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Development Tools

GitHub

  • Learn Git: Link
  • Git cheat sheet: from Prof.Francisco Martín Rico
  • Download only the subdirectory of interest (Source): Open VSCode in browser by pressing ., then download the subdirectory from navigation panel.

VSCode

Setup

  • Connect to remote server: Link

Trick

  • Open VSCODE in browser from GitHub: Press .
  • Master VS Code's keyboard shortcuts in 13 minutes: Video
  • Open Tensorboard:
    • Run tensorboard --bind_all --reload_multifile True --samples_per_plugin images=300 --logdir=. --port <your_port>
    • Then go to tab Ports in VSCode, and add <your_port>
    • Open web browser and go to http://localhost:<your_port>

Tmux

Useful commands:

  • C-b d Detach from tmux session.
  • C-b % Split pane vertically.
  • C-b " Split pane horizontally.
  • C-b arrow_key Move around panes.
  • C-b z Toggle between pane and full screen.
  • C-b c Create a new pane.
  • C-b x or C-b & Close the current pane.
  • C-b E Spreads panes out evenly.
  • C-b space one-time spread panes out evenly.
  • C-b [0-9] Switch to pane 0-9.
  • C-b s Show all panes. q to quit.
  • C-b q Show pane number.

Python

breakpoint()

When you're inside the pdb prompt ((Pdb)), you can type commands like:

Command Description
h Help (list all commands)
n Next line (step over)
s Step into function
c Continue execution
q Quit the debugger
p x Print the value of variable x
l List source code near the line

PyTorch

Tools

Use PyTorch Landscape to find the best tools for your project (Pytorch Blog). Note that some tools are set as archived in the landscape but are still active and useful.

Tensorboard