klygo
Thư viện Python hỗ trợ xử lý ZIP, quản lý dataset YOLO, đọc/ghi cấu hình và ảnh, nhận diện vật thể zero-shot, crop và trực quan hóa kết quả.
Cài đặt
git clone https://github.com/IchigoMazone/klygo.git
cd klygo
uv sync
Các package
klygo.archive: nén, giải nén, tìm kiếm, kiểm tra, chỉnh sửa, gộp và chia ZIP.klygo.datasets: partition, repartition, unpartition, merge, split và remap dataset YOLO.klygo.io: đọc/ghi YAML, JSON, TOML; đọc ảnh bằng PIL hoặc OpenCV.klygo.models: nhận diện zero-shot trên ảnh, thư mục ảnh và video.klygo.visualize: hiển thị, vẽ bbox, crop, đọc crop và thống kê dataset.
Sử dụng nhanh
Archive
import klygo.archive as ar
ar.compress("dataset", "dataset.zip", overwrite=True)
ar.extract("dataset.zip", output_dir="extracted", overwrite=True)
files = ar.search("dataset.zip", "images/*.jpg")
Dataset YOLO
import klygo.datasets as ds
ds.partition(
source="raw_dataset.zip",
target="dataset",
ratios=(0.8, 0.1, 0.1),
overwrite=True,
)
info = ds.get_dataset_info("dataset")
print(info)
Đọc cấu hình và ảnh
import klygo.io as io
config = io.Config("config.yaml").read()
pil_images = io.read_images("dataset/images", backend="pil")
opencv_images = io.read_images("dataset/images", backend="opencv")
Model
from klygo.models import Model
model = Model()
predictions = model.predict(
source="dataset/images",
prompt="car. person.",
)
detected_frames = model.detect(
source="traffic.mp4",
output_path="detected.mp4",
annotated_dir="annotated",
dataset_dir="generated_dataset",
prompt="car. person.",
)
detection_results = model.detect(
source="dataset/images",
prompt="car. person.",
metadata=True,
)
crop_results = model.crop(
source="traffic.mp4",
target="crops",
prompt="car. person.",
)
Visualize
import klygo.visualize as vis
grid = vis.read_crops("crops") # lưới 5 x 5 mặc định
vis.show_image(grid, title="Detected objects")
saved_detections = vis.read_detections("annotated")
Quy ước đường dẫn
source: file hoặc thư mục đầu vào.*_path: đường dẫn file.*_dir: đường dẫn thư mục.target: file hoặc thư mục đầu ra linh hoạt.
Tài liệu chi tiết
1 maintainer
Metadata
1 maintainer
Release files for klygo 2.0.15
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