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code generation with LLM prompts","maintainers":[{"name":"jeswin","email":"jeswinpk@agilehead.com"}],"readme":"# codespin\n\nCodeSpin.AI Code Generation Tools. Open Source and MIT-licensed.\n\n## Installation\n\nFirst, install Node.JS. Visit [https://nodejs.org/en](https://nodejs.org/en).\nYou need Node 18 or above.\n\nThen, install codespin using:\n\n```sh\nnpm install -g codespin\n```\n\n💡 The easiest way to use codespin is via the CodeSpin.AI vscode plugin.\n\n## Getting Help\n\nTo list all available commands:\n\n```sh\ncodespin help\n```\n\nFor specific help on a command, type `codespin [command] help`.\n\nFor instance:\n\n```sh\ncodespin gen help # or codespin generate help\n```\n\nAlso, check the [Discord Channel](https://discord.gg/mGRbwE7n).\n\n## Usage\n\nSet the `OPENAI_API_KEY` (AND/OR `ANTHROPIC_API_KEY`) environment variable. If you don't have an OpenAI account, register at [https://platform.openai.com/signup](https://platform.openai.com/signup). For Anthropic, register at [https://www.anthropic.com](https://www.anthropic.com).\n\nIf you don't want to get an API key, you may also [use it with ChatGPT](#using-with-chatgpt).\n\nReady to try? The following command generates code for a Hello World app and displays it:\n\n```sh\ncodespin gen --prompt 'Make a python program (in main.py) that prints Hello, World!'\n```\n\nTo save the generated code to a file, use the `--write` (or `-w`) option:\n\n```sh\ncodespin gen --prompt 'Make a python program (in main.py) that prints Hello, World!' --write\n```\n\nSimple, right? That's just the beginning.\n\n### codespin init\n\nMost features of codespin are available only once you initialize your project like this:\n\n```sh\ncodespin init\n```\n\nThis command creates a .codespin directory containing some default templates and configuration files.\nYou may edit these templates as required, but the default template is fairly good.\n\nIn addition, it is also recommended to do a global init, which stores the config files under $HOME/.codespin.\nThe global init also creates openai.json and anthropic.json under $HOME/.codespin where you can save your api keys.\n\n```sh\ncodespin init --global\n```\n\n💡 It is recommeded to store the api keys globally, to avoid accidentally committing the api keys to git.\n\n### codespin generate\n\nUse the `codespin generate` command to produce source code.\nYou may also use the short alias `codespin gen`. The following examples will use `codespin gen`.\n\n#### Generating a single code file\n\nFirst, create a \"prompt file\" to describe the source code. A prompt file is simply a markdown file containing instructions on how to generate the code.\n\nLet's start with something simple.\n\nCreate a file called `main.py.md` as follows:\n\n```markdown\nout: main.py\nincludes:\n\n- main.py\n\nPrint Hello, World!  \nInclude a shebang to make it directly executable.\n```\n\nThen generate the code by calling codespin:\n\n```sh\ncodespin gen main.py.md --write\n```\n\nAlternatively, you could specify the file paths in CLI with `--out` (or `-o` shorthand) and `--include` (or `-o`) instead of using front-matter.\n\n```sh\ncodespin gen main.py.md --out main.py --include main.py --write\n```\n\n#### Generating multiple files\n\nThis is just as simple. Here's an example of how you'd scaffold a new Node.JS blog app:\n\n`blogapp.md`:\n\n```\nCreate a Node.JS application for a blog.\nSplit the code into multiple files for maintainability.\nUse ExpressJS. Use Postgres for the database.\nPlace database code in a different file (a database layer).\n```\n\n#### Include External Files\n\nFor the code generator to better understand the context, you must pass the relevant external files (such as dependencies) with the `--include` (or `-i`) option.\n\nFor example, if `main.py` depends on `dep1.py` and `dep2.py`:\n\n```sh\ncodespin gen main.py.md --out main.py --include main.py --include dep1.py --include dep2.py --write\n```\n\nWith `--include` you can specify wildcards. The following will include all \".py\" files:\n\n```sh\ncodespin gen main.py.md --out main.py -d \"*.py\" --write\n```\n\nYou can also define the `--include`, `--template`, `--parser`, `--model`, and `--max-tokens` parameters in front-matter like this:\n\n```markdown\n---\nmodel: gpt-4o\nmaxTokens: 8000\nout: main.py\nincludes:\n  - dep1.py\n  - dep2.py\n---\n\nGenerate a Python CLI script named index.py that accepts arguments, calls calculate() function in dep1.py and prints their sum with print() in dep2.py.\n```\n\n#### In-place Includes in Prompt Files\n\nIt's quite a common requirement to mention a standard set of rules in all prompt files; such as mentioning coding conventions for a project. The include directive (`codespin:include:<path>`) let's you write common rules in a file, and include them in prompts as needed.\n\nFor example, if you had a `conventions.txt` file:\n\n```\n- Use snake_case for variables\n- Generate extensive comments\n```\n\nYou can include it like this:\n\n```\nGenerate a Python CLI script named index.py that accepts arguments and prints their sum.\n\ncodespin:include:/conventions.txt\n```\n\n#### Spec Files\n\nSpec files are another way to handle coding conventions and other instructions.\n\nA \"spec\" is a template file containing a placeholder \"{prompt}\". The placeholder will be replaced by the prompt supplied (via the prompt file, or the --prompt argument).\n\nFor example, if you have the following spec called `myrules.txt`:\n\n```\n{prompt}\n\nRules:\n- Use snake_case for variables\n- Generate extensive comments\n```\n\nYou can include it like this:\n\n```sh\ncodespin gen main.py.md --spec myrules.txt\n```\n\n#### Executing code in Prompt Files\n\nThe exec directive executes a command and replaces the line with the output of the command.\nThis powerful technique can be used to make your templates smarter.\n\nFor example, if you want to include the diff of a file in your prompt, you could do this:\n\n```\ncodespin:exec:git diff HEAD~1 HEAD -- main.py\n```\n\n#### Regenerating code\n\nThe easiest way to regenerate code (for a single file) is by changing the original prompt to mention just the required modifications.\n\nFor example, if you originally had this in `calculate_area.py.md`:\n\n```markdown\nWrite a function named calculate_area(l, b) which returns l\\*b.\n```\n\nYou could rewrite it as:\n\n```markdown\nChange the function calculate_area to take an additional parameter shape_type (as the first param), and return the correct calculations. The subsequent parameters are dimensions of the shape, and there could be one (for a circle) or more dimensions (for a multi-sided shape).\n```\n\nAnd run the gen command as usual:\n\n```sh\ncodespin gen calculate_area.py.md --out calculate_area.py --include calculate_area.py -w\n```\n\nSometimes you want to ignore the latest modifications while generating code, and use previously committed file contents.\nThe include parameter (both as a CLI arg and in frontmatter) understands git revisions.\n\nYou can do that by specifying the version like this.\n\n```sh\ncodespin gen calculate_area.py.md --out calculate_area.py --include HEAD:calculate_area.py -w\n```\n\nYou can include diffs as well:\n\n```sh\n# Diff a file between two versions\ncodespin gen main.py.md --out main.py --include HEAD~2+HEAD:main.py -w\n```\n\nThere are some convenient shortcuts.\n\n```sh\n# include HEAD:main.py\ncodespin gen main.py.md --out main.py --include :main.py -w\n\n# diff between HEAD and Working Copy\ncodespin gen main.py.md --out main.py --include +:main.py -w\n\n# diff between HEAD~2 and Working Copy\ncodespin gen main.py.md --out main.py --include HEAD~2+:main.py -w\n```\n\nThis command above will ignore the latest edits to main.py and use content from git's HEAD.\n\n#### Options for codespin gen\n\n- `-c, --config <file path>`: Path to a config directory (.codespin).\n- `-e, --exec <script path>`: Execute a command for each generated file.\n- `-i, --include <file path>`: List of files to include in the prompt for additional context. Supports version specifiers and wildcards.\n- `-o, --out <output file path>`: Specify the output file name to generate.\n- `-p, --prompt <some text>`: Specify the prompt directly on the command line.\n- `-t, --template <template name or path>`: Path to the template file.\n- `-w, --write`: Write generated code to source file(s).\n- `--debug`: Enable debug mode. Prints debug messages for every step.\n- `--exclude <file path>`: List of files to exclude from the prompt. Used to override automatically included source files.\n- `--maxTokens <number>`: Maximum number of tokens for generated code.\n- `--model <model name>`: Name of the model to use, such as 'gpt-4o' or 'claude-3-5-haiku-latest'.\n- `--multi <number>`: Maximum number of API calls to make if the output exceeds token limit.\n- `--outDir <dir path>`: Path to directory relative to which files are generated. Defaults to the directory of the prompt file.\n- `--parse`: Whether the LLM response needs to be processed. Defaults to true. Use `--no-parse` to disable parsing.\n- `--parser <path to js file>`: Use a custom script to parse LLM response.\n- `--pp, --printPrompt`: Print the generated prompt to the screen. Does not call the API.\n- `--spec <spec file>`: Specify a spec (prompt template) file.\n- `-a, --templateArgs <argument>`: An argument passed to a custom template. Can pass multiple by repeating `-a`.\n- `--writePrompt <file>`: Write the generated prompt out to the specified path. Does not call the API.\n- `--maxi, --maxInput <bytes>`: Maximum number of input bytes to send to the API.\n- `-h, --help`: Display help.\n\n## Inline Prompting\n\nAs shown earlier, you can specify the prompt directly in the command line:\n\n```sh\ncodespin gen --prompt 'Create a file main.py with a function to add two numbers.'\n```\n\nRemember to use `--write` to save the generated files.\n\n## Custom Templates\n\nA CodeSpin Template is a JS file (an ES6 Module) exporting a default function with the following signature:\n\n```ts\n// The templating function that generates the LLM prompt.\nexport default async function generate(\n  args: TemplateArgs,\n  config: CodeSpinConfig\n): Promise<TemplateResult> {\n  // Return the prompt to send to the LLM.\n}\n```\n\nwhere TemplateResult and TemplateArgs are defined as:\n\n```ts\n// Output of the template\nexport type TemplateResult = {\n  // The generated prompt\n  prompt: string;\n\n  // Defaults to \"file-block\", and that's the only available option.\n  responseParser?: \"file-block\";\n};\n\n// Arguments to the templating function\nexport type TemplateArgs = {\n  prompt: string;\n  promptWithLineNumbers: string;\n  includes: VersionedFileInfo[];\n  generatedFiles: FileContent[];\n  outPath: string | undefined;\n  promptSettings: unknown;\n  customArgs: string[] | undefined;\n  workingDir: string;\n  debug: boolean | undefined;\n};\n\nexport type FileContent = {\n  path: string;\n  content: string;\n};\n\nexport type VersionedFileInfo =\n  | {\n      path: string;\n      type: \"content\";\n      content: string;\n      version: string;\n    }\n  | {\n      path: string;\n      type: \"diff\";\n      diff: string;\n      version1: string | undefined;\n      version2: string | undefined;\n    };\n```\n\nWhen generating code, specify custom templates with the `--template` (or `-t`) option:\n\n```sh\ncodespin gen main.py.md --out main.py --template mypythontemplate.mjs --include main.py -w\n```\n\n💡 Your template should have the extension `mjs` instead of `js`.\n\nOnce you do `codespin init`, you should be able to see example templates under the \"codespin/templates\" directory.\n\nThere are two ways to pass custom args to a custom template:\n\n1. frontMatter in a prompt file goes under `args.promptSettings`\n\n```markdown\n---\nmodel: gpt-4o\nmaxTokens: 8000\nuseJDK: true //custom arg\nout: main.py\n---\n```\n\n2. CLI args can be passed to the template with the `-a` (or `--template-args`) option, and they'll be available in `args.customArgs` as a string array.\n\n```sh\ncodespin gen main.py.md \\\n  --template mypythontemplate.mjs \\\n  -a useAWS \\\n  -a swagger \\\n  --out main.py \\\n  --include main.py \\\n  --write\n```\n\n## Using with ChatGPT\n\nWhile using codespin with an API key is straightforward, if you don't have one but have access to ChatGPT, there are alternatives.\n\nUse the `--pp` (or `--print-prompt`) option to display the final LLM prompt, or `--write-prompt` to save it to a file:\n\n```sh\n# Display on screen\ncodespin gen something.py.md --print-prompt\n\n# Or save to a file\ncodespin gen something.py.md --write-prompt /path/to/file.txt\n```\n\nCopy and paste the prompt into ChatGPT. Save ChatGPT's response in a file, e.g., `gptresponse.txt`.\n\nThen, use the `codespin parse` command to parse the content:\n\n```sh\n# As always, use --write for writing to the disk\ncodespin parse gptresponse.txt --write\n```\n\n💡 When copying the response from ChatGPT, use the copy icon. Selecting text and copying doesn't retain formatting.\n\n## One more thing - Piping into the LLM!\n\nYou can pipe into codespin with the `codespin go` command:\n\n```sh\nls | codespin go 'Convert to uppercase each line in the following text'\n```\n\n## Contributing\n\nIf you find more effective templates or prompts, please open a Pull Request.\n","readmeFilename":"README.md"}