/robowaifu/ - DIY Robot Wives

Advancing robotics to a point where anime catgrill meidos in tiny miniskirts are a reality.

LynxChan updated to 2.5.7, let me know whether there are any issues (admin at j dot w).


Reports of my death have been greatly overestimiste.

Still trying to get done with some IRL work, but should be able to update some stuff soon.

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Welcome to /robowaifu/, the exotic AI tavern where intrepid adventurers gather to swap loot & old war stories...


C++ General Robowaifu Technician 09/09/2019 (Mon) 02:49:55 No.12
C++ Resources general

The C++ programming language is currently the primary AI-engine language in use.

isocpp.org/get-started
https://archive.is/hp4JR

stackoverflow.com/questions/388242/the-definitive-c-book-guide-and-list
https://archive.is/OHw9L

en.cppreference.com/w/
https://archive.is/gt73H

www.youtube.com/user/CppCon
https://archive.is/QGynC

BTW if you're new to C++ and you're stuck on Windows (either you can't or won't upgrade to Linux) then you can at least incorporate a good, open shell into your system to begin with so you can follow along. Start at this link, and if you have any questions just ask ITT:
www.msys2.org/
https://archive.fo/p3EUc
Edited last time by Chobitsu on 10/05/2019 (Sat) 20:16:32.
>>8390 I tried this, after reading the link. I probably did something wrong. It didn't work. #if defined __has_include && if __has_include(<jsoncpp/json/json.h>) // RPi's version # include <jsoncpp/json/json.h> # else # include <json/json.h> #endif
>>8549 If you want to perform the defined test first, then use this: #if defined __has_include #if __has_include(<jsoncpp/json/json.h>) // RPi's version #include <jsoncpp/json/json.h> #else #include <json/json.h> #endif #endif BTW, if you aren't building for the RPi, then you don't need any of this. Just include the JsonCpp header from it's normal location: #include <json/json.h> Let me know how it goes if you get stuck Anon.
>>8552 Oh, I just needed to comment it out, then it worked. Also, I only installed the dev version libjsoncpp after doing this check. I had the wrong one. Finally I installed it, and it's great. Didn't even know till I installed it, that it only searches the downloaded json. No problem, just a surprise. I'll look into Bump next.
>>8554 >Didn't even know till I installed it, that it only searches the downloaded json. No problem, just a surprise. Yeah, one of my long-term design goals is to lay a foundation for text processing for our robowaifus that will work A) At lightning speed. B) Directly on-board mobile, tiny processors (ie RPi & other SBCs). These are basically interrelated concerns in a sense and means both a local copy of data, and also basically necessitates a compiled-code solution in either Assembler, C, or C++ . I chose C++ for what I hope are (or at the least will be) apparent reasons to everyone in the end. >I'll look into Bump next. I actually am working on the next version (I'm that author as well) and intend to integrate waifusearch directly into the tool so anyone can search across whole libraries of shitposting in a flash. Ostensibly it's because it will be a nice feature to have in Bumpmaster. But in fact, it's to lay a groundwork for the AI in our waifus to be able to gain context quickly from ad-hoc, ad-lib, de-facto slanguage posts from Anons in English. And to do it very fast on minimal hardware. After all, I want my waifu to be able to shitpost the bantz with me right? :^)
>>8556 >waifus to be able to gain context quickly from ad-hoc, ad-lib, de-facto slanguage posts from Anons Yeah, that's gonna be awesome.
>>8556 What I'm missing in BUMP-2d are building instructions. I don't know what kinf of libcurl library it needs, and don't want to try all of them out.
>>8560 It's still going to take a lot of work Anon, but yes it will be. The techniques I'm trying to master in waifusearch are basically only just prep work. 'Assistants to the Chief', as it were. The real heavy-lifting will come from libraries like mlpack & Armadillo. And even that is just the 'sharp tools for the Carpenter'. It will take the teamwork of multiple anons willing to learn & use compiled languages well enough, and some with a good understanding of the mathematical basis of ML, to join in the team and begin contributing. Hey, Lewis & Clark didn't actually build the railways out to the West themselves! They simply blazed a trail for others to follow across. >tl;dr It will go faster if you and others crack the books, and join in Anon. :^) >>8562 Any reasonably current version of the dependencies, including dev libcurl, should all work. Sorry about the lack of adequate build instructions Anon. It's roughly equivalent to those of waifusearch, since it also uses mesonbuild. If you can wait a week or so, I'll try to assemble an interim release for you where I correct this and I'll link it here. It won't really be a new version per se, but it should at least have clearer build instructions for it. The new system is called Bumpmaster, and will be a good bit more powerful. But it probably won't be till late spring/early summer when I can give it more focus that the first version will be released.
>>8565 I don't really need it anytime soon, just FYI: At first it seems like it's that line in meson.build, what cases the error: >curl_dep = cxx.find_library('curl') I have libcurlpp-dev and libcurl4 installed. It returns: "meson.build:21:0: ERROR: C++ library 'curl' not found" but if I comment the line above out, then it just uses the next line to case an error. Version: 0.52.1 Source dir: /.../BUMP-02d/BUMP-0.2d Build dir: /.../BUMP-02d Build type: native build Project name: BUMP Project version: 0.2d C++ compiler for the host machine: c++ (gcc 8.3.0 "c++ (Raspbian 8.3.0-6+rpi1) 8.3.0") C++ linker for the host machine: GNU ld.bfd 2.31.1 Host machine cpu family: arm Host machine cpu: armv7l
>>8576 OK, I'll do my best to make sure that BUMP builds and runs on the RaspPi first before I push the next version Anon. (I created BUMP before I thought of having C++ classes on /robowaifu/ .)
Another suggestion, which would probably be easy to implement: It would be great if Waifusearch could be called directly in the shell with some search string and would then write the result to stout. I think this is necessary to call it from other programs as well, and then work with the result in that program which is calling Waifusearch.
>>8620 Good suggestion, thanks. I understand that would be a better fit with the Unix Philosphy. I simply wanted to do a boatload of different searches when I first got it working and so I did a 'search loop' instead of the more normal approach. /**----------------------------------------------------------------------------- @brief Front end to search-loop the word@post map 'w_tp' for user's query terms. @param w_tp [IN] The word/thread+post map to search through. */ void do_search(Map_words_2_posts& w_tp) { //... It should be rather straightforward to make the system run in a single-shot mode instead. When I make time, I'll add a flag, probably -s with a string argument to it that should work. R/n I'm working on all the weird edge cases in doing simple Boolean ORs. I should have that ready by this weekend I think, and then I promised Anon to have a go at getting BUMP working on RPi. Once those are out of the way I'll add your flag so it can be scripted, etc., and I'm planning to go full-CAS with /robowaifu/ text searching at some point after that so we can really spell out exactly what kinds of things to look for for our waifus. I should probably just skip that whole ordeal and go with the regex library, but a) I want to understand it more deeply first before I just give over >>8568, and b) it's just possible that I may be able to eventually turn this system into a fully-distributed system than can run searches concurrently across many machines at once. If we can pull that off here, then chewing through various large corpora at high speed should be a snap for our waifus.
>>8622 >and I'm planning to go full-CAS I just checked and was surprised to see so many different CAS, so I'll be explicit: https://en.wikipedia.org/wiki/Computer_algebra_system I mean I want us to be able to ask our waifus for detailed searches that might look something like this in the underlying C++ code's execution path: waifusearch> (Chii OR Sumomo) AND Hideki NOT (Hibiya OR Yumi) AND School Probably not a great example off the top of my head but you should get the picture. A long way from a NLP front-end, but eventually that front-end would need to produce something like the above to run through a lot of data. Since that's actually a useful enough feature (and simpler!) I'll try to get that underlying part working very fast, first.
>>8622 > I'll add a flag, probably -s with a string argument Yeah, this is the way. :) >go with the regex library If it was just for some search engine, then there's also Elastic Search. Don't know much about it, but it seems to be good. However, the interesting thing about your project might be that it is so small that it might fit into a small app for a phone or tablet. I already mentioned BUMP somewhere a while ago, to people which might be interested in building something like the Omnichan app. >I want to understand it more deeply first before Yeah I understand, and won't criticize that notion. Just keep in mind that building on already existing stuff might let you build more powerful things faster. >full-CAS This looks very useful.
>>8624 >However, the interesting thing about your project might be that it is so small that it might fit into a small app for a phone or tablet. Exactly. My target platform is low-end SBCs like the RPi, actually. I want our robowaifus to be able to interact with us verbally in realtime totally disconnected from other computing resources in a fast and energy-efficient way. Onboard, compact data sources, and efficient, compiled code (or even critical sections of actual machine code) are the only way to pull that off. This software would easily run 100 times over in a modern phone. >protip: waifusearch> Omnichan app :^)
OK so here's the new version of waifusearch. We've moved up a point level. We now support using a Boolean OR to separate different (but usually related) phrases together into the same search. This is definitely the largest modification yet to the code. Basically not only to support using Boolean OR for now, but also to refactor the architecture to support more sophisticated CAS (computer algebra system) type operations on the searches in the future. Also, performing a one-shot search is also supported now using the -s flag, combined with a string argument containing the search text. Please note, this isn't very performant ATM because the code has been designed to process the JSON text into an efficiently-traversed memory structure, and then repeatedly using that same structure over and over. Performing a one-shot means (for now) always re-doing that front-loading each time. In the future, I plan to serialize this already-processed data out to a disk file. That would then provide the ability to read that file back directly into the waifusearch memory structures instead of recreating them from scratch each time. But for now -- while it actually works -- doing a one-shot isn't anywhere near as responsive as normal searches are. >version.log 210220 - v0.2a -------------- -refactoring to support Boolean operators 'OR' , '|' , in search specification -add one-shot search capability, suited to scripting waifusearch -add search phrase/words to listing output -use 'waifusearch' prompt instead -add disp_offsets user flag -add search_once user arg -add do_Boolean_ops() func -add map_phrase_groups() func -add match_phrases() func -add search_n_tag() func -add sep_search_phrases() func -ren ld_phrase_map() func -add cp_sort_disp() func -add parse_to_csv() func in rw_text_utils.hpp -add trunc_pad_str() wrapper in rw_text_utils.hpp -add rw_gen_utils.hpp header -add Vec_phrase_grps alias -add multi-threading memory fencing -remove redundant unfounds.clear() operation https://files.catbox.moe/kiasfm.7z 5e0360c493892863a1741c4143a8e9c7320eccaf722a7c026fe9cbe082318687 waifusearch-0.2a.tar.xz
>>8678 Here's an example usage of the new Boolean OR feature: build/waifusearch -y false -t true -e true time to process local /robowaifu/ JSON data: 3017 ms waifusearch> hello world | foo bar term: foo count: 15 term: bar count: 18 term: hello count: 63 term: world count: 309 # terms found: 4 ORDERED: ======== THREAD SUBJECT POST LINK C++ General >>3717 foo bar " >>6063 hello world " >>6095 " " >>7921 " " >>7933 " " >>8057 " Selecting a Programming Language >>134 " Robowaifu-OS & Robowaifu-Brain(c >>208 " Modern C++ Group Learning Thread >>5420 " " >>5422 " " >>5423 hello world, foo bar " >>5425 foo bar " >>6529 hello world Haute Sepplesberry Cuisine TBH >>5730 " " >>6313 " UN-ORDERED: =========== THREAD SUBJECT POST LINK C++ General >>1075 (foo, bar) Robowaifu fiction to promote the >>50 (hello, world) /robowaifu/ Embassy Thread >>5158 " Modern C++ Group Learning Thread >>5424 (foo, bar) ' hello world | foo bar ' [15 : 4] = 19 results -------------------------------------------------------------------------------- total: sea:74 loc:238 ldm:33 dbo:19 snt:86 mch:22 us 472 us :16 :50 : 7 : 4 :18 : 5 % -------------------------------------------------------------------------------- Note how when the two phrases both appear inside the same post, then both phrases also appear at the end of the result. Here's an example where two exact matches both appear inside the same post: >>5423 hello world, foo bar Whenever all words in a phrase appear in a post, but they aren't in the exact order specified in the search, then the words of the phrases will appear as CSVs inside parenthesis: C++ General >>1075 (foo, bar) Robowaifu fiction to promote the >>50 (hello, world)
>>8678 Wow, that's great. Seems to be some big leap forward. >Performing a one-shot means (for now) always re-doing that front-loading each time Yes, that's always a problem. I ran into the same problem with my chatbot and graph parsing. The alternative to storing it, would be to let the parsing be done in a program which runs in a daemon mode, while the search part can be called by another program.
>>8688 >daemon Yes, I considered exactly that as the solution for a good bit later when we're actually implementing such a tool in a production runtime for our robowaifus. And as you basically indicated, I imagine there are entire classes of types of solutions that would require multiple, cooperating components for their systems to function correctly. For example, when we adopt a Neuromorphic response strategy for our robowaifu's 'nerve & muscle' sense/response cycles, we'll need to adopt both a real-time tiny kernel directly into the sensor hardware to provide for instantaneous responses. This will enable her to have self-defense for thing like avoiding dangerous, hot or sharp objects for example -- same as the designs we bios enjoy having. OTOH, within a short time-frame (say 5ms), there may also be the need her to have the ability for higher-order functions to kick in to direct her to go on in and proceed -- even in the face of danger. Again (but in a little different, 'human being' way) same as we people do. To my thinking this simple example spells out one of the many design-separation boundaries between static & one-shot/repetition processing that will be needed for effective Robowaifu Systems Engineering design strategy & engineering approaches.
Updated BUMP to work with the RPi, but the instructions for building & running should work similarly for other Linux distros. >>8769
>>8562 >>8576 I meant to have this for you sooner Anon. >>8769
I'm not sure where to post this, I made a C++ imageboard some time ago. it lacks some important features and I'm not developing it anymore, but I thought it might be useful or interesting to someone: gitlab.com/schinopsis/cxxchan
>>8823 Thanks I'll have a look Anon.
Open file (69.79 KB 1024x705 Selection_281.png)
>>8823 Apologies, but I wasn't able to see the repo. Looks like Gitlab is forcing Tor users to log in now before you can even see a repo. > This is of course a very bad development on their part if true. I'll be looking to move my little repo off there if this turns out to be the case. Any chance you can zip the repo into a flattened version https://stackoverflow.com/questions/4506758/flatten-old-history-in-git and then just post it onto catbox.moe ?
>>8830 my fault, it was set as private by default
>>8835 Ah I see, grabbed a clone and I'll give it a look. Eventually, the Bumpmaster project should basically be a high-performance, standalone on- and off-line imageboard program. It will be written mostly (if not entirely) in C++ (with some C dependencies on well-established libraries like cURL).
Video interview with Bjarne Stroustrup in March. This lockdown racket scheme has visibly taken a toll on him this past year. :/ https://www.youtube.com/watch?v=8aIqIBmNJyM
So I finally installed waifusearch v0.2a. It worked, but I got some error messages: g++ main.cpp -std=c++2a -O3 -ljsoncpp -lstdc++fs -o waifusearch In file included from /usr/include/c++/8/vector:69, from /usr/include/c++/8/bits/fs_path.h:37, from /usr/include/c++/8/filesystem:37, from main.cpp:12: /usr/include/c++/8/bits/vector.tcc: In member function \u2018void std::vector<_Tp, _Alloc>::_M_realloc_insert(std::vector<_Tp, _Alloc>::iterator, _Args&& ...) [with _Args = {std::pair<std::chrono::duration<long long int, std::ratio<1, 1000000000> >, std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char> > >}; _Tp = std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> >; _Alloc = std::allocator<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> > >]\u2019: /usr/include/c++/8/bits/vector.tcc:413:7: note: parameter passing for argument of type \u2018std::vector<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> > >::iterator\u2019 {aka \u2018__gnu_cxx::__normal_iterator<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> >*, std::vector<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> > > >\u2019} changed in GCC 7.1 vector<_Tp, _Alloc>:: ^~~~~~~~~~~~~~~~~~~ /usr/include/c++/8/bits/vector.tcc: In member function \u2018void rw::Timer::stop()\u2019: /usr/include/c++/8/bits/vector.tcc:109:4: note: parameter passing for argument of type \u2018__gnu_cxx::__normal_iterator<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> >*, std::vector<std::pair<std::chrono::time_point<std::chrono::_V2::steady_clock, std::chrono::duration<long long int, std::ratio<1, 1000000000> > >, std::__cxx11::basic_string<char> > > >\u2019 changed in GCC 7.1 _M_realloc_insert(end(), std::forward<_Args>(__args)...); ^~~~~~~~~~~~~~~~~
>>10484 Hmm. Thanks for letting us know Anon. So, when you say >It worked do you mean you were able to successfully, build, run, and search with it? Something else? BTW, would you double-check your meson.build file, you should see a line like this: add_project_arguments('-Wno-deprecated-declarations', '-Wno-psabi', language: 'cpp') The no-psabi warning directive should have disable that warning.
>>10485 >g++ main.cpp -std=c++2a -O3 -ljsoncpp -lstdc++fs -o waifusearch Ahh, that must be it. Apologies, I neglected to add that directive to the comment on line #61. It should read: # g++ main.cpp -std=c++2a -O3 -ljsoncpp -lstdc++fs -Wno-psabi -o waifusearch I've amended that comment line and it will be in the next version of the tool. Try rebuilding with that command instead and let me know how it goes please.
>>10487 I might rebuild it tonight, if I don't forget it before going to bed. It works anyways, I mean searching and all. No errors so far.
>>10489 > It works anyways, I mean searching and all. No errors so far. You're fine then, that was just an odd warning that the GCC devs added for that version of the compiler -- which they apparently later dropped in newer versions (thankfully). Also, I'd advise you to grab the latest version of the JSON archives to update it with. I'll try to start generating those on a more frequent basis.
Microcontroller-oriented C++ blogpost. >A C++ (subset?) for small micro-controllers http://www.voti.nl/blog/?p=114
>>8678 Feature request: Sometimes I wonder if a link, or more specifically a YouTube video, has already been posted. I think Waifusearch doesn't find that right now. If that's easy to change, it might be worth considering, same for files.
>>10791 Noted. Actually, it will return any part of the YT video link, eg, the hash of it. But ofc that's not particularly useful by itself. The other part ofc is if the poster actually mentioned the name of the video in his post. I went through and found at least 400 YT videos have been linked here on /robowaifu/. I'm currently working on Bumpmaster atm, but I've given some thought to creating some kind of video link scraper that will auto-generate proper youtube-dl links. Maybe we should have a set of crosslinks on our library thread for something like this Anon? After all, it's why the thread was created in the first place to help everyone locate anything posted here.
>>10791 >same for files. Apologies, I missed that. Yes, that's a pretty easy addition and I had already planned to incorporate that soon. Be aware, it would only be a filename search, not some type of AI-context analysis relying on huge globohomo cloud datacenters. So, if an anon posted a well-named file, you might get lucky that way. OTOH, if it's just a SHA or other type of hash name, then probably not so much. One feature I want to add into Bumpmaster is crowd-sourced tagging of posts & other content, including images. We potentially could conceivably even tap into the work the Hydra community has done in this area.
>>10794 >>10795 Sounds all very good, thanks. I probably could get all inks out of the json archives and also download them this way, including the description.
>>10809 Yep, and there are a few of them here too: waifusearch> youtube OR youtu.be . . . ' youtube | youtu be ' = 476 results waifusearch>
>>10812 Yeah, if it's possible to build on Waifusearch, it's probably better to do it that way.
just leaving this here for future reference. https://github.com/adobe-fonts/source-code-pro
New talk by Sean Parent https://www.youtube.com/watch?v=NO5wHzI_oug Turns out, he's finished all the talks for his book, and is now just doing the writing. Also, he's starting the STLab at Adobe back up, and David Abrahams will be joining him there. This is great news ofc. We probably will get a very polished implementation of an efficient, scalable & robust continuations library out of this collaboration. This is great news for /robowaifu/ and should make things like anon's IPCNet (>>2418) and anon's RPCS (>>11018) doable on very lightweight hardware, and relatively quite simple to write the underlying 'fabric' software itself.
What would be the fastest way to do matrix multiplication in C++? With compiler optimizations, profiling and everything. I wanna implement a transformer with raw, absolute speed. No fluff or usable code, just pathological maximum efficiency, running on a Raspberry Pi 4B. The matrix operations in the self-attention layers will also be a key part to optimize: # query: (batch_size, query_length, heads, heads_dim) # key: (batch_size, key_length, heads, heads_dim) # energy: (batch_size, heads, query_length, key_length) energy = einsum("nqhd,nkhd->nhqk", (query, key)) # attention: (batch_size, heads, query_length, key_length) # value: (batch_size, value_length, heads, head_dim) # out: (batch_size, query_length, heads, head_dim) out = einsum("nhqk,nvhd->nqhd", (attention, value)).view(batch_size, query_len, self.heads * self.head_dim) Einsum is just a way to describe multiplying and adding matrices and transposing axes. How can these three things be done most efficiently?
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>>12422 >The real heavy-lifting will come from libraries like mlpack & Armadillo (>>8565) You won't be able to outperform the pure-template libraries of Armadillo lad. And since you're interested in doing this type maths for ML work, you may as well ride with mlpack to utilize it with. Besides, we already have AI researchers here working with both, so you'll be right at home with it, /robowaifu/ speaking. https://mlpack.org/ http://arma.sourceforge.net/
>>12422 >>12424 If you just want to cut to the chase, this lad has already hatched together a tensor contraction algorithm you can tinker around with for starters. https://github.com/romeric/Fastor I'm sure you'll have your hands full getting all this to work well on wee hardware like the RPi, but of course that's a serious and fundamental goal for the Model A robowaifu prototyping stage, so go to it you madlad! :^)
>>12425 >I'm sure you'll have your hands full getting all this to work well on wee hardware like the RPi I've been doing some tests and the RPi is roughly 1/10th the speed of my PC. Full-attention layers are probably out of the question but it should be able to handle linear attention. Fastor looks amazing. I hadn't heard of this. >>12424 Armadillo might have some issues with it: https://romanpoya.medium.com/a-look-at-the-performance-of-expression-templates-in-c-eigen-vs-blaze-vs-fastor-vs-armadillo-vs-2474ed38d982 But I don't think the norm function is needed for inferencing, only clipping the gradient during training. I'll test them both and see which is faster.
>related crosspost (>>12439)
Do the C++ anons here have this channel on their radar? Dave's garage: https://youtu.be/B9DouAlkZlc
>>12739 Thanks for the heads-up Anon, but something titled > 'New! Stupid C++ Tricks - Most Dangerous C Functions (E02)' doesn't sound like something I'm really interested in spending the bandwidth to download. Mind spelling out why you linked that particular one, is there something I'm missing? So-called 'C-with-classes' that so many C developers are prone to is absolutely the worst of both worlds and something no self-respecting C++ developer, nor the same for C developers would give two pennies for. Standard, straight modern C++ is superior in every way imaginable from the professional software engineer's perspective, and teaching newcomers circa mid 1980's software techniques is something only worthless college """professors""" who never slung a line of professional code in their lives would think of abusing doing tbh.
I still can't use Bump to reliably backup the forum. Even if a delete a whole subfolder from the folder with threads, and the catalog json+html it do recognize that something is missing. It doesn't remember failed downloads of pictures or files, so it won't try again. Before that it looked good, it updated some thread and downloaded all the old pictures with it. I don't know why. This would at least helpd a little.
>>13034 Hey Anon, sorry you're having trouble with BUMP. I'd suggest you try this command (note the 2 separate, extra '1' at the end): build/bump alogs.theГунтretort.com robowaifu 1 1 That should hopefully rebuild the special .archbot.config file for you, walk all the threads and all your local directories, and patch up anything missing. I added the two 'undocumented' flags to the program to deal with just such issues. Let me know if you still have issues, I'm usually around the board every few days like today.
>>13064 >that Гунтed link AUUUUUUGH ROBI U BASTARD Got me again. :^)

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