semvec/pypi-packages huggingface dataset:
unbalez 1.1
unbalez
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
discomposedz 2.1
discomposedz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
doubtlesslyz 1.1
doubtlesslyz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
disaz 2.1
disaz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
donnedz 1.1
donnedz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
dinosz 2.1
dinosz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
diagramz 1.1
diagramz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
dignityz 2.1
dignityz
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```
convkan 0.0.1.2
Convolutional KAN layer
License: MIT
Requires Python: >=3.8

# Convolutional KAN layer

## Implementation of the Convolutional Kolmogorov-Arnold Network layer in PyTorch.

A drop-in replacement for the torch.nn.Conv2d layer that uses the Kolmogorov-Arnold Network (KAN) instead of the standard convolution.

Currently, supports grouped convolution, padding with different modes, dilation, and stride. 

The KAN implementation is taken from the https://github.com/Blealtan/efficient-kan/ repository.

## Installation

From PyPI:

```bash
pip install convkan
```

From source:

```bash
git clone git@github.com:StarostinV/convkan.git
cd convkan
pip install .
```

## Usage

Training a simple model on MNIST (96% accuracy after the first epoch):

```python

import torch
from torch import nn
from torchvision import datasets, transforms
from tqdm import tqdm

from convkan import ConvKAN, LayerNorm2D

# Define the model
model = nn.Sequential(
    ConvKAN(1, 32, padding=1, kernel_size=3, stride=1),
    LayerNorm2D(32),
    ConvKAN(32, 32, padding=1, kernel_size=3, stride=2),
    LayerNorm2D(32),
    ConvKAN(32, 10, padding=1, kernel_size=3, stride=2),
    nn.AdaptiveAvgPool2d(1),
    nn.Flatten(),
).cuda()

# Define transformations and download the MNIST dataset
transform = transforms.Compose([
    transforms.ToTensor(),
    transforms.Normalize((0.1307,), (0.3081,))
])

train_dataset = datasets.MNIST(root='./data', train=True, download=True, transform=transform)
test_dataset = datasets.MNIST(root='./data', train=False, download=True, transform=transform)

train_loader = torch.utils.data.DataLoader(train_dataset, batch_size=128, shuffle=True)
test_loader = torch.utils.data.DataLoader(test_dataset, batch_size=128, shuffle=False)

# Define the loss function and optimizer
criterion = nn.CrossEntropyLoss()
optimizer = torch.optim.AdamW(model.parameters(), lr=1e-2)

# Train the model
model.train()

pbar = tqdm(train_loader)
for i, (x, y) in enumerate(pbar):
    x, y = x.cuda(), y.cuda()
    optimizer.zero_grad()
    y_hat = model(x)
    loss = criterion(y_hat, y)
    loss.backward()
    optimizer.step()
    pbar.set_description(f'Loss: {loss.item():.2e}')

model.eval()
correct = 0
total = 0

with torch.no_grad():
    pbar = tqdm(test_loader)
    for x, y in pbar:
        x, y = x.cuda(), y.cuda()
        y_hat = model(x)
        _, predicted = torch.max(y_hat, 1)
        total += y.size(0)
        correct += (predicted == y).sum().item()
        pbar.set_description(f'Accuracy: {100 * correct / total:.2f}%')
```
GrandTourer 0.1.7
GrandTourer is a CLI tool for easily launching GUI applications on MacOS with a two letter command: gt
License: MIT
Requires Python: <4.0,>=3.9

# GrandTourer

GrandTourer is a CLI tool for easily launching GUI applications on MacOS with a two letter command: `gt`. It's a drop-in replacement for `open -a`, but without the need for precise capitalisation, spacing, and first words like "Microsoft" or "Adobe" if you have multiple applications from them.

## Installation

Use the package manager [pip](https://pip.pypa.io/en/stable/) to install GrandTourer. GrandTourer requires Python >=3.8.

```shell
$ pipx install grandtourer
```

## Usage

Type `gt` followed by the first few letters of your application name.

There's no need for spaces and capital letters - GrandTourer will find the relevant application. If there is more than one possible match, you might need to include a few more letters.

```shell
$ gt calc
# Launches 'Calculator'

$ gt calculossus
No apps found

$ gt cal
Did you mean one of the following?
1. Calculator
2. Calendar
Enter the number you want. Enter any other number to exit:
```

Also, if you have, for example, the Microsoft Office or Adobe Creative Cloud suites installed, you don't need to include the first word. So:

```shell
$ gt adobeil
# Launches 'Adobe Illustrator'

$ gt il
# Also launches 'Adobe Illustrator'
```

## License

Made by [Will](https://github.com/WillDenby) and released under the [MIT](https://choosealicense.com/licenses/mit/) License
importablez 1.1
importablez
License: MIT
Keywords: SOME, MEANINGFULL, KEYWORDS

# Python library quick start
This is a minimal template for uploading your python packages to pypi.org.

## To Use
* First clone this project.
```bash
# Clone this repository
git clone https://github.com/defartsa23/python-library-quick-start.git
# Go into the repository
cd python-library-quick-start
```
* Rename the folder `your-package` to the package name you want. then place all your files into a folder. Open the `__init__.py` file with a text editor of your choice. In this file, you write nothing but the import statement which has the following schema:
```python
from .Filename import Classname
```
* Replace the information in the `setup.py` file with the matching content.
* Upload your package to PyPi
```sh
python setup.py sdist
twine upload dist/*
```