text annotation tool:

https://github.com/doccano/doccano

sqlite 3 backend:

1
2

pip3 install doccano

video/image annotation tool, needs docker, with online demo:

https://github.com/openvinotoolkit/cvat

image labeling:

https://github.com/heartexlabs/labelImg

with audio video support

https://github.com/heartexlabs/label-studio

with audio transcription support

https://github.com/UniversalDataTool/universal-data-tool

image and audio

https://github.com/Cartucho/OpenLabeling

specialized for yolo bounding boxes

https://github.com/developer0hye/Yolo_Label

AI配图 AI帮写 趣聊 翻译 校对

Graphcore’s IPU could be cheaper and faster than NVIDIA’s A100, though need sharing on-board RAM.

Supports tensorflow, pytorch, paddlepaddle.

https://docs.graphcore.ai/en/latest/

pytorch: poptorch, pytorch-lightning(tpu and ipu)

tensorflow:

from tensorflow.python import ipu

Create an IPU distribution strategy

strategy = ipu.ipu_strategy.IPUStrategy()

with strategy.scope():

…

paddlepaddle:

https://github.com/graphcore/portfolio-examples/tree/master/paddlepaddle/bert-base

https://github.com/graphcore/Paddle.git

TensorFlow 1 & 2 support with full performant integration with TensorFlow XLA backend

PyTorch support for targeting IPU using the PyTorch ATEN backend

PopART™ (Poplar Advanced Runtime) for training & inference; supports Python/C++ model building plus ONNX model input

Full support for PaddlePaddle

Other frameworks support coming soon

If present in current categories, choose a number.

otherwise, provide a name. number will be automatically assigned.

retrieval based attention net

regression test in stock market, which can also apply to bilibili