From 70c49b6874b3684cb1365e8c19d147235d3c57fc Mon Sep 17 00:00:00 2001 From: Jeff Tang <jeff.x.tang@gmail.com> Date: Mon, 9 Oct 2023 09:45:32 -0700 Subject: [PATCH] added scripts to convert txt to db; readme update --- llama-demo-apps/README.md | 6 +- llama-demo-apps/csv2db.py | 38 ++ llama-demo-apps/nba.txt | 1294 ++++++++++++++++++++++++++++++++++++ llama-demo-apps/txt2csv.py | 53 ++ 4 files changed, 1390 insertions(+), 1 deletion(-) create mode 100644 llama-demo-apps/csv2db.py create mode 100644 llama-demo-apps/nba.txt create mode 100644 llama-demo-apps/txt2csv.py diff --git a/llama-demo-apps/README.md b/llama-demo-apps/README.md index 9b48582d..b94d0e3e 100644 --- a/llama-demo-apps/README.md +++ b/llama-demo-apps/README.md @@ -41,7 +41,11 @@ To run Llama2 in Google Colab using [llama-cpp-python](https://github.com/abetle This demo app uses Llama2 to return a text summary of a YouTube video. It shows how to retrieve the caption of a YouTube video and how to ask Llama to summarize the content in four different ways, from the simplest naive way that works for short text to more advanced methods of using LangChain's map_reduce and refine to overcome the 4096 limit of Llama's max input token size. ## [NBA2023-24](StructuredLlama.ipynb): Ask Llama2 about Structured Data -This demo app shows how to use LangChain and Llama2 to let users ask questions about **structured** data stored in a SQL DB. As the 2023-24 NBA season is around the corner, we use the NBA roster info saved in a SQLite DB to show you how to ask Llama2 questions about your favorite teams or players. +This demo app shows how to use LangChain and Llama2 to let users ask questions about **structured** data stored in a SQL DB. As the 2023-24 NBA season is around the corner, we use the NBA roster info saved in a SQLite DB to show you how to ask Llama2 questions about your favorite teams or players. To save the info in the nba.txt file, created by scraping from the web, to a SQLite db, run the commands below to generate `nba_roster.db` used in the notebook: +``` +python txt2csv.py +python csv2db.py +``` ## [BreakingNews](BreakingNews.ipynb): Ask Llama2 about Live Data This demo app shows how to perform live data augmented generation tasks with Llama2 and [LlamaIndex](https://github.com/run-llama/llama_index), another leading open-source framework for building LLM apps: it uses the [You.com serarch API](https://documentation.you.com/quickstart) to get breaking news and ask Llama2 about them. diff --git a/llama-demo-apps/csv2db.py b/llama-demo-apps/csv2db.py new file mode 100644 index 00000000..a6163074 --- /dev/null +++ b/llama-demo-apps/csv2db.py @@ -0,0 +1,38 @@ +import sqlite3 +import csv + +# Define the input CSV file and the SQLite database file +input_csv = 'nba_roster.csv' +database_file = 'nba_roster.db' + +# Connect to the SQLite database +conn = sqlite3.connect(database_file) +cursor = conn.cursor() + +# Create a table to store the data +cursor.execute('''CREATE TABLE IF NOT EXISTS nba_roster ( + Team TEXT, + NAME TEXT, + Jersey TEXT, + POS TEXT, + AGE INT, + HT TEXT, + WT TEXT, + COLLEGE TEXT, + SALARY TEXT + )''') + +# Read data from the CSV file and insert it into the SQLite table +with open(input_csv, 'r', newline='') as csvfile: + csv_reader = csv.reader(csvfile) + next(csv_reader) # Skip the header row + + for row in csv_reader: + cursor.execute('INSERT INTO nba_roster VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?)', row) + +# Commit the changes and close the database connection +conn.commit() +conn.close() + +print(f'Data from {input_csv} has been successfully imported into {database_file}') + diff --git a/llama-demo-apps/nba.txt b/llama-demo-apps/nba.txt new file mode 100644 index 00000000..9d5a4d9f --- /dev/null +++ b/llama-demo-apps/nba.txt @@ -0,0 +1,1294 @@ +Atlanta Hawks Roster 2023-24 +NAME POS AGE HT WT COLLEGE SALARY +https://a.espncdn.com/i/headshots/nba/players/full/4397136.png +Saddiq Bey41 SF 24 6' 7" 215 lbs Villanova $4,556,983 +https://a.espncdn.com/i/headshots/nba/players/full/3037789.png +Bogdan Bogdanovic13 SG 31 6' 5" 225 lbs -- $18,700,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Kobe Bufkin G 20 6' 4" 195 lbs Michigan $4,094,280 +https://a.espncdn.com/i/headshots/nba/players/full/3102529.png +Clint Capela15 C 29 6' 10" 256 lbs -- $20,616,000 +https://a.espncdn.com/i/headshots/nba/players/full/4277952.png +Bruno Fernando0 PF 25 6' 10" 240 lbs Maryland $2,581,522 +https://a.espncdn.com/i/headshots/nba/players/full/4065656.png +Trent Forrest2 G 25 6' 4" 210 lbs Florida State -- +https://a.espncdn.com/i/headshots/nba/players/full/4432585.png +AJ Griffin14 F 20 6' 6" 222 lbs Duke $3,712,920 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Mouhamed Gueye F 20 6' 11" 210 lbs Washington State $1,119,563 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$20,975,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Jarace Walker F 20 6' 8" 240 lbs Houston $6,059,520 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Isaiah Wong G 22 6' 4" 184 lbs Miami -- +https://a.espncdn.com/i/headshots/nba/players/full/2991011.png +Gabe York32 G 30 6' 3" 190 lbs Arizona -- + +LA Clippers Roster 2023-24 +NAME POS AGE HT WT COLLEGE SALARY +https://a.espncdn.com/i/headshots/nba/players/full/3416.png +Nicolas Batum33 PF 34 6' 8" 230 lbs -- $11,710,818 +https://a.espncdn.com/i/headshots/nba/players/full/4432162.png +Brandon Boston Jr.4 SG 21 6' 6" 188 lbs Kentucky $1,836,096 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Kobe Brown G 23 6' 8" 250 lbs Missouri $2,413,320 +https://a.espncdn.com/i/headshots/nba/players/full/4066387.png +Amir Coffey7 SG 26 6' 7" 210 lbs Minnesota $3,666,667 +https://a.espncdn.com/i/headshots/nba/players/full/2490620.png +Robert Covington23 PF 32 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-- -- +https://a.espncdn.com/i/headshots/nba/players/full/4397886.png +Charles Bassey28 C 22 6' 9" 230 lbs Western Kentucky $2,600,000 +https://a.espncdn.com/i/headshots/nba/players/full/2578240.png +Khem Birch99 C 30 6' 8" 233 lbs UNLV $6,985,000 +https://a.espncdn.com/i/headshots/nba/players/full/4565201.png +Malaki Branham22 G 20 6' 4" 180 lbs Ohio State $3,071,880 +https://a.espncdn.com/i/headshots/nba/players/full/2528779.png +Reggie Bullock25 SF 32 6' 6" 205 lbs North Carolina $11,014,080 +https://a.espncdn.com/i/headshots/nba/players/full/4592479.png +Julian Champagnie30 F 22 6' 9" 210 lbs St. John's $3,000,000 +https://a.espncdn.com/i/headshots/nba/players/full/5081727.png +Sidy Cissoko G 19 6' 7" 225 lbs -- $1,119,563 +https://a.espncdn.com/i/headshots/nba/players/full/4066650.png +Zach Collins23 PF 25 6' 11" 250 lbs Gonzaga $7,700,000 +https://a.espncdn.com/i/headshots/nba/players/full/2534781.png +Gorgui Dieng41 C 33 6' 10" 265 lbs Louisville -- 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Anunoby3 SF 26 6' 7" 232 lbs Indiana $18,642,857 +https://a.espncdn.com/i/headshots/nba/players/full/4433134.png +Scottie Barnes4 SF 22 6' 8" 225 lbs Florida State $8,008,560 +https://a.espncdn.com/i/headshots/nba/players/full/6579.png +Will Barton1 G 32 6' 5" 181 lbs Memphis -- +https://a.espncdn.com/i/headshots/nba/players/full/3948153.png +Chris Boucher25 PF 30 6' 9" 200 lbs Oregon $11,750,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Gradey Dick G 19 6' 8" 205 lbs Kansas $4,536,720 +https://a.espncdn.com/i/headshots/nba/players/full/4066786.png +Jeff Dowtin Jr.20 PG 26 6' 3" 177 lbs Rhode Island $2,109,706 +https://a.espncdn.com/i/headshots/nba/players/full/4066668.png +Malachi Flynn22 PG 25 6' 1" 175 lbs San Diego State $3,873,025 +https://a.espncdn.com/i/headshots/nba/players/full/4397251.png +Ron Harper Jr.8 F 23 6' 5" 245 lbs Rutgers -- +https://a.espncdn.com/i/headshots/nba/players/full/4431778.png +Christian Koloko35 C 23 7' 0" 230 lbs Arizona $1,719,864 +https://a.espncdn.com/i/headshots/nba/players/full/4066731.png +Jalen McDaniels7 PF 25 6' 9" 205 lbs San Diego State $4,516,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Markquis Nowell G 23 5' 8" 160 lbs Kansas State -- +https://a.espncdn.com/i/headshots/nba/players/full/3134908.png +Jakob Poeltl19 C 27 7' 1" 245 lbs Utah $19,500,000 +https://a.espncdn.com/i/headshots/nba/players/full/2594922.png +Otto Porter Jr.32 SF 30 6' 8" 198 lbs Georgetown $6,300,000 +https://a.espncdn.com/i/headshots/nba/players/full/3032979.png +Dennis Schroder PG 30 6' 1" 172 lbs -- $12,405,000 +https://a.espncdn.com/i/headshots/nba/players/full/3149673.png +Pascal Siakam43 PF 29 6' 8" 230 lbs New Mexico State $37,893,408 +https://a.espncdn.com/i/headshots/nba/players/full/4277843.png +Gary Trent Jr.33 SG 24 6' 5" 209 lbs Duke $18,560,000 +https://a.espncdn.com/i/headshots/nba/players/full/3244.png +Thaddeus Young21 PF 35 6' 8" 235 lbs Georgia Tech $8,000,000 + +Utah Jazz Roster 2023-24 +NAME POS AGE HT WT COLLEGE SALARY +https://a.espncdn.com/i/headshots/nba/players/full/4397018.png +Ochai Agbaji30 G 23 6' 5" 215 lbs Kansas $4,114,200 +https://a.espncdn.com/i/headshots/nba/players/full/3912292.png +Jarrell Brantley5 PF 27 6' 5" 250 lbs Charleston -- +https://a.espncdn.com/i/headshots/nba/players/full/2528426.png +Jordan Clarkson00 PG 31 6' 5" 194 lbs Missouri $23,487,629 +https://a.espncdn.com/i/headshots/nba/players/full/3908845.png +John Collins20 PF 25 6' 9" 226 lbs Wake Forest $25,340,000 +https://a.espncdn.com/i/headshots/nba/players/full/2991139.png +Kris Dunn11 G 29 6' 3" 205 lbs Providence $2,586,665 +https://a.espncdn.com/i/headshots/nba/players/full/3899664.png +Simone Fontecchio16 F 27 6' 7" 209 lbs -- $3,044,872 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Keyonte George G 19 6' 4" 185 lbs Baylor $3,889,800 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Taylor Hendricks F 19 6' 9" 210 lbs UCF $5,569,920 +https://a.espncdn.com/i/headshots/nba/players/full/4396991.png +Talen Horton-Tucker0 SG 22 6' 4" 234 lbs Iowa State $11,020,000 +https://a.espncdn.com/i/headshots/nba/players/full/4432817.png +Johnny Juzang33 G 22 6' 7" 215 lbs UCLA -- +https://a.espncdn.com/i/headshots/nba/players/full/4433136.png +Walker Kessler24 C 22 7' 0" 245 lbs Auburn $2,831,160 +https://a.espncdn.com/i/headshots/nba/players/full/4066336.png +Lauri Markkanen23 PF 26 7' 0" 240 lbs Arizona $17,259,999 +https://a.espncdn.com/i/headshots/nba/players/full/2489663.png +Kelly Olynyk41 PF 32 6' 11" 240 lbs Gonzaga $12,195,122 +https://a.espncdn.com/i/headshots/nba/players/full/4423309.png +Luka Samanic91 F 23 6' 10" 227 lbs -- $2,066,585 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Brice Sensabaugh F 19 6' 6" 235 lbs Ohio State $2,448,600 +https://a.espncdn.com/i/headshots/nba/players/full/4277811.png +Collin Sexton2 PG 24 6' 2" 190 lbs Alabama $17,325,000 +https://a.espncdn.com/i/headshots/nba/players/full/4401416.png +Juan Toscano-Anderson95 SF 30 6' 6" 209 lbs Marquette -- +https://a.espncdn.com/i/headshots/nba/players/full/3074213.png +Omer Yurtseven77 C 25 6' 11" 275 lbs Georgetown $2,800,000 + +Toronto Raptors Roster 2023-24 +NAME POS AGE HT WT COLLEGE SALARY +https://a.espncdn.com/i/headshots/nba/players/full/4431679.png +Precious Achiuwa5 PF 24 6' 8" 225 lbs Memphis $4,379,527 +https://a.espncdn.com/i/headshots/nba/players/full/3934719.png +O.G. Anunoby3 SF 26 6' 7" 232 lbs Indiana $18,642,857 +https://a.espncdn.com/i/headshots/nba/players/full/4433134.png +Scottie Barnes4 SF 22 6' 8" 225 lbs Florida State $8,008,560 +https://a.espncdn.com/i/headshots/nba/players/full/6579.png +Will Barton1 G 32 6' 5" 181 lbs Memphis -- +https://a.espncdn.com/i/headshots/nba/players/full/3948153.png +Chris Boucher25 PF 30 6' 9" 200 lbs Oregon $11,750,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Gradey Dick G 19 6' 8" 205 lbs Kansas $4,536,720 +https://a.espncdn.com/i/headshots/nba/players/full/4066786.png +Jeff Dowtin Jr.20 PG 26 6' 3" 177 lbs Rhode Island $2,109,706 +https://a.espncdn.com/i/headshots/nba/players/full/4066668.png +Malachi Flynn22 PG 25 6' 1" 175 lbs San Diego State $3,873,025 +https://a.espncdn.com/i/headshots/nba/players/full/4397251.png +Ron Harper Jr.8 F 23 6' 5" 245 lbs Rutgers -- +https://a.espncdn.com/i/headshots/nba/players/full/4431778.png +Christian Koloko35 C 23 7' 0" 230 lbs Arizona $1,719,864 +https://a.espncdn.com/i/headshots/nba/players/full/4066731.png +Jalen McDaniels7 PF 25 6' 9" 205 lbs San Diego State $4,516,000 +https://a.espncdn.com/combiner/i?img=/i/headshots/nophoto.png&w=200&h=146 +Markquis Nowell G 23 5' 8" 160 lbs Kansas State -- +https://a.espncdn.com/i/headshots/nba/players/full/3134908.png +Jakob Poeltl19 C 27 7' 1" 245 lbs Utah $19,500,000 +https://a.espncdn.com/i/headshots/nba/players/full/2594922.png +Otto Porter Jr.32 SF 30 6' 8" 198 lbs Georgetown $6,300,000 +https://a.espncdn.com/i/headshots/nba/players/full/3032979.png +Dennis Schroder PG 30 6' 1" 172 lbs -- $12,405,000 +https://a.espncdn.com/i/headshots/nba/players/full/3149673.png +Pascal Siakam43 PF 29 6' 8" 230 lbs New Mexico State $37,893,408 +https://a.espncdn.com/i/headshots/nba/players/full/4277843.png +Gary Trent Jr.33 SG 24 6' 5" 209 lbs Duke $18,560,000 +https://a.espncdn.com/i/headshots/nba/players/full/3244.png +Thaddeus Young21 PF 35 6' 8" 235 lbs Georgia Tech $8,000,000 + +Washington Wizards Roster 2023-24 +NAME POS AGE HT WT COLLEGE SALARY +https://a.espncdn.com/i/headshots/nba/players/full/4683021.png +Deni Avdija9 SF 22 6' 9" 210 lbs -- $6,263,188 +https://a.espncdn.com/i/headshots/nba/players/full/4433246.png +Patrick Baldwin Jr.7 F 20 6' 9" 220 lbs Milwaukee $2,337,720 +https://a.espncdn.com/i/headshots/nba/players/full/4395695.png +Jared Butler SG 23 6' 3" 193 lbs Baylor -- +https://a.espncdn.com/i/headshots/nba/players/full/3129932.png +Xavier Cooks12 G 28 6' 8" 185 lbs Winthrop $1,719,864 +https://a.espncdn.com/i/headshots/nba/players/full/5104155.png +Bilal Coulibaly SG 19 6' 6" 195 lbs -- $6,614,280 +https://a.espncdn.com/i/headshots/nba/players/full/4432356.png +Johnny Davis1 G 21 6' 4" 195 lbs Wisconsin $5,050,800 +https://a.espncdn.com/i/headshots/nba/players/full/4278049.png +Daniel Gafford21 C 24 6' 10" 234 lbs Arkansas $12,402,000 +https://a.espncdn.com/i/headshots/nba/players/full/3428.png +Danilo Gallinari PF 35 6' 10" 236 lbs -- $6,802,950 +https://a.espncdn.com/i/headshots/nba/players/full/3986.png +Taj Gibson67 F 38 6' 9" 232 lbs USC -- +https://a.espncdn.com/i/headshots/nba/players/full/2581184.png +Anthony Gill16 PF 30 6' 8" 230 lbs Virginia $1,997,239 +https://a.espncdn.com/i/headshots/nba/players/full/3135046.png +Tyus Jones PG 27 6' 0" 196 lbs Duke $14,000,000 +https://a.espncdn.com/i/headshots/nba/players/full/4280151.png +Corey Kispert24 SF 24 6' 6" 224 lbs Gonzaga $3,722,040 +https://a.espncdn.com/i/headshots/nba/players/full/3134907.png +Kyle Kuzma33 SF 28 6' 9" 221 lbs Utah $25,568,182 +https://a.espncdn.com/i/headshots/nba/players/full/2490089.png +Mike Muscala C 32 6' 11" 240 lbs Bucknell $3,500,000 +https://a.espncdn.com/i/headshots/nba/players/full/3056247.png +Kendrick Nunn20 G 28 6' 3" 190 lbs Oakland -- +https://a.espncdn.com/i/headshots/nba/players/full/4066410.png +Eugene Omoruyi F 26 6' 6" 235 lbs Oregon $1,927,896 +https://a.espncdn.com/i/headshots/nba/players/full/4277956.png +Jordan Poole3 SG 24 6' 4" 194 lbs Michigan $27,955,357 +https://a.espncdn.com/i/headshots/nba/players/full/4591725.png +Ryan Rollins2 G 21 6' 3" 180 lbs Toledo $1,719,864 +https://a.espncdn.com/i/headshots/nba/players/full/3914044.png +Landry Shamet SG 26 6' 4" 190 lbs Wichita State $10,250,000 +https://a.espncdn.com/i/headshots/nba/players/full/4997537.png +Tristan Vukcevic PF 20 7' 0" 225 lbs -- -- +https://a.espncdn.com/i/headshots/nba/players/full/3064447.png +Delon Wright55 SG 31 6' 5" 185 lbs Utah $8,195,122 diff --git a/llama-demo-apps/txt2csv.py b/llama-demo-apps/txt2csv.py new file mode 100644 index 00000000..878d44d1 --- /dev/null +++ b/llama-demo-apps/txt2csv.py @@ -0,0 +1,53 @@ +import csv + +# Define the input and output file names +input_file = 'nba.txt' +output_file = 'nba_roster.csv' + +# Initialize lists to store data +roster_data = [] +current_team = None + +# Open the input file +with open(input_file, 'r') as file: + for line in file: + # Remove leading and trailing whitespaces from the line + line = line.strip() + + # Check if the line starts with 'https', skip it + if line.startswith('https'): + continue + + # Check if the line contains the team name + if 'Roster' in line: + current_team = line.split(' Roster ')[0] + elif line and "NAME" not in line: # Skip empty lines and header lines + # Split the line using tabs as the delimiter + player_info = line.split('\t') + + # Remove any numbers from the player's name and set Jersey accordingly + name = ''.join([c for c in player_info[0] if not c.isdigit()]) + jersey = ''.join([c for c in player_info[0] if c.isdigit()]) + + # If no number found, set Jersey to "NA" + if not jersey: + jersey = "NA" + + # Append the team name, name, and jersey to the player's data + player_info = [current_team, name, jersey] + player_info[1:] + + # Append the player's data to the roster_data list + roster_data.append(player_info) + +# Write the data to a CSV file +with open(output_file, 'w', newline='') as csvfile: + writer = csv.writer(csvfile) + + # Write the header row + writer.writerow(['Team', 'NAME', 'Jersey', 'POS', 'AGE', 'HT', 'WT', 'COLLEGE', 'SALARY']) + + # Write the player data + writer.writerows(roster_data) + +print(f'Conversion completed. Data saved to {output_file}') + -- GitLab