refactoring code for better vectorization

.github/ISSUE_TEMPLATE/bad_data.md

@@ -0,0 +1,9 @@
+
+What's the Qanta ID of the data?
+===========
+
+Can you find other questions with the same issue?
+===========
+
+What would be the correct version of the data?
+===========

.github/ISSUE_TEMPLATE/bug_report.md

@@ -0,0 +1,32 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Steps to reproduce the behavior:
+1. Go to '...'
+2. Click on '....'
+3. Scroll down to '....'
+4. See error
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
+
+**Desktop (please complete the following information):**
+ - OS: [e.g. iOS]
+ - Browser [e.g. chrome, safari]
+ - Version [e.g. 22]
+
+**Additional context**
+Add any other context about the problem here.

.github/ISSUE_TEMPLATE/feature_request.md

@@ -0,0 +1,20 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is. Ex. I'm always frustrated when [...]
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.

.gitignore

@@ -3,6 +3,9 @@
 .idea
 data/external
 data/internal/naqt.db
+data/internal/naqt-unused.db
+.data/
+.vector_cache/
 output/
 metastore_db/
 *.o
@@ -18,6 +21,8 @@ terraform/ssh-keys/
 eip.tf
 readable.txt
 aws_gpu_override.tf
+aws_p2_1_override.tf
+aws_p3_2_override.tf
 aws_small_override.tf
 aws_x1_32_override.tf
 aws_x1_16_override.tf
@@ -30,6 +35,8 @@ security_groups.tf
 cynch.json
 naqt_db.tf
 qanta.hcl
+qanta-tmp.yaml
+qanta.yaml
 qb.egg-info/
 qanta_web/.vscode
 qanta_web/*.sqlite3
@@ -42,5 +49,22 @@ build/
 dist/
 tagme.ipynb
 tb-logs/
-*.ipynb
 .terraform
+.ignore
+tags
+.mypy_cache/
+tmp*
+luigi/*.pid
+*.pid
+elasticsearch.yml
+*.ipynb
+.vscode
+pytype_output
+output.tar.gz
+
+# jenv
+.java-version
+
+
+# Distribution / packaging
+*.egg-info/