ramsunvtech

import torch
import torch.nn as nn

# --------------------------------------------------
# Simple FFN that accepts a sentence
# --------------------------------------------------

class SimpleFFN(nn.Module):
    def __init__(self, activation="gelu"):
        super().__init__()

ramsunvtech

# ==============================================================================
# PROGRAM: RNN vs LSTM Memory Benchmark (100% Deterministic)
# ==============================================================================

import torch
import torch.nn as nn
import torch.optim as optim

torch.manual_seed(42)

ramsunvtech

!pip install gensim

import gensim.downloader as api
from gensim.models import Word2Vec


def test_word2vec(corpus, test_words, sg=1, vector_size=100, window=5):
    """Trains a Word2Vec model and checks vocab status for test words.

    Parameters:

ramsunvtech

import gensim.downloader as api

# 1. Load pre-trained Google News Word2Vec model (~1.5 GB download)
# Note: For a faster download during testing, you can use "glove-wiki-gigaword-50"
print("Loading Word2Vec model...")
model = api.load("word2vec-google-news-300")
print("Model loaded successfully!\n")

# 2. List of test samples
test_words = [

ramsunvtech

#!/usr/bin/env bash
# Regenerates the "Domain modules" section of CLAUDE.md from src/modules/*.
# Everything outside the BEGIN/END markers is left untouched.
# Run from the repo root: ./update-claude-md.sh

set -euo pipefail

FILE="CLAUDE.md"
MODULES_DIR="src/modules"
BEGIN="<!-- BEGIN:modules -->"

ramsunvtech

#!/usr/bin/env bash
# Regenerates the "Routes" section of CLAUDE.md from a Next.js project.
# Works with App Router (app/) or Pages Router (pages/), auto-detected.
# Handles any route group names (parens), dynamic segments ([id], [...slug]),
# and flat structures with no groups at all.
# Everything outside the BEGIN/END markers is left untouched.
# Run from the repo root: ./update-claude-md.sh

set -euo pipefail

ramsunvtech

function convertTimeForLocale(timeString, currentTimezone, targetTimezone) {
  // Check if time starts with ~
  if (!timeString.startsWith('~')) {
    return timeString; // Return as-is if no ~ prefix
  }
  
  // If same timezone, return as-is
  if (currentTimezone === targetTimezone) {
    return timeString;
  }

ramsunvtech

Clone the Latest Code from GitHub

git clone --depth=1 <REPO_URL> appName
cd appName

To remove the lock file

rm -rf package-lock.json

ramsunvtech

function formatTimestamp(timestampInput) {
  const timestamp = parseInt(timestampInput, 10);

  if (isNaN(timestamp)) {
    return 'Invalid timestamp';
  }

  // Convert timestamp from seconds to milliseconds
  const date = new Date(timestamp * 1000);
  const options = { day: '2-digit', month: 'short', year: 'numeric' };

ramsunvtech

import React from 'react';

const ExtensionInstaller = () => {
  const handleDrop = (event) => {
    event.preventDefault();
    const file = event.dataTransfer.files[0];
    if (file.name.endsWith('.crx') || file.name.endsWith('.zip')) {
      const reader = new FileReader();
      reader.onload = (event) => {
        const url = event.target.result;