semvec/pypi-packages huggingface dataset:
files-dataset 0.1.4
Simple, composable standard for storing datasets as one sample per file
Requires Python: >=3.10

# Files Dataset

> Dead simple standard for storing/loading datasets as files. Supports TAR and ZIP archives.

```bash
pip install files-dataset
```

### Format

A dataset folder looks something like this:

```
my-dataset/
  meta.json
  car-images/
    001.jpg
    002.jpg
    003.jpg
  train-images/
    images.tar
  ...
```

`meta.json`:
```json
{
  "files_dataset": {
    "cars": {
      "archive": "car-images/*.jpg",
      "num_files": 3000 // optionally specify the number of files
    },
    "trains": {
      "archive": "train-images/images.tar",
      "format": "tar",
      "num_files": 10000
    }
  },
  // you can add other stuff if you want to
}
```

### Usage

```python
import files_dataset as fds

ds = fds.Dataset.read('path/to/my-dataset')
num_samples = ds.len('cars', 'trains') # int | None

for x in ds.samples('inputs', 'labels'):
  x['cars'] # the first car image
  x['trains'] # the first train image (extracted from the TAR archive)
```

A common convenience to use is:

```python
import files_dataset as fds

datasets = fds.glob('path/to/datasets/*') # list[fds.Dataset]
for x in fds.chain(datasets, 'trains', 'cars'):
  ...
```

And that's it! Simple.
DrugTargetTool0.1 0.1
Genetic Algorithm Based Combination Therapy Finder
Requires Python: >=3.6

# DrugTargetTool0.1

DrugTargetTool0.1 is a tool for optimizing drug combinations using a genetic algorithm. Targeting the same proteins is crucial for improving treatment efficacy and reducing the likelihood of drug resistance. By simultaneously modulating the same targets, this approach can achieve a more potent therapeutic effect, especially in complex diseases like cancer.

## Methods

DrugTargetTool0.1 employs a genetic algorithm to discover optimal drug combinations. By simulating evolutionary processes, the tool efficiently explores potential combinations, evaluating them based on their ability to target key proteins.

## Usage

To use DrugTargetTool0.1, you should have an excel or csv file containing two columns Drug and Target. Import and run:  combination_therapy(file_path = "example.xlsx", num_top_drugs = 5)
## Installation

To install DrugTargetTool0.1, run:

```bash
pip install drugtargettool0.1