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.PHONY: help dev tail-log clean install check build

# Default target
help:
	@echo "Available targets:"
	@echo "  make dev       - Start all development processes (frontend, backend, etc.)"
	@echo "  make tail-log  - Follow the dev.log file (no colors)"
	@echo "  make clean     - Remove logs and PID files"
	@echo "  make install   - Install dependencies for all services"
	@echo "  make check     - Run linters and type checks"

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Modal Labs Scaling Guide

Overview

Modal is a serverless cloud platform that provides automatic scaling for Python workloads. It's particularly useful for:

• Parallel data processing
• Machine learning training and inference
• Hyperparameter optimization
• Web scraping at scale
• Batch computations requiring GPUs

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Vocs Documentation

Table of Contents

1. Getting Started
2. Project Structure
3. Markdown Reference
4. Guides
   • Layouts

• Components

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import asyncio

import cherry_core
import polars as pl
import pyarrow as pa
import pyarrow.compute as pc
from cherry_core import ingest
from pyarrow import RecordBatch

# Configuration for teaching purposes

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# /// script
# requires-python = ">=3.12"
# dependencies = [
#     "requests"
# ]
# ///

import requests
import json

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# API reference

The API reference contains detailed descriptions of all public functions and objects. It's the best
place to look if you need information on a specific function.

## Python

The Python API reference is built using Sphinx. It's available in
[our docs](https://docs.pola.rs/api/python/stable/reference/index.html).

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import argparse
import random
import sys

from transformers import AutoModelForCausalLM, AutoTokenizer, DynamicCache
import torch

parser = argparse.ArgumentParser()
parser.add_argument("question", type=str)
parser.add_argument(

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import asyncio
import base64
import json
import os
import pyaudio
from websockets.asyncio.client import connect


class SimpleGeminiVoice:
    def __init__(self):

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Python Development Assistant Prompt System

Version Control

version: 1.0.0
last_updated: 2024-03-19
sections:
  - core_requirements
  - python_version
 - code_style

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[package]
name = "playground"
version = "0.1.0"
edition = "2021"

[dependencies]
alloy = { git = "https://github.com/alloy-rs/alloy.git", features = ["contract", "provider-ws", "rpc-types-eth"] }
anyhow = "1.0.82"
tokio = { version = "1.37.0", features = ["full"] }
tracing = "0.1.40"