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refactor datasets/ pipeline; add build/add-month workflows

Replace the four per-type scripts (comments/submissions x part1/part2)
with two merged scripts that share all of their plumbing — only the
schema and JSON parser differ between types. Drop the per-source part
rolling; one parquet per input zst, since Spark handles big parquet
files via internal row groups.

Add two thin runner scripts for the two common workflows:
build_from_scratch.sh wipes the temp dirs and processes everything,
add_new_month.sh takes YYYY-MM and parses just that month before
re-running the Spark sort. Every step in the runners is a separate
command so individual stages can be copied out and run standalone
for debugging.

Also fixes several lurking bugs in the original code: the hardcoded
/gscratch/comdata/users/nathante/ output path in comments Part 2;
the df2 = df.sortWithinPartitions typo in submissions Part 2 that
threw away the preceding global sort; references to a missing
parse_submissions.sh in the old .sh runners; and the asymmetry where
comments_2_parquet_part1.py wasn't per-file/fire-driven the way
submissions_2_parquet_part1.py was.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
2026-05-25 16:30:54 -07:00
parent d201930951
commit 8965a251b6
12 changed files with 485 additions and 327 deletions

56
datasets/build_from_scratch.sh Executable file
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#!/usr/bin/env bash
#
# Build the sorted, partitioned Reddit parquet datasets from scratch.
#
# Wipes the per-source temp directories, processes every RC_* and RS_* dump
# in the raw_data dumps directory through Part 1 (per-file, parallel), then
# runs the Part 2 Spark sort + repartition for both comments and submissions.
#
# Every command below is independently runnable — to debug a single stage,
# copy the line out and run it directly. Run the whole script end-to-end
# only when you trust each step.
#
# Prerequisites:
# - raw .zst dumps already staged in the dumpdir locations (see the
# parquet_part1.py defaults, or override via --dumpdir)
# - GNU parallel installed
# - start_spark_and_run.sh on PATH (Hyak-provided wrapper)
#
# To add one new month to an existing build instead of rebuilding from
# scratch, use add_new_month.sh.
set -e
cd "$(dirname "$0")"
TEMP_COMMENTS="/gscratch/comdata/output/temp/reddit_comments.parquet"
TEMP_SUBMISSIONS="/gscratch/comdata/output/temp/reddit_submissions.parquet"
# --- Part 1a: comments ------------------------------------------------------
# wipe any existing comments temp output
rm -rf "$TEMP_COMMENTS"
# generate the per-file parse task list
python3 parquet_part1.py comments gen_task_list
# run all comments parse tasks in parallel
parallel --joblog comments_joblog.txt --results comments_logs < parse_comments_task_list
# --- Part 1b: submissions ---------------------------------------------------
# wipe any existing submissions temp output
rm -rf "$TEMP_SUBMISSIONS"
# generate the per-file parse task list
python3 parquet_part1.py submissions gen_task_list
# run all submissions parse tasks in parallel
parallel --joblog submissions_joblog.txt --results submissions_logs < parse_submissions_task_list
# --- Part 2: spark sort + repartition --------------------------------------
# sort comments and write reddit_comments_by_{subreddit,author}.parquet
start_spark_and_run.sh 1 parquet_part2.py comments
# sort submissions and write reddit_submissions_by_{subreddit,author}.parquet
start_spark_and_run.sh 1 parquet_part2.py submissions