score=0.793\n", + "def get_common_xfix(series, xfix=\"suffix\"):\n", + " \"\"\"\n", + " Finds the longest common suffix or prefix of all the values in a series\n", + " \"\"\"\n", + " common_xfix = \"\"\n", + " while True:\n", + " common_xfixes = (\n", + " series.str[-(len(common_xfix) + 1) :]\n", + " if xfix == \"suffix\"\n", + " else series.str[: len(common_xfix) + 1]\n", + "----------------------------------------------------------------------\n", + "/openai/validators.py:common_completion_suffix_validator score=0.778\n", "def common_completion_suffix_validator(df):\n", " \"\"\"\n", " This validator will suggest to add a common suffix to the completion if one doesn't already exist in case of classification or conditional generation.\n", @@ -310,18 +323,6 @@ " optional_fn = None\n", "\n", " ft_type = infer_task_type(df)\n", - "----------------------------------------------------------------------\n", - "/openai/validators.py:get_outfnames score=0.66\n", - "def get_outfnames(fname, split):\n", - " suffixes = [\"_train\", \"_valid\"] if split else [\"\"]\n", - " i = 0\n", - " while True:\n", - " index_suffix = f\" ({i})\" if i > 0 else \"\"\n", - " candidate_fnames = [\n", - " fname.split(\".\")[0] + \"_prepared\" + suffix + index_suffix + \".jsonl\"\n", - " for suffix in suffixes\n", - " ]\n", - " if not any(os.path.isfile(f) for f in candidate_fnames):\n", "----------------------------------------------------------------------\n" ] } @@ -332,14 +333,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/openai/cli.py:tools_register score=0.651\n", + "/openai/cli.py:tools_register score=0.773\n", "def tools_register(parser):\n", " subparsers = parser.add_subparsers(\n", " title=\"Tools\", help=\"Convenience client side tools\"\n", @@ -374,8 +375,9 @@ "hash": "be4b5d5b73a21c599de40d6deb1129796d12dc1cc33a738f7bac13269cfcafe8" }, "kernelspec": { - "display_name": "Python 3.7.3 64-bit ('base': conda)", - "name": "python3" + "display_name": "openai-cookbook", + "language": "python", + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -387,7 +389,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.9.6" }, "orig_nbformat": 4 }, diff --git a/examples/Get_embeddings.ipynb b/examples/Get_embeddings.ipynb index aff14cfd..ea2c6401 100644 --- a/examples/Get_embeddings.ipynb +++ b/examples/Get_embeddings.ipynb @@ -17,7 +17,7 @@ { "data": { "text/plain": [ - "12288" + "1536" ] }, "execution_count": 1, @@ -29,8 +29,8 @@ "import openai\n", "\n", "embedding = openai.Embedding.create(\n", - " input=\"Sample document text goes here\",\n", - " engine=\"text-similarity-davinci-001\"\n", + " input=\"Your text goes here\",\n", + " engine=\"text-embedding-ada-002\"\n", ")[\"data\"][0][\"embedding\"]\n", "len(embedding)\n" ] @@ -44,7 +44,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1024\n" + "1536\n" ] } ], @@ -54,7 +54,7 @@ "\n", "\n", "@retry(wait=wait_random_exponential(min=1, max=20), stop=stop_after_attempt(6))\n", - "def get_embedding(text: str, engine=\"text-similarity-davinci-001\") -> list[float]:\n", + "def get_embedding(text: str, engine=\"text-embedding-ada-002\") -> list[float]:\n", "\n", " # replace newlines, which can negatively affect performance.\n", " text = text.replace(\"\\n\", \" \")\n", @@ -62,25 +62,7 @@ " return openai.Embedding.create(input=[text], engine=engine)[\"data\"][0][\"embedding\"]\n", "\n", "\n", - "embedding = get_embedding(\"Sample query text goes here\", engine=\"text-search-ada-query-001\")\n", - "print(len(embedding))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1024\n" - ] - } - ], - "source": [ - "embedding = get_embedding(\"Sample document text goes here\", engine=\"text-search-ada-doc-001\")\n", + "embedding = get_embedding(\"Your text goes here\", engine=\"text-embedding-ada-002\")\n", "print(len(embedding))\n" ] } diff --git a/examples/Obtain_dataset.ipynb b/examples/Obtain_dataset.ipynb index bc6d0a40..74783d9c 100644 --- a/examples/Obtain_dataset.ipynb +++ b/examples/Obtain_dataset.ipynb @@ -11,6 +11,14 @@ "We will combine the review summary and review text into a single combined text. The model will encode this combined text and it will output a single vector embedding." ] }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To run this notebook, you will need to install: pandas, openai, transformers, plotly, matplotlib, scikit-learn, torch (transformer dep), torchvision, and scipy." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -131,7 +139,7 @@ "\n", "# remove reviews that are too long\n", "df['n_tokens'] = df.combined.apply(lambda x: len(tokenizer.encode(x)))\n", - "df = df[df.n_tokens<2000].tail(1_000)\n", + "df = df[df.n_tokens<8000].tail(1_000)\n", "len(df)" ] }, @@ -148,20 +156,22 @@ "metadata": {}, "outputs": [], "source": [ + "import openai\n", "from openai.embeddings_utils import get_embedding\n", + "# Ensure you have your API key set in your environment per the README: https://github.com/openai/openai-python#usage\n", "\n", - "# This will take just under 10 minutes\n", - "df['babbage_similarity'] = df.combined.apply(lambda x: get_embedding(x, engine='text-similarity-babbage-001'))\n", - "df['babbage_search'] = df.combined.apply(lambda x: get_embedding(x, engine='text-search-babbage-doc-001'))\n", + "# This will take just between 5 and 10 minutes\n", + "df['ada_similarity'] = df.combined.apply(lambda x: get_embedding(x, engine='text-embedding-ada-002'))\n", + "df['ada_search'] = df.combined.apply(lambda x: get_embedding(x, engine='text-embedding-ada-002'))\n", "df.to_csv('data/fine_food_reviews_with_embeddings_1k.csv')" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -173,12 +183,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97" + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, diff --git a/examples/Recommendation_using_embeddings.ipynb b/examples/Recommendation_using_embeddings.ipynb index 5dca562a..cf174d2c 100644 --- a/examples/Recommendation_using_embeddings.ipynb +++ b/examples/Recommendation_using_embeddings.ipynb @@ -1,6 +1,7 @@ { "cells": [ { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -14,7 +15,7 @@ "\n", "This notebook demonstrates how to use embeddings to find similar items to recommend. In particular, we use [AG's corpus of news articles](http://groups.di.unipi.it/~gulli/AG_corpus_of_news_articles.html) as our dataset.\n", "\n", - "Our model will answer the question: given an article, what are the articles most similar to it?" + "Our model will answer the question: given an article, what other articles are most similar to it?" ] }, { @@ -33,8 +34,6 @@ "outputs": [], "source": [ "# imports\n", - "from typing import List\n", - "\n", "import pandas as pd\n", "import pickle\n", "\n", @@ -44,7 +43,7 @@ " tsne_components_from_embeddings,\n", " chart_from_components,\n", " indices_of_nearest_neighbors_from_distances,\n", - ")" + ")\n" ] }, { @@ -228,7 +227,7 @@ "# cache is a dict of tuples (text, engine) -> embedding, saved as a pickle file\n", "\n", "# set path to embedding cache\n", - "embedding_cache_path_to_load = \"https://cdn.openai.com/API/examples/data/example_embeddings_cache.pkl\"\n", + "embedding_cache_path_to_load = \"example_embeddings_cache.pkl\"\n", "embedding_cache_path_to_save = \"example_embeddings_cache.pkl\"\n", "\n", "# load the cache if it exists, and save a copy to disk\n", @@ -242,13 +241,12 @@ "# define a function to retrieve embeddings from the cache if present, and otherwise request via the API\n", "def embedding_from_string(\n", " string: str,\n", - " engine: str = \"text-similarity-babbage-001\",\n", + " engine: str = \"text-embedding-ada-002\",\n", " embedding_cache=embedding_cache\n", - ") -> List:\n", + ") -> list:\n", " \"\"\"Return embedding of given string, using a cache to avoid recomputing.\"\"\"\n", " if (string, engine) not in embedding_cache.keys():\n", " embedding_cache[(string, engine)] = get_embedding(string, engine)\n", - " print('NOT FOUND')\n", " with open(embedding_cache_path_to_save, \"wb\") as embedding_cache_file:\n", " pickle.dump(embedding_cache, embedding_cache_file)\n", " return embedding_cache[(string, engine)]" @@ -273,7 +271,7 @@ "\n", "Example string: BRITAIN: BLAIR WARNS OF CLIMATE THREAT Prime Minister Tony Blair urged the international community to consider global warming a dire threat and agree on a plan of action to curb the quot;alarming quot; growth of greenhouse gases.\n", "\n", - "Example embedding: [-0.029093433171510696, 0.007570988964289427, -0.011933144181966782, -0.016499919816851616, 0.026675179600715637, -0.016704540699720383, -0.019439026713371277, 0.015421006828546524, -0.009700911119580269, -0.02580088935792446]...\n" + "Example embedding: [-0.010660368017852306, -0.022390639409422874, -0.008842820301651955, -0.025445666164159775, 0.03140103444457054, 0.010763490572571754, -0.016757531091570854, 0.004205495584756136, -0.008024279028177261, -0.02146252989768982]...\n" ] } ], @@ -283,7 +281,7 @@ "print(f\"\\nExample string: {example_string}\")\n", "\n", "# print the first 10 dimensions of the embedding\n", - "example_embedding = embedding_from_string(example_string, engine=\"text-similarity-babbage-001\")\n", + "example_embedding = embedding_from_string(example_string)\n", "print(f\"\\nExample embedding: {example_embedding[:10]}...\")" ] }, @@ -306,11 +304,11 @@ "outputs": [], "source": [ "def print_recommendations_from_strings(\n", - " strings: List[str],\n", + " strings: list[str],\n", " index_of_source_string: int,\n", " k_nearest_neighbors: int = 1,\n", - " engine=\"text-similarity-babbage-001\",\n", - ") -> List[int]:\n", + " engine=\"text-embedding-ada-002\",\n", + ") -> list[int]:\n", " \"\"\"Print out the k nearest neighbors of a given string.\"\"\"\n", " # get embeddings for all strings\n", " embeddings = [embedding_from_string(string, engine=engine) for string in strings]\n", @@ -368,23 +366,23 @@ "\n", " --- Recommendation #1 (nearest neighbor 1 of 5) ---\n", " String: THE re-election of British Prime Minister Tony Blair would be seen as an endorsement of the military action in Iraq, Prime Minister John Howard said today.\n", - " Distance: 0.164\n", + " Distance: 0.153\n", "\n", " --- Recommendation #2 (nearest neighbor 2 of 5) ---\n", - " String: Israel is prepared to back a Middle East conference convened by Tony Blair early next year despite having expressed fears that the British plans were over-ambitious and designed \n", - " Distance: 0.169\n", + " String: LONDON, England -- A US scientist is reported to have observed a surprising jump in the amount of carbon dioxide, the main greenhouse gas.\n", + " Distance: 0.160\n", "\n", " --- Recommendation #3 (nearest neighbor 3 of 5) ---\n", - " String: WASHINGTON (Reuters) - President Bush on Friday set a four-year goal of seeing a Palestinian state established and he and British Prime Minister Tony Blair vowed to mobilize international support to help make it happen now that Yasser Arafat is dead.\n", - " Distance: 0.174\n", + " String: The anguish of hostage Kenneth Bigley in Iraq hangs over Prime Minister Tony Blair today as he faces the twin test of a local election and a debate by his Labour Party about the divisive war.\n", + " Distance: 0.160\n", "\n", " --- Recommendation #4 (nearest neighbor 4 of 5) ---\n", - " String: AP - President Bush declared Friday that charges of voter fraud have cast doubt on the Ukrainian election, and warned that any European-negotiated pact on Iran's nuclear program must ensure the world can verify Tehran's compliance.\n", - " Distance: 0.179\n", + " String: Israel is prepared to back a Middle East conference convened by Tony Blair early next year despite having expressed fears that the British plans were over-ambitious and designed \n", + " Distance: 0.171\n", "\n", " --- Recommendation #5 (nearest neighbor 5 of 5) ---\n", " String: AFP - A battle group of British troops rolled out of southern Iraq on a US-requested mission to deadlier areas near Baghdad, in a major political gamble for British Prime Minister Tony Blair.\n", - " Distance: 0.182\n" + " Distance: 0.173\n" ] } ], @@ -399,10 +397,11 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "Pretty good! All 5 of the recommendations look similar to the original article about Tony Blair. Interestingly, note that #4 doesn't mention the words Tony Blair, but is nonetheless recommended by the model, presumably because the model understands that Tony Blair tends to be related to President Bush or European pacts over Iran's nuclear program. This illustrates the potential power of using embeddings rather than basic string matching; our models understand what topics are related to one another, even when their words don't overlap." + "Pretty good! 4 of the 5 recommendations explicitly mention Tony Blair and the fifth is an article from London about climate change, topics that might be often associated with Tony Blair." ] }, { @@ -425,23 +424,23 @@ "\n", " --- Recommendation #1 (nearest neighbor 1 of 5) ---\n", " String: PC World - Updated antivirus software for businesses adds intrusion prevention features.\n", - " Distance: 0.108\n", + " Distance: 0.112\n", "\n", " --- Recommendation #2 (nearest neighbor 2 of 5) ---\n", - " String: PC World - Send your video throughout your house--wirelessly--with new gateways and media adapters.\n", - " Distance: 0.160\n", + " String: PC World - The one-time World Class Product of the Year PDA gets a much-needed upgrade.\n", + " Distance: 0.145\n", "\n", " --- Recommendation #3 (nearest neighbor 3 of 5) ---\n", - " String: PC World - The one-time World Class Product of the Year PDA gets a much-needed upgrade.\n", - " Distance: 0.161\n", + " String: PC World - Send your video throughout your house--wirelessly--with new gateways and media adapters.\n", + " Distance: 0.153\n", "\n", " --- Recommendation #4 (nearest neighbor 4 of 5) ---\n", " String: PC World - Symantec, McAfee hope raising virus-definition fees will move users to\\ suites.\n", - " Distance: 0.166\n", + " Distance: 0.157\n", "\n", " --- Recommendation #5 (nearest neighbor 5 of 5) ---\n", - " String: Ziff Davis - The company this week will unveil more programs and technologies designed to ease users of its high-end servers onto its Integrity line, which uses Intel's 64-bit Itanium processor.\n", - " Distance: 0.193\n" + " String: Gateway computers will be more widely available at Office Depot, in the PC maker #39;s latest move to broaden distribution at retail stores since acquiring rival eMachines this year. \n", + " Distance: 0.168\n" ] } ], @@ -454,10 +453,11 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "From the printed distances, you can see that the #1 recommendation is much closer than all the others (0.108 vs 0.160+). And the #1 recommendation looks very similar to the starting article - it's another article from PC World about increasing computer security. Pretty good! " + "From the printed distances, you can see that the #1 recommendation is much closer than all the others (0.11 vs 0.15+). And the #1 recommendation looks very similar to the starting article - it's another article from PC World about increasing computer security. Pretty good! 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overturned a five-figure
damage award to an Alexandria
man for a local auto dealer
#39;s alleged loan scam,
ruling that a Richmond-based
federal appeals court had
wrongly" ], + [ + "AP - President Bush declared
Friday that charges of voter
fraud have cast doubt on the
Ukrainian election, and warned
that any European-negotiated
pact on Iran's nuclear program
must ensure the world can
verify Tehran's compliance." + ], [ "TheSpaceShipOne team is handed
the \\$10m cheque and trophy it
won for claiming the Ansari
X-Prize." ], @@ -14640,9 +14643,6 @@ [ "NEW DELHI: India and Pakistan
agreed on Monday to step up
cooperation in the energy
sector, which could lead to
Pakistan importing large
amounts of diesel fuel from
its neighbour, according to
Pakistani Foreign Minister
Khurshid Mehmood Kasuri." ], - [ - "LONDON, England -- A US
scientist is reported to have
observed a surprising jump in
the amount of carbon dioxide,
the main greenhouse gas." - ], [ "Microsoft's antispam Sender ID
technology continues to get
the cold shoulder. Now AOL
adds its voice to a growing
chorus of businesses and
organizations shunning the
proprietary e-mail
authentication system." ], @@ -15321,6 +15321,9 @@ [ "The European Union presidency
yesterday expressed optimism
that a deal could be struck
over Turkey #39;s refusal to
recognize Cyprus in the lead-
up to next weekend #39;s EU
summit, which will decide
whether to give Ankara a date
for the start of accession
talks." ], + [ + " WASHINGTON (Reuters) -
President Bush on Friday set a
four-year goal of seeing a
Palestinian state established
and he and British Prime
Minister Tony Blair vowed to
mobilize international
support to help make it happen
now that Yasser Arafat is
dead." + ], [ "WASHINGTON Can you always tell
when somebody #39;s lying? If
so, you might be a wizard of
the fib. A California
psychology professor says
there #39;s a tiny subculture
of people that can pick out a
lie nearly every time they
hear one." ], @@ -15690,9 +15693,6 @@ [ "AP - Former Seattle Seahawks
running back Chris Warren has
been arrested in Virginia on a
federal warrant, accused of
failing to pay #36;137,147 in
child support for his two
daughters in Washington state." ], - [ - "The anguish of hostage Kenneth
Bigley in Iraq hangs over
Prime Minister Tony Blair
today as he faces the twin
test of a local election and a
debate by his Labour Party
about the divisive war." - ], [ "Says that amount would have
been earned for the first 9
months of 2004, before AT
amp;T purchase. LOS ANGELES,
(Reuters) - Cingular Wireless
would have posted a net profit
of \\$650 million for the first
nine months" ], @@ -17515,4016 +17515,4016 @@ "showlegend": true, "type": "scattergl", "x": [ - -51.134373, - 16.885553, - -48.13707, - -51.980663, - 16.551483, - -16.582785, - 27.515163, - 14.395848, - -37.457237, - 21.277395, - 39.552036, - -36.613377, - -15.6069765, - 10.049992, - 12.388666, - 55.095966, - -25.992544, - 26.739683, - 26.796614, - 29.343342, - 30.81314, - 26.974768, - 9.48233, - -50.971558, - 23.945402, - -37.405243, - 18.631243, - -27.987421, - 14.278415, - 42.624836, - 22.691431, - -21.589115, - -42.39033, - 13.656828, - -8.61898, - -21.389933, - 21.854736, - 48.2643, - -26.282896, - -53.10345, - 47.58999, - 51.729607, - 50.115997, - -21.058186, - -31.894989, - 45.43516, - -43.87189, - -47.20444, - -24.835318, - 7.521949, - 46.95242, - 43.350426, - -5.8294153, - -35.89872, - 32.328964, - 25.807339, - -12.068133, - -38.75833, - -5.467459, - -23.081848, - 40.892975, - 3.0587933, - -5.723581, - 63.60906, - 56.719826, - 45.20483, - -39.832798, - -9.808486, - 43.382465, 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"customdata": [ - [ - "AP - President Bush declared
Friday that charges of voter
fraud have cast doubt on the
Ukrainian election, and warned
that any European-negotiated
pact on Iran's nuclear program
must ensure the world can
verify Tehran's compliance." - ], [ "Israel is prepared to back a
Middle East conference
convened by Tony Blair early
next year despite having
expressed fears that the
British plans were over-
ambitious and designed" ], [ "THE re-election of British
Prime Minister Tony Blair
would be seen as an
endorsement of the military
action in Iraq, Prime Minister
John Howard said today." ], + [ + "LONDON, England -- A US
scientist is reported to have
observed a surprising jump in
the amount of carbon dioxide,
the main greenhouse gas." + ], [ "AFP - A battle group of
British troops rolled out of
southern Iraq on a US-
requested mission to deadlier
areas near Baghdad, in a major
political gamble for British
Prime Minister Tony Blair." ], [ - " WASHINGTON (Reuters) -
President Bush on Friday set a
four-year goal of seeing a
Palestinian state established
and he and British Prime
Minister Tony Blair vowed to
mobilize international
support to help make it happen
now that Yasser Arafat is
dead." + "The anguish of hostage Kenneth
Bigley in Iraq hangs over
Prime Minister Tony Blair
today as he faces the twin
test of a local election and a
debate by his Labour Party
about the divisive war." ] ], "hovertemplate": "label=Nearest neighbor (top 5)
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string=%{customdata[0]}", @@ -21539,19 +21539,19 @@ "showlegend": true, "type": "scattergl", "x": [ - 4.5387897, - 9.78414, - 10.8124695, - 13.683476, - 11.26307 + -26.59458, + -4.5902886, + -4.7365203, + -31.830841, + -4.7006345 ], "xaxis": "x", "y": [ - 5.5560455, - 1.0642933, - -1.428283, - 14.222655, - 3.921659 + 42.553677, + 28.089476, + -4.9158273, + 28.884428, + 28.960772 ], "yaxis": "y" }, @@ -21573,11 +21573,11 @@ "showlegend": true, "type": "scattergl", "x": [ - 9.285452 + -3.575971 ], "xaxis": "x", "y": [ - 0.0012551127 + 27.801844 ], "yaxis": "y" } @@ -22452,10 +22452,11 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "Looking at the 2D chart above, we can see that the articles about Tony Blair are somewhat close together inside of the World news cluster. Interestingly, although the 5 nearest neighbors (red) were closest in high dimensional space, they are not the closest points in this compressed 2D space. Compressing the embeddings from 2048 dimensions to 2 dimensions discards much of their information, and the nearest neighbors in the 2D space don't seem to be as relevant as those in the full embedding space." + "Looking at the 2D chart above, we can see that the articles about Tony Blair are somewhat close together inside of the World news cluster. Interestingly, although the 5 nearest neighbors (red) were closest in high dimensional space, they are not the closest points in this compressed 2D space. Compressing the embeddings down to 2 dimensions discards much of their information, and the nearest neighbors in the 2D space don't seem to be as relevant as those in the full embedding space." ] }, { @@ -25205,6 +25206,9 @@ [ " NEW YORK (Reuters) - U.S.
chain store retail sales
slipped during the
Thanksgiving holiday week, as
consumers took advantage of
discounted merchandise, a
retail report said on
Tuesday." ], + [ + "Ziff Davis - The company this
week will unveil more programs
and technologies designed to
ease users of its high-end
servers onto its Integrity
line, which uses Intel's
64-bit Itanium processor." + ], [ "The Mac maker says it will
replace about 28,000 batteries
in one model of PowerBook G4
and tells people to stop using
the notebook." ], @@ -25997,9 +26001,6 @@ [ "The trial of a man accused of
murdering York backpacker
Caroline Stuttle begins in
Australia." ], - [ - "Gateway computers will be more
widely available at Office
Depot, in the PC maker #39;s
latest move to broaden
distribution at retail stores
since acquiring rival
eMachines this year." - ], [ "ATHENS -- US sailors needed a
big day to bring home gold and
bronze medals from the sailing
finale here yesterday. But
rolling the dice on windshifts
and starting tactics backfired
both in Star and Tornado
classes, and the Americans had
to settle for a single silver
medal." ], @@ -28467,3997 +28468,3997 @@ "showlegend": true, "type": "scattergl", "x": [ - 9.285452, - 16.885553, - -48.13707, - -51.980663, - 16.551483, - -16.582785, - 27.515163, - 14.395848, - -37.457237, - 21.277395, - 39.552036, - -36.613377, - -15.6069765, - 10.049992, - 12.388666, - 55.095966, - -25.992544, - 26.739683, - 26.796614, - 29.343342, - 30.81314, - 26.974768, - 9.48233, - -50.971558, - 23.945402, - -37.405243, - 18.631243, - -27.987421, - 14.278415, - 42.624836, - 22.691431, - -21.589115, - -42.39033, - 13.656828, - -8.61898, - -21.389933, - 21.854736, - 48.2643, - -26.282896, - -53.10345, - 47.58999, - 51.729607, - 50.115997, - -21.058186, - -31.894989, - 45.43516, - -43.87189, - -47.20444, - -24.835318, - 7.521949, - 46.95242, - 43.350426, - -5.8294153, - -35.89872, - 32.328964, - 25.807339, - -12.068133, - -38.75833, - -5.467459, - -23.081848, - 40.892975, - 3.0587933, - -5.723581, - 63.60906, - 56.719826, - 45.20483, - -39.832798, - -9.808486, - 43.382465, - 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"yaxis": "y" }, @@ -32470,10 +32471,10 @@ "PC World - Send your video
throughout your house--
wirelessly--with new gateways
and media adapters." ], [ - "Ziff Davis - The company this
week will unveil more programs
and technologies designed to
ease users of its high-end
servers onto its Integrity
line, which uses Intel's
64-bit Itanium processor." + "PC World - Symantec, McAfee
hope raising virus-definition
fees will move users to\\
suites." ], [ - "PC World - Symantec, McAfee
hope raising virus-definition
fees will move users to\\
suites." + "Gateway computers will be more
widely available at Office
Depot, in the PC maker #39;s
latest move to broaden
distribution at retail stores
since acquiring rival
eMachines this year." ], [ "PC World - The one-time World
Class Product of the Year PDA
gets a much-needed upgrade." @@ -32491,19 +32492,19 @@ "showlegend": true, "type": "scattergl", "x": [ - -50.753693, - -50.707508, - -38.18538, - -50.59903, - -50.56753 + 45.69399, + 47.155758, + 45.188663, + 41.564137, + 47.787502 ], "xaxis": "x", "y": [ - -8.265735, - -9.550718, - -10.209975, - -7.7679462, - -8.693716 + -14.83988, + -15.125194, + -14.925102, + 6.0755243, + -14.378787 ], "yaxis": "y" }, @@ -32525,11 +32526,11 @@ "showlegend": true, "type": "scattergl", "x": [ - -51.134373 + 46.020172 ], "xaxis": "x", "y": [ - -8.378269 + -14.78441 ], "yaxis": "y" } diff --git a/examples/Regression_using_embeddings.ipynb b/examples/Regression_using_embeddings.ipynb index abaaad6b..f56bb780 100644 --- a/examples/Regression_using_embeddings.ipynb +++ b/examples/Regression_using_embeddings.ipynb @@ -20,7 +20,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Babbage similarity embedding performance on 1k Amazon reviews: mse=0.39, mae=0.38\n" + "Ada similarity embedding performance on 1k Amazon reviews: mse=0.60, mae=0.51\n" ] } ], @@ -32,11 +32,13 @@ "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error, mean_absolute_error\n", "\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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", + "\n", "df = pd.read_csv(datafile_path)\n", - "df[\"babbage_similarity\"] = df.babbage_similarity.apply(eval).apply(np.array)\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(list(df.babbage_similarity.values), df.Score, test_size=0.2, random_state=42)\n", + "X_train, X_test, y_train, y_test = train_test_split(list(df.ada_similarity.values), df.Score, test_size=0.2, random_state=42)\n", "\n", "rfr = RandomForestRegressor(n_estimators=100)\n", "rfr.fit(X_train, y_train)\n", @@ -45,7 +47,7 @@ "mse = mean_squared_error(y_test, preds)\n", "mae = mean_absolute_error(y_test, preds)\n", "\n", - "print(f\"Babbage similarity embedding performance on 1k Amazon reviews: mse={mse:.2f}, mae={mae:.2f}\")\n" + "print(f\"Ada similarity embedding performance on 1k Amazon reviews: mse={mse:.2f}, mae={mae:.2f}\")\n" ] }, { @@ -57,7 +59,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dummy mean prediction performance on Amazon reviews: mse=1.81, mae=1.08\n" + "Dummy mean prediction performance on Amazon reviews: mse=1.73, mae=1.03\n" ] } ], @@ -70,10 +72,11 @@ ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "We can see that the embeddings are able to predict the scores with an average error of 0.39 per score prediction. This is roughly equivalent to predicting 2 out of 3 reviews perfectly, and 1 out of three reviews by a one star error." + "We can see that the embeddings are able to predict the scores with an average error of 0.60 per score prediction. This is roughly equivalent to predicting 1 out of 3 reviews perfectly, and 1 out of two reviews by a one star error." ] }, { @@ -86,9 +89,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -100,7 +103,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { diff --git a/examples/Semantic_text_search_using_embeddings.ipynb b/examples/Semantic_text_search_using_embeddings.ipynb index 345c7743..02e42a7b 100644 --- a/examples/Semantic_text_search_using_embeddings.ipynb +++ b/examples/Semantic_text_search_using_embeddings.ipynb @@ -18,9 +18,11 @@ "import pandas as pd\n", "import numpy as np\n", "\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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", + "\n", "df = pd.read_csv(datafile_path)\n", - "df[\"babbage_search\"] = df.babbage_search.apply(eval).apply(np.array)\n" + "df[\"ada_search\"] = df.ada_search.apply(eval).apply(np.array)\n" ] }, { @@ -39,7 +41,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Fantastic Instant Refried beans: Fantastic Instant Refried Beans have been a staple for my family now for nearly 20 years. All 7 of us love it and my grown kids are passing on the tradition.\n", + "Good Buy: I liked the beans. They were vacuum sealed, plump and moist. Would recommend them for any use. I personally split and stuck them in some vodka to make vanilla extract. Yum!\n", "\n", "Jamaican Blue beans: Excellent coffee bean for roasting. Our family just purchased another 5 pounds for more roasting. Plenty of flavor and mild on acidity when roasted to a dark brown bean and befor\n", "\n", @@ -55,9 +57,9 @@ "def search_reviews(df, product_description, n=3, pprint=True):\n", " embedding = get_embedding(\n", " product_description,\n", - " engine=\"text-search-babbage-query-001\"\n", + " engine=\"text-embedding-ada-002\"\n", " )\n", - " df[\"similarities\"] = df.babbage_search.apply(lambda x: cosine_similarity(x, embedding))\n", + " df[\"similarities\"] = df.ada_search.apply(lambda x: cosine_similarity(x, embedding))\n", "\n", " res = (\n", " df.sort_values(\"similarities\", ascending=False)\n", @@ -84,17 +86,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "sooo good: tastes so good. Worth the money. My boyfriend hates wheat pasta and LOVES this. cooks fast tastes great.I love this brand and started buying more of their pastas. Bulk is best.\n", - "\n", "Tasty and Quick Pasta: Barilla Whole Grain Fusilli with Vegetable Marinara is tasty and has an excellent chunky vegetable marinara. I just wish there was more of it. If you aren't starving or on a \n", "\n", - "Rustichella ROCKS!: Anything this company makes is worthwhile eating! My favorite is their Trenne.
Their whole wheat pasta is the best I have ever had.\n", + "sooo good: tastes so good. Worth the money. My boyfriend hates wheat pasta and LOVES this. cooks fast tastes great.I love this brand and started buying more of their pastas. Bulk is best.\n", + "\n", + "Handy: Love the idea of ready in a minute pasta and for that alone this product gets praise. The pasta is whole grain so that's a big plus and it actually comes out al dente. The vegetable marinara\n", "\n" ] } ], "source": [ - "res = search_reviews(df, \"whole wheat pasta\", n=3)\n" + "res = search_reviews(df, \"whole wheat pasta\", n=3)" ] }, { @@ -119,7 +121,7 @@ } ], "source": [ - "res = search_reviews(df, \"bad delivery\", n=1)\n" + "res = search_reviews(df, \"bad delivery\", n=1)" ] }, { @@ -144,7 +146,7 @@ } ], "source": [ - "res = search_reviews(df, \"spoilt\", n=1)\n" + "res = search_reviews(df, \"spoilt\", n=1)" ] }, { @@ -158,21 +160,21 @@ "text": [ "Good food: The only dry food my queen cat will eat. Helps prevent hair balls. Good packaging. Arrives promptly. Recommended by a friend who sells pet food.\n", "\n", - "Good product: I like that this is a better product for my pets but really for the price of it I couldn't afford to buy this all the time. My cat isn't very picky usually and she ate this, we usually \n", + "The cats like it: My 7 cats like this food but it is a little yucky for the human. Pieces of mackerel swimming in a dark broth. It is billed as a \"complete\" food and contains carrots, peas and pasta.\n", "\n" ] } ], "source": [ - "res = search_reviews(df, \"pet food\", n=2)\n" + "res = search_reviews(df, \"pet food\", n=2)" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -184,12 +186,12 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { "interpreter": { - "hash": "365536dcbde60510dc9073d6b991cd35db2d9bac356a11f5b64279a5e6708b97" + "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, diff --git a/examples/Visualizing_embeddings_in_2D.ipynb b/examples/Visualizing_embeddings_in_2D.ipynb index e3ce651e..4842cd02 100644 --- a/examples/Visualizing_embeddings_in_2D.ipynb +++ b/examples/Visualizing_embeddings_in_2D.ipynb @@ -37,13 +37,15 @@ "source": [ "import pandas as pd\n", "from sklearn.manifold import TSNE\n", + "import numpy as np\n", "\n", "# Load the embeddings\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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 = df.babbage_similarity.apply(eval).to_list()\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", @@ -84,14 +86,12 @@ }, { "data": { - "image/png": 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", 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", 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" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -112,15 +112,16 @@ " 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\")" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3.9.9 ('openai')", + "display_name": "openai-cookbook", "language": "python", - "name": "python3" + "name": "openai-cookbook" }, "language_info": { "codemirror_mode": { @@ -132,7 +133,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.6" }, "orig_nbformat": 4, "vscode": { diff --git a/examples/Visualizing_embeddings_in_3D.ipynb b/examples/Visualizing_embeddings_in_3D.ipynb index 377409e0..fe6727ac 100644 --- a/examples/Visualizing_embeddings_in_3D.ipynb +++ b/examples/Visualizing_embeddings_in_3D.ipynb @@ -136,8 +136,8 @@ "outputs": [], "source": [ "from openai.embeddings_utils import get_embeddings\n", - "# NOTE: The following code will send a query of batch size 200 to /embeddings, cost about $0.2\n", - "matrix = get_embeddings(samples[\"text\"].to_list(), engine=\"text-similarity-babbage-001\")" + "# NOTE: The following code will send a query of batch size 200 to /embeddings\n", + "matrix = get_embeddings(samples[\"text\"].to_list(), engine=\"text-embedding-ada-002\")" ] }, { @@ -178,7 +178,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -188,18 +188,18 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "d15cdcc507224a81a18a0c1f18292590", + "model_id": "3cd7432808324b7aacd55e430ce2d3a9", "version_major": 2, "version_minor": 0 }, - "image/png": 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", + "image/png": 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\n", " Figure\n", "
\n", - " \n", + " \n", "
\n", " " ], diff --git a/examples/Zero-shot_classification_with_embeddings.ipynb b/examples/Zero-shot_classification_with_embeddings.ipynb index 8d14bee9..cd087da4 100644 --- a/examples/Zero-shot_classification_with_embeddings.ipynb +++ b/examples/Zero-shot_classification_with_embeddings.ipynb @@ -24,10 +24,12 @@ "\n", "from sklearn.metrics import classification_report\n", "\n", - "datafile_path = \"https://cdn.openai.com/API/examples/data/fine_food_reviews_with_embeddings_1k.csv\" # for your convenience, we precomputed 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", + "\n", "df = pd.read_csv(datafile_path)\n", - "df['babbage_similarity'] = df.babbage_similarity.apply(eval).apply(np.array)\n", - "df['babbage_search'] = df.babbage_search.apply(eval).apply(np.array)\n", + "df['ada_similarity'] = df.ada_similarity.apply(eval).apply(np.array)\n", + "df['ada_search'] = df.ada_search.apply(eval).apply(np.array)\n", "\n", "df= df[df.Score!=3]\n", "df['sentiment'] = df.Score.replace({1:'negative', 2:'negative', 4:'positive', 5:'positive'})" @@ -54,25 +56,23 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.67 0.88 0.76 136\n", - " positive 0.98 0.93 0.95 789\n", + " negative 0.62 0.88 0.73 136\n", + " positive 0.98 0.90 0.94 789\n", "\n", - " accuracy 0.92 925\n", - " macro avg 0.82 0.90 0.86 925\n", - "weighted avg 0.93 0.92 0.92 925\n", + " accuracy 0.90 925\n", + " macro avg 0.80 0.89 0.83 925\n", + "weighted avg 0.92 0.90 0.91 925\n", "\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -82,14 +82,14 @@ "\n", "def evaluate_embeddings_approach(\n", " labels = ['negative', 'positive'], \n", - " engine = 'babbage-similarity',\n", + " engine = 'text-embedding-ada-002',\n", "):\n", " label_embeddings = [get_embedding(label, engine=engine) for label in labels]\n", "\n", " def label_score(review_embedding, label_embeddings):\n", " return cosine_similarity(review_embedding, label_embeddings[1]) - cosine_similarity(review_embedding, label_embeddings[0])\n", "\n", - " engine_col_name = engine.replace('-','_').replace('_query','')\n", + " engine_col_name = 'ada_similarity'\n", " probas = df[engine_col_name].apply(lambda x: label_score(x, label_embeddings))\n", " preds = probas.apply(lambda x: 'positive' if x>0 else 'negative')\n", "\n", @@ -99,7 +99,7 @@ " display = PrecisionRecallDisplay.from_predictions(df.sentiment, probas, pos_label='positive')\n", " _ = display.ax_.set_title(\"2-class Precision-Recall curve\")\n", "\n", - "evaluate_embeddings_approach(labels=['negative', 'positive'], engine='babbage-similarity')" + "evaluate_embeddings_approach(labels=['negative', 'positive'], engine='text-embedding-ada-002')" ] }, { @@ -120,30 +120,28 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.65 0.93 0.76 136\n", - " positive 0.99 0.91 0.95 789\n", + " negative 0.98 0.73 0.84 136\n", + " positive 0.96 1.00 0.98 789\n", "\n", - " accuracy 0.92 925\n", - " macro avg 0.82 0.92 0.86 925\n", - "weighted avg 0.94 0.92 0.92 925\n", + " accuracy 0.96 925\n", + " macro avg 0.97 0.86 0.91 925\n", + "weighted avg 0.96 0.96 0.96 925\n", "\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "evaluate_embeddings_approach(labels=['An Amazon review with a negative sentiment.', 'An Amazon review with a positive sentiment.'], engine='babbage-similarity')" + "evaluate_embeddings_approach(labels=['An Amazon review with a negative sentiment.', 'An Amazon review with a positive sentiment.'], engine='text-embedding-ada-002')" ] }, { @@ -164,30 +162,28 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.65 0.93 0.76 136\n", - " positive 0.99 0.91 0.95 789\n", + " negative 0.98 0.73 0.84 136\n", + " positive 0.96 1.00 0.98 789\n", "\n", - " accuracy 0.92 925\n", - " macro avg 0.82 0.92 0.86 925\n", - "weighted avg 0.94 0.92 0.92 925\n", + " accuracy 0.96 925\n", + " macro avg 0.97 0.86 0.91 925\n", + "weighted avg 0.96 0.96 0.96 925\n", "\n" ] }, { "data": { - "image/png": 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", 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", 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