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from httpx import get as xget
def read_url(url:str): 
    "Reads a url"
    return xget(url, follow_redirects=True).text

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Model	% correct	Cost	Time per case
gemini-2.5-pro-preview-06-05 (32k think)	83.1%	$49.88	200.3s
o3 (high) + gpt-4.1	82.7%	?	110.0s
o3 (high)	79.6%	$22.20	113.8s
gemini-2.5-pro-preview-06-05 (default think)	79.1%	$45.60	175.2s
Gemini 2.5 Pro Preview 05-06	76.9%	$37.41	165.3s
Gemini 2.5 Pro Preview 03-25	72.9%	$0.00	45.3s
claude-opus-4-20250514 (32k thinking)	72.0%	$65.75	44.1s
o4-mini (high)	72.0%	$19.64	176.5s

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(A cleaned up transcription of this video section.)

Introduction to ULMFiT

The problem we'll solve

This series of three steps here is what we're going to start by digging into. We're going to start out with a movie review like this one and decide whether it's positive or negative sentiment about the movie. That is the problem we have.

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testfoo='testbar'

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print('Hello from GitHub API!')

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Organizing FastHTML Applications Across Multiple Files

Let's explore two main approaches to splitting FastHTML applications into multiple files: using Mount and using APIRouter. I'll explain the pros and cons of each and provide practical examples.

1. Using Mount - The "Mini-Apps" Approach

Mount is ideal when you want to create semi-independent sub-applications that could potentially be reused across different projects. Think of these as "mini-apps" that handle specific features.

# blog/routes.py

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print('Hello from GitHub API!')

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Service Usage API

• On this page
• Service: serviceusage.googleapis.com
  • Discovery document
  • Service endpoint
• REST Resource: v2alpha
• REST Resource: v2alpha.categories.categoryServices
• REST Resource: v2alpha.consumerPolicies
• REST Resource: v2alpha.operations

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Implement common use cases

bookmark_borderbookmark Stay organized with collections Save and categorize content based on your preferences.

• On this page
• Limitations
• Track usage and request an increase when usage is over 80%
• Decrease a quota
• Copy quota preferences to another project
• List pending quota requests

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Create and delete service account keys

bookmark_borderbookmark Stay organized with collections Save and categorize content based on your preferences.

• On this page
• Before you begin
  • Required roles
• Allow service account key creation
• Create a service account key
• Delete a service account key