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# /// script
# requires-python = ">=3.11"
# dependencies = [
#     "llvmlite==0.46.0",
# ]
# ///

import llvmlite.binding as llvm
import llvmlite.ir as ir

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git switch -c <name>
git push origin <name>
git branch -r

# ---------- reset to upstream

git remote add upstream https://github.com/xdslproject/xdsl/
git config pull.rebase false
git pull upstream main
git remote -v

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from xdsl.builder import Builder, InsertPoint
from xdsl.context import Context
from xdsl.dialects import riscv
from xdsl.dialects.builtin import ModuleOp
from xdsl.transforms.canonicalize import CanonicalizePass
from xdsl.printer import Printer


ctx = Context()
ctx.load_dialect(riscv.RISCV)

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# /// script
# dependencies = [
#     "lark",
#     "typing_extensions",
#     "immutabledict",
# ]
# ///

import argparse
from functools import lru_cache

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❯   ls /opt/homebrew/share/figlet/*.tlf | xargs -n 1 basename | sed 's/\.tlf$//' | while read font; do echo "FONT: $font"; toilet -f $font "sample"; done
FONT: ascii12
                                                            
                                         mmmm               
                                         ""##               
 mm#####m   m#####m  ####m##m  ##m###m     ##       m####m  
 ##mmmm "   " mmm##  ## ## ##  ##"  "##    ##      ##mmmm## 
  """"##m  m##"""##  ## ## ##  ##    ##    ##      ##"""""" 
 #mmmmm##  ##mmm###  ## ## ##  ###mm##"    ##mmm   "##mmmm# 
  """"""    """" ""  "" "" ""  ## """       """"     """""  

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cmake_minimum_required(VERSION 3.27 FATAL_ERROR)
project(demo LANGUAGES C)

set(CMAKE_C_STANDARD 23)
set(CMAKE_C_STANDARD_REQUIRED ON)

if(CMAKE_C_COMPILER_ID MATCHES "GNU" AND CMAKE_C_COMPILER_VERSION VERSION_LESS 14.0.0)
  message(FATAL_ERROR "GCC is outdated: ${CMAKE_C_COMPILER_VERSION}")
endif()
if(CMAKE_C_COMPILER_ID MATCHES "Clang" AND CMAKE_C_COMPILER_VERSION VERSION_LESS 16.0.0)

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#
# Usage: `uv run robust_compiler_options.py > options.json`
# See: https://docs.astral.sh/uv/guides/scripts/#declaring-script-dependencies
#
#
# /// script
# requires-python = ">=3.10"
# dependencies = [
#     "requests==2.32.4",
#     "markdown==3.6",

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# this container just serves to install the `klaR` package
# 
# usage:
# 
#   $ docker compose up -d
#   $ docker compose exec main Rscript -e "rmarkdown::render('ex7.rmd', output_format = 'pdf_document')"

services:
  main:
    container_name: main

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def sigmoid(x): return 1/(1 + __import__('math').exp(-x))

def train_mnist():
    # Generate mock MNIST data (28x28 images)
    X = [[float(i%2) for i in range(784)] for _ in range(100)]  # Mock input
    y = [[1 if i==j else 0 for i in range(10)] for j in range(100)]  # Mock labels
    
    # Initialize weights and biases
    W1 = [[0.01*((i+j)%2) for j in range(784)] for i in range(30)]
    W2 = [[0.01*((i+j)%2) for j in range(30)] for i in range(10)]

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how to install

• conda:

  works great. no issues.

• docker:

  works well - unless you want to use the latest stable vscode version as of may 2024.