corbt

Strategy                       | Relative Throughput  | Time (s)     | Cost ($/M tokens) 
----------------------------------------------------------------------------------------
Unsloth                        | 2.17                 | 3.83         | $0.0188           
Unsloth+PEFT                   | 1.58                 | 5.27         | $0.0259           
Transformers+Liger             | 1.14                 | 7.28         | $0.0358           
vLLM                           | 1.00                 | 8.31         | $0.0409           
Transformers                   | 0.97                 | 8.54         | $0.0420           
Transformers+Liger+PEFT        | 0.84                 | 9.85         | $0.0484           
Transformers+PEFT              | 0.74                 | 11.26        | $0.0554           

corbt

import OpenAI from "openai";
import { type CompletionCreateParams } from "openai/resources/chat";
import stringify from "json-stringify-pretty-compact";
import type { FromSchema, JSONSchema } from "json-schema-to-ts";

import Ajv from "ajv";

const ajv = new Ajv({ strict: false });

export const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY });

corbt

# Counts the total number of insertions and deletions in a git repository's lifetime

require 'git'

repo = Git.open('../emberall')
prev = repo.log.first

deletions = 0
insertions = 0
repo.log(count = 5000).each do |commit|

corbt

package com.your.app;

import android.app.Activity;
import android.os.Bundle;
import android.view.KeyEvent;

import com.facebook.react.LifecycleState;
import com.facebook.react.ReactInstanceManager;
import com.facebook.react.ReactRootView;
import com.facebook.react.modules.core.DefaultHardwareBackBtnHandler;