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#alectors

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Βασίλης Βαλατσός<p>Hey <span class="h-card"><a href="https://mastodon.online/@thunderbird" class="u-url mention" rel="nofollow noopener noreferrer" target="_blank">@<span>thunderbird</span></a></span></p><p>If you want, you can try out <a href="https://social.apotheke.earth/tags/alectors" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>alectors</span></a>, my NLRL library, for <a href="https://social.apotheke.earth/tags/spam" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>spam</span></a> or <a href="https://social.apotheke.earth/tags/fraud" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>fraud</span></a> <a href="https://social.apotheke.earth/tags/detection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>detection</span></a> on <a href="https://social.apotheke.earth/tags/emails" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>emails</span></a> for <a href="https://social.apotheke.earth/tags/thundermail" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>thundermail</span></a>.</p><p>Check it out at <a href="https://apotheke.earth/docs/alectors" rel="nofollow noopener noreferrer" target="_blank">https://apotheke.earth/docs/alectors</a></p><p>It uses a pretrained <a href="https://social.apotheke.earth/tags/encoder" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>encoder</span></a> to embed natural language into vector space, and then passes the vectors through a <a href="https://social.apotheke.earth/tags/transformer" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>transformer</span></a>-based PPO agent, so that the output can have a custom number of dimentions. This means that rather than having an <a href="https://social.apotheke.earth/tags/llm" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLM</span></a> agent with a <a href="https://social.apotheke.earth/tags/prompt" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>prompt</span></a> "[...] PLEASE OUTPUT PROPER JSON [...]", you can ensure that the output will be one of three, four, or as many actions.as you define.</p><p>The only downside is that you will have to train the agent yourself, as we as come up with an environment (I am working with a friend/colleague on custom nlrl env api, but its pre-prealpha).</p><p>Concerning the license, it is <a href="https://social.apotheke.earth/tags/sourcefirst" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>sourcefirst</span></a>, meaning that it has a clause for <a href="https://social.apotheke.earth/tags/fair" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>fair</span></a> <a href="https://social.apotheke.earth/tags/compensation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>compensation</span></a> regardimg <a href="https://social.apotheke.earth/tags/commercial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>commercial</span></a> <a href="https://social.apotheke.earth/tags/use" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>use</span></a>. For this usecase, by <a href="https://social.apotheke.earth/tags/thunderbird" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>thunderbird</span></a>, I would be perfectly happy with simply a <a href="https://social.apotheke.earth/tags/thundermail" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>thundermail</span></a> account so I can leave <a href="https://social.apotheke.earth/tags/fastmail" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>fastmail</span></a> and still use all two of my domains for email.</p>
Βασίλης Βαλατσός<p>First of all, I moved instance! I am now self hosting my own <a href="https://social.apotheke.earth/tags/gotosocial" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>gotosocial</span></a> instance, which uses the <a href="https://social.apotheke.earth/tags/mastodon" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Mastodon</span></a> <a href="https://social.apotheke.earth/tags/api" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>API</span></a>, but is easy to self host, and is super chill on the resources. This also means that I can now post long form content! 5000 characters is a blog post in itself, so I can blog AND microblog.<br><br>Secondly, I released 1.1.1 of the <a href="https://social.apotheke.earth/tags/alectors" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>alectors</span></a> library for <a href="https://social.apotheke.earth/tags/nlproc" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>nlproc</span></a> with <a href="https://social.apotheke.earth/tags/rl" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>rl</span></a>. I should probably start keeping a changelog or a release log, but I am just getting to grips with what <a href="https://social.apotheke.earth/tags/semver" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>semver</span></a> is and how to use it in general. As always you can find the source code at <a href="https://erga.apotheke.earth/aethrvmn/alectors" rel="nofollow noopener noreferrer" target="_blank">https://erga.apotheke.earth/aethrvmn/alectors</a> which is yet another <a href="https://social.apotheke.earth/tags/selfhosted" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>selfhosted</span></a> project, a git <a href="https://social.apotheke.earth/tags/forgejo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>forgejo</span></a>.</p>
Vasileios Valatsos :coffefied:<p>I might be blowing my own trumpet but the biggest issue (that is also unsolvable using <a href="https://sigmoid.social/tags/LLMs" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLMs</span></a>) when it comes to <a href="https://sigmoid.social/tags/nlp" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>nlp</span></a> <a href="https://sigmoid.social/tags/decision" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>decision</span></a> <a href="https://sigmoid.social/tags/making" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>making</span></a> is that <a href="https://sigmoid.social/tags/language" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>language</span></a> <a href="https://sigmoid.social/tags/models" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>models</span></a> have a distribution over <a href="https://sigmoid.social/tags/tokens" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>tokens</span></a> not over <a href="https://sigmoid.social/tags/actions" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>actions</span></a>.</p><p>This is the issue that the <a href="https://sigmoid.social/tags/alectors" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>alectors</span></a> <a href="https://apotheke.earth/docs/alectors" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">apotheke.earth/docs/alectors</span><span class="invisible"></span></a> tries to solve</p><p>nlp in -&gt; action space out</p>