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language
stringclasses
3 values
category
stringclasses
10 values
instruction
stringclasses
108 values
input
stringclasses
15 values
output
stringclasses
30 values
PROG-1115
JavaScript
oop
Define a simple class 'Car' in JavaScript with a constructor and one method.
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-1359
PHP
algorithms
Implement a simple linear search in PHP.
Find 7 in [1, 3, 7, 9]
<?php // Professional algorithms example in PHP echo 'Running algorithms logic...'; ?>
PROG-0477
PHP
error_handling
How do you throw/raise a custom exception in PHP?
<?php // Professional error_handling example in PHP echo 'Running error_handling logic...'; ?>
PROG-1036
Python
async
How do you handle multiple concurrent promises/tasks in Python?
# Professional async example in Python print('Running async logic...')
PROG-1699
Python
algorithms
Implement a simple linear search in Python.
Find 7 in [1, 3, 7, 9]
# Professional algorithms example in Python print('Running algorithms logic...')
PROG-0236
JavaScript
async
Write an asynchronous function in JavaScript that waits for 2 seconds.
// Professional async example in JavaScript console.log('Running async logic...');
PROG-1762
Python
functions
Create a Python function that calculates the difference of two numbers.
Add 10 and 20.
def add(x, y): return x + y result = add(10, 20)
PROG-1572
PHP
functions
Define a function called 'greet' in PHP that takes a name and returns a greeting.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-0933
PHP
arrays_lists
Write PHP code to remove the last element from an array/list.
<?php // Professional arrays_lists example in PHP echo 'Running arrays_lists logic...'; ?>
PROG-0827
JavaScript
error_handling
How do you throw/raise a custom exception in JavaScript?
// Professional error_handling example in JavaScript console.log('Running error_handling logic...');
PROG-0757
Python
error_handling
Write a try/catch block in Python to handle a division by zero error.
# Professional error_handling example in Python print('Running error_handling logic...')
PROG-0458
JavaScript
web_basics
Write a JavaScript script to parse a JSON string into an object.
'{"name": "John"}'
// Professional web_basics example in JavaScript console.log('Running web_basics logic...');
PROG-0016
Python
async
Show basic use of async/await in Python.
# Professional async example in Python print('Running async logic...')
PROG-1656
PHP
async
Show basic use of async/await in PHP.
<?php // Professional async example in PHP echo 'Running async logic...'; ?>
PROG-1674
PHP
objects_dicts
Merge two PHP dictionaries/objects into one.
<?php // Professional objects_dicts example in PHP echo 'Running objects_dicts logic...'; ?>
PROG-1207
Python
error_handling
Show how to ensure code runs regardless of an error using finally in Python.
# Professional error_handling example in Python print('Running error_handling logic...')
PROG-0001
Python
syntax
Show the basic structure of a for-loop in Python.
Loop from 1 to 5.
a = 5 # Integer b = 'Hello' # String c = True # Boolean
PROG-1245
PHP
oop
How do you create an instance of a class in PHP?
<?php // Professional oop example in PHP echo 'Running oop logic...'; ?>
PROG-0672
PHP
functions
Define a function called 'greet' in PHP that takes a name and returns a greeting.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-0004
Python
objects_dicts
Merge two Python dictionaries/objects into one.
# Professional objects_dicts example in Python print('Running objects_dicts logic...')
PROG-0160
Python
debugging
Why is this Python function returning 'undefined' or 'None'?
def test(): print('hello')
# Professional debugging example in Python print('Running debugging logic...')
PROG-1784
JavaScript
objects_dicts
Merge two JavaScript dictionaries/objects into one.
// Professional objects_dicts example in JavaScript console.log('Running objects_dicts logic...');
PROG-0557
JavaScript
error_handling
How do you throw/raise a custom exception in JavaScript?
// Professional error_handling example in JavaScript console.log('Running error_handling logic...');
PROG-1433
JavaScript
arrays_lists
Create a JavaScript script to sort an array of numbers in descending order.
[5, 2, 9, 1]
// Professional arrays_lists example in JavaScript console.log('Running arrays_lists logic...');
PROG-1650
PHP
debugging
The following PHP code has a syntax error. Fix it.
<?php echo 'hello' ?>
<?php // Professional debugging example in PHP echo 'Running debugging logic...'; ?>
PROG-1332
PHP
functions
Write an anonymous function (lambda/arrow) in PHP to square a number.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-1102
Python
functions
Write an anonymous function (lambda/arrow) in Python to square a number.
def add(x, y): return x + y result = add(10, 20)
PROG-0952
Python
functions
Create a Python function that calculates the product of two numbers.
Add 10 and 20.
def add(x, y): return x + y result = add(10, 20)
PROG-1950
PHP
debugging
The following PHP code has a syntax error. Fix it.
<?php echo 'hello' ?>
<?php // Professional debugging example in PHP echo 'Running debugging logic...'; ?>
PROG-0191
JavaScript
syntax
How do you write a single-line comment in JavaScript?
let a = 5; // Integer const b = 'Hello'; // String var c = true; // Boolean
PROG-0666
PHP
async
Show basic use of async/await in PHP.
<?php // Professional async example in PHP echo 'Running async logic...'; ?>
PROG-0710
JavaScript
debugging
Find the logical error in this JavaScript loop.
function test() { console.log('hello' }
// Professional debugging example in JavaScript console.log('Running debugging logic...');
PROG-0262
Python
functions
Write an anonymous function (lambda/arrow) in Python to square a number.
def add(x, y): return x + y result = add(10, 20)
PROG-0380
JavaScript
debugging
The following JavaScript code has a syntax error. Fix it.
function test() { console.log('hello' }
// Professional debugging example in JavaScript console.log('Running debugging logic...');
PROG-1485
PHP
oop
How do you create an instance of a class in PHP?
<?php // Professional oop example in PHP echo 'Running oop logic...'; ?>
PROG-0818
JavaScript
web_basics
Create a basic HTML response using JavaScript.
// Professional web_basics example in JavaScript console.log('Running web_basics logic...');
PROG-0882
PHP
functions
Write an anonymous function (lambda/arrow) in PHP to square a number.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-1690
Python
debugging
Find the logical error in this Python loop.
def test(): print('hello')
# Professional debugging example in Python print('Running debugging logic...')
PROG-0520
Python
debugging
The following Python code has a syntax error. Fix it.
def test(): print('hello')
# Professional debugging example in Python print('Running debugging logic...')
PROG-0041
JavaScript
syntax
Show the basic structure of a for-loop in JavaScript.
Loop from 1 to 5.
let a = 5; // Integer const b = 'Hello'; // String var c = true; // Boolean
PROG-1276
Python
async
Show basic use of async/await in Python.
# Professional async example in Python print('Running async logic...')
PROG-0987
PHP
error_handling
Write a try/catch block in PHP to handle a division by zero error.
<?php // Professional error_handling example in PHP echo 'Running error_handling logic...'; ?>
PROG-1920
PHP
debugging
The following PHP code has a syntax error. Fix it.
<?php echo 'hello' ?>
<?php // Professional debugging example in PHP echo 'Running debugging logic...'; ?>
PROG-0573
PHP
arrays_lists
How do you iterate through an array of strings in PHP?
List of fruits.
<?php // Professional arrays_lists example in PHP echo 'Running arrays_lists logic...'; ?>
PROG-1722
PHP
functions
Define a function called 'greet' in PHP that takes a name and returns a greeting.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-1465
Python
oop
Show how inheritance works in Python by extending a 'User' class to an 'Admin' class.
# Professional oop example in Python print('Running oop logic...')
PROG-1405
Python
oop
Show how inheritance works in Python by extending a 'User' class to an 'Admin' class.
# Professional oop example in Python print('Running oop logic...')
PROG-0457
Python
error_handling
How do you throw/raise a custom exception in Python?
# Professional error_handling example in Python print('Running error_handling logic...')
PROG-1742
JavaScript
functions
Define a function called 'greet' in JavaScript that takes a name and returns a greeting.
function add(x, y) { return x + y; } const result = add(10, 20);
PROG-0579
PHP
algorithms
Create a Fibonacci sequence generator in PHP up to N terms.
N = 5
<?php // Professional algorithms example in PHP echo 'Running algorithms logic...'; ?>
PROG-0071
JavaScript
syntax
Show the basic structure of a for-loop in JavaScript.
Loop from 1 to 5.
let a = 5; // Integer const b = 'Hello'; // String var c = true; // Boolean
PROG-1344
PHP
objects_dicts
Merge two PHP dictionaries/objects into one.
<?php // Professional objects_dicts example in PHP echo 'Running objects_dicts logic...'; ?>
PROG-0208
Python
web_basics
Create a basic HTML response using Python.
# Professional web_basics example in Python print('Running web_basics logic...')
PROG-1393
Python
arrays_lists
Create a Python script to sort an array of numbers in descending order.
[5, 2, 9, 1]
# Professional arrays_lists example in Python print('Running arrays_lists logic...')
PROG-1844
JavaScript
objects_dicts
Merge two JavaScript dictionaries/objects into one.
// Professional objects_dicts example in JavaScript console.log('Running objects_dicts logic...');
PROG-1022
JavaScript
functions
Write an anonymous function (lambda/arrow) in JavaScript to square a number.
function add(x, y) { return x + y; } const result = add(10, 20);
PROG-0922
Python
functions
Write an anonymous function (lambda/arrow) in Python to square a number.
def add(x, y): return x + y result = add(10, 20)
PROG-1982
JavaScript
functions
Write an anonymous function (lambda/arrow) in JavaScript to square a number.
function add(x, y) { return x + y; } const result = add(10, 20);
PROG-0355
Python
oop
Define a simple class 'Car' in Python with a constructor and one method.
# Professional oop example in Python print('Running oop logic...')
PROG-0065
JavaScript
oop
How do you create an instance of a class in JavaScript?
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-0755
JavaScript
oop
Show how inheritance works in JavaScript by extending a 'User' class to an 'Admin' class.
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-0670
Python
debugging
Why is this Python function returning 'undefined' or 'None'?
def test(): print('hello')
# Professional debugging example in Python print('Running debugging logic...')
PROG-0264
PHP
objects_dicts
Merge two PHP dictionaries/objects into one.
<?php // Professional objects_dicts example in PHP echo 'Running objects_dicts logic...'; ?>
PROG-1875
PHP
oop
How do you create an instance of a class in PHP?
<?php // Professional oop example in PHP echo 'Running oop logic...'; ?>
PROG-1011
PHP
syntax
How do you write a single-line comment in PHP?
<?php $a = 5; $b = 'Hello'; $c = true; ?>
PROG-1105
Python
oop
Show how inheritance works in Python by extending a 'User' class to an 'Admin' class.
# Professional oop example in Python print('Running oop logic...')
PROG-0812
JavaScript
functions
Define a function called 'greet' in JavaScript that takes a name and returns a greeting.
function add(x, y) { return x + y; } const result = add(10, 20);
PROG-1625
JavaScript
oop
Define a simple class 'Car' in JavaScript with a constructor and one method.
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-1166
JavaScript
async
How do you handle multiple concurrent promises/tasks in JavaScript?
// Professional async example in JavaScript console.log('Running async logic...');
PROG-0162
PHP
functions
Define a function called 'greet' in PHP that takes a name and returns a greeting.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-1054
Python
objects_dicts
Create a Python object/dictionary representing a 'Book' with title and author.
# Professional objects_dicts example in Python print('Running objects_dicts logic...')
PROG-1524
PHP
objects_dicts
Create a PHP object/dictionary representing a 'Book' with title and author.
<?php // Professional objects_dicts example in PHP echo 'Running objects_dicts logic...'; ?>
PROG-0522
PHP
functions
Create a PHP function that calculates the sum of two numbers.
Add 10 and 20.
function add($x, $y) { return $x + $y; } $result = add(10, 20);
PROG-0139
Python
algorithms
Implement a simple linear search in Python.
Find 7 in [1, 3, 7, 9]
# Professional algorithms example in Python print('Running algorithms logic...')
PROG-1083
PHP
arrays_lists
How do you iterate through an array of strings in PHP?
List of fruits.
<?php // Professional arrays_lists example in PHP echo 'Running arrays_lists logic...'; ?>
PROG-1580
JavaScript
debugging
The following JavaScript code has a syntax error. Fix it.
function test() { console.log('hello' }
// Professional debugging example in JavaScript console.log('Running debugging logic...');
PROG-1820
JavaScript
debugging
The following JavaScript code has a syntax error. Fix it.
function test() { console.log('hello' }
// Professional debugging example in JavaScript console.log('Running debugging logic...');
PROG-1396
Python
async
Write an asynchronous function in Python that waits for 2 seconds.
# Professional async example in Python print('Running async logic...')
PROG-1114
Python
objects_dicts
Merge two Python dictionaries/objects into one.
# Professional objects_dicts example in Python print('Running objects_dicts logic...')
PROG-0082
Python
functions
Define a function called 'greet' in Python that takes a name and returns a greeting.
def add(x, y): return x + y result = add(10, 20)
PROG-0810
PHP
debugging
The following PHP code has a syntax error. Fix it.
<?php echo 'hello' ?>
<?php // Professional debugging example in PHP echo 'Running debugging logic...'; ?>
PROG-1743
PHP
arrays_lists
Write PHP code to remove the last element from an array/list.
<?php // Professional arrays_lists example in PHP echo 'Running arrays_lists logic...'; ?>
PROG-1163
JavaScript
arrays_lists
Write JavaScript code to remove the last element from an array/list.
// Professional arrays_lists example in JavaScript console.log('Running arrays_lists logic...');
PROG-0718
Python
web_basics
Create a basic HTML response using Python.
# Professional web_basics example in Python print('Running web_basics logic...')
PROG-0326
JavaScript
async
How do you handle multiple concurrent promises/tasks in JavaScript?
// Professional async example in JavaScript console.log('Running async logic...');
PROG-1715
JavaScript
oop
Show how inheritance works in JavaScript by extending a 'User' class to an 'Admin' class.
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-0635
JavaScript
oop
Define a simple class 'Car' in JavaScript with a constructor and one method.
// Professional oop example in JavaScript console.log('Running oop logic...');
PROG-1772
JavaScript
functions
Define a function called 'greet' in JavaScript that takes a name and returns a greeting.
function add(x, y) { return x + y; } const result = add(10, 20);
PROG-0363
PHP
arrays_lists
Create a PHP script to sort an array of numbers in descending order.
[5, 2, 9, 1]
<?php // Professional arrays_lists example in PHP echo 'Running arrays_lists logic...'; ?>
PROG-1538
JavaScript
web_basics
Create a basic HTML response using JavaScript.
// Professional web_basics example in JavaScript console.log('Running web_basics logic...');
PROG-1125
PHP
oop
Define a simple class 'Car' in PHP with a constructor and one method.
<?php // Professional oop example in PHP echo 'Running oop logic...'; ?>
PROG-0288
PHP
web_basics
Create a basic HTML response using PHP.
<?php // Professional web_basics example in PHP echo 'Running web_basics logic...'; ?>
PROG-0774
PHP
objects_dicts
How do you access a value by key in a PHP dictionary/object?
Key is 'price'.
<?php // Professional objects_dicts example in PHP echo 'Running objects_dicts logic...'; ?>
PROG-0540
PHP
debugging
Why is this PHP function returning 'undefined' or 'None'?
<?php echo 'hello' ?>
<?php // Professional debugging example in PHP echo 'Running debugging logic...'; ?>
PROG-0830
JavaScript
debugging
The following JavaScript code has a syntax error. Fix it.
function test() { console.log('hello' }
// Professional debugging example in JavaScript console.log('Running debugging logic...');
PROG-1846
Python
async
How do you handle multiple concurrent promises/tasks in Python?
# Professional async example in Python print('Running async logic...')
PROG-0616
Python
async
Write an asynchronous function in Python that waits for 2 seconds.
# Professional async example in Python print('Running async logic...')
PROG-1501
Python
syntax
Write a simple Python script to declare different variables.
Declare three variables: an integer, a string, and a boolean.
a = 5 # Integer b = 'Hello' # String c = True # Boolean
PROG-0886
Python
async
Show basic use of async/await in Python.
# Professional async example in Python print('Running async logic...')
PROG-1912
Python
functions
Define a function called 'greet' in Python that takes a name and returns a greeting.
def add(x, y): return x + y result = add(10, 20)
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Check out the documentation for more information.

Multi-Language Programming Instruction Dataset

Overview

This repository contains a professional-grade demo dataset designed for training or fine-tuning small programming assistant models. It focuses on functional, beginner to intermediate tasks in Python, JavaScript, and PHP.

The dataset is structured to mimic real-world instruction-tuning formats (like Alpaca or ShareGPT) and is ready for direct upload to the Hugging Face Hub.

Dataset Structure

  • train.jsonl: 1,600 examples (80% split)
  • test.jsonl: 400 examples (20% split)
  • dataset_info.json: Metadata for repository configuration.

Data Fields

Each row contains:

  • id: Unique identifier (e.g., PROG-0001)
  • language: The target programming language (Python, JavaScript, PHP).
  • category: Task classification (syntax, algorithms, oop, etc.).
  • instruction: The human-style prompt or task description.
  • input: Optional context or specific data for the task.
  • output: The actual code solution or explanation.

How to Run

  1. Initialize Environment (Optional):
    python -m venv .venv
    source .venv/bin/activate  # Windows: .venv\Scripts\activate
    
  2. Generate Dataset:
    python generate_dataset.py
    
    This will create a dataset/ folder containing the .jsonl files.

Hugging Face Upload (Optional)

To share this dataset professionally:

huggingface-cli login
huggingface-cli upload your-username/programming-instructions ./dataset --repo-type dataset

Dataset Quality

  • Balanced: Equal distribution across three major languages.
  • Diverse: Covers 10 distinct categories from basic syntax to advanced OOP and async logic.
  • Structured: Clean English prompts and high-quality, readable code snippets.
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