Switch branches/tags
Nothing to show
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.

README.md

Preliminary step

Splitting page_views

In order to conveniently work woth page_views.csv.zip file we need to split it into chunks, so we can process each chunk independently and in memory.

mkdir page_views_chunks
unzip -p page_views.csv.zip | split --line-bytes=300m --filter='gzip --fast > ./page_views_chunks/$FILE.gz'

Configuration and utilities

You can adjust configuration in conf.R file - paths to data, number of cores to use, number of partitions, etc. Need to specify path to initial data files and path to page views chunks from step above

Misc functions are in misc.R file.

Baseline 1

Here we won't use page_views - only data from clicks_train.csv.zip, events.csv.zip. To run baseline you need to run:

  1. Rscript 0-0-prepare-baseline-1.R - prepares data clicks, events, promo files.
  2. Rscript 0-1-prepare-baseline-1.R - creates ans saves model matrix to disk (partition by uuid).
  3. Rscript 0-2-run-baseline-1.R - fit FTRL to model matrix chunks from step above.
  4. Rscript 0-3-predict-baseline-1.R - generate submission file (without leak)

Rough timings provided at the top of each file.

Baseline 2

To run baseline you need to run:

  1. Rscript 1-0-prepare-baseline-2.R - preprocess page_views - filter not relevant page views and partition by uuid.
  2. Rscript 1-1-prepare-baseline-2.R - creates ans saves model matrix to disk (incluing hashed interactions between page views and advertisement and user context).
  3. Rscript 1-1-extract-leak.R - extracts leak
  4. Rscript 1-2-run-baseline-2.R - fit FTRL to model matrix chunks from step above.
  5. Rscript 1-3-predict-baseline-2.R - generate two submission files - with and without leak

Rough timings provided at the top of each file.