HaskellLM (empty) → 0.1.0
raw patch · 4 files changed
+1595/−0 lines, 4 filesdep +basedep +hmatrixsetup-changed
Dependencies added: base, hmatrix
Files
- HaskellLM.cabal +32/−0
- LICENSE +1446/−0
- Setup.hs +2/−0
- src/Math/LevenbergMarquardt.hs +115/−0
+ HaskellLM.cabal view
@@ -0,0 +1,32 @@+Name: HaskellLM+Version: 0.1.0+License: GPL+License-file: LICENSE+Author: Kiet Lam+Maintainer: Kiet Lam <ktklam9@gmail.com>+Synopsis: Pure Haskell implementation of the Levenberg-Marquardt algorithm+Description: The Levenberg-Marquardt algorithm is a minimization algorithm for functions expressed as a sum of squared errors+ .+ This can be used for curve-fitting, multidimensional function optimization, or neural networks training+ .+ Go to <https://github.com/ktklam9/HaskellLM> for example usage (in tests)++Category: Math++Build-type: Simple+Cabal-version: >= 1.6++Library++ Build-depends: base >= 4 && < 5,+ hmatrix >= 0.12.0.0++ hs-source-dirs: src+ Exposed-modules: Math.LevenbergMarquardt++ ghc-prof-options: -prof -auto-all+++source-repository head+ type: git+ location: https://github.com/ktklam9/HaskellLM
+ LICENSE view
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rel="#L564">564</span>+<span id="L565" rel="#L565">565</span>+<span id="L566" rel="#L566">566</span>+<span id="L567" rel="#L567">567</span>+<span id="L568" rel="#L568">568</span>+<span id="L569" rel="#L569">569</span>+<span id="L570" rel="#L570">570</span>+<span id="L571" rel="#L571">571</span>+<span id="L572" rel="#L572">572</span>+<span id="L573" rel="#L573">573</span>+<span id="L574" rel="#L574">574</span>+<span id="L575" rel="#L575">575</span>+<span id="L576" rel="#L576">576</span>+<span id="L577" rel="#L577">577</span>+<span id="L578" rel="#L578">578</span>+<span id="L579" rel="#L579">579</span>+<span id="L580" rel="#L580">580</span>+<span id="L581" rel="#L581">581</span>+<span id="L582" rel="#L582">582</span>+<span id="L583" rel="#L583">583</span>+<span id="L584" rel="#L584">584</span>+<span id="L585" rel="#L585">585</span>+<span id="L586" rel="#L586">586</span>+<span id="L587" rel="#L587">587</span>+<span id="L588" rel="#L588">588</span>+<span id="L589" rel="#L589">589</span>+<span id="L590" rel="#L590">590</span>+<span id="L591" rel="#L591">591</span>+<span id="L592" rel="#L592">592</span>+<span id="L593" rel="#L593">593</span>+<span id="L594" rel="#L594">594</span>+<span id="L595" rel="#L595">595</span>+<span id="L596" rel="#L596">596</span>+<span id="L597" rel="#L597">597</span>+<span id="L598" rel="#L598">598</span>+<span id="L599" rel="#L599">599</span>+<span id="L600" rel="#L600">600</span>+<span id="L601" rel="#L601">601</span>+<span id="L602" rel="#L602">602</span>+<span id="L603" rel="#L603">603</span>+<span id="L604" rel="#L604">604</span>+<span id="L605" rel="#L605">605</span>+<span id="L606" rel="#L606">606</span>+<span id="L607" rel="#L607">607</span>+<span id="L608" rel="#L608">608</span>+<span id="L609" rel="#L609">609</span>+<span id="L610" rel="#L610">610</span>+<span id="L611" rel="#L611">611</span>+<span id="L612" rel="#L612">612</span>+<span id="L613" rel="#L613">613</span>+<span id="L614" rel="#L614">614</span>+<span id="L615" rel="#L615">615</span>+<span id="L616" rel="#L616">616</span>+<span id="L617" rel="#L617">617</span>+<span id="L618" rel="#L618">618</span>+<span id="L619" rel="#L619">619</span>+<span id="L620" rel="#L620">620</span>+<span id="L621" rel="#L621">621</span>+<span id="L622" rel="#L622">622</span>+<span id="L623" rel="#L623">623</span>+<span id="L624" rel="#L624">624</span>+<span id="L625" rel="#L625">625</span>+<span id="L626" rel="#L626">626</span>+<span id="L627" rel="#L627">627</span>+<span id="L628" rel="#L628">628</span>+<span id="L629" rel="#L629">629</span>+<span id="L630" rel="#L630">630</span>+<span id="L631" rel="#L631">631</span>+<span id="L632" rel="#L632">632</span>+<span id="L633" rel="#L633">633</span>+<span id="L634" rel="#L634">634</span>+<span id="L635" rel="#L635">635</span>+<span id="L636" rel="#L636">636</span>+<span id="L637" rel="#L637">637</span>+<span id="L638" rel="#L638">638</span>+<span id="L639" rel="#L639">639</span>+<span id="L640" rel="#L640">640</span>+<span id="L641" rel="#L641">641</span>+<span id="L642" rel="#L642">642</span>+<span id="L643" rel="#L643">643</span>+<span id="L644" rel="#L644">644</span>+<span id="L645" rel="#L645">645</span>+<span id="L646" rel="#L646">646</span>+<span id="L647" rel="#L647">647</span>+<span id="L648" rel="#L648">648</span>+<span id="L649" rel="#L649">649</span>+<span id="L650" rel="#L650">650</span>+<span id="L651" rel="#L651">651</span>+<span id="L652" rel="#L652">652</span>+<span id="L653" rel="#L653">653</span>+<span id="L654" rel="#L654">654</span>+<span id="L655" rel="#L655">655</span>+<span id="L656" rel="#L656">656</span>+<span id="L657" rel="#L657">657</span>+<span id="L658" rel="#L658">658</span>+<span id="L659" rel="#L659">659</span>+<span id="L660" rel="#L660">660</span>+<span id="L661" rel="#L661">661</span>+<span id="L662" rel="#L662">662</span>+<span id="L663" rel="#L663">663</span>+<span id="L664" rel="#L664">664</span>+<span id="L665" rel="#L665">665</span>+<span id="L666" rel="#L666">666</span>+<span id="L667" rel="#L667">667</span>+<span id="L668" rel="#L668">668</span>+<span id="L669" rel="#L669">669</span>+<span id="L670" rel="#L670">670</span>+<span id="L671" rel="#L671">671</span>+<span id="L672" rel="#L672">672</span>+<span id="L673" rel="#L673">673</span>+<span id="L674" rel="#L674">674</span>+</pre>+ </td>+ <td width="100%">+ <div class="highlight"><pre><div class='line' id='LC1'> GNU GENERAL PUBLIC LICENSE</div><div class='line' id='LC2'> Version 3, 29 June 2007</div><div class='line' id='LC3'><br/></div><div class='line' id='LC4'> Copyright (C) 2007 Free Software Foundation, Inc. <http://fsf.org/></div><div class='line' id='LC5'> Everyone is permitted to copy and distribute verbatim copies</div><div class='line' id='LC6'> of this license document, but changing it is not allowed.</div><div class='line' id='LC7'><br/></div><div class='line' id='LC8'> Preamble</div><div class='line' id='LC9'><br/></div><div class='line' id='LC10'> The GNU General Public License is a free, copyleft license for</div><div class='line' id='LC11'>software and other kinds of works.</div><div class='line' id='LC12'><br/></div><div class='line' id='LC13'> The licenses for most software and other practical works are designed</div><div class='line' id='LC14'>to take away your freedom to share and change the works. By contrast,</div><div class='line' id='LC15'>the GNU General Public License is intended to guarantee your freedom to</div><div class='line' id='LC16'>share and change all versions of a program--to make sure it remains free</div><div class='line' id='LC17'>software for all its users. We, the Free Software Foundation, use the</div><div class='line' id='LC18'>GNU General Public License for most of our software; it applies also to</div><div class='line' id='LC19'>any other work released this way by its authors. You can apply it to</div><div class='line' id='LC20'>your programs, too.</div><div class='line' id='LC21'><br/></div><div class='line' id='LC22'> When we speak of free software, we are referring to freedom, not</div><div class='line' id='LC23'>price. Our General Public Licenses are designed to make sure that you</div><div class='line' id='LC24'>have the freedom to distribute copies of free software (and charge for</div><div class='line' id='LC25'>them if you wish), that you receive source code or can get it if you</div><div class='line' id='LC26'>want it, that you can change the software or use pieces of it in new</div><div class='line' id='LC27'>free programs, and that you know you can do these things.</div><div class='line' id='LC28'><br/></div><div class='line' id='LC29'> To protect your rights, we need to prevent others from denying you</div><div class='line' id='LC30'>these rights or asking you to surrender the rights. Therefore, you have</div><div class='line' id='LC31'>certain responsibilities if you distribute copies of the software, or if</div><div class='line' id='LC32'>you modify it: responsibilities to respect the freedom of others.</div><div class='line' id='LC33'><br/></div><div class='line' id='LC34'> For example, if you distribute copies of such a program, whether</div><div class='line' id='LC35'>gratis or for a fee, you must pass on to the recipients the same</div><div class='line' id='LC36'>freedoms that you received. You must make sure that they, too, receive</div><div class='line' id='LC37'>or can get the source code. And you must show them these terms so they</div><div class='line' id='LC38'>know their rights.</div><div class='line' id='LC39'><br/></div><div class='line' id='LC40'> Developers that use the GNU GPL protect your rights with two steps:</div><div class='line' id='LC41'>(1) assert copyright on the software, and (2) offer you this License</div><div class='line' id='LC42'>giving you legal permission to copy, distribute and/or modify it.</div><div class='line' id='LC43'><br/></div><div class='line' id='LC44'> For the developers' and authors' protection, the GPL clearly explains</div><div class='line' id='LC45'>that there is no warranty for this free software. For both users' and</div><div class='line' id='LC46'>authors' sake, the GPL requires that modified versions be marked as</div><div class='line' id='LC47'>changed, so that their problems will not be attributed erroneously to</div><div class='line' id='LC48'>authors of previous versions.</div><div class='line' id='LC49'><br/></div><div class='line' id='LC50'> Some devices are designed to deny users access to install or run</div><div class='line' id='LC51'>modified versions of the software inside them, although the manufacturer</div><div class='line' id='LC52'>can do so. This is fundamentally incompatible with the aim of</div><div class='line' id='LC53'>protecting users' freedom to change the software. The systematic</div><div class='line' id='LC54'>pattern of such abuse occurs in the area of products for individuals to</div><div class='line' id='LC55'>use, which is precisely where it is most unacceptable. Therefore, we</div><div class='line' id='LC56'>have designed this version of the GPL to prohibit the practice for those</div><div class='line' id='LC57'>products. If such problems arise substantially in other domains, we</div><div class='line' id='LC58'>stand ready to extend this provision to those domains in future versions</div><div class='line' id='LC59'>of the GPL, as needed to protect the freedom of users.</div><div class='line' id='LC60'><br/></div><div class='line' id='LC61'> Finally, every program is threatened constantly by software patents.</div><div class='line' id='LC62'>States should not allow patents to restrict development and use of</div><div class='line' id='LC63'>software on general-purpose computers, but in those that do, we wish to</div><div class='line' id='LC64'>avoid the special danger that patents applied to a free program could</div><div class='line' id='LC65'>make it effectively proprietary. To prevent this, the GPL assures that</div><div class='line' id='LC66'>patents cannot be used to render the program non-free.</div><div class='line' id='LC67'><br/></div><div class='line' id='LC68'> The precise terms and conditions for copying, distribution and</div><div class='line' id='LC69'>modification follow.</div><div class='line' id='LC70'><br/></div><div class='line' id='LC71'> TERMS AND CONDITIONS</div><div class='line' id='LC72'><br/></div><div class='line' id='LC73'> 0. Definitions.</div><div class='line' id='LC74'><br/></div><div class='line' id='LC75'> "This License" refers to version 3 of the GNU General Public License.</div><div class='line' id='LC76'><br/></div><div class='line' id='LC77'> "Copyright" also means copyright-like laws that apply to other kinds of</div><div class='line' id='LC78'>works, such as semiconductor masks.</div><div class='line' id='LC79'><br/></div><div class='line' id='LC80'> "The Program" refers to any copyrightable work licensed under this</div><div class='line' id='LC81'>License. Each licensee is addressed as "you". "Licensees" and</div><div class='line' id='LC82'>"recipients" may be individuals or organizations.</div><div class='line' id='LC83'><br/></div><div class='line' id='LC84'> To "modify" a work means to copy from or adapt all or part of the work</div><div class='line' id='LC85'>in a fashion requiring copyright permission, other than the making of an</div><div class='line' id='LC86'>exact copy. The resulting work is called a "modified version" of the</div><div class='line' id='LC87'>earlier work or a work "based on" the earlier work.</div><div class='line' id='LC88'><br/></div><div class='line' id='LC89'> A "covered work" means either the unmodified Program or a work based</div><div class='line' id='LC90'>on the Program.</div><div class='line' id='LC91'><br/></div><div class='line' id='LC92'> To "propagate" a work means to do anything with it that, without</div><div class='line' id='LC93'>permission, would make you directly or secondarily liable for</div><div class='line' id='LC94'>infringement under applicable copyright law, except executing it on a</div><div class='line' id='LC95'>computer or modifying a private copy. Propagation includes copying,</div><div class='line' id='LC96'>distribution (with or without modification), making available to the</div><div class='line' id='LC97'>public, and in some countries other activities as well.</div><div class='line' id='LC98'><br/></div><div class='line' id='LC99'> To "convey" a work means any kind of propagation that enables other</div><div class='line' id='LC100'>parties to make or receive copies. Mere interaction with a user through</div><div class='line' id='LC101'>a computer network, with no transfer of a copy, is not conveying.</div><div class='line' id='LC102'><br/></div><div class='line' id='LC103'> An interactive user interface displays "Appropriate Legal Notices"</div><div class='line' id='LC104'>to the extent that it includes a convenient and prominently visible</div><div class='line' id='LC105'>feature that (1) displays an appropriate copyright notice, and (2)</div><div class='line' id='LC106'>tells the user that there is no warranty for the work (except to the</div><div class='line' id='LC107'>extent that warranties are provided), that licensees may convey the</div><div class='line' id='LC108'>work under this License, and how to view a copy of this License. If</div><div class='line' id='LC109'>the interface presents a list of user commands or options, such as a</div><div class='line' id='LC110'>menu, a prominent item in the list meets this criterion.</div><div class='line' id='LC111'><br/></div><div class='line' id='LC112'> 1. Source Code.</div><div class='line' id='LC113'><br/></div><div class='line' id='LC114'> The "source code" for a work means the preferred form of the work</div><div class='line' id='LC115'>for making modifications to it. "Object code" means any non-source</div><div class='line' id='LC116'>form of a work.</div><div class='line' id='LC117'><br/></div><div class='line' id='LC118'> A "Standard Interface" means an interface that either is an official</div><div class='line' id='LC119'>standard defined by a recognized standards body, or, in the case of</div><div class='line' id='LC120'>interfaces specified for a particular programming language, one that</div><div class='line' id='LC121'>is widely used among developers working in that language.</div><div class='line' id='LC122'><br/></div><div class='line' id='LC123'> The "System Libraries" of an executable work include anything, other</div><div class='line' id='LC124'>than the work as a whole, that (a) is included in the normal form of</div><div class='line' id='LC125'>packaging a Major Component, but which is not part of that Major</div><div class='line' id='LC126'>Component, and (b) serves only to enable use of the work with that</div><div class='line' id='LC127'>Major Component, or to implement a Standard Interface for which an</div><div class='line' id='LC128'>implementation is available to the public in source code form. A</div><div class='line' id='LC129'>"Major Component", in this context, means a major essential component</div><div class='line' id='LC130'>(kernel, window system, and so on) of the specific operating system</div><div class='line' id='LC131'>(if any) on which the executable work runs, or a compiler used to</div><div class='line' id='LC132'>produce the work, or an object code interpreter used to run it.</div><div class='line' id='LC133'><br/></div><div class='line' id='LC134'> The "Corresponding Source" for a work in object code form means all</div><div class='line' id='LC135'>the source code needed to generate, install, and (for an executable</div><div class='line' id='LC136'>work) run the object code and to modify the work, including scripts to</div><div class='line' id='LC137'>control those activities. However, it does not include the work's</div><div class='line' id='LC138'>System Libraries, or general-purpose tools or generally available free</div><div class='line' id='LC139'>programs which are used unmodified in performing those activities but</div><div class='line' id='LC140'>which are not part of the work. For example, Corresponding Source</div><div class='line' id='LC141'>includes interface definition files associated with source files for</div><div class='line' id='LC142'>the work, and the source code for shared libraries and dynamically</div><div class='line' id='LC143'>linked subprograms that the work is specifically designed to require,</div><div class='line' id='LC144'>such as by intimate data communication or control flow between those</div><div class='line' id='LC145'>subprograms and other parts of the work.</div><div class='line' id='LC146'><br/></div><div class='line' id='LC147'> The Corresponding Source need not include anything that users</div><div class='line' id='LC148'>can regenerate automatically from other parts of the Corresponding</div><div class='line' id='LC149'>Source.</div><div class='line' id='LC150'><br/></div><div class='line' id='LC151'> The Corresponding Source for a work in source code form is that</div><div class='line' id='LC152'>same work.</div><div class='line' id='LC153'><br/></div><div class='line' id='LC154'> 2. Basic Permissions.</div><div class='line' id='LC155'><br/></div><div class='line' id='LC156'> All rights granted under this License are granted for the term of</div><div class='line' id='LC157'>copyright on the Program, and are irrevocable provided the stated</div><div class='line' id='LC158'>conditions are met. This License explicitly affirms your unlimited</div><div class='line' id='LC159'>permission to run the unmodified Program. The output from running a</div><div class='line' id='LC160'>covered work is covered by this License only if the output, given its</div><div class='line' id='LC161'>content, constitutes a covered work. This License acknowledges your</div><div class='line' id='LC162'>rights of fair use or other equivalent, as provided by copyright law.</div><div class='line' id='LC163'><br/></div><div class='line' id='LC164'> You may make, run and propagate covered works that you do not</div><div class='line' id='LC165'>convey, without conditions so long as your license otherwise remains</div><div class='line' id='LC166'>in force. You may convey covered works to others for the sole purpose</div><div class='line' id='LC167'>of having them make modifications exclusively for you, or provide you</div><div class='line' id='LC168'>with facilities for running those works, provided that you comply with</div><div class='line' id='LC169'>the terms of this License in conveying all material for which you do</div><div class='line' id='LC170'>not control copyright. Those thus making or running the covered works</div><div class='line' id='LC171'>for you must do so exclusively on your behalf, under your direction</div><div class='line' id='LC172'>and control, on terms that prohibit them from making any copies of</div><div class='line' id='LC173'>your copyrighted material outside their relationship with you.</div><div class='line' id='LC174'><br/></div><div class='line' id='LC175'> Conveying under any other circumstances is permitted solely under</div><div class='line' id='LC176'>the conditions stated below. Sublicensing is not allowed; section 10</div><div class='line' id='LC177'>makes it unnecessary.</div><div class='line' id='LC178'><br/></div><div class='line' id='LC179'> 3. Protecting Users' Legal Rights From Anti-Circumvention Law.</div><div class='line' id='LC180'><br/></div><div class='line' id='LC181'> No covered work shall be deemed part of an effective technological</div><div class='line' id='LC182'>measure under any applicable law fulfilling obligations under article</div><div class='line' id='LC183'>11 of the WIPO copyright treaty adopted on 20 December 1996, or</div><div class='line' id='LC184'>similar laws prohibiting or restricting circumvention of such</div><div class='line' id='LC185'>measures.</div><div class='line' id='LC186'><br/></div><div class='line' id='LC187'> When you convey a covered work, you waive any legal power to forbid</div><div class='line' id='LC188'>circumvention of technological measures to the extent such circumvention</div><div class='line' id='LC189'>is effected by exercising rights under this License with respect to</div><div class='line' id='LC190'>the covered work, and you disclaim any intention to limit operation or</div><div class='line' id='LC191'>modification of the work as a means of enforcing, against the work's</div><div class='line' id='LC192'>users, your or third parties' legal rights to forbid circumvention of</div><div class='line' id='LC193'>technological measures.</div><div class='line' id='LC194'><br/></div><div class='line' id='LC195'> 4. Conveying Verbatim Copies.</div><div class='line' id='LC196'><br/></div><div class='line' id='LC197'> You may convey verbatim copies of the Program's source code as you</div><div class='line' id='LC198'>receive it, in any medium, provided that you conspicuously and</div><div class='line' id='LC199'>appropriately publish on each copy an appropriate copyright notice;</div><div class='line' id='LC200'>keep intact all notices stating that this License and any</div><div class='line' id='LC201'>non-permissive terms added in accord with section 7 apply to the code;</div><div class='line' id='LC202'>keep intact all notices of the absence of any warranty; and give all</div><div class='line' id='LC203'>recipients a copy of this License along with the Program.</div><div class='line' id='LC204'><br/></div><div class='line' id='LC205'> You may charge any price or no price for each copy that you convey,</div><div class='line' id='LC206'>and you may offer support or warranty protection for a fee.</div><div class='line' id='LC207'><br/></div><div class='line' id='LC208'> 5. Conveying Modified Source Versions.</div><div class='line' id='LC209'><br/></div><div class='line' id='LC210'> You may convey a work based on the Program, or the modifications to</div><div class='line' id='LC211'>produce it from the Program, in the form of source code under the</div><div class='line' id='LC212'>terms of section 4, provided that you also meet all of these conditions:</div><div class='line' id='LC213'><br/></div><div class='line' id='LC214'> a) The work must carry prominent notices stating that you modified</div><div class='line' id='LC215'> it, and giving a relevant date.</div><div class='line' id='LC216'><br/></div><div class='line' id='LC217'> b) The work must carry prominent notices stating that it is</div><div class='line' id='LC218'> released under this License and any conditions added under section</div><div class='line' id='LC219'> 7. This requirement modifies the requirement in section 4 to</div><div class='line' id='LC220'> "keep intact all notices".</div><div class='line' id='LC221'><br/></div><div class='line' id='LC222'> c) You must license the entire work, as a whole, under this</div><div class='line' id='LC223'> License to anyone who comes into possession of a copy. This</div><div class='line' id='LC224'> License will therefore apply, along with any applicable section 7</div><div class='line' id='LC225'> additional terms, to the whole of the work, and all its parts,</div><div class='line' id='LC226'> regardless of how they are packaged. This License gives no</div><div class='line' id='LC227'> permission to license the work in any other way, but it does not</div><div class='line' id='LC228'> invalidate such permission if you have separately received it.</div><div class='line' id='LC229'><br/></div><div class='line' id='LC230'> d) If the work has interactive user interfaces, each must display</div><div class='line' id='LC231'> Appropriate Legal Notices; however, if the Program has interactive</div><div class='line' id='LC232'> interfaces that do not display Appropriate Legal Notices, your</div><div class='line' id='LC233'> work need not make them do so.</div><div class='line' id='LC234'><br/></div><div class='line' id='LC235'> A compilation of a covered work with other separate and independent</div><div class='line' id='LC236'>works, which are not by their nature extensions of the covered work,</div><div class='line' id='LC237'>and which are not combined with it such as to form a larger program,</div><div class='line' id='LC238'>in or on a volume of a storage or distribution medium, is called an</div><div class='line' id='LC239'>"aggregate" if the compilation and its resulting copyright are not</div><div class='line' id='LC240'>used to limit the access or legal rights of the compilation's users</div><div class='line' id='LC241'>beyond what the individual works permit. Inclusion of a covered work</div><div class='line' id='LC242'>in an aggregate does not cause this License to apply to the other</div><div class='line' id='LC243'>parts of the aggregate.</div><div class='line' id='LC244'><br/></div><div class='line' id='LC245'> 6. Conveying Non-Source Forms.</div><div class='line' id='LC246'><br/></div><div class='line' id='LC247'> You may convey a covered work in object code form under the terms</div><div class='line' id='LC248'>of sections 4 and 5, provided that you also convey the</div><div class='line' id='LC249'>machine-readable Corresponding Source under the terms of this License,</div><div class='line' id='LC250'>in one of these ways:</div><div class='line' id='LC251'><br/></div><div class='line' id='LC252'> a) Convey the object code in, or embodied in, a physical product</div><div class='line' id='LC253'> (including a physical distribution medium), accompanied by the</div><div class='line' id='LC254'> Corresponding Source fixed on a durable physical medium</div><div class='line' id='LC255'> customarily used for software interchange.</div><div class='line' id='LC256'><br/></div><div class='line' id='LC257'> b) Convey the object code in, or embodied in, a physical product</div><div class='line' id='LC258'> (including a physical distribution medium), accompanied by a</div><div class='line' id='LC259'> written offer, valid for at least three years and valid for as</div><div class='line' id='LC260'> long as you offer spare parts or customer support for that product</div><div class='line' id='LC261'> model, to give anyone who possesses the object code either (1) a</div><div class='line' id='LC262'> copy of the Corresponding Source for all the software in the</div><div class='line' id='LC263'> product that is covered by this License, on a durable physical</div><div class='line' id='LC264'> medium customarily used for software interchange, for a price no</div><div class='line' id='LC265'> more than your reasonable cost of physically performing this</div><div class='line' id='LC266'> conveying of source, or (2) access to copy the</div><div class='line' id='LC267'> Corresponding Source from a network server at no charge.</div><div class='line' id='LC268'><br/></div><div class='line' id='LC269'> c) Convey individual copies of the object code with a copy of the</div><div class='line' id='LC270'> written offer to provide the Corresponding Source. This</div><div class='line' id='LC271'> alternative is allowed only occasionally and noncommercially, and</div><div class='line' id='LC272'> only if you received the object code with such an offer, in accord</div><div class='line' id='LC273'> with subsection 6b.</div><div class='line' id='LC274'><br/></div><div class='line' id='LC275'> d) Convey the object code by offering access from a designated</div><div class='line' id='LC276'> place (gratis or for a charge), and offer equivalent access to the</div><div class='line' id='LC277'> Corresponding Source in the same way through the same place at no</div><div class='line' id='LC278'> further charge. You need not require recipients to copy the</div><div class='line' id='LC279'> Corresponding Source along with the object code. If the place to</div><div class='line' id='LC280'> copy the object code is a network server, the Corresponding Source</div><div class='line' id='LC281'> may be on a different server (operated by you or a third party)</div><div class='line' id='LC282'> that supports equivalent copying facilities, provided you maintain</div><div class='line' id='LC283'> clear directions next to the object code saying where to find the</div><div class='line' id='LC284'> Corresponding Source. Regardless of what server hosts the</div><div class='line' id='LC285'> Corresponding Source, you remain obligated to ensure that it is</div><div class='line' id='LC286'> available for as long as needed to satisfy these requirements.</div><div class='line' id='LC287'><br/></div><div class='line' id='LC288'> e) Convey the object code using peer-to-peer transmission, provided</div><div class='line' id='LC289'> you inform other peers where the object code and Corresponding</div><div class='line' id='LC290'> Source of the work are being offered to the general public at no</div><div class='line' id='LC291'> charge under subsection 6d.</div><div class='line' id='LC292'><br/></div><div class='line' id='LC293'> A separable portion of the object code, whose source code is excluded</div><div class='line' id='LC294'>from the Corresponding Source as a System Library, need not be</div><div class='line' id='LC295'>included in conveying the object code work.</div><div class='line' id='LC296'><br/></div><div class='line' id='LC297'> A "User Product" is either (1) a "consumer product", which means any</div><div class='line' id='LC298'>tangible personal property which is normally used for personal, family,</div><div class='line' id='LC299'>or household purposes, or (2) anything designed or sold for incorporation</div><div class='line' id='LC300'>into a dwelling. In determining whether a product is a consumer product,</div><div class='line' id='LC301'>doubtful cases shall be resolved in favor of coverage. For a particular</div><div class='line' id='LC302'>product received by a particular user, "normally used" refers to a</div><div class='line' id='LC303'>typical or common use of that class of product, regardless of the status</div><div class='line' id='LC304'>of the particular user or of the way in which the particular user</div><div class='line' id='LC305'>actually uses, or expects or is expected to use, the product. A product</div><div class='line' id='LC306'>is a consumer product regardless of whether the product has substantial</div><div class='line' id='LC307'>commercial, industrial or non-consumer uses, unless such uses represent</div><div class='line' id='LC308'>the only significant mode of use of the product.</div><div class='line' id='LC309'><br/></div><div class='line' id='LC310'> "Installation Information" for a User Product means any methods,</div><div class='line' id='LC311'>procedures, authorization keys, or other information required to install</div><div class='line' id='LC312'>and execute modified versions of a covered work in that User Product from</div><div class='line' id='LC313'>a modified version of its Corresponding Source. The information must</div><div class='line' id='LC314'>suffice to ensure that the continued functioning of the modified object</div><div class='line' id='LC315'>code is in no case prevented or interfered with solely because</div><div class='line' id='LC316'>modification has been made.</div><div class='line' id='LC317'><br/></div><div class='line' id='LC318'> If you convey an object code work under this section in, or with, or</div><div class='line' id='LC319'>specifically for use in, a User Product, and the conveying occurs as</div><div class='line' id='LC320'>part of a transaction in which the right of possession and use of the</div><div class='line' id='LC321'>User Product is transferred to the recipient in perpetuity or for a</div><div class='line' id='LC322'>fixed term (regardless of how the transaction is characterized), the</div><div class='line' id='LC323'>Corresponding Source conveyed under this section must be accompanied</div><div class='line' id='LC324'>by the Installation Information. But this requirement does not apply</div><div class='line' id='LC325'>if neither you nor any third party retains the ability to install</div><div class='line' id='LC326'>modified object code on the User Product (for example, the work has</div><div class='line' id='LC327'>been installed in ROM).</div><div class='line' id='LC328'><br/></div><div class='line' id='LC329'> The requirement to provide Installation Information does not include a</div><div class='line' id='LC330'>requirement to continue to provide support service, warranty, or updates</div><div class='line' id='LC331'>for a work that has been modified or installed by the recipient, or for</div><div class='line' id='LC332'>the User Product in which it has been modified or installed. Access to a</div><div class='line' id='LC333'>network may be denied when the modification itself materially and</div><div class='line' id='LC334'>adversely affects the operation of the network or violates the rules and</div><div class='line' id='LC335'>protocols for communication across the network.</div><div class='line' id='LC336'><br/></div><div class='line' id='LC337'> Corresponding Source conveyed, and Installation Information provided,</div><div class='line' id='LC338'>in accord with this section must be in a format that is publicly</div><div class='line' id='LC339'>documented (and with an implementation available to the public in</div><div class='line' id='LC340'>source code form), and must require no special password or key for</div><div class='line' id='LC341'>unpacking, reading or copying.</div><div class='line' id='LC342'><br/></div><div class='line' id='LC343'> 7. Additional Terms.</div><div class='line' id='LC344'><br/></div><div class='line' id='LC345'> "Additional permissions" are terms that supplement the terms of this</div><div class='line' id='LC346'>License by making exceptions from one or more of its conditions.</div><div class='line' id='LC347'>Additional permissions that are applicable to the entire Program shall</div><div class='line' id='LC348'>be treated as though they were included in this License, to the extent</div><div class='line' id='LC349'>that they are valid under applicable law. If additional permissions</div><div class='line' id='LC350'>apply only to part of the Program, that part may be used separately</div><div class='line' id='LC351'>under those permissions, but the entire Program remains governed by</div><div class='line' id='LC352'>this License without regard to the additional permissions.</div><div class='line' id='LC353'><br/></div><div class='line' id='LC354'> When you convey a copy of a covered work, you may at your option</div><div class='line' id='LC355'>remove any additional permissions from that copy, or from any part of</div><div class='line' id='LC356'>it. (Additional permissions may be written to require their own</div><div class='line' id='LC357'>removal in certain cases when you modify the work.) You may place</div><div class='line' id='LC358'>additional permissions on material, added by you to a covered work,</div><div class='line' id='LC359'>for which you have or can give appropriate copyright permission.</div><div class='line' id='LC360'><br/></div><div class='line' id='LC361'> Notwithstanding any other provision of this License, for material you</div><div class='line' id='LC362'>add to a covered work, you may (if authorized by the copyright holders of</div><div class='line' id='LC363'>that material) supplement the terms of this License with terms:</div><div class='line' id='LC364'><br/></div><div class='line' id='LC365'> a) Disclaiming warranty or limiting liability differently from the</div><div class='line' id='LC366'> terms of sections 15 and 16 of this License; or</div><div class='line' id='LC367'><br/></div><div class='line' id='LC368'> b) Requiring preservation of specified reasonable legal notices or</div><div class='line' id='LC369'> author attributions in that material or in the Appropriate Legal</div><div class='line' id='LC370'> Notices displayed by works containing it; or</div><div class='line' id='LC371'><br/></div><div class='line' id='LC372'> c) Prohibiting misrepresentation of the origin of that material, or</div><div class='line' id='LC373'> requiring that modified versions of such material be marked in</div><div class='line' id='LC374'> reasonable ways as different from the original version; or</div><div class='line' id='LC375'><br/></div><div class='line' id='LC376'> d) Limiting the use for publicity purposes of names of licensors or</div><div class='line' id='LC377'> authors of the material; or</div><div class='line' id='LC378'><br/></div><div class='line' id='LC379'> e) Declining to grant rights under trademark law for use of some</div><div class='line' id='LC380'> trade names, trademarks, or service marks; or</div><div class='line' id='LC381'><br/></div><div class='line' id='LC382'> f) Requiring indemnification of licensors and authors of that</div><div class='line' id='LC383'> material by anyone who conveys the material (or modified versions of</div><div class='line' id='LC384'> it) with contractual assumptions of liability to the recipient, for</div><div class='line' id='LC385'> any liability that these contractual assumptions directly impose on</div><div class='line' id='LC386'> those licensors and authors.</div><div class='line' id='LC387'><br/></div><div class='line' id='LC388'> All other non-permissive additional terms are considered "further</div><div class='line' id='LC389'>restrictions" within the meaning of section 10. If the Program as you</div><div class='line' id='LC390'>received it, or any part of it, contains a notice stating that it is</div><div class='line' id='LC391'>governed by this License along with a term that is a further</div><div class='line' id='LC392'>restriction, you may remove that term. If a license document contains</div><div class='line' id='LC393'>a further restriction but permits relicensing or conveying under this</div><div class='line' id='LC394'>License, you may add to a covered work material governed by the terms</div><div class='line' id='LC395'>of that license document, provided that the further restriction does</div><div class='line' id='LC396'>not survive such relicensing or conveying.</div><div class='line' id='LC397'><br/></div><div class='line' id='LC398'> If you add terms to a covered work in accord with this section, you</div><div class='line' id='LC399'>must place, in the relevant source files, a statement of the</div><div class='line' id='LC400'>additional terms that apply to those files, or a notice indicating</div><div class='line' id='LC401'>where to find the applicable terms.</div><div class='line' id='LC402'><br/></div><div class='line' id='LC403'> Additional terms, permissive or non-permissive, may be stated in the</div><div class='line' id='LC404'>form of a separately written license, or stated as exceptions;</div><div class='line' id='LC405'>the above requirements apply either way.</div><div class='line' id='LC406'><br/></div><div class='line' id='LC407'> 8. Termination.</div><div class='line' id='LC408'><br/></div><div class='line' id='LC409'> You may not propagate or modify a covered work except as expressly</div><div class='line' id='LC410'>provided under this License. Any attempt otherwise to propagate or</div><div class='line' id='LC411'>modify it is void, and will automatically terminate your rights under</div><div class='line' id='LC412'>this License (including any patent licenses granted under the third</div><div class='line' id='LC413'>paragraph of section 11).</div><div class='line' id='LC414'><br/></div><div class='line' id='LC415'> However, if you cease all violation of this License, then your</div><div class='line' id='LC416'>license from a particular copyright holder is reinstated (a)</div><div class='line' id='LC417'>provisionally, unless and until the copyright holder explicitly and</div><div class='line' id='LC418'>finally terminates your license, and (b) permanently, if the copyright</div><div class='line' id='LC419'>holder fails to notify you of the violation by some reasonable means</div><div class='line' id='LC420'>prior to 60 days after the cessation.</div><div class='line' id='LC421'><br/></div><div class='line' id='LC422'> Moreover, your license from a particular copyright holder is</div><div class='line' id='LC423'>reinstated permanently if the copyright holder notifies you of the</div><div class='line' id='LC424'>violation by some reasonable means, this is the first time you have</div><div class='line' id='LC425'>received notice of violation of this License (for any work) from that</div><div class='line' id='LC426'>copyright holder, and you cure the violation prior to 30 days after</div><div class='line' id='LC427'>your receipt of the notice.</div><div class='line' id='LC428'><br/></div><div class='line' id='LC429'> Termination of your rights under this section does not terminate the</div><div class='line' id='LC430'>licenses of parties who have received copies or rights from you under</div><div class='line' id='LC431'>this License. If your rights have been terminated and not permanently</div><div class='line' id='LC432'>reinstated, you do not qualify to receive new licenses for the same</div><div class='line' id='LC433'>material under section 10.</div><div class='line' id='LC434'><br/></div><div class='line' id='LC435'> 9. Acceptance Not Required for Having Copies.</div><div class='line' id='LC436'><br/></div><div class='line' id='LC437'> You are not required to accept this License in order to receive or</div><div class='line' id='LC438'>run a copy of the Program. Ancillary propagation of a covered work</div><div class='line' id='LC439'>occurring solely as a consequence of using peer-to-peer transmission</div><div class='line' id='LC440'>to receive a copy likewise does not require acceptance. However,</div><div class='line' id='LC441'>nothing other than this License grants you permission to propagate or</div><div class='line' id='LC442'>modify any covered work. These actions infringe copyright if you do</div><div class='line' id='LC443'>not accept this License. Therefore, by modifying or propagating a</div><div class='line' id='LC444'>covered work, you indicate your acceptance of this License to do so.</div><div class='line' id='LC445'><br/></div><div class='line' id='LC446'> 10. Automatic Licensing of Downstream Recipients.</div><div class='line' id='LC447'><br/></div><div class='line' id='LC448'> Each time you convey a covered work, the recipient automatically</div><div class='line' id='LC449'>receives a license from the original licensors, to run, modify and</div><div class='line' id='LC450'>propagate that work, subject to this License. You are not responsible</div><div class='line' id='LC451'>for enforcing compliance by third parties with this License.</div><div class='line' id='LC452'><br/></div><div class='line' id='LC453'> An "entity transaction" is a transaction transferring control of an</div><div class='line' id='LC454'>organization, or substantially all assets of one, or subdividing an</div><div class='line' id='LC455'>organization, or merging organizations. If propagation of a covered</div><div class='line' id='LC456'>work results from an entity transaction, each party to that</div><div class='line' id='LC457'>transaction who receives a copy of the work also receives whatever</div><div class='line' id='LC458'>licenses to the work the party's predecessor in interest had or could</div><div class='line' id='LC459'>give under the previous paragraph, plus a right to possession of the</div><div class='line' id='LC460'>Corresponding Source of the work from the predecessor in interest, if</div><div class='line' id='LC461'>the predecessor has it or can get it with reasonable efforts.</div><div class='line' id='LC462'><br/></div><div class='line' id='LC463'> You may not impose any further restrictions on the exercise of the</div><div class='line' id='LC464'>rights granted or affirmed under this License. For example, you may</div><div class='line' id='LC465'>not impose a license fee, royalty, or other charge for exercise of</div><div class='line' id='LC466'>rights granted under this License, and you may not initiate litigation</div><div class='line' id='LC467'>(including a cross-claim or counterclaim in a lawsuit) alleging that</div><div class='line' id='LC468'>any patent claim is infringed by making, using, selling, offering for</div><div class='line' id='LC469'>sale, or importing the Program or any portion of it.</div><div class='line' id='LC470'><br/></div><div class='line' id='LC471'> 11. Patents.</div><div class='line' id='LC472'><br/></div><div class='line' id='LC473'> A "contributor" is a copyright holder who authorizes use under this</div><div class='line' id='LC474'>License of the Program or a work on which the Program is based. The</div><div class='line' id='LC475'>work thus licensed is called the contributor's "contributor version".</div><div class='line' id='LC476'><br/></div><div class='line' id='LC477'> A contributor's "essential patent claims" are all patent claims</div><div class='line' id='LC478'>owned or controlled by the contributor, whether already acquired or</div><div class='line' id='LC479'>hereafter acquired, that would be infringed by some manner, permitted</div><div class='line' id='LC480'>by this License, of making, using, or selling its contributor version,</div><div class='line' id='LC481'>but do not include claims that would be infringed only as a</div><div class='line' id='LC482'>consequence of further modification of the contributor version. For</div><div class='line' id='LC483'>purposes of this definition, "control" includes the right to grant</div><div class='line' id='LC484'>patent sublicenses in a manner consistent with the requirements of</div><div class='line' id='LC485'>this License.</div><div class='line' id='LC486'><br/></div><div class='line' id='LC487'> Each contributor grants you a non-exclusive, worldwide, royalty-free</div><div class='line' id='LC488'>patent license under the contributor's essential patent claims, to</div><div class='line' id='LC489'>make, use, sell, offer for sale, import and otherwise run, modify and</div><div class='line' id='LC490'>propagate the contents of its contributor version.</div><div class='line' id='LC491'><br/></div><div class='line' id='LC492'> In the following three paragraphs, a "patent license" is any express</div><div class='line' id='LC493'>agreement or commitment, however denominated, not to enforce a patent</div><div class='line' id='LC494'>(such as an express permission to practice a patent or covenant not to</div><div class='line' id='LC495'>sue for patent infringement). To "grant" such a patent license to a</div><div class='line' id='LC496'>party means to make such an agreement or commitment not to enforce a</div><div class='line' id='LC497'>patent against the party.</div><div class='line' id='LC498'><br/></div><div class='line' id='LC499'> If you convey a covered work, knowingly relying on a patent license,</div><div class='line' id='LC500'>and the Corresponding Source of the work is not available for anyone</div><div class='line' id='LC501'>to copy, free of charge and under the terms of this License, through a</div><div class='line' id='LC502'>publicly available network server or other readily accessible means,</div><div class='line' id='LC503'>then you must either (1) cause the Corresponding Source to be so</div><div class='line' id='LC504'>available, or (2) arrange to deprive yourself of the benefit of the</div><div class='line' id='LC505'>patent license for this particular work, or (3) arrange, in a manner</div><div class='line' id='LC506'>consistent with the requirements of this License, to extend the patent</div><div class='line' id='LC507'>license to downstream recipients. "Knowingly relying" means you have</div><div class='line' id='LC508'>actual knowledge that, but for the patent license, your conveying the</div><div class='line' id='LC509'>covered work in a country, or your recipient's use of the covered work</div><div class='line' id='LC510'>in a country, would infringe one or more identifiable patents in that</div><div class='line' id='LC511'>country that you have reason to believe are valid.</div><div class='line' id='LC512'><br/></div><div class='line' id='LC513'> If, pursuant to or in connection with a single transaction or</div><div class='line' id='LC514'>arrangement, you convey, or propagate by procuring conveyance of, a</div><div class='line' id='LC515'>covered work, and grant a patent license to some of the parties</div><div class='line' id='LC516'>receiving the covered work authorizing them to use, propagate, modify</div><div class='line' id='LC517'>or convey a specific copy of the covered work, then the patent license</div><div class='line' id='LC518'>you grant is automatically extended to all recipients of the covered</div><div class='line' id='LC519'>work and works based on it.</div><div class='line' id='LC520'><br/></div><div class='line' id='LC521'> A patent license is "discriminatory" if it does not include within</div><div class='line' id='LC522'>the scope of its coverage, prohibits the exercise of, or is</div><div class='line' id='LC523'>conditioned on the non-exercise of one or more of the rights that are</div><div class='line' id='LC524'>specifically granted under this License. You may not convey a covered</div><div class='line' id='LC525'>work if you are a party to an arrangement with a third party that is</div><div class='line' id='LC526'>in the business of distributing software, under which you make payment</div><div class='line' id='LC527'>to the third party based on the extent of your activity of conveying</div><div class='line' id='LC528'>the work, and under which the third party grants, to any of the</div><div class='line' id='LC529'>parties who would receive the covered work from you, a discriminatory</div><div class='line' id='LC530'>patent license (a) in connection with copies of the covered work</div><div class='line' id='LC531'>conveyed by you (or copies made from those copies), or (b) primarily</div><div class='line' id='LC532'>for and in connection with specific products or compilations that</div><div class='line' id='LC533'>contain the covered work, unless you entered into that arrangement,</div><div class='line' id='LC534'>or that patent license was granted, prior to 28 March 2007.</div><div class='line' id='LC535'><br/></div><div class='line' id='LC536'> Nothing in this License shall be construed as excluding or limiting</div><div class='line' id='LC537'>any implied license or other defenses to infringement that may</div><div class='line' id='LC538'>otherwise be available to you under applicable patent law.</div><div class='line' id='LC539'><br/></div><div class='line' id='LC540'> 12. No Surrender of Others' Freedom.</div><div class='line' id='LC541'><br/></div><div class='line' id='LC542'> If conditions are imposed on you (whether by court order, agreement or</div><div class='line' id='LC543'>otherwise) that contradict the conditions of this License, they do not</div><div class='line' id='LC544'>excuse you from the conditions of this License. If you cannot convey a</div><div class='line' id='LC545'>covered work so as to satisfy simultaneously your obligations under this</div><div class='line' id='LC546'>License and any other pertinent obligations, then as a consequence you may</div><div class='line' id='LC547'>not convey it at all. For example, if you agree to terms that obligate you</div><div class='line' id='LC548'>to collect a royalty for further conveying from those to whom you convey</div><div class='line' id='LC549'>the Program, the only way you could satisfy both those terms and this</div><div class='line' id='LC550'>License would be to refrain entirely from conveying the Program.</div><div class='line' id='LC551'><br/></div><div class='line' id='LC552'> 13. Use with the GNU Affero General Public License.</div><div class='line' id='LC553'><br/></div><div class='line' id='LC554'> Notwithstanding any other provision of this License, you have</div><div class='line' id='LC555'>permission to link or combine any covered work with a work licensed</div><div class='line' id='LC556'>under version 3 of the GNU Affero General Public License into a single</div><div class='line' id='LC557'>combined work, and to convey the resulting work. The terms of this</div><div class='line' id='LC558'>License will continue to apply to the part which is the covered work,</div><div class='line' id='LC559'>but the special requirements of the GNU Affero General Public License,</div><div class='line' id='LC560'>section 13, concerning interaction through a network will apply to the</div><div class='line' id='LC561'>combination as such.</div><div class='line' id='LC562'><br/></div><div class='line' id='LC563'> 14. Revised Versions of this License.</div><div class='line' id='LC564'><br/></div><div class='line' id='LC565'> The Free Software Foundation may publish revised and/or new versions of</div><div class='line' id='LC566'>the GNU General Public License from time to time. Such new versions will</div><div class='line' id='LC567'>be similar in spirit to the present version, but may differ in detail to</div><div class='line' id='LC568'>address new problems or concerns.</div><div class='line' id='LC569'><br/></div><div class='line' id='LC570'> Each version is given a distinguishing version number. If the</div><div class='line' id='LC571'>Program specifies that a certain numbered version of the GNU General</div><div class='line' id='LC572'>Public License "or any later version" applies to it, you have the</div><div class='line' id='LC573'>option of following the terms and conditions either of that numbered</div><div class='line' id='LC574'>version or of any later version published by the Free Software</div><div class='line' id='LC575'>Foundation. If the Program does not specify a version number of the</div><div class='line' id='LC576'>GNU General Public License, you may choose any version ever published</div><div class='line' id='LC577'>by the Free Software Foundation.</div><div class='line' id='LC578'><br/></div><div class='line' id='LC579'> If the Program specifies that a proxy can decide which future</div><div class='line' id='LC580'>versions of the GNU General Public License can be used, that proxy's</div><div class='line' id='LC581'>public statement of acceptance of a version permanently authorizes you</div><div class='line' id='LC582'>to choose that version for the Program.</div><div class='line' id='LC583'><br/></div><div class='line' id='LC584'> Later license versions may give you additional or different</div><div class='line' id='LC585'>permissions. 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See the</div><div class='line' id='LC645'> GNU General Public License for more details.</div><div class='line' id='LC646'><br/></div><div class='line' id='LC647'> You should have received a copy of the GNU General Public License</div><div class='line' id='LC648'> along with this program. If not, see <http://www.gnu.org/licenses/>.</div><div class='line' id='LC649'><br/></div><div class='line' id='LC650'>Also add information on how to contact you by electronic and paper mail.</div><div class='line' id='LC651'><br/></div><div class='line' id='LC652'> If the program does terminal interaction, make it output a short</div><div class='line' id='LC653'>notice like this when it starts in an interactive mode:</div><div class='line' id='LC654'><br/></div><div class='line' id='LC655'> <program> Copyright (C) <year> <name of author></div><div class='line' id='LC656'> This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.</div><div class='line' id='LC657'> This is free software, and you are welcome to redistribute it</div><div class='line' id='LC658'> under certain conditions; type `show c' for details.</div><div class='line' id='LC659'><br/></div><div class='line' id='LC660'>The hypothetical commands `show w' and `show c' should show the appropriate</div><div class='line' id='LC661'>parts of the General Public License. Of course, your program's commands</div><div class='line' id='LC662'>might be different; for a GUI interface, you would use an "about box".</div><div class='line' id='LC663'><br/></div><div class='line' id='LC664'> You should also get your employer (if you work as a programmer) or school,</div><div class='line' id='LC665'>if any, to sign a "copyright disclaimer" for the program, if necessary.</div><div class='line' id='LC666'>For more information on this, and how to apply and follow the GNU GPL, see</div><div class='line' id='LC667'><http://www.gnu.org/licenses/>.</div><div class='line' id='LC668'><br/></div><div class='line' id='LC669'> The GNU General Public License does not permit incorporating your program</div><div class='line' id='LC670'>into proprietary programs. If your program is a subroutine library, you</div><div class='line' id='LC671'>may consider it more useful to permit linking proprietary applications with</div><div class='line' id='LC672'>the library. If this is what you want to do, use the GNU Lesser General</div><div class='line' id='LC673'>Public License instead of this License. But first, please read</div><div class='line' id='LC674'><http://www.gnu.org/philosophy/why-not-lgpl.html>.</div></pre></div>+ </td>+ </tr>+ </table>+ </div>++ </div>+ </div>+ </div>+ </div>++ </div>++<div class="frame frame-loading large-loading-area" style="display:none;" data-tree-list-url="/ktklam9/HaskellNN/tree-list/635cbeb6d8a03ebeb4cf9da1692066bc141de30b" data-blob-url-prefix="/ktklam9/HaskellNN/blob/635cbeb6d8a03ebeb4cf9da1692066bc141de30b">+ <img src="https://a248.e.akamai.net/assets.github.com/images/spinners/octocat-spinner-64.gif?1329872004" height="64" width="64">+</div>++ </div>+ <div class="context-overlay"></div>+ </div>+++ <!-- footer -->+ <div id="footer" >+ + <div class="upper_footer">+ <div class="container clearfix">++ <!--[if IE]><h4 id="blacktocat_ie">GitHub Links</h4><![endif]-->+ <![if !IE]><h4 id="blacktocat">GitHub Links</h4><![endif]>++ <ul class="footer_nav">+ <h4>GitHub</h4>+ <li><a href="https://github.com/about">About</a></li>+ <li><a href="https://github.com/blog">Blog</a></li>+ <li><a href="https://github.com/features">Features</a></li>+ <li><a href="https://github.com/contact">Contact & Support</a></li>+ <li><a href="https://github.com/training">Training</a></li>+ <li><a href="http://enterprise.github.com/">GitHub Enterprise</a></li>+ <li><a href="http://status.github.com/">Site Status</a></li>+ </ul>++ <ul class="footer_nav">+ <h4>Tools</h4>+ <li><a href="http://get.gaug.es/">Gauges: Analyze web traffic</a></li>+ <li><a href="http://speakerdeck.com">Speaker Deck: Presentations</a></li>+ <li><a href="https://gist.github.com">Gist: Code snippets</a></li>+ <li><a href="http://mac.github.com/">GitHub for Mac</a></li>+ <li><a href="http://mobile.github.com/">Issues for iPhone</a></li>+ <li><a href="http://jobs.github.com/">Job Board</a></li>+ </ul>++ <ul class="footer_nav">+ <h4>Extras</h4>+ <li><a href="http://shop.github.com/">GitHub Shop</a></li>+ <li><a href="http://octodex.github.com/">The Octodex</a></li>+ </ul>++ <ul class="footer_nav">+ <h4>Documentation</h4>+ <li><a href="http://help.github.com/">GitHub Help</a></li>+ <li><a href="http://developer.github.com/">Developer API</a></li>+ <li><a href="http://github.github.com/github-flavored-markdown/">GitHub Flavored Markdown</a></li>+ <li><a href="http://pages.github.com/">GitHub Pages</a></li>+ </ul>++ </div><!-- /.site -->+ </div><!-- /.upper_footer -->++<div class="lower_footer">+ <div class="container clearfix">+ <!--[if IE]><div id="legal_ie"><![endif]-->+ <![if !IE]><div id="legal"><![endif]>+ <ul>+ <li><a href="https://github.com/site/terms">Terms of Service</a></li>+ <li><a href="https://github.com/site/privacy">Privacy</a></li>+ <li><a href="https://github.com/security">Security</a></li>+ </ul>++ <p>© 2012 <span title="0.04249s from fe7.rs.github.com">GitHub</span> Inc. 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<dd>Bring up this help dialog</dd>+ </dl>+ </div><!-- /.column.first -->++ <div class="column middle" style='display:none'>+ <h3>Commit list</h3>+ <dl class="keyboard-mappings">+ <dt>j</dt>+ <dd>Move selection down</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>k</dt>+ <dd>Move selection up</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>c <em>or</em> o <em>or</em> enter</dt>+ <dd>Open commit</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>y</dt>+ <dd>Expand URL to its canonical form</dd>+ </dl>+ </div><!-- /.column.first -->++ <div class="column last" style='display:none'>+ <h3>Pull request list</h3>+ <dl class="keyboard-mappings">+ <dt>j</dt>+ <dd>Move selection down</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>k</dt>+ <dd>Move selection up</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>o <em>or</em> enter</dt>+ <dd>Open issue</dd>+ </dl>+ </div><!-- /.columns.last -->++ </div><!-- /.columns.equacols -->++ <div style='display:none'>+ <div class="rule"></div>++ 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label</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>i</dt>+ <dd>Back to inbox</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>u</dt>+ <dd>Back to issues</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>/</dt>+ <dd>Focus issues search</dd>+ </dl>+ </div>+ </div>+ </div>++ <div style='display:none'>+ <div class="rule"></div>++ <h3>Issues Dashboard</h3>++ <div class="columns threecols">+ <div class="column first">+ <dl class="keyboard-mappings">+ <dt>j</dt>+ <dd>Move selection down</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>k</dt>+ <dd>Move selection up</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>o <em>or</em> enter</dt>+ <dd>Open issue</dd>+ </dl>+ </div><!-- /.column.first -->+ </div>+ </div>++ <div style='display:none'>+ <div class="rule"></div>++ <h3>Network Graph</h3>+ <div class="columns equacols">+ <div class="column first">+ <dl class="keyboard-mappings">+ <dt><span class="badmono">←</span> <em>or</em> h</dt>+ <dd>Scroll left</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt><span class="badmono">→</span> <em>or</em> l</dt>+ <dd>Scroll right</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt><span class="badmono">↑</span> <em>or</em> k</dt>+ <dd>Scroll up</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt><span class="badmono">↓</span> <em>or</em> j</dt>+ <dd>Scroll down</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>t</dt>+ <dd>Toggle visibility of head labels</dd>+ </dl>+ </div><!-- /.column.first -->+ <div class="column last">+ <dl class="keyboard-mappings">+ <dt>shift <span class="badmono">←</span> <em>or</em> shift h</dt>+ <dd>Scroll all the way left</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>shift <span class="badmono">→</span> <em>or</em> shift l</dt>+ <dd>Scroll all the way right</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>shift <span class="badmono">↑</span> <em>or</em> shift k</dt>+ <dd>Scroll all the way up</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>shift <span class="badmono">↓</span> <em>or</em> shift j</dt>+ <dd>Scroll all the way down</dd>+ </dl>+ </div><!-- /.column.last -->+ </div>+ </div>++ <div >+ <div class="rule"></div>+ <div class="columns threecols">+ <div class="column first" >+ <h3>Source Code Browsing</h3>+ <dl class="keyboard-mappings">+ <dt>t</dt>+ <dd>Activates the file finder</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>l</dt>+ <dd>Jump to line</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>w</dt>+ <dd>Switch branch/tag</dd>+ </dl>+ <dl class="keyboard-mappings">+ <dt>y</dt>+ <dd>Expand URL to its canonical form</dd>+ </dl>+ </div>+ </div>+ </div>+</div>++ <div id="markdown-help" class="instapaper_ignore readability-extra">+ <h2>Markdown Cheat Sheet</h2>++ <div class="cheatsheet-content">++ <div class="mod">+ <div class="col">+ <h3>Format Text</h3>+ <p>Headers</p>+ <pre>+# This is an <h1> tag+## This is an <h2> tag+###### This is an <h6> tag</pre>+ <p>Text styles</p>+ <pre>+*This text will be italic*+_This will also be italic_+**This text will be bold**+__This will also be bold__++*You **can** combine them*+</pre>+ </div>+ <div class="col">+ <h3>Lists</h3>+ <p>Unordered</p>+ <pre>+* Item 1+* Item 2+ * Item 2a+ * Item 2b</pre>+ <p>Ordered</p>+ <pre>+1. Item 1+2. Item 2+3. Item 3+ * Item 3a+ * Item 3b</pre>+ </div>+ <div class="col">+ <h3>Miscellaneous</h3>+ <p>Images</p>+ <pre>++Format: +</pre>+ <p>Links</p>+ <pre>+http://github.com - automatic!+[GitHub](http://github.com)</pre>+<p>Blockquotes</p>+ <pre>+As Kanye West said:++> We're living the future so+> the present is our past.+</pre>+ </div>+ </div>+ <div class="rule"></div>++ <h3>Code Examples in Markdown</h3>+ <div class="col">+ <p>Syntax highlighting with <a href="http://github.github.com/github-flavored-markdown/" title="GitHub Flavored Markdown" target="_blank">GFM</a></p>+ <pre>+```javascript+function fancyAlert(arg) {+ if(arg) {+ $.facebox({div:'#foo'})+ }+}+```</pre>+ </div>+ <div class="col">+ <p>Or, indent your code 4 spaces</p>+ <pre>+Here is a Python code example+without syntax highlighting:++ def foo:+ if not bar:+ return true</pre>+ </div>+ <div class="col">+ <p>Inline code for comments</p>+ <pre>+I think you should use an+`<addr>` element here instead.</pre>+ </div>+ </div>++ </div>+</div>+++ <div class="ajax-error-message">+ <p><span class="icon"></span> Something went wrong with that request. Please try again. <a href="javascript:;" class="ajax-error-dismiss">Dismiss</a></p>+ </div>++ + + + <span id='server_response_time' data-time='0.04361' data-host='fe7'></span>+ </body>+</html>+
+ Setup.hs view
@@ -0,0 +1,2 @@+import Distribution.Simple+main = defaultMain
+ src/Math/LevenbergMarquardt.hs view
@@ -0,0 +1,115 @@+----------------------------------------------------+-- |+-- Module : Math.LevenbergMarquardt+-- License : GPL+--+-- Maintainer : Kiet Lam <ktklam9@gmail.com>+--+--+-- The Levenberg-Marquardt algorithm is a minimization+-- algorithm for functions expressed as a sum of squared+-- errors+--+-- This can be used for curve-fitting, multidimensional+-- function optimization, or neural networks training+--+--+----------------------------------------------------++module Math.LevenbergMarquardt (+ Function,+ Jacobian,+ lmMinimize+ ) where+++import Data.Packed.Vector+import Data.Packed.Matrix+import Numeric.LinearAlgebra.Algorithms+import Numeric.Container+++-- | Type that represents the function that can calculate the residues+type Function = Vector Double -> Vector Double+++-- | Type that represents the function that can calculate the jacobian matrix+-- of the residue with respect to each parameter+type Jacobian = Vector Double -> Matrix Double+++-- | Name says it all+sumSquared :: Vector Double -> Double+sumSquared = foldVector (+) 0 . mapVector (**2)+++-- | Evolves the parameter x for f(x) = sum-square(e(x)) so that f(x)+-- will be minimized, where:+--+-- f = real-valued error function,+-- e(x) = {e1(x),e2(x),..,eN(x)}, where+-- e1(x) = the residue at the vector x+--+-- NOTE: eN(x) is usually represented as (sample - hypothesis(x))+--+-- e.g.: In training neural networks, hypothesis(x) would be the+-- network's output for a training set, and sample would be the+-- expected output for that training set+--+-- NOTE: The dampening constant(lambda) should be set to 0.01 and the dampening+-- update value (beta) should be set to be 10+lmMinimize :: Function -- ^ Multi-dimensional function that will+ -- return a vector of residues+ -> Jacobian -- ^ The function that calculate the Jacobian+ -- matrix of each residue with respect to+ -- each parameter+ -> Vector Double -- ^ The initial guess for the parameter+ -> Double -- ^ Dampening constant (usually lambda in most literature)+ -> Double -- ^ Dampening update value (usually beta in most literature)+ -> Double -- ^ The precision desired+ -> Int -- ^ The maximum iteration+ -> (Vector Double, Matrix Double) -- ^ Returns the optimal parameter+ -- and the matrix path+lmMinimize func jacob param lambda beta prec iter =+ let errValue = sumSquared $ func param+ (v, m) = lmMinimizeInternal func jacob param prec errValue lambda beta iter [param]+ in+ (v, (fromLists . reverse . map toList) m)+++lmMinimizeInternal :: Function -- ^ Multi-dimensional function that will+ -- return a vector of residues+ -> Jacobian -- ^ The Jacobian matrix of each residue+ -- with respect to each parameter+ -> Vector Double -- ^ The current guess for the parameter+ -> Double -- ^ The precision desired+ -> Double -- ^ The current value for the error function+ -- (which is the sum of the residues squared)+ -> Double -- ^ The dampening constant (lambda)+ -> Double -- ^ The beta constant to update lambda+ -> Int -- ^ The maximum iteration+ -> [Vector Double] -- ^ The current matrix path+ -> (Vector Double, [Vector Double]) -- ^ Returns the optimal parameter+ -- and the matrix path+lmMinimizeInternal _ _ v _ _ _ _ 0 m = (v,m)+lmMinimizeInternal func jacob param prec errValue lambda beta iter mat =+ let jacobian = jacob param+ residues = func param++ gradients = (trans jacobian) `mXv` residues+ hessian = (trans jacobian) `multiply` jacobian++ diagonalHessian = diagRect 0 (takeDiag hessian) (cols hessian) (cols hessian)+ diagonalLambda = mapMatrix (*lambda) (ident (cols hessian))+ hessianModded = hessian `add` diagonalLambda++ newParam = param `sub` (flatten (linearSolveSVD hessianModded (reshape 1 gradients)))++ newErrValue = (sumSquared . func) newParam+ in+ case abs(newErrValue - errValue) < prec of+ True -> (newParam, newParam:mat)+ False ->+ case newErrValue > errValue of+ True -> lmMinimizeInternal func jacob param prec errValue (lambda * beta) beta (iter - 1) mat+ False -> lmMinimizeInternal func jacob newParam prec newErrValue (lambda / beta) beta (iter - 1) (newParam:mat)