amazingandyyy

DeepSeek R1 Distill: Complete Tutorial for Deployment & Fine-Tuning

This guide shows how to deploy an uncensored DeepSeek R1 Distill model to Google Cloud Run with GPU support and how to perform a basic, functional fine-tuning process. The tutorial is split into:

1. Environment Setup
2. FastAPI Inference Server
3. Docker Configuration
4. Google Cloud Run Deployment
5. Fine-Tuning Pipeline (Cold Start, Reasoning RL, Data Collection, Final RL Phase)

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System Design Cheatsheet

Picking the right architecture = Picking the right battles + Managing trade-offs

Basic Steps

1. Clarify and agree on the scope of the system

• User cases (description of sequences of events that, taken together, lead to a system doing something useful)
  • Who is going to use it?
  • How are they going to use it?

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{url:'stun:stun01.sipphone.com'},
{url:'stun:stun.ekiga.net'},
{url:'stun:stun.fwdnet.net'},
{url:'stun:stun.ideasip.com'},
{url:'stun:stun.iptel.org'},
{url:'stun:stun.rixtelecom.se'},
{url:'stun:stun.schlund.de'},
{url:'stun:stun.l.google.com:19302'},
{url:'stun:stun1.l.google.com:19302'},
{url:'stun:stun2.l.google.com:19302'},

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Instructions

CloudFlare is an awesome reverse cache proxy and CDN that provides DNS, free HTTPS (TLS) support, best-in-class performance settings (gzip, SDCH, HTTP/2, sane Cache-Control and E-Tag headers, etc.), minification, etc.

1. Make sure you have registered a domain name.
2. Sign up for CloudFlare and create an account for your domain.
3. In your domain registrar's admin panel, point the nameservers to CloudFlare's (refer to this awesome list of links for instructions for various registrars).
4. From the CloudFlare settings for that domain, enable HTTPS/SSL and set up a Page Rule to force HTTPS redirects. (If you want to get fancy, you can also enable automatic minification for text-based assets [HTML/CSS/JS/SVG/etc.], which is a pretty cool feature if you don't want already have a build step for minification.)
5. If you

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Amazingandyyy Golden Picks 2018 Sentiment Analysis

This is a quick synopsis of the Golden Picks 2018 to hold until Q3 using the languagecrunch Sentiment endpoint (utilizes Spacy).

Terms

• polarity: whether the expressed opinion in a document, a sentence or an entity feature/aspect is positive, negative, or neutral. Advanced, "beyond polarity" sentiment classification looks, for instance, at emotional states such as "angry", "sad", and "happy". (Source: Wikipedia)
• subjectivity: The subjectivity of words and phrases may depend on their context and an objective document may contain subjective sentences (e.g., a news article quoting people's opinions). (Source: Wikipedia

✊ HODL Picks

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#!/bin/bash
set -e # stop on error

echo get last commit
git pull
echo add dist folder
git add -f dist
echo commit changes
git commit -m "deploy to gh-pages"
echo push to remote target branch (gh-pages is target branch)

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First, we need to figure out what the actual error is.  This is obviously frustrating given that the error message is intentionally truncating it.

1) SSH in to your node (various guides available for this if you're not already familiar with this).
2) Run this command (basically an Elastic Beanstalk wrapper command for npm install I found in a blog post [1]):
   $ sudo /opt/elasticbeanstalk/containerfiles/ebnode.py --action npm-install 2
3) Find the actual error message in the output from the npm install.

Once you know the error, it should hopefully be fairly obvious how to fix it.  I've run into two different errors over the last couple days on Elastic Beanstalk:

The first was a dependency that was using the new "^X.Y.Z" version syntax, which is only supported in Node >= v0.10.26 (whereas Elastic Beanstalk only supports up to v0.10.21 as of today).  The solution here was easy: hardcode a dependency version *prior* to when that dependency adopted to the new syntax.