ruvnet

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)

andrewmclagan

<?php

namespace EthicalJobs\Foundation\Storage;

use Illuminate\Support\Collection;

interface Repository
{ 
    /**
     * Find a model by its id

derekmd

<?php

namespace App\Support;

class Optional
{
    /**
     * The target being transformed.
     * Use _ prefix to avoid namespace conflict on __get()
     *

JeffreyWay

<?php

namespace App\Http\Middleware;

use Closure;
use Illuminate\Http\Request;
use Illuminate\Http\Response;
use Symfony\Component\DomCrawler\Crawler;

class PjaxMiddleware

ygotthilf

ssh-keygen -t rsa -b 4096 -m PEM -f jwtRS256.key
# Don't add passphrase
openssl rsa -in jwtRS256.key -pubout -outform PEM -out jwtRS256.key.pub
cat jwtRS256.key
cat jwtRS256.key.pub

chopf

											COMMANDS		
	MySQL								PDO						Notes
$result = mysql_query($queryStr)			$pdoStatement = $pdo->query($queryStr)	
mysql_fetch_array($result,$type = MYSQL_BOTH)		$pdoStatement->fetch($type = PDO::FETCH_BOTH)	
mysql_error()						NO EXACT EQUIVALENT				$pdo->errorInfo() returns an array, [0=>ErrorCode,1=>Driver specific error code,2=>driver specific error message]
mysql_insert_id()					$pdo->lastInsertId()	
mysql_free_cursor()					NO EXACT EQUIVALENT				$pdoStatement->closeCursor() is similar but on statement not PDO
mysql_select_db($dbName)				NO EQUIVALENT					PDO does not allow databases to be changed, you must create a new PDO connection, or if the info is the same you an use dot notation to query a different database
mysql_real_escape_string($stringToEscape)		$pdo->quote($stringToEscape)			PDO::quote will add the quotes for you!!!!
		

mindplay-dk

This page provides a full overview of PHP's SessionHandler life-cycle - this was generated by a set of test-scripts, in order to provide an exact overview of when and what you can expect will be called in your custom SessionHandler implementation.

Each example is a separate script being run by a client with cookies enabled.

To the left, you can see the function being called in your script, and to the right, you can see the resulting calls being made to a custom session-handler registed using session_set_save_handler().

msubel

=LOWER(CONCATENATE(DEC2HEX(RANDBETWEEN(0;POWER(16;8));8);"-";DEC2HEX(RANDBETWEEN(0;POWER(16;4));4);"-";"4";DEC2HEX(RANDBETWEEN(0;POWER(16;3));3);"-";DEC2HEX(RANDBETWEEN(8;11));DEC2HEX(RANDBETWEEN(0;POWER(16;3));3);"-";DEC2HEX(RANDBETWEEN(0;POWER(16;8));8);DEC2HEX(RANDBETWEEN(0;POWER(16;4));4)))

fny

# This file lives in `app/.elasticbeanstalk/config.yml.erb`
branch-defaults:
  master:
    environment: <%= eb_environment %>
    # environment: contigo-worker-env # Enable for worker
# Put global configs below!

sohelamin

<?php

/**
 * Codes collected from http://en.wikipedia.org/wiki/List_of_HTTP_status_codes
 **/
$http_status_codes = array(
    100 => 'Informational: Continue',
    101 => 'Informational: Switching Protocols',
    102 => 'Informational: Processing',
    200 => 'Successful: OK',