From b089aa4ca909beeca233bafc0f680cca38a03609 Mon Sep 17 00:00:00 2001 From: Soubeer Koley Date: Wed, 15 May 2024 18:34:48 +0530 Subject: [PATCH 1/2] embeds complete --- stackoverflow_search_engine_gpt2_embeds.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 stackoverflow_search_engine_gpt2_embeds.ipynb diff --git a/stackoverflow_search_engine_gpt2_embeds.ipynb b/stackoverflow_search_engine_gpt2_embeds.ipynb new file mode 100644 index 0000000..1f3adbe --- /dev/null +++ b/stackoverflow_search_engine_gpt2_embeds.ipynb @@ -0,0 +1 @@ +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-05-14T13:22:20.040546Z","iopub.status.busy":"2024-05-14T13:22:20.040214Z","iopub.status.idle":"2024-05-14T13:22:20.050550Z","shell.execute_reply":"2024-05-14T13:22:20.049827Z","shell.execute_reply.started":"2024-05-14T13:22:20.040501Z"},"trusted":true},"outputs":[],"source":["import numpy as np \n","import pandas as pd \n"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:43.780619Z","iopub.status.busy":"2024-05-14T13:22:43.780314Z","iopub.status.idle":"2024-05-14T13:22:52.844093Z","shell.execute_reply":"2024-05-14T13:22:52.843188Z","shell.execute_reply.started":"2024-05-14T13:22:43.780587Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m W&B installed but not logged in. Run `wandb login` or set the WANDB_API_KEY env variable.\n","/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n"]}],"source":["import pandas as pd\n","import numpy as np\n","from nltk.corpus import stopwords\n","import re\n","from wordcloud import WordCloud, STOPWORDS \n","import matplotlib.pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from transformers import (GPT2Config,GPT2LMHeadModel,GPT2Tokenizer)\n","import torch\n","from string import punctuation as pnc\n","from collections import Counter\n","from scipy import spatial\n","from bs4 import BeautifulSoup\n","from tqdm.notebook import tqdm\n","import torch\n","import pylab as pl\n","pd.set_option('display.max_colwidth', -1)"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.845783Z","iopub.status.busy":"2024-05-14T13:22:52.845497Z","iopub.status.idle":"2024-05-14T13:22:52.955261Z","shell.execute_reply":"2024-05-14T13:22:52.954571Z","shell.execute_reply.started":"2024-05-14T13:22:52.845754Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n","[nltk_data] Unzipping corpora/stopwords.zip.\n"]},{"data":{"text/plain":["True"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["import nltk\n","nltk.download('stopwords')"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.958452Z","iopub.status.busy":"2024-05-14T13:22:52.958170Z","iopub.status.idle":"2024-05-14T13:23:12.665559Z","shell.execute_reply":"2024-05-14T13:23:12.664815Z","shell.execute_reply.started":"2024-05-14T13:22:52.958423Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]},{"data":{"text/html":["
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IdOwnerUserIdCreationDateScoreTitleBody
0469147.02008-08-02T15:11:16Z21How can I find the full path to a font from its display name on a Mac?<p>I am using the Photoshop's javascript API to find the fonts in a given PSD.</p>\\n\\n<p>Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.</p>\\n\\n<p>This is all happening in a python program running on OSX so I guess I'm looking for one of:</p>\\n\\n<ul>\\n<li>Some Photoshop javascript</li>\\n<li>A Python function</li>\\n<li>An OSX API that I can call from python</li>\\n</ul>\\n
1502147.02008-08-02T17:01:58Z27Get a preview JPEG of a PDF on Windows?<p>I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.</p>\\n\\n<p>On the Mac I am spawning <a href=\"http://developer.apple.com/documentation/Darwin/Reference/ManPages/man1/sips.1.html\">sips</a>. Is there something similarly simple I can do on Windows?</p>\\n
2535154.02008-08-02T18:43:54Z40Continuous Integration System for a Python Codebase<p>I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.</p>\\n\\n<p>I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?</p>\\n
3594116.02008-08-03T01:15:08Z25cx_Oracle: How do I iterate over a result set?<p>There are several ways to iterate over a result set. What are the tradeoff of each?</p>\\n
4683199.02008-08-03T13:19:16Z28Using 'in' to match an attribute of Python objects in an array<p>I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,</p>\\r\\n\\r\\n<pre><code>foo in iter_attr(array of python objects, attribute name)</code></pre>\\r\\n\\r\\n<p>I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers</p>
\n","
"],"text/plain":[" Id OwnerUserId CreationDate Score \\\n","0 469 147.0 2008-08-02T15:11:16Z 21 \n","1 502 147.0 2008-08-02T17:01:58Z 27 \n","2 535 154.0 2008-08-02T18:43:54Z 40 \n","3 594 116.0 2008-08-03T01:15:08Z 25 \n","4 683 199.0 2008-08-03T13:19:16Z 28 \n","\n"," Title \\\n","0 How can I find the full path to a font from its display name on a Mac? \n","1 Get a preview JPEG of a PDF on Windows? \n","2 Continuous Integration System for a Python Codebase \n","3 cx_Oracle: How do I iterate over a result set? \n","4 Using 'in' to match an attribute of Python objects in an array \n","\n"," Body \n","0

I am using the Photoshop's javascript API to find the fonts in a given PSD.

\\n\\n

Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.

\\n\\n

This is all happening in a python program running on OSX so I guess I'm looking for one of:

\\n\\n\\n \n","1

I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.

\\n\\n

On the Mac I am spawning sips. Is there something similarly simple I can do on Windows?

\\n \n","2

I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.

\\n\\n

I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?

\\n \n","3

There are several ways to iterate over a result set. What are the tradeoff of each?

\\n \n","4

I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,

\\r\\n\\r\\n
foo in iter_attr(array of python objects, attribute name)
\\r\\n\\r\\n

I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers

"]},"metadata":{},"output_type":"display_data"}],"source":["questions = pd.read_csv(\"Questions.csv\", encoding = \"ISO-8859-1\")\n","print(len(questions))\n","display(questions.head(5))"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.668987Z","iopub.status.busy":"2024-05-14T13:23:12.668710Z","iopub.status.idle":"2024-05-14T13:23:12.704606Z","shell.execute_reply":"2024-05-14T13:23:12.703640Z","shell.execute_reply.started":"2024-05-14T13:23:12.668959Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Questions : 607282\n"]}],"source":["print(\"Number of unique Questions : \", questions['Id'].nunique())"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.706164Z","iopub.status.busy":"2024-05-14T13:23:12.705869Z","iopub.status.idle":"2024-05-14T13:23:21.128840Z","shell.execute_reply":"2024-05-14T13:23:21.127736Z","shell.execute_reply.started":"2024-05-14T13:23:12.706133Z"},"trusted":true},"outputs":[],"source":["questions['qLen'] = questions['Title'].apply(lambda x : len(x.split(\" \")))\n","questions['qBodyLen'] = questions['Body'].apply(lambda x : len(x.split(\" \")))"]},{"cell_type":"markdown","metadata":{},"source":["## Words in Title and Body"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.130412Z","iopub.status.busy":"2024-05-14T13:23:21.130124Z","iopub.status.idle":"2024-05-14T13:23:21.392242Z","shell.execute_reply":"2024-05-14T13:23:21.391394Z","shell.execute_reply.started":"2024-05-14T13:23:21.130383Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Title')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions['qLen'].hist(bins=35)\n","plt.title(\"No. of words in Title\")"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.394069Z","iopub.status.busy":"2024-05-14T13:23:21.393797Z","iopub.status.idle":"2024-05-14T13:23:21.801047Z","shell.execute_reply":"2024-05-14T13:23:21.800257Z","shell.execute_reply.started":"2024-05-14T13:23:21.394042Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Body')"]},"execution_count":10,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions[questions['qBodyLen']<500]['qBodyLen'].hist(bins=100)\n","plt.title(\"No. of words in Body\")"]},{"cell_type":"markdown","metadata":{},"source":["## Word Cloud"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.802737Z","iopub.status.busy":"2024-05-14T13:23:21.802455Z","iopub.status.idle":"2024-05-14T13:23:21.811721Z","shell.execute_reply":"2024-05-14T13:23:21.810864Z","shell.execute_reply.started":"2024-05-14T13:23:21.802709Z"},"trusted":true},"outputs":[],"source":["def getWordCloud(df,col):\n"," comment_words = '' \n"," stopwords = set(STOPWORDS) \n"," \n"," for val in tqdm(df[col]): \n"," \n"," val = str(val) \n"," tokens = val.split() \n"," \n"," for i in range(len(tokens)): \n"," tokens[i] = tokens[i].lower() \n"," \n"," comment_words += \" \".join(tokens)+\" \"\n"," \n"," wordcloud = WordCloud(width = 800, height = 800, \n"," background_color ='white', \n"," stopwords = stopwords, \n"," min_font_size = 10).generate(comment_words) \n"," \n"," \n"," plt.figure(figsize = (5, 5), facecolor = None) \n"," plt.imshow(wordcloud) \n"," plt.axis(\"off\")\n"," plt.tight_layout(pad = 0) \n"," \n"," plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.813349Z","iopub.status.busy":"2024-05-14T13:23:21.813062Z","iopub.status.idle":"2024-05-14T13:23:51.319682Z","shell.execute_reply":"2024-05-14T13:23:51.318750Z","shell.execute_reply.started":"2024-05-14T13:23:21.813320Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"25f65c2d791146258d96c2eb9430d43b","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=607282.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["getWordCloud(questions,'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocessing\n"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.321460Z","iopub.status.busy":"2024-05-14T13:23:51.321158Z","iopub.status.idle":"2024-05-14T13:23:51.330347Z","shell.execute_reply":"2024-05-14T13:23:51.329522Z","shell.execute_reply.started":"2024-05-14T13:23:51.321430Z"},"trusted":true},"outputs":[],"source":["stop = stopwords.words('english')\n","def preprocess(df, col):\n"," df['preprocessed'+col] = df[col].apply(lambda x : \" \".join([word for word in x.split(\" \") if word not in stop]))\n"," df['preprocessed'+col] = df['preprocessed'+col].str.replace('[^a-zA-Z0-9 ]', '')\n"," df['preprocessed'+col] = df['preprocessed'+col].str.lower()\n"," return df"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.332313Z","iopub.status.busy":"2024-05-14T13:23:51.331943Z","iopub.status.idle":"2024-05-14T13:24:05.857833Z","shell.execute_reply":"2024-05-14T13:24:05.857127Z","shell.execute_reply.started":"2024-05-14T13:23:51.332274Z"},"trusted":true},"outputs":[],"source":["questions = preprocess(questions, 'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Tags"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:05.859546Z","iopub.status.busy":"2024-05-14T13:24:05.859159Z","iopub.status.idle":"2024-05-14T13:24:06.738844Z","shell.execute_reply":"2024-05-14T13:24:06.737976Z","shell.execute_reply.started":"2024-05-14T13:24:05.859501Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1885078\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdTag
0469python
1469osx
2469fonts
3469photoshop
4502python
\n","
"],"text/plain":[" Id Tag\n","0 469 python \n","1 469 osx \n","2 469 fonts \n","3 469 photoshop\n","4 502 python "]},"metadata":{},"output_type":"display_data"}],"source":["tags = pd.read_csv(\"Tags.csv\", encoding = \"ISO-8859-1\")\n","print(len(tags))\n","display(tags.head(5))"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.740337Z","iopub.status.busy":"2024-05-14T13:24:06.740065Z","iopub.status.idle":"2024-05-14T13:24:06.953330Z","shell.execute_reply":"2024-05-14T13:24:06.952395Z","shell.execute_reply.started":"2024-05-14T13:24:06.740308Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Tags : 16895\n"]}],"source":["print(\"Number of unique Tags : \", tags['Tag'].nunique())"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.955551Z","iopub.status.busy":"2024-05-14T13:24:06.955140Z","iopub.status.idle":"2024-05-14T13:24:07.982478Z","shell.execute_reply":"2024-05-14T13:24:07.981575Z","shell.execute_reply.started":"2024-05-14T13:24:06.955506Z"},"trusted":true},"outputs":[{"data":{"text/plain":[""]},"execution_count":17,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["fig, ax = plt.subplots()\n","tags[tags['Tag']!='python']['Tag'].value_counts().sort_values(ascending = False)[:20].plot(ax=ax, kind='bar')"]},{"cell_type":"markdown","metadata":{},"source":["## Encoding the Processed Question Title and Embedding it using GPT2 Tokenizer"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:07.984254Z","iopub.status.busy":"2024-05-14T13:24:07.983854Z","iopub.status.idle":"2024-05-14T13:24:29.114301Z","shell.execute_reply":"2024-05-14T13:24:29.113290Z","shell.execute_reply.started":"2024-05-14T13:24:07.984208Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9f8590670b0343ada77ae96d6f8a5cf4","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=665.0, style=ProgressStyle(description_…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f947940aff0e4c30924280b9cbf559a9","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=548118077.0, style=ProgressStyle(descri…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4e34cf162bfb4acc8180a0cebc6ec5ca","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1042301.0, style=ProgressStyle(descript…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1c6e5fb541784a0992464c0a176e16a7","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=456318.0, style=ProgressStyle(descripti…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["config_class, model_class, tokenizer_class = GPT2Config, GPT2LMHeadModel, GPT2Tokenizer\n","model = model_class.from_pretrained('gpt2')\n","tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.115993Z","iopub.status.busy":"2024-05-14T13:24:29.115679Z","iopub.status.idle":"2024-05-14T13:24:29.121308Z","shell.execute_reply":"2024-05-14T13:24:29.120411Z","shell.execute_reply.started":"2024-05-14T13:24:29.115963Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282 607282\n"]}],"source":["preprocessedTitle = questions['preprocessedTitle'].values\n","QID = questions['Id'].values\n","print(len(preprocessedTitle), len(QID))"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.123037Z","iopub.status.busy":"2024-05-14T13:24:29.122671Z","iopub.status.idle":"2024-05-14T13:25:47.242406Z","shell.execute_reply":"2024-05-14T13:25:47.241522Z","shell.execute_reply.started":"2024-05-14T13:24:29.122999Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]}],"source":["encodedpreprocessedTitle = tokenizer.batch_encode_plus(preprocessedTitle)['input_ids']\n","print(len(encodedpreprocessedTitle))"]},{"cell_type":"markdown","metadata":{},"source":["## Loading the embedding from GPT2 Model"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.244196Z","iopub.status.busy":"2024-05-14T13:25:47.243911Z","iopub.status.idle":"2024-05-14T13:25:47.249558Z","shell.execute_reply":"2024-05-14T13:25:47.248652Z","shell.execute_reply.started":"2024-05-14T13:25:47.244169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of embedding matrix : torch.Size([50257, 768])\n","Type of embedding matrix : \n"]}],"source":["embeddigs = model.transformer.wte\n","print(\"Shape of embedding matrix : \",embeddigs.weight.shape)\n","print(\"Type of embedding matrix : \", type(embeddigs))"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.251178Z","iopub.status.busy":"2024-05-14T13:25:47.250899Z","iopub.status.idle":"2024-05-14T13:26:17.926808Z","shell.execute_reply":"2024-05-14T13:26:17.925816Z","shell.execute_reply.started":"2024-05-14T13:25:47.251150Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d8705147a9a84ebf8f31c63d72301b62","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["TitleEmbeddingList = []\n","QIDList = []\n","for idx, (qid, encodedTitle) in tqdm(enumerate(zip(QID, encodedpreprocessedTitle))):\n"," if len(encodedTitle) > 0 :\n"," embeddedTitle = embeddigs(torch.tensor(encodedTitle).to(torch.int64)).mean(axis=0)\n"," TitleEmbeddingList.append(embeddedTitle)\n"," QIDList.append(qid)"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.928275Z","iopub.status.busy":"2024-05-14T13:26:17.927995Z","iopub.status.idle":"2024-05-14T13:26:17.933753Z","shell.execute_reply":"2024-05-14T13:26:17.932997Z","shell.execute_reply.started":"2024-05-14T13:26:17.928246Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of Titles : 607281 and Length of vector of each Title : 768\n"]}],"source":["numQ = len(TitleEmbeddingList)\n","embedDim = len(TitleEmbeddingList[0])\n","print(\"Number of Titles : \",numQ,\" and Length of vector of each Title : \",embedDim)"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.935289Z","iopub.status.busy":"2024-05-14T13:26:17.935004Z","iopub.status.idle":"2024-05-14T13:26:17.946354Z","shell.execute_reply":"2024-05-14T13:26:17.945666Z","shell.execute_reply.started":"2024-05-14T13:26:17.935260Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Type of TitleEmbeddingList : \n"]}],"source":["print(\"Type of TitleEmbeddingList : \",type(TitleEmbeddingList))"]},{"cell_type":"markdown","metadata":{},"source":["## Converting TitleEmbeddingList from List of tensors to tensor."]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.947692Z","iopub.status.busy":"2024-05-14T13:26:17.947396Z","iopub.status.idle":"2024-05-14T13:26:20.071219Z","shell.execute_reply":"2024-05-14T13:26:20.070243Z","shell.execute_reply.started":"2024-05-14T13:26:17.947664Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of TitleEmbeddingTensor : torch.Size([607281, 768])\n","Type of TitleEmbeddingTensor : \n"]}],"source":["TitleEmbeddingTensor = torch.cat(TitleEmbeddingList, dim=0)\n","TitleEmbeddingTensor = torch.reshape(TitleEmbeddingTensor, (numQ, embedDim))\n","print(\"Shape of TitleEmbeddingTensor : \",TitleEmbeddingTensor.shape)\n","print(\"Type of TitleEmbeddingTensor : \", type(TitleEmbeddingTensor))"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocess the Input text"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.073136Z","iopub.status.busy":"2024-05-14T13:26:20.072749Z","iopub.status.idle":"2024-05-14T13:26:20.078560Z","shell.execute_reply":"2024-05-14T13:26:20.077827Z","shell.execute_reply.started":"2024-05-14T13:26:20.073096Z"},"trusted":true},"outputs":[],"source":["def preprocesstext(text):\n"," text = \" \".join([word for word in text.split(\" \") if word not in stop])\n"," text = re.sub(r'[^a-zA-Z0-9 ]','',text)\n"," text = text.lower()\n"," return text"]},{"cell_type":"markdown","metadata":{},"source":["## Perform Cosine Similarity"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.080060Z","iopub.status.busy":"2024-05-14T13:26:20.079785Z","iopub.status.idle":"2024-05-14T13:26:20.090019Z","shell.execute_reply":"2024-05-14T13:26:20.089258Z","shell.execute_reply.started":"2024-05-14T13:26:20.080032Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestionsIdx(K, a, b):\n"," a_norm = a / a.norm(dim=1)[:, None]\n"," b_norm = b / b.norm(dim=1)[:, None]\n"," res = torch.mm(a_norm, b_norm.transpose(0,1)).squeeze(0)\n"," res = res.tolist()\n"," mostSimIdx = sorted(range(len(res)), key=lambda x: res[x])[-K:]\n"," return mostSimIdx"]},{"cell_type":"markdown","metadata":{},"source":["## Print the Most Similar Question Titles With the Question ID"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.091749Z","iopub.status.busy":"2024-05-14T13:26:20.091340Z","iopub.status.idle":"2024-05-14T13:26:20.103702Z","shell.execute_reply":"2024-05-14T13:26:20.102872Z","shell.execute_reply.started":"2024-05-14T13:26:20.091710Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestions(K, input, QuestionDF, QIDList):\n"," input = input\n"," preprocessedinput = preprocesstext(input)\n"," inputEncoded = tokenizer.batch_encode_plus([preprocessedinput])['input_ids']\n"," inputEmbedded = embeddigs(torch.tensor(inputEncoded).to(torch.int64)).squeeze(0).mean(axis=0).unsqueeze(0)\n"," mostSimilarIdx = getMostSimilarQuestionsIdx(K, inputEmbedded, TitleEmbeddingTensor)\n"," mostSimilarIdx.reverse()\n"," print(\"Most similar \",K, \" questions : \")\n"," for idx, simidx in enumerate(mostSimilarIdx):\n"," IDQ = QuestionDF[QuestionDF['Id']==QIDList[simidx]][['Id','Title']].values\n"," parentId = IDQ[0][0]\n"," simQuestion = IDQ[0][1]\n"," print((idx+1), \"Question Id : \", parentId, \"Question : \",simQuestion)"]},{"cell_type":"markdown","metadata":{},"source":["## Testing"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.105177Z","iopub.status.busy":"2024-05-14T13:26:20.104879Z","iopub.status.idle":"2024-05-14T13:26:22.739206Z","shell.execute_reply":"2024-05-14T13:26:22.738358Z","shell.execute_reply.started":"2024-05-14T13:26:20.105148Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 29229892 Question : How can I multiply each column with the other columns of the Pandas DataFrame?\n","2 Question Id : 30224626 Question : How can I join columns in Pandas?\n","3 Question Id : 37929109 Question : How to merge / overwrite columns in Pandas\n","4 Question Id : 38026984 Question : How do I calculate a pandas column with multiple columns as arguments?\n","5 Question Id : 19221694 Question : How many columns in pandas, python?\n"]}],"source":["getMostSimilarQuestions(5, \"How to Multiply 2 columns pandas ?\", questions ,QIDList)"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:22.740614Z","iopub.status.busy":"2024-05-14T13:26:22.740338Z","iopub.status.idle":"2024-05-14T13:26:25.267337Z","shell.execute_reply":"2024-05-14T13:26:25.266228Z","shell.execute_reply.started":"2024-05-14T13:26:22.740587Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 34375898 Question : REGEX using Pandas\n","2 Question Id : 39125455 Question : Regex with columns pandas\n","3 Question Id : 36360828 Question : Regex Difficulties Extracting Text for Pandas Dataframe\n","4 Question Id : 31271146 Question : In Pandas module of python pandas.read_excel is not working\n","5 Question Id : 38336727 Question : regex and python\n"]}],"source":["getMostSimilarQuestions(5, \"regex pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:25.269417Z","iopub.status.busy":"2024-05-14T13:26:25.269025Z","iopub.status.idle":"2024-05-14T13:26:27.757194Z","shell.execute_reply":"2024-05-14T13:26:27.756299Z","shell.execute_reply.started":"2024-05-14T13:26:25.269376Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 32724678 Question : Logistic Regression with sklearn\n","2 Question Id : 40067172 Question : Logistic Regression model on sklearn\n","3 Question Id : 24935415 Question : Logistic Regression function on sklearn\n","4 Question Id : 20869711 Question : Features in sklearn logistic regression\n","5 Question Id : 34033189 Question : sklearn Python and Logistic regression\n"]}],"source":["getMostSimilarQuestions(5, \"logistic regression sklearn\", questions ,QIDList)"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:27.759273Z","iopub.status.busy":"2024-05-14T13:26:27.758884Z","iopub.status.idle":"2024-05-14T13:26:30.232243Z","shell.execute_reply":"2024-05-14T13:26:30.231164Z","shell.execute_reply.started":"2024-05-14T13:26:27.759230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 23057219 Question : how to convert csv to dictionary using pandas\n","2 Question Id : 30132999 Question : convert whole csv to json file- python\n","3 Question Id : 23231605 Question : Convert Pandas dataframe to csv string\n","4 Question Id : 35515367 Question : Convert a single string formatted as a csv file into a pandas dataframe\n","5 Question Id : 38291701 Question : Using pandas over csv library for manipulating CSV files in Python3\n"]}],"source":["getMostSimilarQuestions(5, \"covert csv to json file pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:30.236726Z","iopub.status.busy":"2024-05-14T13:26:30.236402Z","iopub.status.idle":"2024-05-14T13:26:32.699474Z","shell.execute_reply":"2024-05-14T13:26:32.698465Z","shell.execute_reply.started":"2024-05-14T13:26:30.236695Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 4828238 Question : Connect to a website using Python\n","2 Question Id : 34830638 Question : Build a URL using Python requests library\n","3 Question Id : 23691606 Question : Build a URL using Requests module Python\n","4 Question Id : 31333864 Question : login into a website using python\n","5 Question Id : 14424858 Question : how to login into a website using python\n"]}],"source":["getMostSimilarQuestions(5, \"Build website using python\", questions ,QIDList)"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:32.701197Z","iopub.status.busy":"2024-05-14T13:26:32.700926Z","iopub.status.idle":"2024-05-14T13:26:35.183289Z","shell.execute_reply":"2024-05-14T13:26:35.182335Z","shell.execute_reply.started":"2024-05-14T13:26:32.701169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 31211853 Question : How to install Python Pandas?\n","2 Question Id : 38768996 Question : How to install pandas for Python 3?\n","3 Question Id : 22924370 Question : How to make this pandas query?\n","4 Question Id : 28560826 Question : How do I install pandas for Python 3.4 in Windows?\n","5 Question Id : 39286344 Question : How to use merge in pandas\n"]}],"source":["getMostSimilarQuestions(5, \"How to install Pandas\", questions ,QIDList)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.11.9"}},"nbformat":4,"nbformat_minor":4} From cbd8e260cf1d11c3e226b69aa689e823fd320b6c Mon Sep 17 00:00:00 2001 From: Soubeer Koley Date: Wed, 15 May 2024 18:36:00 +0530 Subject: [PATCH 2/2] Search Engine Running --- stackoverflow_search_engine_gpt2_embeds.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/stackoverflow_search_engine_gpt2_embeds.ipynb b/stackoverflow_search_engine_gpt2_embeds.ipynb index 1f3adbe..6aa6b43 100644 --- a/stackoverflow_search_engine_gpt2_embeds.ipynb +++ b/stackoverflow_search_engine_gpt2_embeds.ipynb @@ -1 +1 @@ -{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-05-14T13:22:20.040546Z","iopub.status.busy":"2024-05-14T13:22:20.040214Z","iopub.status.idle":"2024-05-14T13:22:20.050550Z","shell.execute_reply":"2024-05-14T13:22:20.049827Z","shell.execute_reply.started":"2024-05-14T13:22:20.040501Z"},"trusted":true},"outputs":[],"source":["import numpy as np \n","import pandas as pd \n"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:43.780619Z","iopub.status.busy":"2024-05-14T13:22:43.780314Z","iopub.status.idle":"2024-05-14T13:22:52.844093Z","shell.execute_reply":"2024-05-14T13:22:52.843188Z","shell.execute_reply.started":"2024-05-14T13:22:43.780587Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m W&B installed but not logged in. Run `wandb login` or set the WANDB_API_KEY env variable.\n","/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n"]}],"source":["import pandas as pd\n","import numpy as np\n","from nltk.corpus import stopwords\n","import re\n","from wordcloud import WordCloud, STOPWORDS \n","import matplotlib.pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from transformers import (GPT2Config,GPT2LMHeadModel,GPT2Tokenizer)\n","import torch\n","from string import punctuation as pnc\n","from collections import Counter\n","from scipy import spatial\n","from bs4 import BeautifulSoup\n","from tqdm.notebook import tqdm\n","import torch\n","import pylab as pl\n","pd.set_option('display.max_colwidth', -1)"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.845783Z","iopub.status.busy":"2024-05-14T13:22:52.845497Z","iopub.status.idle":"2024-05-14T13:22:52.955261Z","shell.execute_reply":"2024-05-14T13:22:52.954571Z","shell.execute_reply.started":"2024-05-14T13:22:52.845754Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n","[nltk_data] Unzipping corpora/stopwords.zip.\n"]},{"data":{"text/plain":["True"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["import nltk\n","nltk.download('stopwords')"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.958452Z","iopub.status.busy":"2024-05-14T13:22:52.958170Z","iopub.status.idle":"2024-05-14T13:23:12.665559Z","shell.execute_reply":"2024-05-14T13:23:12.664815Z","shell.execute_reply.started":"2024-05-14T13:22:52.958423Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]},{"data":{"text/html":["
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IdOwnerUserIdCreationDateScoreTitleBody
0469147.02008-08-02T15:11:16Z21How can I find the full path to a font from its display name on a Mac?<p>I am using the Photoshop's javascript API to find the fonts in a given PSD.</p>\\n\\n<p>Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.</p>\\n\\n<p>This is all happening in a python program running on OSX so I guess I'm looking for one of:</p>\\n\\n<ul>\\n<li>Some Photoshop javascript</li>\\n<li>A Python function</li>\\n<li>An OSX API that I can call from python</li>\\n</ul>\\n
1502147.02008-08-02T17:01:58Z27Get a preview JPEG of a PDF on Windows?<p>I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.</p>\\n\\n<p>On the Mac I am spawning <a href=\"http://developer.apple.com/documentation/Darwin/Reference/ManPages/man1/sips.1.html\">sips</a>. Is there something similarly simple I can do on Windows?</p>\\n
2535154.02008-08-02T18:43:54Z40Continuous Integration System for a Python Codebase<p>I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.</p>\\n\\n<p>I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?</p>\\n
3594116.02008-08-03T01:15:08Z25cx_Oracle: How do I iterate over a result set?<p>There are several ways to iterate over a result set. What are the tradeoff of each?</p>\\n
4683199.02008-08-03T13:19:16Z28Using 'in' to match an attribute of Python objects in an array<p>I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,</p>\\r\\n\\r\\n<pre><code>foo in iter_attr(array of python objects, attribute name)</code></pre>\\r\\n\\r\\n<p>I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers</p>
\n","
"],"text/plain":[" Id OwnerUserId CreationDate Score \\\n","0 469 147.0 2008-08-02T15:11:16Z 21 \n","1 502 147.0 2008-08-02T17:01:58Z 27 \n","2 535 154.0 2008-08-02T18:43:54Z 40 \n","3 594 116.0 2008-08-03T01:15:08Z 25 \n","4 683 199.0 2008-08-03T13:19:16Z 28 \n","\n"," Title \\\n","0 How can I find the full path to a font from its display name on a Mac? \n","1 Get a preview JPEG of a PDF on Windows? \n","2 Continuous Integration System for a Python Codebase \n","3 cx_Oracle: How do I iterate over a result set? \n","4 Using 'in' to match an attribute of Python objects in an array \n","\n"," Body \n","0

I am using the Photoshop's javascript API to find the fonts in a given PSD.

\\n\\n

Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.

\\n\\n

This is all happening in a python program running on OSX so I guess I'm looking for one of:

\\n\\n
    \\n
  • Some Photoshop javascript
  • \\n
  • A Python function
  • \\n
  • An OSX API that I can call from python
  • \\n
\\n \n","1

I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.

\\n\\n

On the Mac I am spawning sips. Is there something similarly simple I can do on Windows?

\\n \n","2

I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.

\\n\\n

I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?

\\n \n","3

There are several ways to iterate over a result set. What are the tradeoff of each?

\\n \n","4

I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,

\\r\\n\\r\\n
foo in iter_attr(array of python objects, attribute name)
\\r\\n\\r\\n

I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers

"]},"metadata":{},"output_type":"display_data"}],"source":["questions = pd.read_csv(\"Questions.csv\", encoding = \"ISO-8859-1\")\n","print(len(questions))\n","display(questions.head(5))"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.668987Z","iopub.status.busy":"2024-05-14T13:23:12.668710Z","iopub.status.idle":"2024-05-14T13:23:12.704606Z","shell.execute_reply":"2024-05-14T13:23:12.703640Z","shell.execute_reply.started":"2024-05-14T13:23:12.668959Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Questions : 607282\n"]}],"source":["print(\"Number of unique Questions : \", questions['Id'].nunique())"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.706164Z","iopub.status.busy":"2024-05-14T13:23:12.705869Z","iopub.status.idle":"2024-05-14T13:23:21.128840Z","shell.execute_reply":"2024-05-14T13:23:21.127736Z","shell.execute_reply.started":"2024-05-14T13:23:12.706133Z"},"trusted":true},"outputs":[],"source":["questions['qLen'] = questions['Title'].apply(lambda x : len(x.split(\" \")))\n","questions['qBodyLen'] = questions['Body'].apply(lambda x : len(x.split(\" \")))"]},{"cell_type":"markdown","metadata":{},"source":["## Words in Title and Body"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.130412Z","iopub.status.busy":"2024-05-14T13:23:21.130124Z","iopub.status.idle":"2024-05-14T13:23:21.392242Z","shell.execute_reply":"2024-05-14T13:23:21.391394Z","shell.execute_reply.started":"2024-05-14T13:23:21.130383Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Title')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions['qLen'].hist(bins=35)\n","plt.title(\"No. of words in Title\")"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.394069Z","iopub.status.busy":"2024-05-14T13:23:21.393797Z","iopub.status.idle":"2024-05-14T13:23:21.801047Z","shell.execute_reply":"2024-05-14T13:23:21.800257Z","shell.execute_reply.started":"2024-05-14T13:23:21.394042Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Body')"]},"execution_count":10,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions[questions['qBodyLen']<500]['qBodyLen'].hist(bins=100)\n","plt.title(\"No. of words in Body\")"]},{"cell_type":"markdown","metadata":{},"source":["## Word Cloud"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.802737Z","iopub.status.busy":"2024-05-14T13:23:21.802455Z","iopub.status.idle":"2024-05-14T13:23:21.811721Z","shell.execute_reply":"2024-05-14T13:23:21.810864Z","shell.execute_reply.started":"2024-05-14T13:23:21.802709Z"},"trusted":true},"outputs":[],"source":["def getWordCloud(df,col):\n"," comment_words = '' \n"," stopwords = set(STOPWORDS) \n"," \n"," for val in tqdm(df[col]): \n"," \n"," val = str(val) \n"," tokens = val.split() \n"," \n"," for i in range(len(tokens)): \n"," tokens[i] = tokens[i].lower() \n"," \n"," comment_words += \" \".join(tokens)+\" \"\n"," \n"," wordcloud = WordCloud(width = 800, height = 800, \n"," background_color ='white', \n"," stopwords = stopwords, \n"," min_font_size = 10).generate(comment_words) \n"," \n"," \n"," plt.figure(figsize = (5, 5), facecolor = None) \n"," plt.imshow(wordcloud) \n"," plt.axis(\"off\")\n"," plt.tight_layout(pad = 0) \n"," \n"," plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.813349Z","iopub.status.busy":"2024-05-14T13:23:21.813062Z","iopub.status.idle":"2024-05-14T13:23:51.319682Z","shell.execute_reply":"2024-05-14T13:23:51.318750Z","shell.execute_reply.started":"2024-05-14T13:23:21.813320Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"25f65c2d791146258d96c2eb9430d43b","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=607282.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["getWordCloud(questions,'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocessing\n"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.321460Z","iopub.status.busy":"2024-05-14T13:23:51.321158Z","iopub.status.idle":"2024-05-14T13:23:51.330347Z","shell.execute_reply":"2024-05-14T13:23:51.329522Z","shell.execute_reply.started":"2024-05-14T13:23:51.321430Z"},"trusted":true},"outputs":[],"source":["stop = stopwords.words('english')\n","def preprocess(df, col):\n"," df['preprocessed'+col] = df[col].apply(lambda x : \" \".join([word for word in x.split(\" \") if word not in stop]))\n"," df['preprocessed'+col] = df['preprocessed'+col].str.replace('[^a-zA-Z0-9 ]', '')\n"," df['preprocessed'+col] = df['preprocessed'+col].str.lower()\n"," return df"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.332313Z","iopub.status.busy":"2024-05-14T13:23:51.331943Z","iopub.status.idle":"2024-05-14T13:24:05.857833Z","shell.execute_reply":"2024-05-14T13:24:05.857127Z","shell.execute_reply.started":"2024-05-14T13:23:51.332274Z"},"trusted":true},"outputs":[],"source":["questions = preprocess(questions, 'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Tags"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:05.859546Z","iopub.status.busy":"2024-05-14T13:24:05.859159Z","iopub.status.idle":"2024-05-14T13:24:06.738844Z","shell.execute_reply":"2024-05-14T13:24:06.737976Z","shell.execute_reply.started":"2024-05-14T13:24:05.859501Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1885078\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdTag
0469python
1469osx
2469fonts
3469photoshop
4502python
\n","
"],"text/plain":[" Id Tag\n","0 469 python \n","1 469 osx \n","2 469 fonts \n","3 469 photoshop\n","4 502 python "]},"metadata":{},"output_type":"display_data"}],"source":["tags = pd.read_csv(\"Tags.csv\", encoding = \"ISO-8859-1\")\n","print(len(tags))\n","display(tags.head(5))"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.740337Z","iopub.status.busy":"2024-05-14T13:24:06.740065Z","iopub.status.idle":"2024-05-14T13:24:06.953330Z","shell.execute_reply":"2024-05-14T13:24:06.952395Z","shell.execute_reply.started":"2024-05-14T13:24:06.740308Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Tags : 16895\n"]}],"source":["print(\"Number of unique Tags : \", tags['Tag'].nunique())"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.955551Z","iopub.status.busy":"2024-05-14T13:24:06.955140Z","iopub.status.idle":"2024-05-14T13:24:07.982478Z","shell.execute_reply":"2024-05-14T13:24:07.981575Z","shell.execute_reply.started":"2024-05-14T13:24:06.955506Z"},"trusted":true},"outputs":[{"data":{"text/plain":[""]},"execution_count":17,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["fig, ax = plt.subplots()\n","tags[tags['Tag']!='python']['Tag'].value_counts().sort_values(ascending = False)[:20].plot(ax=ax, kind='bar')"]},{"cell_type":"markdown","metadata":{},"source":["## Encoding the Processed Question Title and Embedding it using GPT2 Tokenizer"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:07.984254Z","iopub.status.busy":"2024-05-14T13:24:07.983854Z","iopub.status.idle":"2024-05-14T13:24:29.114301Z","shell.execute_reply":"2024-05-14T13:24:29.113290Z","shell.execute_reply.started":"2024-05-14T13:24:07.984208Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9f8590670b0343ada77ae96d6f8a5cf4","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=665.0, style=ProgressStyle(description_…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f947940aff0e4c30924280b9cbf559a9","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=548118077.0, style=ProgressStyle(descri…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4e34cf162bfb4acc8180a0cebc6ec5ca","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1042301.0, style=ProgressStyle(descript…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1c6e5fb541784a0992464c0a176e16a7","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=456318.0, style=ProgressStyle(descripti…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["config_class, model_class, tokenizer_class = GPT2Config, GPT2LMHeadModel, GPT2Tokenizer\n","model = model_class.from_pretrained('gpt2')\n","tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.115993Z","iopub.status.busy":"2024-05-14T13:24:29.115679Z","iopub.status.idle":"2024-05-14T13:24:29.121308Z","shell.execute_reply":"2024-05-14T13:24:29.120411Z","shell.execute_reply.started":"2024-05-14T13:24:29.115963Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282 607282\n"]}],"source":["preprocessedTitle = questions['preprocessedTitle'].values\n","QID = questions['Id'].values\n","print(len(preprocessedTitle), len(QID))"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.123037Z","iopub.status.busy":"2024-05-14T13:24:29.122671Z","iopub.status.idle":"2024-05-14T13:25:47.242406Z","shell.execute_reply":"2024-05-14T13:25:47.241522Z","shell.execute_reply.started":"2024-05-14T13:24:29.122999Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]}],"source":["encodedpreprocessedTitle = tokenizer.batch_encode_plus(preprocessedTitle)['input_ids']\n","print(len(encodedpreprocessedTitle))"]},{"cell_type":"markdown","metadata":{},"source":["## Loading the embedding from GPT2 Model"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.244196Z","iopub.status.busy":"2024-05-14T13:25:47.243911Z","iopub.status.idle":"2024-05-14T13:25:47.249558Z","shell.execute_reply":"2024-05-14T13:25:47.248652Z","shell.execute_reply.started":"2024-05-14T13:25:47.244169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of embedding matrix : torch.Size([50257, 768])\n","Type of embedding matrix : \n"]}],"source":["embeddigs = model.transformer.wte\n","print(\"Shape of embedding matrix : \",embeddigs.weight.shape)\n","print(\"Type of embedding matrix : \", type(embeddigs))"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.251178Z","iopub.status.busy":"2024-05-14T13:25:47.250899Z","iopub.status.idle":"2024-05-14T13:26:17.926808Z","shell.execute_reply":"2024-05-14T13:26:17.925816Z","shell.execute_reply.started":"2024-05-14T13:25:47.251150Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d8705147a9a84ebf8f31c63d72301b62","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["TitleEmbeddingList = []\n","QIDList = []\n","for idx, (qid, encodedTitle) in tqdm(enumerate(zip(QID, encodedpreprocessedTitle))):\n"," if len(encodedTitle) > 0 :\n"," embeddedTitle = embeddigs(torch.tensor(encodedTitle).to(torch.int64)).mean(axis=0)\n"," TitleEmbeddingList.append(embeddedTitle)\n"," QIDList.append(qid)"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.928275Z","iopub.status.busy":"2024-05-14T13:26:17.927995Z","iopub.status.idle":"2024-05-14T13:26:17.933753Z","shell.execute_reply":"2024-05-14T13:26:17.932997Z","shell.execute_reply.started":"2024-05-14T13:26:17.928246Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of Titles : 607281 and Length of vector of each Title : 768\n"]}],"source":["numQ = len(TitleEmbeddingList)\n","embedDim = len(TitleEmbeddingList[0])\n","print(\"Number of Titles : \",numQ,\" and Length of vector of each Title : \",embedDim)"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.935289Z","iopub.status.busy":"2024-05-14T13:26:17.935004Z","iopub.status.idle":"2024-05-14T13:26:17.946354Z","shell.execute_reply":"2024-05-14T13:26:17.945666Z","shell.execute_reply.started":"2024-05-14T13:26:17.935260Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Type of TitleEmbeddingList : \n"]}],"source":["print(\"Type of TitleEmbeddingList : \",type(TitleEmbeddingList))"]},{"cell_type":"markdown","metadata":{},"source":["## Converting TitleEmbeddingList from List of tensors to tensor."]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.947692Z","iopub.status.busy":"2024-05-14T13:26:17.947396Z","iopub.status.idle":"2024-05-14T13:26:20.071219Z","shell.execute_reply":"2024-05-14T13:26:20.070243Z","shell.execute_reply.started":"2024-05-14T13:26:17.947664Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of TitleEmbeddingTensor : torch.Size([607281, 768])\n","Type of TitleEmbeddingTensor : \n"]}],"source":["TitleEmbeddingTensor = torch.cat(TitleEmbeddingList, dim=0)\n","TitleEmbeddingTensor = torch.reshape(TitleEmbeddingTensor, (numQ, embedDim))\n","print(\"Shape of TitleEmbeddingTensor : \",TitleEmbeddingTensor.shape)\n","print(\"Type of TitleEmbeddingTensor : \", type(TitleEmbeddingTensor))"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocess the Input text"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.073136Z","iopub.status.busy":"2024-05-14T13:26:20.072749Z","iopub.status.idle":"2024-05-14T13:26:20.078560Z","shell.execute_reply":"2024-05-14T13:26:20.077827Z","shell.execute_reply.started":"2024-05-14T13:26:20.073096Z"},"trusted":true},"outputs":[],"source":["def preprocesstext(text):\n"," text = \" \".join([word for word in text.split(\" \") if word not in stop])\n"," text = re.sub(r'[^a-zA-Z0-9 ]','',text)\n"," text = text.lower()\n"," return text"]},{"cell_type":"markdown","metadata":{},"source":["## Perform Cosine Similarity"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.080060Z","iopub.status.busy":"2024-05-14T13:26:20.079785Z","iopub.status.idle":"2024-05-14T13:26:20.090019Z","shell.execute_reply":"2024-05-14T13:26:20.089258Z","shell.execute_reply.started":"2024-05-14T13:26:20.080032Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestionsIdx(K, a, b):\n"," a_norm = a / a.norm(dim=1)[:, None]\n"," b_norm = b / b.norm(dim=1)[:, None]\n"," res = torch.mm(a_norm, b_norm.transpose(0,1)).squeeze(0)\n"," res = res.tolist()\n"," mostSimIdx = sorted(range(len(res)), key=lambda x: res[x])[-K:]\n"," return mostSimIdx"]},{"cell_type":"markdown","metadata":{},"source":["## Print the Most Similar Question Titles With the Question ID"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.091749Z","iopub.status.busy":"2024-05-14T13:26:20.091340Z","iopub.status.idle":"2024-05-14T13:26:20.103702Z","shell.execute_reply":"2024-05-14T13:26:20.102872Z","shell.execute_reply.started":"2024-05-14T13:26:20.091710Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestions(K, input, QuestionDF, QIDList):\n"," input = input\n"," preprocessedinput = preprocesstext(input)\n"," inputEncoded = tokenizer.batch_encode_plus([preprocessedinput])['input_ids']\n"," inputEmbedded = embeddigs(torch.tensor(inputEncoded).to(torch.int64)).squeeze(0).mean(axis=0).unsqueeze(0)\n"," mostSimilarIdx = getMostSimilarQuestionsIdx(K, inputEmbedded, TitleEmbeddingTensor)\n"," mostSimilarIdx.reverse()\n"," print(\"Most similar \",K, \" questions : \")\n"," for idx, simidx in enumerate(mostSimilarIdx):\n"," IDQ = QuestionDF[QuestionDF['Id']==QIDList[simidx]][['Id','Title']].values\n"," parentId = IDQ[0][0]\n"," simQuestion = IDQ[0][1]\n"," print((idx+1), \"Question Id : \", parentId, \"Question : \",simQuestion)"]},{"cell_type":"markdown","metadata":{},"source":["## Testing"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.105177Z","iopub.status.busy":"2024-05-14T13:26:20.104879Z","iopub.status.idle":"2024-05-14T13:26:22.739206Z","shell.execute_reply":"2024-05-14T13:26:22.738358Z","shell.execute_reply.started":"2024-05-14T13:26:20.105148Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 29229892 Question : How can I multiply each column with the other columns of the Pandas DataFrame?\n","2 Question Id : 30224626 Question : How can I join columns in Pandas?\n","3 Question Id : 37929109 Question : How to merge / overwrite columns in Pandas\n","4 Question Id : 38026984 Question : How do I calculate a pandas column with multiple columns as arguments?\n","5 Question Id : 19221694 Question : How many columns in pandas, python?\n"]}],"source":["getMostSimilarQuestions(5, \"How to Multiply 2 columns pandas ?\", questions ,QIDList)"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:22.740614Z","iopub.status.busy":"2024-05-14T13:26:22.740338Z","iopub.status.idle":"2024-05-14T13:26:25.267337Z","shell.execute_reply":"2024-05-14T13:26:25.266228Z","shell.execute_reply.started":"2024-05-14T13:26:22.740587Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 34375898 Question : REGEX using Pandas\n","2 Question Id : 39125455 Question : Regex with columns pandas\n","3 Question Id : 36360828 Question : Regex Difficulties Extracting Text for Pandas Dataframe\n","4 Question Id : 31271146 Question : In Pandas module of python pandas.read_excel is not working\n","5 Question Id : 38336727 Question : regex and python\n"]}],"source":["getMostSimilarQuestions(5, \"regex pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:25.269417Z","iopub.status.busy":"2024-05-14T13:26:25.269025Z","iopub.status.idle":"2024-05-14T13:26:27.757194Z","shell.execute_reply":"2024-05-14T13:26:27.756299Z","shell.execute_reply.started":"2024-05-14T13:26:25.269376Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 32724678 Question : Logistic Regression with sklearn\n","2 Question Id : 40067172 Question : Logistic Regression model on sklearn\n","3 Question Id : 24935415 Question : Logistic Regression function on sklearn\n","4 Question Id : 20869711 Question : Features in sklearn logistic regression\n","5 Question Id : 34033189 Question : sklearn Python and Logistic regression\n"]}],"source":["getMostSimilarQuestions(5, \"logistic regression sklearn\", questions ,QIDList)"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:27.759273Z","iopub.status.busy":"2024-05-14T13:26:27.758884Z","iopub.status.idle":"2024-05-14T13:26:30.232243Z","shell.execute_reply":"2024-05-14T13:26:30.231164Z","shell.execute_reply.started":"2024-05-14T13:26:27.759230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 23057219 Question : how to convert csv to dictionary using pandas\n","2 Question Id : 30132999 Question : convert whole csv to json file- python\n","3 Question Id : 23231605 Question : Convert Pandas dataframe to csv string\n","4 Question Id : 35515367 Question : Convert a single string formatted as a csv file into a pandas dataframe\n","5 Question Id : 38291701 Question : Using pandas over csv library for manipulating CSV files in Python3\n"]}],"source":["getMostSimilarQuestions(5, \"covert csv to json file pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:30.236726Z","iopub.status.busy":"2024-05-14T13:26:30.236402Z","iopub.status.idle":"2024-05-14T13:26:32.699474Z","shell.execute_reply":"2024-05-14T13:26:32.698465Z","shell.execute_reply.started":"2024-05-14T13:26:30.236695Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 4828238 Question : Connect to a website using Python\n","2 Question Id : 34830638 Question : Build a URL using Python requests library\n","3 Question Id : 23691606 Question : Build a URL using Requests module Python\n","4 Question Id : 31333864 Question : login into a website using python\n","5 Question Id : 14424858 Question : how to login into a website using python\n"]}],"source":["getMostSimilarQuestions(5, \"Build website using python\", questions ,QIDList)"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:32.701197Z","iopub.status.busy":"2024-05-14T13:26:32.700926Z","iopub.status.idle":"2024-05-14T13:26:35.183289Z","shell.execute_reply":"2024-05-14T13:26:35.182335Z","shell.execute_reply.started":"2024-05-14T13:26:32.701169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 31211853 Question : How to install Python Pandas?\n","2 Question Id : 38768996 Question : How to install pandas for Python 3?\n","3 Question Id : 22924370 Question : How to make this pandas query?\n","4 Question Id : 28560826 Question : How do I install pandas for Python 3.4 in Windows?\n","5 Question Id : 39286344 Question : How to use merge in pandas\n"]}],"source":["getMostSimilarQuestions(5, \"How to install Pandas\", questions ,QIDList)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.11.9"}},"nbformat":4,"nbformat_minor":4} +{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2024-05-14T13:22:20.040546Z","iopub.status.busy":"2024-05-14T13:22:20.040214Z","iopub.status.idle":"2024-05-14T13:22:20.050550Z","shell.execute_reply":"2024-05-14T13:22:20.049827Z","shell.execute_reply.started":"2024-05-14T13:22:20.040501Z"},"trusted":true},"outputs":[],"source":["import numpy as np \n","import pandas as pd \n"]},{"cell_type":"code","execution_count":4,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:43.780619Z","iopub.status.busy":"2024-05-14T13:22:43.780314Z","iopub.status.idle":"2024-05-14T13:22:52.844093Z","shell.execute_reply":"2024-05-14T13:22:52.843188Z","shell.execute_reply.started":"2024-05-14T13:22:43.780587Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[33mWARNING\u001b[0m W&B installed but not logged in. Run `wandb login` or set the WANDB_API_KEY env variable.\n","/opt/conda/lib/python3.7/site-packages/ipykernel_launcher.py:17: FutureWarning: Passing a negative integer is deprecated in version 1.0 and will not be supported in future version. Instead, use None to not limit the column width.\n"]}],"source":["import pandas as pd\n","import numpy as np\n","from nltk.corpus import stopwords\n","import re\n","from wordcloud import WordCloud, STOPWORDS \n","import matplotlib.pyplot as plt\n","from sklearn.model_selection import train_test_split\n","from transformers import (GPT2Config,GPT2LMHeadModel,GPT2Tokenizer)\n","import torch\n","from string import punctuation as pnc\n","from collections import Counter\n","from scipy import spatial\n","from bs4 import BeautifulSoup\n","from tqdm.notebook import tqdm\n","import torch\n","import pylab as pl\n","pd.set_option('display.max_colwidth',-1)"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.845783Z","iopub.status.busy":"2024-05-14T13:22:52.845497Z","iopub.status.idle":"2024-05-14T13:22:52.955261Z","shell.execute_reply":"2024-05-14T13:22:52.954571Z","shell.execute_reply.started":"2024-05-14T13:22:52.845754Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["[nltk_data] Downloading package stopwords to /usr/share/nltk_data...\n","[nltk_data] Unzipping corpora/stopwords.zip.\n"]},{"data":{"text/plain":["True"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["import nltk\n","nltk.download('stopwords')"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:22:52.958452Z","iopub.status.busy":"2024-05-14T13:22:52.958170Z","iopub.status.idle":"2024-05-14T13:23:12.665559Z","shell.execute_reply":"2024-05-14T13:23:12.664815Z","shell.execute_reply.started":"2024-05-14T13:22:52.958423Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]},{"data":{"text/html":["
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IdOwnerUserIdCreationDateScoreTitleBody
0469147.02008-08-02T15:11:16Z21How can I find the full path to a font from its display name on a Mac?<p>I am using the Photoshop's javascript API to find the fonts in a given PSD.</p>\\n\\n<p>Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.</p>\\n\\n<p>This is all happening in a python program running on OSX so I guess I'm looking for one of:</p>\\n\\n<ul>\\n<li>Some Photoshop javascript</li>\\n<li>A Python function</li>\\n<li>An OSX API that I can call from python</li>\\n</ul>\\n
1502147.02008-08-02T17:01:58Z27Get a preview JPEG of a PDF on Windows?<p>I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.</p>\\n\\n<p>On the Mac I am spawning <a href=\"http://developer.apple.com/documentation/Darwin/Reference/ManPages/man1/sips.1.html\">sips</a>. Is there something similarly simple I can do on Windows?</p>\\n
2535154.02008-08-02T18:43:54Z40Continuous Integration System for a Python Codebase<p>I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.</p>\\n\\n<p>I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?</p>\\n
3594116.02008-08-03T01:15:08Z25cx_Oracle: How do I iterate over a result set?<p>There are several ways to iterate over a result set. What are the tradeoff of each?</p>\\n
4683199.02008-08-03T13:19:16Z28Using 'in' to match an attribute of Python objects in an array<p>I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,</p>\\r\\n\\r\\n<pre><code>foo in iter_attr(array of python objects, attribute name)</code></pre>\\r\\n\\r\\n<p>I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers</p>
\n","
"],"text/plain":[" Id OwnerUserId CreationDate Score \\\n","0 469 147.0 2008-08-02T15:11:16Z 21 \n","1 502 147.0 2008-08-02T17:01:58Z 27 \n","2 535 154.0 2008-08-02T18:43:54Z 40 \n","3 594 116.0 2008-08-03T01:15:08Z 25 \n","4 683 199.0 2008-08-03T13:19:16Z 28 \n","\n"," Title \\\n","0 How can I find the full path to a font from its display name on a Mac? \n","1 Get a preview JPEG of a PDF on Windows? \n","2 Continuous Integration System for a Python Codebase \n","3 cx_Oracle: How do I iterate over a result set? \n","4 Using 'in' to match an attribute of Python objects in an array \n","\n"," Body \n","0

I am using the Photoshop's javascript API to find the fonts in a given PSD.

\\n\\n

Given a font name returned by the API, I want to find the actual physical font file that that font name corresponds to on the disc.

\\n\\n

This is all happening in a python program running on OSX so I guess I'm looking for one of:

\\n\\n
    \\n
  • Some Photoshop javascript
  • \\n
  • A Python function
  • \\n
  • An OSX API that I can call from python
  • \\n
\\n \n","1

I have a cross-platform (Python) application which needs to generate a JPEG preview of the first page of a PDF.

\\n\\n

On the Mac I am spawning sips. Is there something similarly simple I can do on Windows?

\\n \n","2

I'm starting work on a hobby project with a python codebase and would like to set up some form of continuous integration (i.e. running a battery of test-cases each time a check-in is made and sending nag e-mails to responsible persons when the tests fail) similar to CruiseControl or TeamCity.

\\n\\n

I realize I could do this with hooks in most VCSes, but that requires that the tests run on the same machine as the version control server, which isn't as elegant as I would like. Does anyone have any suggestions for a small, user-friendly, open-source continuous integration system suitable for a Python codebase?

\\n \n","3

There are several ways to iterate over a result set. What are the tradeoff of each?

\\n \n","4

I don't remember whether I was dreaming or not but I seem to recall there being a function which allowed something like,

\\r\\n\\r\\n
foo in iter_attr(array of python objects, attribute name)
\\r\\n\\r\\n

I've looked over the docs but this kind of thing doesn't fall under any obvious listed headers

"]},"metadata":{},"output_type":"display_data"}],"source":["questions = pd.read_csv(\"Questions.csv\", encoding = \"ISO-8859-1\")\n","print(len(questions))\n","display(questions.head(5))"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.668987Z","iopub.status.busy":"2024-05-14T13:23:12.668710Z","iopub.status.idle":"2024-05-14T13:23:12.704606Z","shell.execute_reply":"2024-05-14T13:23:12.703640Z","shell.execute_reply.started":"2024-05-14T13:23:12.668959Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Questions : 607282\n"]}],"source":["print(\"Number of unique Questions : \", questions['Id'].nunique())"]},{"cell_type":"code","execution_count":8,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:12.706164Z","iopub.status.busy":"2024-05-14T13:23:12.705869Z","iopub.status.idle":"2024-05-14T13:23:21.128840Z","shell.execute_reply":"2024-05-14T13:23:21.127736Z","shell.execute_reply.started":"2024-05-14T13:23:12.706133Z"},"trusted":true},"outputs":[],"source":["questions['qLen'] = questions['Title'].apply(lambda x : len(x.split(\" \")))\n","questions['qBodyLen'] = questions['Body'].apply(lambda x : len(x.split(\" \")))"]},{"cell_type":"markdown","metadata":{},"source":["## Words in Title and Body"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.130412Z","iopub.status.busy":"2024-05-14T13:23:21.130124Z","iopub.status.idle":"2024-05-14T13:23:21.392242Z","shell.execute_reply":"2024-05-14T13:23:21.391394Z","shell.execute_reply.started":"2024-05-14T13:23:21.130383Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Title')"]},"execution_count":9,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions['qLen'].hist(bins=35)\n","plt.title(\"No. of words in Title\")"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.394069Z","iopub.status.busy":"2024-05-14T13:23:21.393797Z","iopub.status.idle":"2024-05-14T13:23:21.801047Z","shell.execute_reply":"2024-05-14T13:23:21.800257Z","shell.execute_reply.started":"2024-05-14T13:23:21.394042Z"},"trusted":true},"outputs":[{"data":{"text/plain":["Text(0.5, 1.0, 'No. of words in Body')"]},"execution_count":10,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["questions[questions['qBodyLen']<500]['qBodyLen'].hist(bins=100)\n","plt.title(\"No. of words in Body\")"]},{"cell_type":"markdown","metadata":{},"source":["## Word Cloud"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.802737Z","iopub.status.busy":"2024-05-14T13:23:21.802455Z","iopub.status.idle":"2024-05-14T13:23:21.811721Z","shell.execute_reply":"2024-05-14T13:23:21.810864Z","shell.execute_reply.started":"2024-05-14T13:23:21.802709Z"},"trusted":true},"outputs":[],"source":["def getWordCloud(df,col):\n"," comment_words = '' \n"," stopwords = set(STOPWORDS) \n"," \n"," for val in tqdm(df[col]): \n"," \n"," val = str(val) \n"," tokens = val.split() \n"," \n"," for i in range(len(tokens)): \n"," tokens[i] = tokens[i].lower() \n"," \n"," comment_words += \" \".join(tokens)+\" \"\n"," \n"," wordcloud = WordCloud(width = 800, height = 800, \n"," background_color ='white', \n"," stopwords = stopwords, \n"," min_font_size = 10).generate(comment_words) \n"," \n"," \n"," plt.figure(figsize = (5, 5), facecolor = None) \n"," plt.imshow(wordcloud) \n"," plt.axis(\"off\")\n"," plt.tight_layout(pad = 0) \n"," \n"," plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:21.813349Z","iopub.status.busy":"2024-05-14T13:23:21.813062Z","iopub.status.idle":"2024-05-14T13:23:51.319682Z","shell.execute_reply":"2024-05-14T13:23:51.318750Z","shell.execute_reply.started":"2024-05-14T13:23:21.813320Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"25f65c2d791146258d96c2eb9430d43b","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=607282.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["getWordCloud(questions,'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocessing\n"]},{"cell_type":"code","execution_count":13,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.321460Z","iopub.status.busy":"2024-05-14T13:23:51.321158Z","iopub.status.idle":"2024-05-14T13:23:51.330347Z","shell.execute_reply":"2024-05-14T13:23:51.329522Z","shell.execute_reply.started":"2024-05-14T13:23:51.321430Z"},"trusted":true},"outputs":[],"source":["stop = stopwords.words('english')\n","def preprocess(df, col):\n"," df['preprocessed'+col] = df[col].apply(lambda x : \" \".join([word for word in x.split(\" \") if word not in stop]))\n"," df['preprocessed'+col] = df['preprocessed'+col].str.replace('[^a-zA-Z0-9 ]', '')\n"," df['preprocessed'+col] = df['preprocessed'+col].str.lower()\n"," return df"]},{"cell_type":"code","execution_count":14,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:23:51.332313Z","iopub.status.busy":"2024-05-14T13:23:51.331943Z","iopub.status.idle":"2024-05-14T13:24:05.857833Z","shell.execute_reply":"2024-05-14T13:24:05.857127Z","shell.execute_reply.started":"2024-05-14T13:23:51.332274Z"},"trusted":true},"outputs":[],"source":["questions = preprocess(questions, 'Title')"]},{"cell_type":"markdown","metadata":{},"source":["## Tags"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:05.859546Z","iopub.status.busy":"2024-05-14T13:24:05.859159Z","iopub.status.idle":"2024-05-14T13:24:06.738844Z","shell.execute_reply":"2024-05-14T13:24:06.737976Z","shell.execute_reply.started":"2024-05-14T13:24:05.859501Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1885078\n"]},{"data":{"text/html":["
\n","\n","\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
IdTag
0469python
1469osx
2469fonts
3469photoshop
4502python
\n","
"],"text/plain":[" Id Tag\n","0 469 python \n","1 469 osx \n","2 469 fonts \n","3 469 photoshop\n","4 502 python "]},"metadata":{},"output_type":"display_data"}],"source":["tags = pd.read_csv(\"Tags.csv\", encoding = \"ISO-8859-1\")\n","print(len(tags))\n","display(tags.head(5))"]},{"cell_type":"code","execution_count":16,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.740337Z","iopub.status.busy":"2024-05-14T13:24:06.740065Z","iopub.status.idle":"2024-05-14T13:24:06.953330Z","shell.execute_reply":"2024-05-14T13:24:06.952395Z","shell.execute_reply.started":"2024-05-14T13:24:06.740308Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of unique Tags : 16895\n"]}],"source":["print(\"Number of unique Tags : \", tags['Tag'].nunique())"]},{"cell_type":"code","execution_count":17,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:06.955551Z","iopub.status.busy":"2024-05-14T13:24:06.955140Z","iopub.status.idle":"2024-05-14T13:24:07.982478Z","shell.execute_reply":"2024-05-14T13:24:07.981575Z","shell.execute_reply.started":"2024-05-14T13:24:06.955506Z"},"trusted":true},"outputs":[{"data":{"text/plain":[""]},"execution_count":17,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["fig, ax = plt.subplots()\n","tags[tags['Tag']!='python']['Tag'].value_counts().sort_values(ascending = False)[:20].plot(ax=ax, kind='bar')"]},{"cell_type":"markdown","metadata":{},"source":["## Encoding the Processed Question Title and Embedding it using GPT2 Tokenizer"]},{"cell_type":"code","execution_count":18,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:07.984254Z","iopub.status.busy":"2024-05-14T13:24:07.983854Z","iopub.status.idle":"2024-05-14T13:24:29.114301Z","shell.execute_reply":"2024-05-14T13:24:29.113290Z","shell.execute_reply.started":"2024-05-14T13:24:07.984208Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9f8590670b0343ada77ae96d6f8a5cf4","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=665.0, style=ProgressStyle(description_…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f947940aff0e4c30924280b9cbf559a9","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=548118077.0, style=ProgressStyle(descri…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4e34cf162bfb4acc8180a0cebc6ec5ca","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=1042301.0, style=ProgressStyle(descript…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1c6e5fb541784a0992464c0a176e16a7","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=0.0, description='Downloading', max=456318.0, style=ProgressStyle(descripti…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["config_class, model_class, tokenizer_class = GPT2Config, GPT2LMHeadModel, GPT2Tokenizer\n","model = model_class.from_pretrained('gpt2')\n","tokenizer = GPT2Tokenizer.from_pretrained(\"gpt2\")"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.115993Z","iopub.status.busy":"2024-05-14T13:24:29.115679Z","iopub.status.idle":"2024-05-14T13:24:29.121308Z","shell.execute_reply":"2024-05-14T13:24:29.120411Z","shell.execute_reply.started":"2024-05-14T13:24:29.115963Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282 607282\n"]}],"source":["preprocessedTitle = questions['preprocessedTitle'].values\n","QID = questions['Id'].values\n","print(len(preprocessedTitle), len(QID))"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:24:29.123037Z","iopub.status.busy":"2024-05-14T13:24:29.122671Z","iopub.status.idle":"2024-05-14T13:25:47.242406Z","shell.execute_reply":"2024-05-14T13:25:47.241522Z","shell.execute_reply.started":"2024-05-14T13:24:29.122999Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["607282\n"]}],"source":["encodedpreprocessedTitle = tokenizer.batch_encode_plus(preprocessedTitle)['input_ids']\n","print(len(encodedpreprocessedTitle))"]},{"cell_type":"markdown","metadata":{},"source":["## Loading the embedding from GPT2 Model"]},{"cell_type":"code","execution_count":21,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.244196Z","iopub.status.busy":"2024-05-14T13:25:47.243911Z","iopub.status.idle":"2024-05-14T13:25:47.249558Z","shell.execute_reply":"2024-05-14T13:25:47.248652Z","shell.execute_reply.started":"2024-05-14T13:25:47.244169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of embedding matrix : torch.Size([50257, 768])\n","Type of embedding matrix : \n"]}],"source":["embeddigs = model.transformer.wte\n","print(\"Shape of embedding matrix : \",embeddigs.weight.shape)\n","print(\"Type of embedding matrix : \", type(embeddigs))"]},{"cell_type":"code","execution_count":22,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:25:47.251178Z","iopub.status.busy":"2024-05-14T13:25:47.250899Z","iopub.status.idle":"2024-05-14T13:26:17.926808Z","shell.execute_reply":"2024-05-14T13:26:17.925816Z","shell.execute_reply.started":"2024-05-14T13:25:47.251150Z"},"trusted":true},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d8705147a9a84ebf8f31c63d72301b62","version_major":2,"version_minor":0},"text/plain":["HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["\n"]}],"source":["TitleEmbeddingList = []\n","QIDList = []\n","for idx, (qid, encodedTitle) in tqdm(enumerate(zip(QID, encodedpreprocessedTitle))):\n"," if len(encodedTitle) > 0 :\n"," embeddedTitle = embeddigs(torch.tensor(encodedTitle).to(torch.int64)).mean(axis=0)\n"," TitleEmbeddingList.append(embeddedTitle)\n"," QIDList.append(qid)"]},{"cell_type":"code","execution_count":23,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.928275Z","iopub.status.busy":"2024-05-14T13:26:17.927995Z","iopub.status.idle":"2024-05-14T13:26:17.933753Z","shell.execute_reply":"2024-05-14T13:26:17.932997Z","shell.execute_reply.started":"2024-05-14T13:26:17.928246Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of Titles : 607281 and Length of vector of each Title : 768\n"]}],"source":["numQ = len(TitleEmbeddingList)\n","embedDim = len(TitleEmbeddingList[0])\n","print(\"Number of Titles : \",numQ,\" and Length of vector of each Title : \",embedDim)"]},{"cell_type":"code","execution_count":24,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.935289Z","iopub.status.busy":"2024-05-14T13:26:17.935004Z","iopub.status.idle":"2024-05-14T13:26:17.946354Z","shell.execute_reply":"2024-05-14T13:26:17.945666Z","shell.execute_reply.started":"2024-05-14T13:26:17.935260Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Type of TitleEmbeddingList : \n"]}],"source":["print(\"Type of TitleEmbeddingList : \",type(TitleEmbeddingList))"]},{"cell_type":"markdown","metadata":{},"source":["## Converting TitleEmbeddingList from List of tensors to tensor."]},{"cell_type":"code","execution_count":25,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:17.947692Z","iopub.status.busy":"2024-05-14T13:26:17.947396Z","iopub.status.idle":"2024-05-14T13:26:20.071219Z","shell.execute_reply":"2024-05-14T13:26:20.070243Z","shell.execute_reply.started":"2024-05-14T13:26:17.947664Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Shape of TitleEmbeddingTensor : torch.Size([607281, 768])\n","Type of TitleEmbeddingTensor : \n"]}],"source":["TitleEmbeddingTensor = torch.cat(TitleEmbeddingList, dim=0)\n","TitleEmbeddingTensor = torch.reshape(TitleEmbeddingTensor, (numQ, embedDim))\n","print(\"Shape of TitleEmbeddingTensor : \",TitleEmbeddingTensor.shape)\n","print(\"Type of TitleEmbeddingTensor : \", type(TitleEmbeddingTensor))"]},{"cell_type":"markdown","metadata":{},"source":["## Preprocess the Input text"]},{"cell_type":"code","execution_count":26,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.073136Z","iopub.status.busy":"2024-05-14T13:26:20.072749Z","iopub.status.idle":"2024-05-14T13:26:20.078560Z","shell.execute_reply":"2024-05-14T13:26:20.077827Z","shell.execute_reply.started":"2024-05-14T13:26:20.073096Z"},"trusted":true},"outputs":[],"source":["def preprocesstext(text):\n"," text = \" \".join([word for word in text.split(\" \") if word not in stop])\n"," text = re.sub(r'[^a-zA-Z0-9 ]','',text)\n"," text = text.lower()\n"," return text"]},{"cell_type":"markdown","metadata":{},"source":["## Perform Cosine Similarity"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.080060Z","iopub.status.busy":"2024-05-14T13:26:20.079785Z","iopub.status.idle":"2024-05-14T13:26:20.090019Z","shell.execute_reply":"2024-05-14T13:26:20.089258Z","shell.execute_reply.started":"2024-05-14T13:26:20.080032Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestionsIdx(K, a, b):\n"," a_norm = a / a.norm(dim=1)[:, None]\n"," b_norm = b / b.norm(dim=1)[:, None]\n"," res = torch.mm(a_norm, b_norm.transpose(0,1)).squeeze(0)\n"," res = res.tolist()\n"," mostSimIdx = sorted(range(len(res)), key=lambda x: res[x])[-K:]\n"," return mostSimIdx"]},{"cell_type":"markdown","metadata":{},"source":["## Print the Most Similar Question Titles With the Question ID"]},{"cell_type":"code","execution_count":28,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.091749Z","iopub.status.busy":"2024-05-14T13:26:20.091340Z","iopub.status.idle":"2024-05-14T13:26:20.103702Z","shell.execute_reply":"2024-05-14T13:26:20.102872Z","shell.execute_reply.started":"2024-05-14T13:26:20.091710Z"},"trusted":true},"outputs":[],"source":["def getMostSimilarQuestions(K, input, QuestionDF, QIDList):\n"," input = input\n"," preprocessedinput = preprocesstext(input)\n"," inputEncoded = tokenizer.batch_encode_plus([preprocessedinput])['input_ids']\n"," inputEmbedded = embeddigs(torch.tensor(inputEncoded).to(torch.int64)).squeeze(0).mean(axis=0).unsqueeze(0)\n"," mostSimilarIdx = getMostSimilarQuestionsIdx(K, inputEmbedded, TitleEmbeddingTensor)\n"," mostSimilarIdx.reverse()\n"," print(\"Most similar \",K, \" questions : \")\n"," for idx, simidx in enumerate(mostSimilarIdx):\n"," IDQ = QuestionDF[QuestionDF['Id']==QIDList[simidx]][['Id','Title']].values\n"," parentId = IDQ[0][0]\n"," simQuestion = IDQ[0][1]\n"," print((idx+1), \"Question Id : \", parentId, \"Question : \",simQuestion)"]},{"cell_type":"markdown","metadata":{},"source":["## Testing"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:20.105177Z","iopub.status.busy":"2024-05-14T13:26:20.104879Z","iopub.status.idle":"2024-05-14T13:26:22.739206Z","shell.execute_reply":"2024-05-14T13:26:22.738358Z","shell.execute_reply.started":"2024-05-14T13:26:20.105148Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 29229892 Question : How can I multiply each column with the other columns of the Pandas DataFrame?\n","2 Question Id : 30224626 Question : How can I join columns in Pandas?\n","3 Question Id : 37929109 Question : How to merge / overwrite columns in Pandas\n","4 Question Id : 38026984 Question : How do I calculate a pandas column with multiple columns as arguments?\n","5 Question Id : 19221694 Question : How many columns in pandas, python?\n"]}],"source":["getMostSimilarQuestions(5, \"How to Multiply 2 columns pandas ?\", questions ,QIDList)"]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:22.740614Z","iopub.status.busy":"2024-05-14T13:26:22.740338Z","iopub.status.idle":"2024-05-14T13:26:25.267337Z","shell.execute_reply":"2024-05-14T13:26:25.266228Z","shell.execute_reply.started":"2024-05-14T13:26:22.740587Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 34375898 Question : REGEX using Pandas\n","2 Question Id : 39125455 Question : Regex with columns pandas\n","3 Question Id : 36360828 Question : Regex Difficulties Extracting Text for Pandas Dataframe\n","4 Question Id : 31271146 Question : In Pandas module of python pandas.read_excel is not working\n","5 Question Id : 38336727 Question : regex and python\n"]}],"source":["getMostSimilarQuestions(5, \"regex pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:25.269417Z","iopub.status.busy":"2024-05-14T13:26:25.269025Z","iopub.status.idle":"2024-05-14T13:26:27.757194Z","shell.execute_reply":"2024-05-14T13:26:27.756299Z","shell.execute_reply.started":"2024-05-14T13:26:25.269376Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 32724678 Question : Logistic Regression with sklearn\n","2 Question Id : 40067172 Question : Logistic Regression model on sklearn\n","3 Question Id : 24935415 Question : Logistic Regression function on sklearn\n","4 Question Id : 20869711 Question : Features in sklearn logistic regression\n","5 Question Id : 34033189 Question : sklearn Python and Logistic regression\n"]}],"source":["getMostSimilarQuestions(5, \"logistic regression sklearn\", questions ,QIDList)"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:27.759273Z","iopub.status.busy":"2024-05-14T13:26:27.758884Z","iopub.status.idle":"2024-05-14T13:26:30.232243Z","shell.execute_reply":"2024-05-14T13:26:30.231164Z","shell.execute_reply.started":"2024-05-14T13:26:27.759230Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 23057219 Question : how to convert csv to dictionary using pandas\n","2 Question Id : 30132999 Question : convert whole csv to json file- python\n","3 Question Id : 23231605 Question : Convert Pandas dataframe to csv string\n","4 Question Id : 35515367 Question : Convert a single string formatted as a csv file into a pandas dataframe\n","5 Question Id : 38291701 Question : Using pandas over csv library for manipulating CSV files in Python3\n"]}],"source":["getMostSimilarQuestions(5, \"covert csv to json file pandas\", questions ,QIDList)"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:30.236726Z","iopub.status.busy":"2024-05-14T13:26:30.236402Z","iopub.status.idle":"2024-05-14T13:26:32.699474Z","shell.execute_reply":"2024-05-14T13:26:32.698465Z","shell.execute_reply.started":"2024-05-14T13:26:30.236695Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 4828238 Question : Connect to a website using Python\n","2 Question Id : 34830638 Question : Build a URL using Python requests library\n","3 Question Id : 23691606 Question : Build a URL using Requests module Python\n","4 Question Id : 31333864 Question : login into a website using python\n","5 Question Id : 14424858 Question : how to login into a website using python\n"]}],"source":["getMostSimilarQuestions(5, \"Build website using python\", questions ,QIDList)"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2024-05-14T13:26:32.701197Z","iopub.status.busy":"2024-05-14T13:26:32.700926Z","iopub.status.idle":"2024-05-14T13:26:35.183289Z","shell.execute_reply":"2024-05-14T13:26:35.182335Z","shell.execute_reply.started":"2024-05-14T13:26:32.701169Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Most similar 5 questions : \n","1 Question Id : 31211853 Question : How to install Python Pandas?\n","2 Question Id : 38768996 Question : How to install pandas for Python 3?\n","3 Question Id : 22924370 Question : How to make this pandas query?\n","4 Question Id : 28560826 Question : How do I install pandas for Python 3.4 in Windows?\n","5 Question Id : 39286344 Question : How to use merge in pandas\n"]}],"source":["getMostSimilarQuestions(5, \"How to install Pandas\", questions ,QIDList)"]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.11.9"}},"nbformat":4,"nbformat_minor":4}