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mirror - Tools for software project analysis

Setup

  • Prepare python environment and install package
  • For development please use pip install -r requirements.dev.txt
  • Copy sample.env to dev.env, fill it with required variables and source it
export GITHUB_TOKEN="<your GitHub token>"
export LANGUAGES_DIR="<directory with cloned languages repos>"
export MIRROR_CRAWL_INTERVAL_SECONDS=1
export MIRROR_CRAWL_MIN_RATE_LIMIT=500 (for search better set as 5)
export MIRROR_CRAWL_BATCH_SIZE="<how often save data>"
export MIRROR_CRAWL_DIR="<where to save crawled data>"
export MIRROR_LANGUAGES_FILE="<json file with languauges>"
export SNIPPETS_DIR="<dir for snippets dataset>"
  • To avoid block from GitHub prepare Rate Limit watcher
watch -d -n 5 'curl https://api.github.com/rate_limit -s -H "Authorization: Bearer $GITHUB_TOKEN" "Accept: application/vnd.github.v3+json"'

Module commands

python -m mirror.cli --help

  clone              Clone repos from search api to output dir.
  commits            Read repos json file and upload all commits for that...
  crawl              Processes arguments as parsed from the command line
                     and...

  generate_snippets  Create snippets dataset from cloned repos
  nextid             Prints ID of most recent repository crawled and
                     written...

  sample             Writes repositories sampled from a crawl directory to...
  search             Crawl via search api.
  validate           Prints ID of most recent repository crawled and
                     written...

Extract all repos metadata

Run the crawl command to extract all repositories metadata and save in a .json file.

python -m mirror.cli crawl \
  --crawldir $MIRROR_CRAWL_DIR \
  --interval $MIRROR_CRAWL_INTERVAL_SECONDS \
  --min-rate-limit $MIRROR_CRAWL_MIN_RATE_LIMIT \
  --batch-size $MIRROR_CRAWL_BATCH_SIZE

Extract repos metadata via search api

Say you need to extract only a small pool of repositories for analysis then you can set more precise criteria that you need via search command.

python -m mirror.cli search --crawldir "$MIRROR_CRAWL_DIR/search" -L "python" -s ">500" -l 5

Clone repos to local machine for analysis

The clone command uses the standard git clone to extract search results of repositories and clones to local machine.

Clone from search

python -m mirror.cli clone -d $LANGUAGES_DIR -r "$MIRROR_CRAWL_DIR/search"

Clone from crawl

python -m mirror.cli clone -d $LANGUAGES_DIR -r "$MIRROR_CRAWL_DIR"

Structure of $LANGUAGES_DIR directory:

> $LANGUAGES_DIR
  > language 1
    > repo 1
    > repo 2
    ...
  > language 2
    > repo 1
    > repo 2
    ...
  ...

Also, there is possibility to upload popular repositories with python code. See example in ex_clone.py

Create commits from repo search

Command commits extract all commits from repository and save .json files with commits for each repository.

python -m mirror.cli commits -d "$MIRROR_CRAWL_DIR\commits" -l 5 -r "$MIRROR_CRAWL_DIR/search"

Convert json data to csv for analysis

It creates .csv file with flat json structure.

python -m mirror.github.utils --json-files-folder "$MIRROR_CRAWL_DIR" --output-csv "$MIRROR_CRAWL_DIR/output.csv" --command commits

Generate snippets dataset from downloaded repo

python -m mirror.github.generate_snippets -r "$OUTPUT_DIR" -f "examples/languages.json" -L "$LANGUAGES_DIR"

Workflow of generate snippet dataset from prepered file with languages and they extentions

  1. Create search result
python -m mirror.cli search -d "$MIRROR_CRAWL_DIR/search" -f $MIRROR_LANGUAGES_FILE -s ">500" -l 5
  1. Clone repos from search result it's take time and maybe good idea not add stdout from git clone to terminal.
python -m mirror.cli clone -d $LANGUAGES_DIR -r "$MIRROR_CRAWL_DIR/search"
  1. Generate snippets
python -m mirror.cli generate_snippets  -d $SNIPPETS_DIR -r $LANGUAGES_DIR

It return sqlite db with snippets and they metadata.

For use accross allrepos result clone and commits have option argument

 --start-id --end-id

parameters must be set togrther. That id add for ability processing part of repo from allrepos result.