From 853cc128d6e262b4a7a693c6321a406674837d73 Mon Sep 17 00:00:00 2001 From: Andrew Dolgov Date: Wed, 17 Jun 2015 10:36:11 +0300 Subject: [PATCH] add placeholder stuff for af_sort_bayes --- plugins/af_sort_bayes/init.js | 17 + plugins/af_sort_bayes/init.php | 111 ++++++ plugins/af_sort_bayes/lib/COPYING | 278 ++++++++++++++ plugins/af_sort_bayes/lib/HISTORY | 1 + plugins/af_sort_bayes/lib/LICENSE | 339 ++++++++++++++++++ plugins/af_sort_bayes/lib/README.md | 41 +++ plugins/af_sort_bayes/lib/README.txt | 86 +++++ plugins/af_sort_bayes/lib/VERSION | 1 + .../af_sort_bayes/lib/class.naivebayesian.php | 273 ++++++++++++++ .../lib/class.naivebayesian_ngram.php | 52 +++ .../lib/class.naivebayesianstorage.php | 218 +++++++++++ plugins/af_sort_bayes/thumb_down.png | Bin 0 -> 601 bytes plugins/af_sort_bayes/thumb_up.png | Bin 0 -> 619 bytes 13 files changed, 1417 insertions(+) create mode 100644 plugins/af_sort_bayes/init.js create mode 100644 plugins/af_sort_bayes/init.php create mode 100644 plugins/af_sort_bayes/lib/COPYING create mode 100644 plugins/af_sort_bayes/lib/HISTORY create mode 100644 plugins/af_sort_bayes/lib/LICENSE create mode 100644 plugins/af_sort_bayes/lib/README.md create mode 100644 plugins/af_sort_bayes/lib/README.txt create mode 100644 plugins/af_sort_bayes/lib/VERSION create mode 100644 plugins/af_sort_bayes/lib/class.naivebayesian.php create mode 100644 plugins/af_sort_bayes/lib/class.naivebayesian_ngram.php create mode 100644 plugins/af_sort_bayes/lib/class.naivebayesianstorage.php create mode 100644 plugins/af_sort_bayes/thumb_down.png create mode 100644 plugins/af_sort_bayes/thumb_up.png diff --git a/plugins/af_sort_bayes/init.js b/plugins/af_sort_bayes/init.js new file mode 100644 index 00000000..a6335ef8 --- /dev/null +++ b/plugins/af_sort_bayes/init.js @@ -0,0 +1,17 @@ +function bayesTrain(id, train_up) { + try { + + var query = "backend.php?op=pluginhandler&plugin=af_sort_bayes&method=trainArticle&article_id=" + param_escape(id) + + "&train_up=" + train_up; + + new Ajax.Request("backend.php", { + parameters: query, + onComplete: function(transport) { + notify(transport.responseText); + } }); + + } catch (e) { + exception_error("showTrgmRelated", e); + } +} + diff --git a/plugins/af_sort_bayes/init.php b/plugins/af_sort_bayes/init.php new file mode 100644 index 00000000..213c6aed --- /dev/null +++ b/plugins/af_sort_bayes/init.php @@ -0,0 +1,111 @@ +host = $host; + $this->dbh = Db::get(); + + $this->init_database(); + + $host->add_hook($host::HOOK_ARTICLE_FILTER, $this); + $host->add_hook($host::HOOK_PREFS_TAB, $this); + $host->add_hook($host::HOOK_ARTICLE_BUTTON, $this); + + } + + function trainArticle() { + $article_id = (int) $_REQUEST["article_id"]; + $train_up = sql_bool_to_bool($_REQUEST["train_up"]); + + print "FIXME: $article_id :: $train_up"; + + } + + function get_js() { + return file_get_contents(__DIR__ . "/init.js"); + } + + function hook_article_button($line) { + return "" . + ""; + + } + + function init_database() { + $prefix = "ttrss_plugin_af_sort_bayes"; + + /*$this->dbh->query("DROP TABLE IF EXISTS ${prefix}_references", false); + $this->dbh->query("DROP TABLE IF EXISTS ${prefix}_categories", false); + $this->dbh->query("DROP TABLE IF EXISTS ${prefix}_wordfreqs", false);*/ + + $this->dbh->query("BEGIN"); + + // PG only for the time being + + $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_categories ( + id SERIAL NOT NULL PRIMARY KEY, + category varchar(100) NOT NULL DEFAULT '', + probability DOUBLE PRECISION NOT NULL DEFAULT '0', + owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE, + word_count BIGINT NOT NULL DEFAULT '0')"); + + $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_documents ( + id SERIAL NOT NULL PRIMARY KEY, + document varchar(250) NOT NULL DEFAULT '', + category_id INTEGER NOT NULL REFERENCES ${prefix}_categories(id) ON DELETE CASCADE, + owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE, + content text NOT NULL)"); + + $this->dbh->query("CREATE TABLE IF NOT EXISTS ${prefix}_wordfreqs ( + word varchar(100) NOT NULL DEFAULT '', + category_id INTEGER NOT NULL REFERENCES ${prefix}_categories(id) ON DELETE CASCADE, + owner_uid INTEGER NOT NULL REFERENCES ttrss_users(id) ON DELETE CASCADE, + count BIGINT NOT NULL DEFAULT '0')"); + + $this->dbh->query("COMMIT"); + } + + function hook_prefs_tab($args) { + if ($args != "prefPrefs") return; + + print "
"; + + // + + print "
"; + } + + function hook_article_filter($article) { + $owner_uid = $article["owner_uid"]; + + + return $article; + + } + + function api_version() { + return 2; + } + +} +?> diff --git a/plugins/af_sort_bayes/lib/COPYING b/plugins/af_sort_bayes/lib/COPYING new file mode 100644 index 00000000..207a79cb --- /dev/null +++ b/plugins/af_sort_bayes/lib/COPYING @@ -0,0 +1,278 @@ + GNU GENERAL PUBLIC LICENSE + Version 2, June 1991 + + Copyright (C) 1989, 1991 Free Software Foundation, Inc. + 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The licenses for most software are designed to take away your +freedom to share and change it. By contrast, the GNU General Public +License is intended to guarantee your freedom to share and change free +software--to make sure the software is free for all its users. This +General Public License applies to most of the Free Software +Foundation's software and to any other program whose authors commit to +using it. (Some other Free Software Foundation software is covered by +the GNU Library General Public License instead.) You can apply it to +your programs, too. + + When we speak of free software, we are referring to freedom, not +price. Our General Public Licenses are designed to make sure that you +have the freedom to distribute copies of free software (and charge for +this service if you wish), that you receive source code or can get it +if you want it, that you can change the software or use pieces of it +in new free programs; and that you know you can do these things. + + To protect your rights, we need to make restrictions that forbid +anyone to deny you these rights or to ask you to surrender the rights. +These restrictions translate to certain responsibilities for you if you +distribute copies of the software, or if you modify it. + + For example, if you distribute copies of such a program, whether +gratis or for a fee, you must give the recipients all the rights that +you have. You must make sure that they, too, receive or can get the +source code. And you must show them these terms so they know their +rights. + + We protect your rights with two steps: (1) copyright the software, and +(2) offer you this license which gives you legal permission to copy, +distribute and/or modify the software. + + Also, for each author's protection and ours, we want to make certain +that everyone understands that there is no warranty for this free +software. If the software is modified by someone else and passed on, we +want its recipients to know that what they have is not the original, so +that any problems introduced by others will not reflect on the original +authors' reputations. + + Finally, any free program is threatened constantly by software +patents. We wish to avoid the danger that redistributors of a free +program will individually obtain patent licenses, in effect making the +program proprietary. To prevent this, we have made it clear that any +patent must be licensed for everyone's free use or not licensed at all. + + The precise terms and conditions for copying, distribution and +modification follow. + GNU GENERAL PUBLIC LICENSE + TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION + + 0. This License applies to any program or other work which contains +a notice placed by the copyright holder saying it may be distributed +under the terms of this General Public License. The "Program", below, +refers to any such program or work, and a "work based on the Program" +means either the Program or any derivative work under copyright law: +that is to say, a work containing the Program or a portion of it, +either verbatim or with modifications and/or translated into another +language. (Hereinafter, translation is included without limitation in +the term "modification".) Each licensee is addressed as "you". + +Activities other than copying, distribution and modification are not +covered by this License; they are outside its scope. The act of +running the Program is not restricted, and the output from the Program +is covered only if its contents constitute a work based on the +Program (independent of having been made by running the Program). +Whether that is true depends on what the Program does. + + 1. You may copy and distribute verbatim copies of the Program's +source code as you receive it, in any medium, provided that you +conspicuously and appropriately publish on each copy an appropriate +copyright notice and disclaimer of warranty; keep intact all the +notices that refer to this License and to the absence of any warranty; +and give any other recipients of the Program a copy of this License +along with the Program. + +You may charge a fee for the physical act of transferring a copy, and +you may at your option offer warranty protection in exchange for a fee. + + 2. You may modify your copy or copies of the Program or any portion +of it, thus forming a work based on the Program, and copy and +distribute such modifications or work under the terms of Section 1 +above, provided that you also meet all of these conditions: + + a) You must cause the modified files to carry prominent notices + stating that you changed the files and the date of any change. + + b) You must cause any work that you distribute or publish, that in + whole or in part contains or is derived from the Program or any + part thereof, to be licensed as a whole at no charge to all third + parties under the terms of this License. + + c) If the modified program normally reads commands interactively + when run, you must cause it, when started running for such + interactive use in the most ordinary way, to print or display an + announcement including an appropriate copyright notice and a + notice that there is no warranty (or else, saying that you provide + a warranty) and that users may redistribute the program under + these conditions, and telling the user how to view a copy of this + License. (Exception: if the Program itself is interactive but + does not normally print such an announcement, your work based on + the Program is not required to print an announcement.) +These requirements apply to the modified work as a whole. If +identifiable sections of that work are not derived from the Program, +and can be reasonably considered independent and separate works in +themselves, then this License, and its terms, do not apply to those +sections when you distribute them as separate works. But when you +distribute the same sections as part of a whole which is a work based +on the Program, the distribution of the whole must be on the terms of +this License, whose permissions for other licensees extend to the +entire whole, and thus to each and every part regardless of who wrote it. + +Thus, it is not the intent of this section to claim rights or contest +your rights to work written entirely by you; rather, the intent is to +exercise the right to control the distribution of derivative or +collective works based on the Program. + +In addition, mere aggregation of another work not based on the Program +with the Program (or with a work based on the Program) on a volume of +a storage or distribution medium does not bring the other work under +the scope of this License. + + 3. You may copy and distribute the Program (or a work based on it, +under Section 2) in object code or executable form under the terms of +Sections 1 and 2 above provided that you also do one of the following: + + a) Accompany it with the complete corresponding machine-readable + source code, which must be distributed under the terms of Sections + 1 and 2 above on a medium customarily used for software interchange; or, + + b) Accompany it with a written offer, valid for at least three + years, to give any third party, for a charge no more than your + cost of physically performing source distribution, a complete + machine-readable copy of the corresponding source code, to be + distributed under the terms of Sections 1 and 2 above on a medium + customarily used for software interchange; or, + + c) Accompany it with the information you received as to the offer + to distribute corresponding source code. (This alternative is + allowed only for noncommercial distribution and only if you + received the program in object code or executable form with such + an offer, in accord with Subsection b above.) + +The source code for a work means the preferred form of the work for +making modifications to it. For an executable work, complete source +code means all the source code for all modules it contains, plus any +associated interface definition files, plus the scripts used to +control compilation and installation of the executable. However, as a +special exception, the source code distributed need not include +anything that is normally distributed (in either source or binary +form) with the major components (compiler, kernel, and so on) of the +operating system on which the executable runs, unless that component +itself accompanies the executable. + +If distribution of executable or object code is made by offering +access to copy from a designated place, then offering equivalent +access to copy the source code from the same place counts as +distribution of the source code, even though third parties are not +compelled to copy the source along with the object code. + 4. You may not copy, modify, sublicense, or distribute the Program +except as expressly provided under this License. Any attempt +otherwise to copy, modify, sublicense or distribute the Program is +void, and will automatically terminate your rights under this License. +However, parties who have received copies, or rights, from you under +this License will not have their licenses terminated so long as such +parties remain in full compliance. + + 5. You are not required to accept this License, since you have not +signed it. However, nothing else grants you permission to modify or +distribute the Program or its derivative works. These actions are +prohibited by law if you do not accept this License. Therefore, by +modifying or distributing the Program (or any work based on the +Program), you indicate your acceptance of this License to do so, and +all its terms and conditions for copying, distributing or modifying +the Program or works based on it. + + 6. Each time you redistribute the Program (or any work based on the +Program), the recipient automatically receives a license from the +original licensor to copy, distribute or modify the Program subject to +these terms and conditions. You may not impose any further +restrictions on the recipients' exercise of the rights granted herein. +You are not responsible for enforcing compliance by third parties to +this License. + + 7. If, as a consequence of a court judgment or allegation of patent +infringement or for any other reason (not limited to patent issues), +conditions are imposed on you (whether by court order, agreement or +otherwise) that contradict the conditions of this License, they do not +excuse you from the conditions of this License. If you cannot +distribute so as to satisfy simultaneously your obligations under this +License and any other pertinent obligations, then as a consequence you +may not distribute the Program at all. For example, if a patent +license would not permit royalty-free redistribution of the Program by +all those who receive copies directly or indirectly through you, then +the only way you could satisfy both it and this License would be to +refrain entirely from distribution of the Program. + +If any portion of this section is held invalid or unenforceable under +any particular circumstance, the balance of the section is intended to +apply and the section as a whole is intended to apply in other +circumstances. + +It is not the purpose of this section to induce you to infringe any +patents or other property right claims or to contest validity of any +such claims; this section has the sole purpose of protecting the +integrity of the free software distribution system, which is +implemented by public license practices. Many people have made +generous contributions to the wide range of software distributed +through that system in reliance on consistent application of that +system; it is up to the author/donor to decide if he or she is willing +to distribute software through any other system and a licensee cannot +impose that choice. + +This section is intended to make thoroughly clear what is believed to +be a consequence of the rest of this License. + + 8. If the distribution and/or use of the Program is restricted in +certain countries either by patents or by copyrighted interfaces, the +original copyright holder who places the Program under this License +may add an explicit geographical distribution limitation excluding +those countries, so that distribution is permitted only in or among +countries not thus excluded. In such case, this License incorporates +the limitation as if written in the body of this License. + + 9. The Free Software Foundation may publish revised and/or new versions +of the General Public License from time to time. Such new versions will +be similar in spirit to the present version, but may differ in detail to +address new problems or concerns. + +Each version is given a distinguishing version number. If the Program +specifies a version number of this License which applies to it and "any +later version", you have the option of following the terms and conditions +either of that version or of any later version published by the Free +Software Foundation. If the Program does not specify a version number of +this License, you may choose any version ever published by the Free Software +Foundation. + + 10. If you wish to incorporate parts of the Program into other free +programs whose distribution conditions are different, write to the author +to ask for permission. For software which is copyrighted by the Free +Software Foundation, write to the Free Software Foundation; we sometimes +make exceptions for this. Our decision will be guided by the two goals +of preserving the free status of all derivatives of our free software and +of promoting the sharing and reuse of software generally. + + NO WARRANTY + + 11. BECAUSE THE PROGRAM IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY +FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN +OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES +PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED +OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF +MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS +TO THE QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE +PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, +REPAIR OR CORRECTION. + + 12. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING +WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR +REDISTRIBUTE THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, +INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING +OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED +TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY +YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER +PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE +POSSIBILITY OF SUCH DAMAGES. + + END OF TERMS AND CONDITIONS + diff --git a/plugins/af_sort_bayes/lib/HISTORY b/plugins/af_sort_bayes/lib/HISTORY new file mode 100644 index 00000000..24cfb05d --- /dev/null +++ b/plugins/af_sort_bayes/lib/HISTORY @@ -0,0 +1 @@ +2003/11/02 - Sortie de la version initiale 1.0 diff --git a/plugins/af_sort_bayes/lib/LICENSE b/plugins/af_sort_bayes/lib/LICENSE new file mode 100644 index 00000000..d7f10513 --- /dev/null +++ b/plugins/af_sort_bayes/lib/LICENSE @@ -0,0 +1,339 @@ +GNU GENERAL PUBLIC LICENSE + Version 2, June 1991 + + Copyright (C) 1989, 1991 Free Software Foundation, Inc., + 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The licenses for most software are designed to take away your +freedom to share and change it. By contrast, the GNU General Public +License is intended to guarantee your freedom to share and change free +software--to make sure the software is free for all its users. This +General Public License applies to most of the Free Software +Foundation's software and to any other program whose authors commit to +using it. (Some other Free Software Foundation software is covered by +the GNU Lesser General Public License instead.) You can apply it to +your programs, too. + + When we speak of free software, we are referring to freedom, not +price. Our General Public Licenses are designed to make sure that you +have the freedom to distribute copies of free software (and charge for +this service if you wish), that you receive source code or can get it +if you want it, that you can change the software or use pieces of it +in new free programs; and that you know you can do these things. + + To protect your rights, we need to make restrictions that forbid +anyone to deny you these rights or to ask you to surrender the rights. +These restrictions translate to certain responsibilities for you if you +distribute copies of the software, or if you modify it. + + For example, if you distribute copies of such a program, whether +gratis or for a fee, you must give the recipients all the rights that +you have. You must make sure that they, too, receive or can get the +source code. And you must show them these terms so they know their +rights. + + We protect your rights with two steps: (1) copyright the software, and +(2) offer you this license which gives you legal permission to copy, +distribute and/or modify the software. + + Also, for each author's protection and ours, we want to make certain +that everyone understands that there is no warranty for this free +software. If the software is modified by someone else and passed on, we +want its recipients to know that what they have is not the original, so +that any problems introduced by others will not reflect on the original +authors' reputations. + + Finally, any free program is threatened constantly by software +patents. We wish to avoid the danger that redistributors of a free +program will individually obtain patent licenses, in effect making the +program proprietary. To prevent this, we have made it clear that any +patent must be licensed for everyone's free use or not licensed at all. + + The precise terms and conditions for copying, distribution and +modification follow. + + GNU GENERAL PUBLIC LICENSE + TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION + + 0. This License applies to any program or other work which contains +a notice placed by the copyright holder saying it may be distributed +under the terms of this General Public License. The "Program", below, +refers to any such program or work, and a "work based on the Program" +means either the Program or any derivative work under copyright law: +that is to say, a work containing the Program or a portion of it, +either verbatim or with modifications and/or translated into another +language. (Hereinafter, translation is included without limitation in +the term "modification".) Each licensee is addressed as "you". + +Activities other than copying, distribution and modification are not +covered by this License; they are outside its scope. The act of +running the Program is not restricted, and the output from the Program +is covered only if its contents constitute a work based on the +Program (independent of having been made by running the Program). +Whether that is true depends on what the Program does. + + 1. You may copy and distribute verbatim copies of the Program's +source code as you receive it, in any medium, provided that you +conspicuously and appropriately publish on each copy an appropriate +copyright notice and disclaimer of warranty; keep intact all the +notices that refer to this License and to the absence of any warranty; +and give any other recipients of the Program a copy of this License +along with the Program. + +You may charge a fee for the physical act of transferring a copy, and +you may at your option offer warranty protection in exchange for a fee. + + 2. You may modify your copy or copies of the Program or any portion +of it, thus forming a work based on the Program, and copy and +distribute such modifications or work under the terms of Section 1 +above, provided that you also meet all of these conditions: + + a) You must cause the modified files to carry prominent notices + stating that you changed the files and the date of any change. + + b) You must cause any work that you distribute or publish, that in + whole or in part contains or is derived from the Program or any + part thereof, to be licensed as a whole at no charge to all third + parties under the terms of this License. + + c) If the modified program normally reads commands interactively + when run, you must cause it, when started running for such + interactive use in the most ordinary way, to print or display an + announcement including an appropriate copyright notice and a + notice that there is no warranty (or else, saying that you provide + a warranty) and that users may redistribute the program under + these conditions, and telling the user how to view a copy of this + License. (Exception: if the Program itself is interactive but + does not normally print such an announcement, your work based on + the Program is not required to print an announcement.) + +These requirements apply to the modified work as a whole. If +identifiable sections of that work are not derived from the Program, +and can be reasonably considered independent and separate works in +themselves, then this License, and its terms, do not apply to those +sections when you distribute them as separate works. But when you +distribute the same sections as part of a whole which is a work based +on the Program, the distribution of the whole must be on the terms of +this License, whose permissions for other licensees extend to the +entire whole, and thus to each and every part regardless of who wrote it. + +Thus, it is not the intent of this section to claim rights or contest +your rights to work written entirely by you; rather, the intent is to +exercise the right to control the distribution of derivative or +collective works based on the Program. + +In addition, mere aggregation of another work not based on the Program +with the Program (or with a work based on the Program) on a volume of +a storage or distribution medium does not bring the other work under +the scope of this License. + + 3. You may copy and distribute the Program (or a work based on it, +under Section 2) in object code or executable form under the terms of +Sections 1 and 2 above provided that you also do one of the following: + + a) Accompany it with the complete corresponding machine-readable + source code, which must be distributed under the terms of Sections + 1 and 2 above on a medium customarily used for software interchange; or, + + b) Accompany it with a written offer, valid for at least three + years, to give any third party, for a charge no more than your + cost of physically performing source distribution, a complete + machine-readable copy of the corresponding source code, to be + distributed under the terms of Sections 1 and 2 above on a medium + customarily used for software interchange; or, + + c) Accompany it with the information you received as to the offer + to distribute corresponding source code. (This alternative is + allowed only for noncommercial distribution and only if you + received the program in object code or executable form with such + an offer, in accord with Subsection b above.) + +The source code for a work means the preferred form of the work for +making modifications to it. For an executable work, complete source +code means all the source code for all modules it contains, plus any +associated interface definition files, plus the scripts used to +control compilation and installation of the executable. However, as a +special exception, the source code distributed need not include +anything that is normally distributed (in either source or binary +form) with the major components (compiler, kernel, and so on) of the +operating system on which the executable runs, unless that component +itself accompanies the executable. + +If distribution of executable or object code is made by offering +access to copy from a designated place, then offering equivalent +access to copy the source code from the same place counts as +distribution of the source code, even though third parties are not +compelled to copy the source along with the object code. + + 4. You may not copy, modify, sublicense, or distribute the Program +except as expressly provided under this License. Any attempt +otherwise to copy, modify, sublicense or distribute the Program is +void, and will automatically terminate your rights under this License. +However, parties who have received copies, or rights, from you under +this License will not have their licenses terminated so long as such +parties remain in full compliance. + + 5. You are not required to accept this License, since you have not +signed it. However, nothing else grants you permission to modify or +distribute the Program or its derivative works. These actions are +prohibited by law if you do not accept this License. Therefore, by +modifying or distributing the Program (or any work based on the +Program), you indicate your acceptance of this License to do so, and +all its terms and conditions for copying, distributing or modifying +the Program or works based on it. + + 6. Each time you redistribute the Program (or any work based on the +Program), the recipient automatically receives a license from the +original licensor to copy, distribute or modify the Program subject to +these terms and conditions. You may not impose any further +restrictions on the recipients' exercise of the rights granted herein. +You are not responsible for enforcing compliance by third parties to +this License. + + 7. If, as a consequence of a court judgment or allegation of patent +infringement or for any other reason (not limited to patent issues), +conditions are imposed on you (whether by court order, agreement or +otherwise) that contradict the conditions of this License, they do not +excuse you from the conditions of this License. If you cannot +distribute so as to satisfy simultaneously your obligations under this +License and any other pertinent obligations, then as a consequence you +may not distribute the Program at all. For example, if a patent +license would not permit royalty-free redistribution of the Program by +all those who receive copies directly or indirectly through you, then +the only way you could satisfy both it and this License would be to +refrain entirely from distribution of the Program. + +If any portion of this section is held invalid or unenforceable under +any particular circumstance, the balance of the section is intended to +apply and the section as a whole is intended to apply in other +circumstances. + +It is not the purpose of this section to induce you to infringe any +patents or other property right claims or to contest validity of any +such claims; this section has the sole purpose of protecting the +integrity of the free software distribution system, which is +implemented by public license practices. Many people have made +generous contributions to the wide range of software distributed +through that system in reliance on consistent application of that +system; it is up to the author/donor to decide if he or she is willing +to distribute software through any other system and a licensee cannot +impose that choice. + +This section is intended to make thoroughly clear what is believed to +be a consequence of the rest of this License. + + 8. If the distribution and/or use of the Program is restricted in +certain countries either by patents or by copyrighted interfaces, the +original copyright holder who places the Program under this License +may add an explicit geographical distribution limitation excluding +those countries, so that distribution is permitted only in or among +countries not thus excluded. In such case, this License incorporates +the limitation as if written in the body of this License. + + 9. The Free Software Foundation may publish revised and/or new versions +of the General Public License from time to time. Such new versions will +be similar in spirit to the present version, but may differ in detail to +address new problems or concerns. + +Each version is given a distinguishing version number. If the Program +specifies a version number of this License which applies to it and "any +later version", you have the option of following the terms and conditions +either of that version or of any later version published by the Free +Software Foundation. If the Program does not specify a version number of +this License, you may choose any version ever published by the Free Software +Foundation. + + 10. If you wish to incorporate parts of the Program into other free +programs whose distribution conditions are different, write to the author +to ask for permission. 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It is safest +to attach them to the start of each source file to most effectively +convey the exclusion of warranty; and each file should have at least +the "copyright" line and a pointer to where the full notice is found. + + {description} + Copyright (C) {year} {fullname} + + This program is free software; you can redistribute it and/or modify + it under the terms of the GNU General Public License as published by + the Free Software Foundation; either version 2 of the License, or + (at your option) any later version. + + This program is distributed in the hope that it will be useful, + but WITHOUT ANY WARRANTY; without even the implied warranty of + MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the + GNU General Public License for more details. + + You should have received a copy of the GNU General Public License along + with this program; if not, write to the Free Software Foundation, Inc., + 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA. + +Also add information on how to contact you by electronic and paper mail. + +If the program is interactive, make it output a short notice like this +when it starts in an interactive mode: + + Gnomovision version 69, Copyright (C) year name of author + Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'. + This is free software, and you are welcome to redistribute it + under certain conditions; type `show c' for details. + +The hypothetical commands `show w' and `show c' should show the appropriate +parts of the General Public License. Of course, the commands you use may +be called something other than `show w' and `show c'; they could even be +mouse-clicks or menu items--whatever suits your program. + +You should also get your employer (if you work as a programmer) or your +school, if any, to sign a "copyright disclaimer" for the program, if +necessary. Here is a sample; alter the names: + + Yoyodyne, Inc., hereby disclaims all copyright interest in the program + `Gnomovision' (which makes passes at compilers) written by James Hacker. + + {signature of Ty Coon}, 1 April 1989 + Ty Coon, President of Vice + +This General Public License does not permit incorporating your program into +proprietary programs. If your program is a subroutine library, you may +consider it more useful to permit linking proprietary applications with the +library. If this is what you want to do, use the GNU Lesser General +Public License instead of this License. diff --git a/plugins/af_sort_bayes/lib/README.md b/plugins/af_sort_bayes/lib/README.md new file mode 100644 index 00000000..79b16ae6 --- /dev/null +++ b/plugins/af_sort_bayes/lib/README.md @@ -0,0 +1,41 @@ +PHP Naive Bayesian Filter +============================================================ +This library implements Naive Bayes classifier. Original Project developed by Loic d'Anterroches [loic xhtml.net]. This Library is very Usefull but is not Published now. so Salvage from [Internet Archive] and create Github Repositry. + +see more information to Original Readme.txt and [Original Page]. +And If there is a problem with the publication of this repository, I will close this repository. + + +[loic xhtml.net]: +[Internet Archive]: +[Original Page]: + +Writing by Japanese +------------------------------------------------------------ +このライブラリは単純ベイズ分類器を実装したライブラリです。元のプロジェクトはLoic d'Anterrochesが作成しています。非常に有益なライブラリですが、現在は公開されていないようです。そこでインターネットアーカイブからライブラリをサルベージし、Githubのレポジトリを作成しました。 + +より詳しい情報はオリジナルのReadme.txtを参照してください。 +もし、このレポジトリの公開に問題があるようならば、このレポジトリを削除します。 + +extract Original Readme +------------------------------------------------------------ +> This file is part of PHP Naive Bayesian Filter. +> +> The Initial Developer of the Original Code is +> Loic d'Anterroches [loic xhtml.net]. +> Portions created by the Initial Developer are Copyright (C) 2003 +> the Initial Developer. All Rights Reserved. +> +> PHP Naive Bayesian Filter is free software; you can redistribute it +> and/or modify it under the terms of the GNU General Public License as +> published by the Free Software Foundation; either version 2 of +> the License, or (at your option) any later version. +> +> PHP Naive Bayesian Filter is distributed in the hope that it will +> be useful, but WITHOUT ANY WARRANTY; without even the implied +> warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. +> See the GNU General Public License for more details. +> +> You should have received a copy of the GNU General Public License +> along with Foobar; if not, write to the Free Software +> Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA \ No newline at end of file diff --git a/plugins/af_sort_bayes/lib/README.txt b/plugins/af_sort_bayes/lib/README.txt new file mode 100644 index 00000000..e3230f32 --- /dev/null +++ b/plugins/af_sort_bayes/lib/README.txt @@ -0,0 +1,86 @@ +/* + ***** BEGIN LICENSE BLOCK ***** + This file is part of PHP Naive Bayesian Filter. + + The Initial Developer of the Original Code is + Loic d'Anterroches [loic xhtml.net]. + Portions created by the Initial Developer are Copyright (C) 2003 + the Initial Developer. All Rights Reserved. + + PHP Naive Bayesian Filter is free software; you can redistribute it + and/or modify it under the terms of the GNU General Public License as + published by the Free Software Foundation; either version 2 of + the License, or (at your option) any later version. + + PHP Naive Bayesian Filter is distributed in the hope that it will + be useful, but WITHOUT ANY WARRANTY; without even the implied + warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. + See the GNU General Public License for more details. + + You should have received a copy of the GNU General Public License + along with Foobar; if not, write to the Free Software + Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA + + ***** END LICENSE BLOCK ***** +*/ + + +** Presentation ** + +Voici une implementation generale d'un filtre reposant sur le theoreme de Bayes. +L'application la plus connue est le filtre anti-spam. Vous pouvez aussi +l'utiliser pour faire de la classification automatique de documents. + +Ce programme se base sur la version simplifiee du theoreme de Bayes comme +decrite par Ken Williams, ken@mathforum.org sur la page +http://mathforum.org/~ken/bayes/bayes.html au 31/10/2003. + +Le systeme permet de maniere generale de faire la classification de documents +textes dans differentes categories. Si vous voulez l'utiliser pour une +classification de vos messages entre spam et non-spam, alors il vous faudra 2 +categories, une "spam" et une "nonspam". + +J'ai cree ce script car c'est une sujet a la mode en ce moment. Particulierement +pour filtrer les commentaires et les trackbacks dans les blogs. Le systeme +propose ici permet d'avoir plus que deux categories spam et non spam. Cela permet +donc theoriquement de l'utiliser pour la classification dans de multiples +categories. + +Un petit script 'index.php' vous permet de tester le systeme, ensuite vous +pouvez inclure la classe dans vos scripts. Les fichiers class.naivebayesian.php +et class.naivebayesianstorage.php peuvent aussi etre utilises avec la licence +GNU Lesser General Public License Version 2.1 ou ulterieure. + + +** Fonctionnalites ** + +- Une classe avec la logique de base, une autre qui est l'interface de stockage. +- Stockage des donnees dans une base de données pour le moment MySQL mais +vous pouvez utiliser celle que vous voulez via l'interface de stockage. +- Apprentissage +- Desapprentissage +- Archivage automatique des documents "reference" +- L'interface de stockage par defaut utilise MySQL et repose sur deux classes +d'Olivier Meunier. + +** Utilisation ** + +Regardez le code de index.php +Pour une bonne utilisation il vous faut creer une autre classe qui herite de +NaiveBayesian pour avoir votre propre fonction pour ignorer les mots qui ne +portent pas de sens particulier. Ceci n'est pas fait dans 'index.php' + +class votreclass extends NaiveBayesian +{ + function getIgnoreList() + { + return array('the', 'that', 'you', 'for', 'and'); + } +} + + +** Des questions ** + +Pouvez me contacter par email a loic xhtml.net, ou venir sur http://www.xhtml.net/ + + diff --git a/plugins/af_sort_bayes/lib/VERSION b/plugins/af_sort_bayes/lib/VERSION new file mode 100644 index 00000000..d3827e75 --- /dev/null +++ b/plugins/af_sort_bayes/lib/VERSION @@ -0,0 +1 @@ +1.0 diff --git a/plugins/af_sort_bayes/lib/class.naivebayesian.php b/plugins/af_sort_bayes/lib/class.naivebayesian.php new file mode 100644 index 00000000..1c2ef463 --- /dev/null +++ b/plugins/af_sort_bayes/lib/class.naivebayesian.php @@ -0,0 +1,273 @@ +nbs = $nbs; + + return true; + } + + /** categorize a document. + Get list of categories in which the document can be categorized + with a score for each category. + + @return array keys = category ids, values = scores + @param string document + */ + function categorize($document) { + $scores = array(); + $categories = $this->nbs->getCategories(); + $tokens = $this->_getTokens($document); + + // calculate the score in each category + $total_words = 0; + $ncat = 0; + + while (list($category, $data) = each($categories)) { + $total_words += $data['word_count']; + $ncat++; + } + + reset($categories); + + while (list($category, $data) = each($categories)) { + $scores[$category] = $data['probability']; + // small probability for a word not in the category + // maybe putting 1.0 as a 'no effect' word can also be good + $small_proba = 1.0 / ($data['word_count'] * 2); + + reset($tokens); + + while (list($token, $count) = each($tokens)) { + if ($this->nbs->wordExists($token)) { + $word = $this->nbs->getWord($token, $category); + + if ($word['count']) { + $proba = $word['count'] / $data['word_count']; + } + else { + $proba = $small_proba; + } + + $scores[$category] *= pow($proba, $count) * pow($total_words / $ncat, $count); + // pow($total_words/$ncat, $count) is here to avoid underflow. + + } + } + } + + return $this->_rescale($scores); + } + + /** training against a document. + Set a document as being in a specific category. The document becomes a reference + and is saved in the table of references. After a set of training is done + the updateProbabilities() function must be run. + + @see updateProbabilities() + @see untrain() + @return bool success + @param string document id, must be unique + @param string category_id the category id in which the document should be + @param string content of the document + */ + function train($doc_id, $category_id, $content) { + $ret = false; + + // if this doc_id already trained, no trained + if (!$this->nbs->getReference($doc_id)) { + $tokens = $this->_getTokens($content); + + while (list($token, $count) = each($tokens)) { + $this->nbs->updateWord($token, $count, $category_id); + } + + $this->nbs->saveReference($doc_id, $category_id, $content); + + $ret = true; + } + else { + $ret = false; + } + + return $ret; + } + + /** untraining of a document. + To remove just one document from the references. + + @see updateProbabilities() + @see untrain() + @return bool success + @param string document id, must be unique + */ + function untrain($doc_id) { + $ref = $this->nbs->getReference($doc_id); + $tokens = $this->_getTokens($ref['content']); + + while (list($token, $count) = each($tokens)) { + $this->nbs->removeWord($token, $count, $ref['category_id']); + } + + $this->nbs->removeReference($doc_id); + + return true; + } + + /** rescale the results between 0 and 1. + + @author Ken Williams, ken@mathforum.org + @see categorize() + @return array normalized scores (keys => category, values => scores) + @param array scores (keys => category, values => scores) + */ + function _rescale($scores) { + // Scale everything back to a reasonable area in + // logspace (near zero), un-loggify, and normalize + $total = 0.0; + $max = 0.0; + reset($scores); + + while (list($cat, $score) = each($scores)) { + if ($score >= $max) + $max = $score; + } + + reset($scores); + while (list($cat, $score) = each($scores)) { + $scores[$cat] = (float) exp($score - $max); + $total += (float) pow($scores[$cat], 2); + } + + $total = (float) sqrt($total); + + reset($scores); + while (list($cat, $score) = each($scores)) { + $scores[$cat] = (float) $scores[$cat] / $total; + } + reset($scores); + + return $scores; + } + + /** update the probabilities of the categories and word count. + This function must be run after a set of training + + @see train() + @see untrain() + @return bool sucess + */ + function updateProbabilities() { + // this function is really only database manipulation + // that is why all is done in the NaiveBayesianStorage + return $this->nbs->updateProbabilities(); + } + + /** Get the list of token to ignore. + @return array ignore list + */ + function getIgnoreList() { + return array('the', 'that', 'you', 'for', 'and'); + } + + /** get the tokens from a string + + @author James Seng. [http://james.seng.cc/] (based on his perl version) + + @return array tokens + @param string the string to get the tokens from + */ + function _getTokens($string) { + $rawtokens = array(); + $tokens = array(); + $string = $this->_cleanString($string); + + if (count(0 >= $this->ignore_list)) { + $this->ignore_list = $this->getIgnoreList(); + } + + $rawtokens = split("[^-_A-Za-z0-9]+", $string); + + // remove some tokens + while (list(, $token) = each($rawtokens)) { + $token = trim($token); + if (!(('' == $token) || (strlen($token) < $this->min_token_length) || (strlen($token) > $this->max_token_length) || (preg_match('/^[0-9]+$/', $token)) || (in_array($token, $this->ignore_list)))) { + $tokens[$token]++; + } + } + + return $tokens; + } + + /** clean a string from the diacritics + + @author Antoine Bajolet [phpdig_at_toiletoine.net] + @author SPIP [http://uzine.net/spip/] + + @return string clean string + @param string string with accents + */ + function _cleanString($string) { + $diac = /* A */ chr(192) . chr(193) . chr(194) . chr(195) . chr(196) . chr(197) . + /* a */ chr(224) . chr(225) . chr(226) . chr(227) . chr(228) . chr(229) . + /* O */ chr(210) . chr(211) . chr(212) . chr(213) . chr(214) . chr(216) . + /* o */ chr(242) . chr(243) . chr(244) . chr(245) . chr(246) . chr(248) . + /* E */ chr(200) . chr(201) . chr(202) . chr(203) . + /* e */ chr(232) . chr(233) . chr(234) . chr(235) . + /* Cc */ chr(199) . chr(231) . + /* I */ chr(204) . chr(205) . chr(206) . chr(207) . + /* i */ chr(236) . chr(237) . chr(238) . chr(239) . + /* U */ chr(217) . chr(218) . chr(219) . chr(220) . + /* u */ chr(249) . chr(250) . chr(251) . chr(252) . + /* yNn */ chr(255) . chr(209) . chr(241); + + return strtolower(strtr($string, $diac, 'AAAAAAaaaaaaOOOOOOooooooEEEEeeeeCcIIIIiiiiUUUUuuuuyNn')); + } + + } diff --git a/plugins/af_sort_bayes/lib/class.naivebayesian_ngram.php b/plugins/af_sort_bayes/lib/class.naivebayesian_ngram.php new file mode 100644 index 00000000..cee2bb1d --- /dev/null +++ b/plugins/af_sort_bayes/lib/class.naivebayesian_ngram.php @@ -0,0 +1,52 @@ +N = $n; + + return true; + } + + /** + * override method for ngram + * + * @param string $string + * @return multiple + */ + function _getTokens($string) { + $tokens = array(); + + if (mb_strlen($string)) { + for ($i = 0; $i < mb_strlen($string) - $this->N; $i++) { + $wd = mb_substr($string, $i, $this->N); + + if (mb_strlen($wd) == $this->N) { + if (!array_key_exists($wd, $tokens)) { + $tokens[$wd] = 0; + } + + $tokens[$wd]++; + } + } + } + + if (count($tokens)) { + // remove empty value + $tokens = array_filter($tokens); + } + + return $tokens; + } + + } diff --git a/plugins/af_sort_bayes/lib/class.naivebayesianstorage.php b/plugins/af_sort_bayes/lib/class.naivebayesianstorage.php new file mode 100644 index 00000000..fccdcaf0 --- /dev/null +++ b/plugins/af_sort_bayes/lib/class.naivebayesianstorage.php @@ -0,0 +1,218 @@ +con = Db::get(); + $this->owner_uid = $owner_uid; + + return true; + } + + /** get the list of categories with basic data. + + @return array key = category ids, values = array(keys = 'probability', 'word_count') + */ + function getCategories() { + $categories = array(); + $rs = $this->con->query('SELECT * FROM ttrss_plugin_af_sort_bayes_categories'); + + while ($this->con->fetch_assoc($rs)) { + $categories[$rs['category_id']] = array('probability' => $rs['probability'], + 'word_count' => $rs['word_count'] + ); + + + } + + return $categories; + } + + /** see if the word is an already learnt word. + @return bool + @param string word + */ + function wordExists($word) { + $rs = $this->con->query("SELECT * FROM ttrss_plugin_af_sort_bayes_wordfreqs WHERE word='" . $this->con->escape_string($word) . "'"); + + return $this->con->num_rows($rs) != 0; + } + + /** get details of a word in a category. + @return array ('count' => count) + @param string word + @param string category id + */ + function getWord($word, $category_id) { + $details = array(); + + $rs = $this->con->query("SELECT * FROM ttrss_plugin_af_sort_bayes_wordfreqs WHERE word='" . $this->con->escape_string($word) . "' AND category_id='" . $this->con->escape_string($category_id) . "'"); + + if ($this->con->num_rows($rs) == 0 ) { + $details['count'] = 0; + } + else { + $details['count'] = $rs['count']; + } + + return $details; + } + + /** update a word in a category. + If the word is new in this category it is added, else only the count is updated. + + @return bool success + @param string word + @param int count + @paran string category id + */ + function updateWord($word, $count, $category_id) { + $oldword = $this->getWord($word, $category_id); + + if (0 == $oldword['count']) { + return $this->con->execute("INSERT INTO ttrss_plugin_af_sort_bayes_wordfreqs (word, category_id, count) VALUES ('" . $this->con->escape_string($word) . "', '" . $this->con->escape_string($category_id) . "', '" . $this->con->escape_string((int) $count) . "')"); + } + else { + return $this->con->execute("UPDATE ttrss_plugin_af_sort_bayes_wordfreqs SET count = count + " . (int) $count . " WHERE category_id = '" . $this->con->escape_string($category_id) . "' AND word = '" . $this->con->escape_string($word) . "'"); + } + } + + /** remove a word from a category. + + @return bool success + @param string word + @param int count + @param string category id + */ + function removeWord($word, $count, $category_id) { + $oldword = $this->getWord($word, $category_id); + + if (0 != $oldword['count'] && 0 >= ($oldword['count'] - $count)) { + return $this->con->execute("DELETE FROM ttrss_plugin_af_sort_bayes_wordfreqs WHERE word='" . $this->con->escape_string($word) . "' AND category_id='" . $this->con->escape_string($category_id) . "'"); + } + else { + return $this->con->execute("UPDATE ttrss_plugin_af_sort_bayes_wordfreqs SET count = count - " . (int) $count . " WHERE category_id = '" . $this->con->escape_string($category_id) . "' AND word = '" . $this->con->escape_string($word) . "'"); + } + } + + /** update the probabilities of the categories and word count. + This function must be run after a set of training + + @return bool sucess + */ + function updateProbabilities() { + // first update the word count of each category + $rs = $this->con->query("SELECT category_id, SUM(count) AS total FROM ttrss_plugin_af_sort_bayes_wordfreqs WHERE 1 GROUP BY category_id"); + $total_words = 0; + + while ($this->con->fetch_assoc($rs)) { + $total_words += $rs['total']; + + } + + $rs->moveStart(); + + if ($total_words == 0) { + $this->con->execute("UPDATE ttrss_plugin_af_sort_bayes_categories SET word_count=0, probability=0 WHERE 1"); + + return true; + } + + while ($this->con->fetch_assoc($rs)) { + $proba = $rs['total'] / $total_words; + $this->con->execute("UPDATE ttrss_plugin_af_sort_bayes_categories SET word_count=" . (int) $rs['total'] . ", probability=" . $proba . " WHERE category_id = '" . $rs['category_id'] . "'"); + + } + + return true; + } + + /** save a reference in the database. + + @return bool success + @param string reference if, must be unique + @param string category id + @param string content of the reference + */ + function saveReference($doc_id, $category_id, $content) { + + return $this->con->execute("INSERT INTO ttrss_plugin_af_sort_bayes_references (id, category_id, content) VALUES ('" . $this->con->escape_string($doc_id) . "', '" . $this->con->escape_string($category_id) . "', '" . $this->con->escape_string($content) . "')"); + } + + /** get a reference from the database. + + @return array reference( category_id => ...., content => ....) + @param string id + */ + function getReference($doc_id) { + $ref = array(); + $rs = $this->con->query("SELECT * FROM ttrss_plugin_af_sort_bayes_references WHERE id='" . $this->con->escape_string($doc_id) . "'"); + + if ($this->con->num_rows($rs) == 0 ) { + return $ref; + } + + $ref['category_id'] = $rs['category_id']; + $ref['content'] = $rs['content']; + $ref['id'] = $rs['id']; + + return $ref; + } + + /** remove a reference from the database + + @return bool sucess + @param string reference id + */ + function removeReference($doc_id) { + + return $this->con->execute("DELETE FROM ttrss_plugin_af_sort_bayes_references WHERE id='" . $this->con->escape_string($doc_id) . 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