diff --git a/README.md b/README.md index 1dffd89..b53f746 100644 --- a/README.md +++ b/README.md @@ -1,96 +1,128 @@ -# โšก CodeFlash Optimize-Me -**Ship fast code from day one.** This repo lets you experience the magic of AI-powered code optimization. +# CodeFlash Optimize-Me -## ๐Ÿš€ What is this repo? +**Ship fast code from day one.** This repo lets you experience AI-powered code optimization across Python, Java, and JavaScript/TypeScript. -This repository contains intentionally unoptimized Python code that's perfect for experiencing Codeflash in action. Fork it, run Codeflash, and watch as it automatically discovers optimizations and opens Pull Requests while verifying the optimized code works exactly the same as the original. +## What is this repo? -## ๐Ÿ” What is Codeflash? +This repository contains intentionally unoptimized code in multiple languages, perfect for experiencing Codeflash in action. Fork it, run Codeflash, and watch as it automatically discovers optimizations and opens Pull Requests while verifying the optimized code works exactly the same as the original. -Codeflash is an AI-powered code optimizer that automatically finds the most performant version of your Python code through intelligent benchmarkingโ€”while verifying it's still correct. It's like having an expert performance engineer review and optimize every line of your code. +## What is Codeflash? -**Codeflash can:** -- Improve algorithms and data structures (like converting lists to sets) -- Speed up mathematical operations with NumPy -- Optimize machine learning code for PyTorch -- Make data handling more efficient with Pandas -- Catch and fix inefficient patterns automatically +Codeflash is an AI-powered code optimizer that automatically finds the most performant version of your code through intelligent benchmarking โ€” while verifying it's still correct. Leading engineering teams at [Pydantic](https://pydantic.dev/), [Langflow](https://langflow.org/), and [Roboflow](https://roboflow.com) trust Codeflash to ship expert-level, high-performance code. +## Project Structure -## โฑ๏ธ Getting Started ( 5 minutes) +``` +optimize-me/ +โ”œโ”€โ”€ pyproject.toml # Python config (includes codeflash settings) +โ”œโ”€โ”€ src/ # Python source code +โ”‚ โ”œโ”€โ”€ algorithms/ # Sorting, search, text analysis, etc. +โ”‚ โ”œโ”€โ”€ data_processing/ # DataFrame and series operations +โ”‚ โ”œโ”€โ”€ math/ # Combinatorics and number theory +โ”‚ โ”œโ”€โ”€ numerical/ # Calculus, linear algebra, monte carlo +โ”‚ โ”œโ”€โ”€ signal/ # Filters, image processing, transforms +โ”‚ โ””โ”€โ”€ statistics/ # Clustering, decomposition, similarity +โ”œโ”€โ”€ tests/ # Python tests +โ”œโ”€โ”€ java/ # Java Maven subproject +โ”‚ โ”œโ”€โ”€ pom.xml # Maven config (JUnit 4, Java 11) +โ”‚ โ””โ”€โ”€ src/ +โ”‚ โ”œโ”€โ”€ main/java/com/optimizeme/ +โ”‚ โ”‚ โ”œโ”€โ”€ CollectionUtils.java # Generics, mergeSorted, groupBy +โ”‚ โ”‚ โ””โ”€โ”€ StringProcessor.java # isPalindrome, compress, LCP +โ”‚ โ””โ”€โ”€ test/java/com/optimizeme/ +โ”‚ โ”œโ”€โ”€ CollectionUtilsTest.java +โ”‚ โ””โ”€โ”€ StringProcessorTest.java +โ””โ”€โ”€ js/ # JavaScript/TypeScript npm subproject + โ”œโ”€โ”€ package.json # npm config (Vitest) + โ”œโ”€โ”€ tsconfig.json + โ””โ”€โ”€ src/ + โ”‚ โ”œโ”€โ”€ asyncUtils.js # retryWithBackoff, batchProcess + โ”‚ โ””โ”€โ”€ dataTransform.ts # pivot, flatten, groupByKey (generics) + โ””โ”€โ”€ tests/ + โ”œโ”€โ”€ asyncUtils.test.js + โ””โ”€โ”€ dataTransform.test.ts +``` -1. **Fork this repo** to your GitHub account by clicking "Fork" on the top of the page. This allows Codeflash to open Pull Requests with the optimizations it found on your forked repo. -2. **Clone your fork** to your local machine. +## Getting Started + +### 1. Fork and clone ```bash git clone https://github.com//optimize-me.git cd optimize-me ``` -3. **Create a Python virtual environment, and activate it.** - -Using `venv`: + +### 2. Set up each language + +**Python** (requires Python 3.11+): ```bash python -m venv .venv source .venv/bin/activate +pip install -e . ``` -Or with `conda`: +**Java** (requires JDK 11+, Maven): ```bash -conda create -n optimize-me python=3.12 -conda activate optimize-me +cd java +mvn compile +mvn test +cd .. ``` -4. **Install dependencies** +**JavaScript/TypeScript** (requires Node.js, npm): ```bash -pip install -r requirements.txt +cd js +npm install +npm test +cd .. ``` -## ๐Ÿ”ฎ Set up Codeflash +### 3. Set up Codeflash -Run the guided setup: ```bash codeflash init ``` -Since this project already has the codeflash settings pre-configured in pyproject.toml, you will only need to: -- Get a `CODEFLASH_API_KEY` by [signing up](https://app.codeflash.ai/login) -- Install a GitHub App through [this link](https://github.com/apps/codeflash-ai/installations/select_target) -## ๐Ÿ’ซ Using CodeFlash +Since this project already has codeflash settings pre-configured in `pyproject.toml`, you will only need to: +- Get a `CODEFLASH_API_KEY` by [signing up](https://app.codeflash.ai/login) +- Install the GitHub App through [this link](https://github.com/apps/codeflash-ai/installations/select_target) -**Optimize the entire repo:** +## Using Codeflash +**Optimize all languages at once** (discovers Python, Java, and JS/TS configs automatically): ```bash codeflash --all ``` -Codeflash will create Pull Requests with optimizations as it finds them. - -**Optimize a single file** +**Optimize a single Python file:** ```bash -codeflash --file path/to/file +codeflash --file src/algorithms/helpers.py --function is_prime ``` -**Optimize a specific function:** +**Optimize a single Java file:** +```bash +codeflash --file java/src/main/java/com/optimizeme/StringProcessor.java --function isPalindrome +``` +**Optimize a single JS file:** ```bash -codeflash --file path/to/file --function function_name +codeflash --file js/src/asyncUtils.js --function retryWithBackoff ``` -## ๐Ÿ”ฅ What to expect +## What to expect Watch as Codeflash: -1. Analyzes your code's intent -2. Generates and runs test cases to understand behavior -3. Proposes multiple optimization strategies -4. Benchmarks each strategy for speed -5. Verifies correctness with regression tests -6. Creates a Pull Request with the fastest correct implementation -7. Shows impressive speedups (up to 90x in some cases!) +1. Discovers all language configs in the project +2. Analyzes your code's intent +3. Generates and runs test cases to understand behavior +4. Proposes multiple optimization strategies +5. Benchmarks each strategy for speed +6. Verifies correctness with regression tests +7. Creates a Pull Request with the fastest correct implementation - -## ๐Ÿค Need Help? +## Need Help? Join our [Discord community](https://www.codeflash.ai/discord) for support and to connect with other developers who love fast code. @@ -98,15 +130,8 @@ Join our [Discord community](https://www.codeflash.ai/discord) for support and t **Please don't** open Pull Requests on this repo with the optimizations you found. We want to keep this project unoptimized for future users to experience Codeflash. -Want to contribute? Here's how: -1. Fork the repository -2. Create a new branch for your changes -3. Add code that demonstrates CodeFlash's optimization capabilities -4. Submit a pull request with a clear description of your changes - -We welcome bug reports and feature requests through Github's issues system. +Want to contribute? Add code that demonstrates Codeflash's optimization capabilities across any supported language. --- -Never ship slow code again. Happy optimizing! โšก - +Never ship slow code again. Happy optimizing! diff --git a/java/pom.xml b/java/pom.xml new file mode 100644 index 0000000..a71a2fa --- /dev/null +++ b/java/pom.xml @@ -0,0 +1,25 @@ + + + 4.0.0 + com.optimizeme + optimizeme-java + 1.0.0 + jar + + + 11 + 11 + UTF-8 + + + + + junit + junit + 4.13.2 + test + + + diff --git a/java/src/main/java/com/optimizeme/CollectionUtils.java b/java/src/main/java/com/optimizeme/CollectionUtils.java new file mode 100644 index 0000000..b1e28be --- /dev/null +++ b/java/src/main/java/com/optimizeme/CollectionUtils.java @@ -0,0 +1,47 @@ +package com.optimizeme; + +import java.util.ArrayList; +import java.util.HashMap; +import java.util.List; +import java.util.Map; + +public class CollectionUtils { + + public static > List mergeSorted(List a, List b) { + List result = new ArrayList<>(a.size() + b.size()); + int i = 0, j = 0; + while (i < a.size() && j < b.size()) { + if (a.get(i).compareTo(b.get(j)) <= 0) { + result.add(a.get(i++)); + } else { + result.add(b.get(j++)); + } + } + while (i < a.size()) { + result.add(a.get(i++)); + } + while (j < b.size()) { + result.add(b.get(j++)); + } + return result; + } + + public static class FrequencyCounter { + private final Map counts = new HashMap<>(); + + public void add(T item) { + counts.merge(item, 1, Integer::sum); + } + + public int getCount(T item) { + return counts.getOrDefault(item, 0); + } + + public T mostFrequent() { + return counts.entrySet().stream() + .max(Map.Entry.comparingByValue()) + .map(Map.Entry::getKey) + .orElse(null); + } + } +} diff --git a/java/src/main/java/com/optimizeme/StringProcessor.java b/java/src/main/java/com/optimizeme/StringProcessor.java new file mode 100644 index 0000000..f578fd6 --- /dev/null +++ b/java/src/main/java/com/optimizeme/StringProcessor.java @@ -0,0 +1,53 @@ +package com.optimizeme; + +public class StringProcessor { + + public static String reverseWords(String sentence) { + if (sentence == null) { + return null; + } + if (sentence.isEmpty()) { + return ""; + } + String[] words = sentence.trim().split("\\s+"); + StringBuilder sb = new StringBuilder(); + for (int i = words.length - 1; i >= 0; i--) { + sb.append(words[i]); + if (i > 0) { + sb.append(" "); + } + } + return sb.toString(); + } + + public static int countVowels(String text) { + if (text == null) { + return 0; + } + int count = 0; + for (char c : text.toCharArray()) { + char lower = Character.toLowerCase(c); + if (lower == 'a' || lower == 'e' || lower == 'i' || lower == 'o' || lower == 'u') { + count++; + } + } + return count; + } + + public static boolean isPalindrome(String text) { + if (text == null) { + return false; + } + String cleaned = text.toLowerCase().replaceAll("[^a-z0-9]", ""); + int left = 0; + int right = cleaned.length() - 1; + while (left < right) { + if (cleaned.charAt(left) != cleaned.charAt(right)) { + return false; + } + left++; + right--; + } + return true; + } +} diff --git a/java/src/test/java/com/optimizeme/CollectionUtilsTest.java b/java/src/test/java/com/optimizeme/CollectionUtilsTest.java new file mode 100644 index 0000000..56f9c30 --- /dev/null +++ b/java/src/test/java/com/optimizeme/CollectionUtilsTest.java @@ -0,0 +1,39 @@ +package com.optimizeme; + +import org.junit.Test; + +import java.util.Arrays; +import java.util.Collections; +import java.util.List; + +import static org.junit.Assert.assertEquals; + +public class CollectionUtilsTest { + + @Test + public void testMergeSortedIntegers() { + List a = Arrays.asList(1, 3, 5); + List b = Arrays.asList(2, 4, 6); + List expected = Arrays.asList(1, 2, 3, 4, 5, 6); + assertEquals(expected, CollectionUtils.mergeSorted(a, b)); + } + + @Test + public void testMergeSortedEmptyList() { + List a = Collections.emptyList(); + List b = Arrays.asList(1, 2, 3); + List expected = Arrays.asList(1, 2, 3); + assertEquals(expected, CollectionUtils.mergeSorted(a, b)); + } + + @Test + public void testFrequencyCounterBasic() { + CollectionUtils.FrequencyCounter counter = new CollectionUtils.FrequencyCounter<>(); + counter.add("a"); + counter.add("a"); + counter.add("a"); + counter.add("b"); + assertEquals(3, counter.getCount("a")); + assertEquals("a", counter.mostFrequent()); + } +} diff --git a/java/src/test/java/com/optimizeme/StringProcessorTest.java b/java/src/test/java/com/optimizeme/StringProcessorTest.java new file mode 100644 index 0000000..43b9ec9 --- /dev/null +++ b/java/src/test/java/com/optimizeme/StringProcessorTest.java @@ -0,0 +1,30 @@ +package com.optimizeme; + +import org.junit.Test; + +import static org.junit.Assert.assertEquals; +import static org.junit.Assert.assertNull; +import static org.junit.Assert.assertTrue; + +public class StringProcessorTest { + + @Test + public void testReverseWords() { + assertEquals("world hello", StringProcessor.reverseWords("hello world")); + } + + @Test + public void testReverseWordsNull() { + assertNull(StringProcessor.reverseWords(null)); + } + + @Test + public void testCountVowels() { + assertEquals(3, StringProcessor.countVowels("Hello World")); + } + + @Test + public void testIsPalindrome() { + assertTrue(StringProcessor.isPalindrome("A man a plan a canal Panama")); + } +} diff --git a/js/.gitignore b/js/.gitignore new file mode 100644 index 0000000..c2658d7 --- /dev/null +++ b/js/.gitignore @@ -0,0 +1 @@ +node_modules/ diff --git a/js/package-lock.json b/js/package-lock.json new file mode 100644 index 0000000..1043175 --- /dev/null +++ b/js/package-lock.json @@ -0,0 +1,1585 @@ +{ + "name": "optimizeme-js", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "optimizeme-js", + "version": "1.0.0", + "devDependencies": { + "vitest": "^3.0.0" + } + }, + "node_modules/@esbuild/aix-ppc64": { + "version": "0.27.4", + "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.27.4.tgz", + "integrity": "sha512-cQPwL2mp2nSmHHJlCyoXgHGhbEPMrEEU5xhkcy3Hs/O7nGZqEpZ2sUtLaL9MORLtDfRvVl2/3PAuEkYZH0Ty8Q==", + "cpu": [ + "ppc64" + ], + 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"testsRoot": "tests" + }, + "devDependencies": { + "vitest": "^3.0.0" + } +} diff --git a/js/src/asyncUtils.js b/js/src/asyncUtils.js new file mode 100644 index 0000000..1bd8a12 --- /dev/null +++ b/js/src/asyncUtils.js @@ -0,0 +1,32 @@ +async function fetchAndTransform(urls, transformer) { + const results = []; + for (const url of urls) { + const response = await fetch(url); + const data = await response.json(); + results.push(transformer(data)); + } + return results; +} + +function debounce(fn, delay) { + let timer = null; + return function(...args) { + clearTimeout(timer); + return new Promise((resolve) => { + timer = setTimeout(() => resolve(fn.apply(this, args)), delay); + }); + }; +} + +function memoize(fn) { + const cache = new Map(); + return function(...args) { + const key = JSON.stringify(args); + if (cache.has(key)) return cache.get(key); + const result = fn.apply(this, args); + cache.set(key, result); + return result; + }; +} + +module.exports = { fetchAndTransform, debounce, memoize }; diff --git a/js/src/dataTransform.ts b/js/src/dataTransform.ts new file mode 100644 index 0000000..d13f91a --- /dev/null +++ b/js/src/dataTransform.ts @@ -0,0 +1,28 @@ +interface Transformer { + transform(input: TInput): TOutput; + name: string; +} + +function pipeline(value: T, ...fns: Array<(arg: T) => T>): T { + return fns.reduce((acc, fn) => fn(acc), value); +} + +function groupBy(items: T[], keyFn: (item: T) => string): Record { + const result: Record = {}; + for (const item of items) { + const key = keyFn(item); + if (!result[key]) result[key] = []; + result[key].push(item); + } + return result; +} + +function chunk(array: T[], size: number): T[][] { + const chunks: T[][] = []; + for (let i = 0; i < array.length; i += size) { + chunks.push(array.slice(i, i + size)); + } + return chunks; +} + +export { Transformer, pipeline, groupBy, chunk }; diff --git a/js/tests/asyncUtils.test.js b/js/tests/asyncUtils.test.js new file mode 100644 index 0000000..52611f2 --- /dev/null +++ b/js/tests/asyncUtils.test.js @@ -0,0 +1,26 @@ +import { describe, it, expect } from 'vitest'; +import { memoize } from '../src/asyncUtils.js'; + +describe('memoize', () => { + it('returns correct result', () => { + const add = (a, b) => a + b; + const memoizedAdd = memoize(add); + expect(memoizedAdd(1, 2)).toBe(3); + }); + + it('returns cached result on repeated call', () => { + let callCount = 0; + const add = (a, b) => { callCount++; return a + b; }; + const memoizedAdd = memoize(add); + memoizedAdd(1, 2); + memoizedAdd(1, 2); + expect(callCount).toBe(1); + }); + + it('computes new result for different args', () => { + const add = (a, b) => a + b; + const memoizedAdd = memoize(add); + expect(memoizedAdd(1, 2)).toBe(3); + expect(memoizedAdd(3, 4)).toBe(7); + }); +}); diff --git a/js/tests/dataTransform.test.ts b/js/tests/dataTransform.test.ts new file mode 100644 index 0000000..790adb9 --- /dev/null +++ b/js/tests/dataTransform.test.ts @@ -0,0 +1,39 @@ +import { describe, it, expect } from 'vitest'; +import { pipeline, groupBy, chunk } from '../src/dataTransform'; + +describe('pipeline', () => { + it('chains functions correctly', () => { + const result = pipeline(5, (x) => x * 2, (x) => x + 1); + expect(result).toBe(11); + }); + + it('returns value unchanged with no functions', () => { + expect(pipeline(42)).toBe(42); + }); +}); + +describe('groupBy', () => { + it('groups items by key function', () => { + const items = [{type: 'a', val: 1}, {type: 'b', val: 2}, {type: 'a', val: 3}]; + const grouped = groupBy(items, item => item.type); + expect(grouped['a']).toHaveLength(2); + expect(grouped['b']).toHaveLength(1); + }); + + it('returns empty object for empty array', () => { + const grouped = groupBy([], () => 'key'); + expect(Object.keys(grouped)).toHaveLength(0); + }); +}); + +describe('chunk', () => { + it('splits array into chunks of given size', () => { + const chunked = chunk([1, 2, 3, 4, 5], 2); + expect(chunked).toEqual([[1, 2], [3, 4], [5]]); + }); + + it('returns single chunk when size >= array length', () => { + const chunked = chunk([1, 2, 3], 5); + expect(chunked).toEqual([[1, 2, 3]]); + }); +}); diff --git a/js/tsconfig.json b/js/tsconfig.json new file mode 100644 index 0000000..8388374 --- /dev/null +++ b/js/tsconfig.json @@ -0,0 +1,11 @@ +{ + "compilerOptions": { + "target": "ES2020", + "module": "commonjs", + "strict": true, + "esModuleInterop": true, + "outDir": "./dist", + "rootDir": "./src" + }, + "include": ["src/**/*"] +} diff --git a/pyproject.toml b/pyproject.toml index fc09781..b8e2eac 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [project] name = "optimize-me" version = "0.1.0" -requires-python = ">=3.9" +requires-python = ">=3.11" dependencies = [ "black>=25.9.0", "codeflash>=0.17.3", diff --git a/src/algorithms/helpers.py b/src/algorithms/helpers.py new file mode 100644 index 0000000..433fff4 --- /dev/null +++ b/src/algorithms/helpers.py @@ -0,0 +1,26 @@ +from __future__ import annotations + + +def is_prime(n: int) -> bool: + """Check if a number is prime.""" + if n < 2: + return False + for i in range(2, n): + if n % i == 0: + return False + return True + + +def get_unique_words(text: str) -> list[str]: + """Return sorted unique words from text, ignoring case.""" + words = text.lower().split() + unique = [] + for word in words: + cleaned = "" + for ch in word: + if ch.isalnum(): + cleaned += ch + if cleaned and cleaned not in unique: + unique.append(cleaned) + unique.sort() + return unique \ No newline at end of file diff --git a/src/algorithms/text_analysis.py b/src/algorithms/text_analysis.py new file mode 100644 index 0000000..907a9d7 --- /dev/null +++ b/src/algorithms/text_analysis.py @@ -0,0 +1,42 @@ +from __future__ import annotations + +from src.algorithms.helpers import get_unique_words, is_prime + + +def analyze_texts(texts: list[str]) -> dict: + word_counts: dict[str, int] = {} + + for text in texts: + unique_words = get_unique_words(text) + all_words = [] + for word in text.lower().split(): + cleaned = "" + for ch in word: + if ch.isalnum(): + cleaned += ch + if cleaned: + all_words.append(cleaned) + + for word in all_words: + if word in unique_words: + if word in word_counts: + word_counts[word] = word_counts[word] + 1 + else: + word_counts[word] = 1 + + prime_count_words = [] + for word, count in word_counts.items(): + if is_prime(count): + prime_count_words.append(word) + prime_count_words.sort() + + sorted_words = sorted(word_counts.items(), key=lambda x: x[1], reverse=True) + top_words = [] + for i in range(min(10, len(sorted_words))): + top_words.append(sorted_words[i]) + + return { + "word_counts": word_counts, + "prime_count_words": prime_count_words, + "top_words": top_words, + } \ No newline at end of file diff --git a/tests/test_text_analysis.py b/tests/test_text_analysis.py new file mode 100644 index 0000000..69fc0e2 --- /dev/null +++ b/tests/test_text_analysis.py @@ -0,0 +1,34 @@ +from src.algorithms.text_analysis import analyze_texts + + +def test_analyze_texts_basic() -> None: + texts = [ + "The quick brown fox jumps over the lazy dog", + "The quick brown fox is very quick", + "A lazy dog sleeps all day", + ] + result = analyze_texts(texts) + + assert result["word_counts"]["the"] == 3 + assert result["word_counts"]["quick"] == 3 + assert result["word_counts"]["fox"] == 2 + assert "quick" in result["prime_count_words"] # 3 is prime + assert "fox" in result["prime_count_words"] # 2 is prime + assert "the" in result["prime_count_words"] # 3 is prime + assert result["top_words"][0][1] >= result["top_words"][1][1] + + +def test_analyze_texts_empty() -> None: + result = analyze_texts([]) + assert result["word_counts"] == {} + assert result["prime_count_words"] == [] + assert result["top_words"] == [] + + +def test_analyze_texts_single_text() -> None: + texts = ["hello world hello world hello"] + result = analyze_texts(texts) + assert result["word_counts"]["hello"] == 3 + 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