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Package "phil"
| Title: | Learning Hierarchical Probabilistic Logic Programs |
|---|---|
| Rating: | Not rated. Create the first rating! |
| Latest version: | 1.0.0 |
| SHA1 sum: | fc9087e3e4c23a3ae4848be1583e7a4e36ee0e89 |
| Author: | Nguembang Fadja Arnaud <arnaud.nguembafadja@unife.it> |
| Download URL: | https://github.com/ArnaudFadja/phil/releases/*.zip |
| Requires: | auc |
| matrix |
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phil
phil is a suite of algorithms for learning both the parameters and the structure of Hierarchical Probabilistic Logic Programs (HPLP) from data. The parameters are learned applying gradient descent (dphil) or Expectation Maximization (emphil). To perform structure leaning, phil initially generates a large HPLP and applies a regularized parameter learning on it. Then clauses with small values of probabilities are dropped.
Installation
This is a SWI-Prolog (http://www.swi-prolog.org/) pack.
It can be installed with pack_install/1
$ swipl ?- pack_install(phil).
The pack uses a foreign library and contains the library binaries for 32 and 64 bits Linux and 32 and 64 bits Windows. If you want to recompile the foreign library you can use
?- pack_rebuild(phil).
On 32 and 64 bits Linux this should work out of the box. On 32 and 64 bits Windows the library must be rebuilt by hand. First run pack_rebuild(phil). This typically fails but produces the file buildenv.sh in the root folder. You can modify this file looking at the example files buildenvmingw32.sh and buildenvmingw64.sh. Then you can run
$ source buildenv.sh $ source configure $ make install
Requirements
It requires packs auc and matrix:
$ swipl ?- pack_install(auc). ?- pack_install(matrix).
Example of use
Datasets are available in pack cplint_datasets (https://github.com/ArnaudFadja/phil_datasets) Install the phil_datasets with pack_install/1
$ swipl ?- pack_install(phil_datasets).
Then
$ cd <pack>/phil/prolog/ $ swipl ?- [bongard]. ?- induce_hplp([train],P),test_hplp(P,[test],LL,AUCROC,ROC,AUCPR,PR).
Contents of pack "phil"
Pack contains 81 files holding a total of 1.5M bytes.
- .nojekyll(1 bytes)
- LICENSE(8.7K bytes)
- Makefile.temp(805 bytes)
- README.md(1.6K bytes)
- _config.yml(38 bytes)
- buildenvmingw32.sh(663 bytes)
- buildenvmingw64.sh(633 bytes)
- configure(62 bytes)
- docs
- .nojekyll(1 bytes)
- Gemfile(146 bytes)
- Gemfile.lock(100 bytes)
- Makefile(602 bytes)
- _build
- doctrees
- environment.pickle(53.0K bytes)
- index.doctree(161K bytes)
- html
- .buildinfo(230 bytes)
- _sources
- index.rst.txt(29.5K bytes)
- _static
- ajax-loader.gif(673 bytes)
- basic.css(10.7K bytes)
- classic.css(4.3K bytes)
- comment-bright.png(756 bytes)
- comment-close.png(829 bytes)
- comment.png(641 bytes)
- doctools.js(9.1K bytes)
- down-pressed.png(222 bytes)
- down.png(202 bytes)
- favicon.ico(16.6K bytes)
- file.png(286 bytes)
- jquery.js(265K bytes)
- minus.png(90 bytes)
- plus.png(90 bytes)
- pygments.css(4.3K bytes)
- searchtools.js(14.7K bytes)
- sidebar.js(4.7K bytes)
- underscore.js(57.5K bytes)
- up-pressed.png(214 bytes)
- up.png(203 bytes)
- websupport.js(24.8K bytes)
- genindex.html(2.5K bytes)
- index.html(94.0K bytes)
- objects.inv(808 bytes)
- search.html(3.5K bytes)
- searchindex.js(6.2K bytes)
- latex
- Makefile(1.6K bytes)
- footnotehyper-sphinx.sty(8.7K bytes)
- latexmkjarc(683 bytes)
- latexmkrc(405 bytes)
- phil.aux(7.1K bytes)
- phil.fdb_latexmk(18.3K bytes)
- phil.fls(18.7K bytes)
- phil.idx(0 bytes)
- phil.ilg(287 bytes)
- phil.ind(0 bytes)
- phil.log(25.6K bytes)
- phil.out(1.9K bytes)
- phil.pdf(173K bytes)
- phil.tex(57.9K bytes)
- phil.toc(1.8K bytes)
- python.ist(392 bytes)
- sphinx.sty(74.4K bytes)
- sphinxhighlight.sty(7.9K bytes)
- sphinxhowto.cls(2.6K bytes)
- sphinxmanual.cls(3.5K bytes)
- sphinxmulticell.sty(14.3K bytes)
- doctrees
- _config.yml(26 bytes)
- _static
- favicon.ico(16.6K bytes)
- conf.py(5.2K bytes)
- how_to_build.txt(1.9K bytes)
- index.html(115 bytes)
- index.rst(29.5K bytes)
- newbib.bib(16.5K bytes)
- static
- favicon.ico(16.6K bytes)
- pack.pl(253 bytes)
- phil.c(61.5K bytes)
- prolog
- examples
- bongard.pl(59.9K bytes, not a module)
- bongardkeys.pl(58.7K bytes, not a module)
- uwcse.pl(1.8K bytes, not a module)
- uwcsekeys.pl(1.8K bytes, not a module)
- phil.pl(92.9K bytes)
- phil_test
- phil_test.pl(729 bytes)
- test.pl(136 bytes, not a module)
- test_phil.pl(4.5K bytes)
- examples
