Skip to content
Experimental ML search helpers and processors for Avrae.
Python
Branch: master
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
preprocessing
stats
test
.gitattributes
.gitignore
LICENSE
README.md
conv_embedding.py
convolutional.py
fullconnected.py
interactive_search.py
interactive_search_data.py
network-design.txt
preprocess.py
requirements.txt
sorttypes.py
spell_evaluation.py

README.md

Avrae NN Stuff

This repository consists of multiple helper scripts, data preprocessors, and test stubs to assist me in training Avrae's neural networks.

Results

How to read these results:

  • t1: The number of times the correct result was the top match for a given query.
  • t2: The number of times the correct result was #2 for a given query.
  • t3: The number of times the correct result was #3 for a given query.
  • t10: The number of times the correct result was in #4-10 for a given query.
  • f: The number of times the correct result was not in the top 10.
  • t: How long it took to evaluate all queries, in seconds.

Results are roughly sorted by accuracy.

naive_partial: t1=3326 t2=456 t3=187 t10=323 f=12635 t=5.05

levenshtein: t1=10788 t2=1464 t3=927 t10=1150 f=2598 t=73.93

magic1_dense Pure: t1=9621 t2=1600 t3=730 t10=1657 f=3319 t=17.03

  • Magic1 -> Dense 128 -> Dense 501

magic2_conv_smaller Pure: t1=10777 t2=1096 t3=513 t10=1265 f=3276 t=38.46

magic2_conv_smaller Mixed: t1=11369 t2=1547 t3=699 t10=1553 f=1759 t=143.3

  • Magic2 -> Conv1D 25, 2 -> MaxPool -> Dense 501

magic1_embedding_conv_smaller Pure: t1=12979 t2=1172 t3=470 t10=976 f=1330 t=39.28

magic1_embedding_conv_smaller Mixed: t1=12814 t2=961 t3=495 t10=1546 f=1111 t=163.57

  • Embedding 29x16 -> Dropout 0.2 -> Conv1D 75, 3 -> GlobAvgPool -> Dropout 0.2 -> Dense 501

magic1_embedding_conv Pure: t1=13852 t2=944 t3=335 t10=686 f=1110 t=39.88

magic1_embedding_conv Mixed: t1=13821 t2=809 t3=390 t10=1125 f=782 t=149.48

  • Embedding 29x16 -> Dropout 0.2 -> Conv1D 25, 3 -> AvgPool -> Dropout 0.2 -> Dense 501

magic1_embedding_conv_maxpool Pure: t1=13945 t2=949 t3=346 t10=626 f=1061 t=39.90

magic1_embedding_conv_maxpool Mixed: t1=13901 t2=815 t3=380 t10=1095 f=736 t=154.63

  • Embedding 29x16 -> Dropout 0.2 -> Conv1D 25, 3 -> MaxPool -> Dropout 0.2 -> Dense 501
You can’t perform that action at this time.