Model: elplaguister/qwen_xxx
Author: elplaguister
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, qwen3, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:18825, loss:MultipleNegativesRankingLoss, arxiv:1908.10084, arxiv:1705.00652, base_model:Qwen/Qwen3-Embedding-0.6B, base_model:finetune:Qwen/Qwen3-Embedding-0.6B, endpoints_compatible, region:us
Base models (finetune): id: Qwen/Qwen3-Embedding-0.6B
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, dense, generated_from_trainer, dataset_size:18825, loss:MultipleNegativesRankingLoss
base_model: Qwen/Qwen3-Embedding-0.6B
widget: source_sentence: Instruct: 
Query:  enum en python definicion
sentences: Instruct: 
Query:  def write_enum(fo, datum, schema):
    """An enum is encoded by a int, representing the zero-based position of
    the symbol in the schema."""
    index = schema['symbols'].index(datum)
    write_int(fo, index), Instruct: 
Query:  n = int(input())
points = [[int(x) for x in input().split()] for _ in range(n)]
if n <= 1:
	print(-1)
	return
dx = [1e9, -1e9]
dy = [1e9, -1e9]
for x, y in points:
	dx[0] = min(dx[0], x)
	dx[1] = max(dx[1], x)
	dy[0] = min(dy[0], y)
	dy[1] = max(dy[1], y)
area = (dx[1] - dx[0]) * (dy[1] - dy[0])
if area:
	print(area)
else:
	print(-1), Instruct: 
Query:  SELECT Gender, SUM(DonationAmount) FROM Donors GROUP BY Gender;, source_sentence: Instruct: 
Query:  create polygon from lists of points python
sentences: Instruct: 
Query:  def from_points(cls, list_of_lists):
        """
        Creates a *Polygon* instance out of a list of lists, each sublist being populated with
        `pyowm.utils.geo.Point` instances
        :param list_of_lists: list
        :type: list_of_lists: iterable_of_polygons
        :returns:  a *Polygon* instance

        """
        result = []
        for l in list_of_lists:
            curve = []
            for point in l:
                curve.append((point.lon, point.lat))
            result.append(curve)
        return Polygon(result), Instruct: 
Query:  def get_window(self): 
        """
        Returns the object's parent window. Returns None if no window found.
        """
        x = self
        while not x._parent == None and \
              not isinstance(x._parent, Window): 
                  x = x._parent
        return x._parent, Instruct: 
Query:  def table_top_abs(self):
        """Returns the absolute position of table top"""
        table_height = np.array([0, 0, self.table_full_size[2]])
        return string_to_array(self.floor.get("pos")) + table_height, source_sentence: Instruct: 
Query:  check if datetime python
sentences: Instruct: 
Query:  The more optimized and commented Python code now successfully calculates the sum of the first 20 prime numbers, which is 639. The prime check has been improved by only checking for divisors up to the square root of the number, consequently increasing the efficiency of the code., Instruct: 
Query:  def is_datetime_like(dtype):
    """Check if a dtype is a subclass of the numpy datetime types
    """
    return (np.issubdtype(dtype, np.datetime64) or
            np.issubdtype(dtype, np.timedelta64)), Instruct: 
Query:  There are a few tools you can use to profile your PHP application and find out where the bottlenecks are:

1. **Xdebug**: This is a PHP extension that provides debugging and profiling capabilities. Once configured, Xdebug will record how long it takes for each function in your script to execute and how many times each function is called.

2. **WebGrind**: This is a Xdebug profiling web frontend in PHP. It allows you to view the Xdebug profiling data in an easily readable format.

3. **Blackfire.io**: This is a SaaS for profiling and testing your code performance in development, integration, staging and production. It offers very detailed insights on resource usage, has an intuitive interface, and also provides some automation features useful for testing performance between different code versions.

4. **Z-ray**: This is a debugging and productivity software made by Zend Technologies.

5. **New Relic APM**: It is not limited to PHP, but it does a great job of analyzing application performance, including PHP scripts.

6. **Tideways**: It provides Application Performance Monitoring (APM) for PHP. 

After identify the bottlenecks and problematic areas of your application, you should be able to come up with a strategy for optimizing your code. Common techniques for improving PHP performance include using object oriented programming, utilizing caching, minimizing database queries, and limiting the use of expensive functions.

Finally, a lightweight solution can be using microtime() function at the start and at the end of your PHP script (or any particular part) to measure the time spent on processing., source_sentence: Instruct: 
Query:  What is the name, height, and number of stories for all buildings in the city of New York with more than 50 floors?
CREATE TABLE Buildings (id INT, name VARCHAR(100), height FLOAT, num_stories INT, city VARCHAR(50)); INSERT INTO Buildings (id, name, height, num_stories, city) VALUES (1, 'Empire State Building', 381, 102, 'New York');
sentences: Instruct: 
Query:  SELECT name, height, num_stories FROM Buildings WHERE city = 'New York' AND num_stories > 50;, Instruct: 
Query:  SELECT SUM(value) FROM socially_responsible_loans WHERE client_gender = 'female' AND date BETWEEN '2021-07-01' AND '2021-12-31';, Instruct: 
Query:  SELECT trader_id, stock, SUM(price * quantity) as total_trade_value, AVG(price) as avg_price FROM trade_history GROUP BY trader_id, stock;, source_sentence: Instruct: 
Query:  'user': Create a C++ program that multiplies two numbers and then calculates the factorial of the result., 'assistant': Sure! I will write a C++ program that multiplies two numbers and then calculates the factorial of the result. Here's the code:

```c++
#include <iostream>

int factorial(int n) {
    if(n == 0 || n == 1) {
        return 1;
    }
    return n * factorial(n - 1);
}

int main() {
    int num1, num2, product;
    std::cout << "Enter the first number: ";
    std::cin >> num1;
    std::cout << "Enter the second number: ";
    std::cin >> num2;
    
    product = num1 * num2;
    std::cout << "Product: " << product << std::endl;
    
    int factorialResult = factorial(product);
    std::cout << "Factorial of the product: " << factorialResult << std::endl;
    
    return 0;
}
```

This program takes two numbers as input, multiplies them, and then calculates the factorial of the product. The factorial function is a recursive function that returns the factorial of a given number. The main function prompts the user to enter the numbers, performs the multiplication, and displays the product and the factorial of the product.

Please let me know if you need any further assistance!, 'user': The factorial function could be optimized for larger inputs. Also, consider adding error handling for negative inputs.
sentences: Instruct: 
Query:  x=int(input())
def s(a):
  r=0
  while a>0:
    r+=a%10
    a//=10
  return r
def d(a,b):
  r=0
  for i in range(6):
    if a%10!=b%10:
      r += 1
    a//=10
    b//=10
  return r
c=6
for i in range(1000000):
  if s(i%1000)==s(i//1000):
    c=min(c,d(x,i))
print(c), Instruct: 
Query:  You're correct. The factorial function could potentially be optimized for larger inputs using dynamic programming to avoid stack overflow from deep recursion. Negative input handling is also crucial to prevent incorrect results.

Here's the optimized code:

```c++
#include <iostream>
#include <vector>

long long factorial(int n) {
    if(n < 0) {
        throw std::invalid_argument("Negative input not allowed");
    }
    
    std::vector<long long> fact(n + 1);
    fact[0] = 1;
    for(int i = 1; i <= n; i++) {
        fact[i] = i * fact[i - 1];
    }
    
    return fact[n];
}

int main() {
    try {
        int num1, num2, product;
        std::cout << "Enter the first number: ";
        std::cin >> num1;

        if(num1 < 0) throw std::invalid_argument("Negative input not allowed");

        std::cout << "Enter the second number: ";
        std::cin >> num2;

        if(num2 < 0) throw std::invalid_argument("Negative input not allowed");

        product = num1 * num2;
        std::cout << "Product: " << product << std::endl;

        long long factorialResult = factorial(product);
        std::cout << "Factorial of the product: " << factorialResult << std::endl;

        return 0;

    } catch(const std::invalid_argument& e){
        std::cerr << e.what() << std::endl;
        return 1;
    }
}
```
This code now includes error handling for negative inputs and improved performance for the factorial calculation via dynamic programming. The factorial function calculates each factorial from 0 to n once and stores it in a 'fact' vector. So if the factorial of a certain number has already been calculated, it is directly retrieved from the 'fact' vector, significantly reducing the number of calculations needed for larger inputs.

Please note that I currently can't execute C++ code as I'm designed to execute Python code and I can't test C++. You'd need to compile and run the updated code in your C++ development environment., Instruct: 
Query:  SELECT hotel_name, q1_2022_views FROM virtual_tour_stats WHERE region = 'APAC' ORDER BY q1_2022_views DESC LIMIT 5;
pipeline_tag: sentence-similarity
library_name: sentence-transformers
Likes: 0 | All-time downloads: 10
Created: 2026-01-05 13:08:02