Deep Question Answering System
For Linux users, there is a video walk-through taking you from a clean Fedora install to completed Google query homework. Even if you don't use Linux, you may want to refer to it.
git clone https://github.com/SeanTater/uncc2014watsonsim.git- Download and unzip gradle somewhere convenient to call from the command line. (Most Linux distros have a packaged version that may be easier, but may also be out of date.)
- Install Java 7 or newer. Many Macs have only Java 6 by default.
- Install Indri binaries:
- For Linux 64, pick the right library in uncc2012watsonsim/lib and copy it to libindri-jni.so
- For Windows 64, do the same but end it in .dll
- For others, or if the above doesn't work, compile indri on your own and copy
libindri-jni.soorlibindri-jni.dllto uncc2014watsonsim/lib.
- Setup UserSpecificConstants (in src/main/java)
- Make a copy of the file without .sample at the end of the filename
- Make your own Google cloud app in the Google console.
- Put the name into the source.
- Enable the Custom Search API
- Create a server Public API Key, put it in the source.
- Make your own custom search engine in the Custom Search Console
- Search any site (but you have to pick a domain, maybe wikipedia.org would be good)
- Edit the custom search you just made. In "Sites to search", change "Search only included sites" to "Search the entire web but emphasize included sites"
- Get the search engine ID, put it in the source.
- Have Gradle setup gobs of other stuff
/where/you/unzipped/gradle/bin/gradle cleanEclipse eclipse assemble
- You do need an internet connection.
- Follow 'Get started' above if you haven't already.
- Find a question starting ID next to your name in the table linked to on Moodle ('Questions to Crawl'). Each person has multiple starting IDs so you can query a new set of questions each day to contribute more.
- If you haven't run 'gradle assemble' recently, you will need to run that to get the new dependencies. Note that if you're using Eclipse, you may need to run the full 'gradle cleanEclipse eclipse assemble'.
- Open and run src/main/java/uncc2014watsonsim/sources/GenerateSearchResultDataset with your favorite IDE (Eclipse may be easier).
- When it asks, give your question starting ID.
- If it's not working, submit an issue.
- If you are re-running this, make sure you have the latest version of the program first with
git pull! - One known issue is a "GoogleJsonResponseException: 500 Internal Server Error" "Backend Error". To resolve, increase the Thread.sleep(1000) time in GenerateSearchResultDataset.java. Try 2000 or 4000. (10000 works but is slow.)
- Make sure you are in the branch you want. Use (or google)
git branchandgit checkout git pullto get the latest code before writing any code.- Consider making a branch before making major changes (it's tougher to move the changes later)
- Get comfortable with gradle. As a 5-second tour:
gradle assemble-> update dependenciesgradle test-> run testsgradle run-> run watsonsim (it will ask you for questions, give you results)- Configuration is in build.gradle
- Write code and documentation!
- Ask to be added as a contributor or if your code is small, send a patch
- Repeat
- Can't find libindri-jni? Make sure you enabled Java and SWIG and had the right dependencies when compiling Indri.
Testing setup:
- A large database of questions is run against predefined search engines.
- The results are recorded as a large JSON file, saved, and later reopened.
- The results are rescored (by an average or using hand built Logistic Regression)
- The top result becomes the candidate answer, and statistics are generated
Classes:
- Question: Holds ResultSet's, collates similar results together (using Levenshtein distance)
- ResultSet: Holds one candidate answer text (as title), and 1+ Engines.
- Engine: Represents one search result, has a rank, a score, and an engine name.