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cloud_tracker's Introduction

Updated cloud-tracking algorithm for SAM

To run the cloud-tracking algorithm, use

python run_tracker.py [Input_dir]

where [Input_dir] is the address of the input directory. The model parameters will automatically be retrieved from the given files.

Current Status

The cloud-tracking requires Python 3.5.

Main

  • Make run_tracker.py run with command arg
  • Get rid of config.cfg
  • Read model parameters from xray dataset
  • Write model parameters to HDF5 dataset

Generate cloudlets

  • Implement/benchmark asyncio operations on ~ 30,000 cloudlet computations
  • Numba/Cython for the expansion algorithm (cloudtracker.utility_functions)
  • Wrap up with dask -> HDF5 output

Cluster cloudlets

  • Filter noisy cloudlets out for speedup
  • Threaded HDF5 file read for speed

Output cloud data

  • Wrap file I/O with dask

Profiling

To profile the cloud-tracking algorithm using line_profiler, do

python -O -B -m kernprof -l -v run_tracker.py > line_stats.txt

or, to run with a memory profiler instead,

python -O -B -m memory_profiler run_tracker.py > memory_stats.txt

cloud_tracker's People

Contributors

phaustin avatar

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