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Setup

Create a new directory with these three files (requirements.txt, main.py, README.md)
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python main.py
Update main() to run the example prompt chains

Code is clean if it can be understood easily – by everyone on the team. Clean code can be read and enhanced by a developer other than its original author. With understandability comes readability, changeability, extensibility and maintainability.

General rules

Follow standard conventions.
Keep it simple stupid. Simpler is always better. Reduce complexity as much as possible.
Boy scout rule. Leave the campground cleaner than you found it.
Always find root cause. Always look for the root cause of a problem.

Design rules

Semantic Commit Messages

See how a minor change to your commit message style can make you a better programmer.

Format: <type>(<scope>): <subject>

<scope> is optional

Example

A Typical directory structure for running tests using `unittest`

Ref : stackoverflow

The best solution in my opinion is to use the unittest [command line interface][1] which will add the directory to the sys.path so you don't have to (done in the TestLoader class).

For example for a directory structure like this:

new_project

├── antigravity.py

Which GGUF is right for me? (Opinionated)

Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggerganov/llama.cpp#5962

In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.

llama.cpp feature matrix

See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix

	#!/usr/bin/env zsh

	# Note:
	# CMake, Clang, clang-format, Ninja, git and sed are required to build
	#
	# Note that currently there is a bug (https://github.com/google/binexport/issues/117)
	# that requires applying this patch, remove when resolved
	#

	if [ -d ~/Downloads ]

	#!/usr/bin/env python3
	import sys
	import json
	import os

	def find_account_inclusion_object(eligibles, eth_address):
	for account in eligibles:
	if account["identity"].lower() == eth_address.lower():
	return account
	return None

	13911.1 swader
	13911.1 sorpaas
	13911.1 s1na
	13911.1 rjl493456442
	13911.1 qd-qd
	13911.1 protolambda
	13911.1 paulrberg
	13911.1 noahzinsmeister
	13911.1 neurone

	########################################################################
	# OPTIMAL .htaccess FILE FOR SPEED AND SECURITY @Version 2.0.9 - 03/2024
	# ----------------------------------------------------------------------
	# @Author: Andreas Hecht
	# @Author URI: https://seoagentur-hamburg.com
	# License: GNU General Public License v2 or later
	# License URI: http://www.gnu.org/licenses/gpl-2.0.html
	########################################################################