├── .github └── workflows │ ├── deploy.yaml │ └── test.yaml ├── .gitignore ├── CHANGELOG.md ├── LICENSE ├── MANIFEST.in ├── README.md ├── llm_ctx ├── __init__.py ├── _modidx.py └── core.py ├── nbs ├── 00_core.ipynb ├── _quarto.yml ├── index.ipynb ├── llms.txt ├── nbdev.yml └── styles.css ├── settings.ini └── setup.py /.github/workflows/deploy.yaml: -------------------------------------------------------------------------------- 1 | name: Deploy to GitHub Pages 2 | 3 | permissions: 4 | contents: write 5 | pages: write 6 | 7 | on: 8 | push: 9 | branches: [ "main", "master" ] 10 | workflow_dispatch: 11 | jobs: 12 | deploy: 13 | runs-on: ubuntu-latest 14 | steps: [uses: fastai/workflows/quarto-ghp@master] 15 | -------------------------------------------------------------------------------- /.github/workflows/test.yaml: -------------------------------------------------------------------------------- 1 | name: CI 2 | on: [workflow_dispatch, pull_request, push] 3 | 4 | jobs: 5 | test: 6 | runs-on: ubuntu-latest 7 | steps: [uses: fastai/workflows/nbdev-ci@master] 8 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | fast*.md 2 | posts/ 3 | .quarto 4 | .sesskey 5 | *.db-* 6 | *.db 7 | .gitattributes 8 | _proc/ 9 | sidebar.yml 10 | Gemfile.lock 11 | token 12 | _docs/ 13 | conda/ 14 | .last_checked 15 | .gitconfig 16 | *.bak 17 | *.log 18 | *~ 19 | ~* 20 | _tmp* 21 | tmp* 22 | tags 23 | 24 | # Byte-compiled / optimized / DLL files 25 | __pycache__/ 26 | *.py[cod] 27 | *$py.class 28 | 29 | # C extensions 30 | *.so 31 | 32 | # Distribution / packaging 33 | .Python 34 | env/ 35 | build/ 36 | develop-eggs/ 37 | dist/ 38 | downloads/ 39 | eggs/ 40 | .eggs/ 41 | lib/ 42 | lib64/ 43 | parts/ 44 | sdist/ 45 | var/ 46 | wheels/ 47 | *.egg-info/ 48 | .installed.cfg 49 | *.egg 50 | 51 | # PyInstaller 52 | # Usually these files are written by a python script from a template 53 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 54 | *.manifest 55 | *.spec 56 | 57 | # Installer logs 58 | pip-log.txt 59 | pip-delete-this-directory.txt 60 | 61 | # Unit test / coverage reports 62 | htmlcov/ 63 | .tox/ 64 | .coverage 65 | .coverage.* 66 | .cache 67 | nosetests.xml 68 | coverage.xml 69 | *.cover 70 | .hypothesis/ 71 | 72 | # Translations 73 | *.mo 74 | *.pot 75 | 76 | # Django stuff: 77 | *.log 78 | local_settings.py 79 | 80 | # Flask stuff: 81 | instance/ 82 | .webassets-cache 83 | 84 | # Scrapy stuff: 85 | .scrapy 86 | 87 | # Sphinx documentation 88 | docs/_build/ 89 | 90 | # PyBuilder 91 | target/ 92 | 93 | # Jupyter Notebook 94 | .ipynb_checkpoints 95 | 96 | # pyenv 97 | .python-version 98 | 99 | # celery beat schedule file 100 | celerybeat-schedule 101 | 102 | # SageMath parsed files 103 | *.sage.py 104 | 105 | # dotenv 106 | .env 107 | 108 | # virtualenv 109 | .venv 110 | venv/ 111 | ENV/ 112 | 113 | # Spyder project settings 114 | .spyderproject 115 | .spyproject 116 | 117 | # Rope project settings 118 | .ropeproject 119 | 120 | # mkdocs documentation 121 | /site 122 | 123 | # mypy 124 | .mypy_cache/ 125 | 126 | .vscode 127 | *.swp 128 | 129 | # osx generated files 130 | .DS_Store 131 | .DS_Store? 132 | .Trashes 133 | ehthumbs.db 134 | Thumbs.db 135 | .idea 136 | 137 | # pytest 138 | .pytest_cache 139 | 140 | # tools/trust-doc-nbs 141 | docs_src/.last_checked 142 | 143 | # symlinks to fastai 144 | docs_src/fastai 145 | tools/fastai 146 | 147 | # link checker 148 | checklink/cookies.txt 149 | 150 | # .gitconfig is now autogenerated 151 | .gitconfig 152 | 153 | _docs 154 | -------------------------------------------------------------------------------- /CHANGELOG.md: -------------------------------------------------------------------------------- 1 | # Release notes 2 | 3 | 4 | 5 | ## 0.0.1 6 | 7 | - Initial version 8 | 9 | 10 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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We also recommend that a 185 | file or class name and description of purpose be included on the 186 | same "printed page" as the copyright notice for easier 187 | identification within third-party archives. 188 | 189 | Copyright 2022, fastai 190 | 191 | Licensed under the Apache License, Version 2.0 (the "License"); 192 | you may not use this file except in compliance with the License. 193 | You may obtain a copy of the License at 194 | 195 | http://www.apache.org/licenses/LICENSE-2.0 196 | 197 | Unless required by applicable law or agreed to in writing, software 198 | distributed under the License is distributed on an "AS IS" BASIS, 199 | WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 200 | See the License for the specific language governing permissions and 201 | limitations under the License. 202 | -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- 1 | include settings.ini 2 | include LICENSE 3 | include CONTRIBUTING.md 4 | include README.md 5 | recursive-exclude * __pycache__ 6 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # llm_ctx 2 | 3 | 4 | 5 | 6 | Given an `llms.txt` file, this provides a CLI and Python API to parse 7 | the file and create an XML context file from it. The input file should 8 | follow this format: 9 | 10 | # FastHTML 11 | 12 | > FastHTML is a python library which brings together Starlette, Uvicorn, HTMX, and fastcore's `FT` "FastTags" into a library for creating server-rendered hypermedia applications. 13 | 14 | ## Docs 15 | 16 | - [Surreal](https://raw.githubusercontent.com/AnswerDotAI/surreal/main/README.md): Tiny jQuery alternative with Locality of Behavior 17 | - [FastHTML quick start](https://docs.fastht.ml/tutorials/quickstart_for_web_devs.html.md): An overview of FastHTML features 18 | 19 | ## Examples 20 | 21 | - [Todo list application](https://raw.githubusercontent.com/AnswerDotAI/fasthtml/main/examples/adv_app.py) 22 | 23 | ## Optional 24 | 25 | - [Starlette docs](https://gist.githubusercontent.com/jph00/809e4a4808d4510be0e3dc9565e9cbd3/raw/9b717589ca44cedc8aaf00b2b8cacef922964c0f/starlette-sml.md): A subset of the Starlette documentation useful for FastHTML development 26 | 27 | ## Install 28 | 29 | ``` sh 30 | pip install llm-ctx 31 | ``` 32 | 33 | ## How to use 34 | 35 | To get help for the CLI: 36 | 37 | ``` sh 38 | llms_txt2ctx -h 39 | ``` 40 | 41 | To convert an `llms.txt` file to XML context and save to `llms.md`: 42 | 43 | ``` sh 44 | llms_txt2ctx llms.txt > llms.md 45 | ``` 46 | 47 | Pass `--optional False` to skip the ‘optional’ section of the input 48 | file. 49 | -------------------------------------------------------------------------------- /llm_ctx/__init__.py: -------------------------------------------------------------------------------- 1 | __version__ = "0.0.2" 2 | from .core import * 3 | -------------------------------------------------------------------------------- /llm_ctx/_modidx.py: -------------------------------------------------------------------------------- 1 | # Autogenerated by nbdev 2 | 3 | d = { 'settings': { 'branch': 'main', 4 | 'doc_baseurl': '/llm-ctx', 5 | 'doc_host': 'https://AnswerDotAI.github.io', 6 | 'git_url': 'https://github.com/AnswerDotAI/llm-ctx', 7 | 'lib_path': 'llm_ctx'}, 8 | 'syms': { 'llm_ctx.core': { 'llm_ctx.core.Doc': ('core.html#doc', 'llm_ctx/core.py'), 9 | 'llm_ctx.core.Section': ('core.html#section', 'llm_ctx/core.py'), 10 | 'llm_ctx.core._parse_links': ('core.html#_parse_links', 'llm_ctx/core.py'), 11 | 'llm_ctx.core.get_sizes': ('core.html#get_sizes', 'llm_ctx/core.py'), 12 | 'llm_ctx.core.llms_txt2ctx': ('core.html#llms_txt2ctx', 'llm_ctx/core.py'), 13 | 'llm_ctx.core.mk_ctx': ('core.html#mk_ctx', 'llm_ctx/core.py'), 14 | 'llm_ctx.core.parse_llm_txt': ('core.html#parse_llm_txt', 'llm_ctx/core.py')}}} 15 | -------------------------------------------------------------------------------- /llm_ctx/core.py: -------------------------------------------------------------------------------- 1 | # AUTOGENERATED! DO NOT EDIT! File to edit: ../nbs/00_core.ipynb. 2 | 3 | # %% auto 0 4 | __all__ = ['Sections', 'Project', 'parse_llm_txt', 'Doc', 'Section', 'mk_ctx', 'get_sizes', 'llms_txt2ctx'] 5 | 6 | # %% ../nbs/00_core.ipynb 2 7 | from fastcore.utils import * 8 | from fastcore.xml import * 9 | from fastcore.script import * 10 | import httpx 11 | 12 | # %% ../nbs/00_core.ipynb 5 13 | def _parse_links(content): 14 | link_pat = r'^\s*-\s*\[(.+?)\]\((.+?)\)(?:\s*:\s*(.*))?$' 15 | return [dict(zip(['title','url','info'], m.groups())) 16 | for m in re.finditer(link_pat, content, re.M)] 17 | 18 | def parse_llm_txt(md): 19 | "Parse fasthtml markdown into structured dict" 20 | title = re.findall(r'^# (.+)$', md, re.M)[0] 21 | summary = re.findall(r'^> (.+)$', md, re.M)[0] 22 | section_pat = r'^## (.+)$' 23 | sec_spl = re.split(section_pat, md, flags=re.MULTILINE)[1:] 24 | sections = {t.strip():_parse_links(c) 25 | for t,c in zip(sec_spl[::2], sec_spl[1::2])} 26 | return dict2obj(dict(title=title.strip(), summary=summary.strip(), sections=sections)) 27 | 28 | # %% ../nbs/00_core.ipynb 12 29 | Sections = partial(ft, 'sections') 30 | Project = partial(ft, 'project') 31 | 32 | # %% ../nbs/00_core.ipynb 13 33 | def Doc(url, **kw): 34 | "Create a `Doc` FT object with the text retrieved from `url` as the child, and `kw` as attrs." 35 | re_comment = re.compile('^$', flags=re.MULTILINE) 36 | txt = [o for o in httpx.get(url).text.splitlines() if not re_comment.search(o)] 37 | return ft('doc', '\n'.join(txt), **kw) 38 | 39 | # %% ../nbs/00_core.ipynb 14 40 | def Section(nm, items): 41 | "Create a `Section` FT object containing a `Doc` object for each child." 42 | return ft(nm, *[Doc(**o) for o in items]) 43 | 44 | # %% ../nbs/00_core.ipynb 15 45 | def mk_ctx(d, optional=True): 46 | "Create a `Project` with a `Section` for each H2 part in `d`, optionally skipping the 'optional' section." 47 | skip = '' if optional else 'Optional' 48 | sections = [Section(k, v) for k,v in d.sections.items() if k!=skip] 49 | return Project(title=d.title, summary=d.summary)(*sections) 50 | 51 | # %% ../nbs/00_core.ipynb 19 52 | def get_sizes(ctx): 53 | return {o.tag:{p.title:len(p.children[0]) for p in o.children} for o in ctx.children} 54 | 55 | # %% ../nbs/00_core.ipynb 22 56 | @call_parse 57 | def llms_txt2ctx( 58 | fname:str, # File name to read 59 | optional:bool_arg=True # Skip 'optional' section? 60 | ): 61 | "Print a `Project` with a `Section` for each H2 part in file read from `fname`, optionally skipping the 'optional' section.." 62 | d = parse_llm_txt(Path(fname).read_text()) 63 | ctx = mk_ctx(d, optional=optional) 64 | print(to_xml(ctx)) 65 | -------------------------------------------------------------------------------- /nbs/00_core.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": null, 6 | "id": "04e76a3b", 7 | "metadata": {}, 8 | "outputs": [], 9 | "source": [ 10 | "#| default_exp core" 11 | ] 12 | }, 13 | { 14 | "cell_type": "markdown", 15 | "id": "b0499d4c", 16 | "metadata": {}, 17 | "source": [ 18 | "# llm_ctx\n", 19 | "> Source code for llm_ctx" 20 | ] 21 | }, 22 | { 23 | "cell_type": "code", 24 | "execution_count": null, 25 | "id": "130e84f2", 26 | "metadata": {}, 27 | "outputs": [], 28 | "source": [ 29 | "#| export\n", 30 | "from fastcore.utils import *\n", 31 | "from fastcore.xml import *\n", 32 | "from fastcore.script import *\n", 33 | "import httpx" 34 | ] 35 | }, 36 | { 37 | "cell_type": "markdown", 38 | "id": "81c3ec89", 39 | "metadata": {}, 40 | "source": [ 41 | "We'll use an `llms.txt` file for FastHTML for our examples." 42 | ] 43 | }, 44 | { 45 | "cell_type": "code", 46 | "execution_count": null, 47 | "id": "e7d9506c", 48 | "metadata": {}, 49 | "outputs": [], 50 | "source": [ 51 | "path = Path('llms.txt')\n", 52 | "txt = path.read_text()" 53 | ] 54 | }, 55 | { 56 | "cell_type": "code", 57 | "execution_count": null, 58 | "id": "eb998194", 59 | "metadata": {}, 60 | "outputs": [], 61 | "source": [ 62 | "#| export\n", 63 | "def _parse_links(content):\n", 64 | " link_pat = r'^\\s*-\\s*\\[(.+?)\\]\\((.+?)\\)(?:\\s*:\\s*(.*))?$'\n", 65 | " return [dict(zip(['title','url','info'], m.groups())) \n", 66 | " for m in re.finditer(link_pat, content, re.M)]\n", 67 | "\n", 68 | "def parse_llm_txt(md):\n", 69 | " \"Parse fasthtml markdown into structured dict\"\n", 70 | " title = re.findall(r'^# (.+)$', md, re.M)[0]\n", 71 | " summary = re.findall(r'^> (.+)$', md, re.M)[0]\n", 72 | " section_pat = r'^## (.+)$'\n", 73 | " sec_spl = re.split(section_pat, md, flags=re.MULTILINE)[1:]\n", 74 | " sections = {t.strip():_parse_links(c)\n", 75 | " for t,c in zip(sec_spl[::2], sec_spl[1::2])}\n", 76 | " return dict2obj(dict(title=title.strip(), summary=summary.strip(), sections=sections))" 77 | ] 78 | }, 79 | { 80 | "cell_type": "markdown", 81 | "id": "ced02e5c", 82 | "metadata": {}, 83 | "source": [ 84 | "The returned `dict` contains the summary and title of the file..." 85 | ] 86 | }, 87 | { 88 | "cell_type": "code", 89 | "execution_count": null, 90 | "id": "58119655", 91 | "metadata": {}, 92 | "outputs": [ 93 | { 94 | "data": { 95 | "text/plain": [ 96 | "('FastHTML',\n", 97 | " 'FastHTML is a python library which brings together Starlette, Uvicorn, HTMX, and fastcore\\'s `FT` \"FastTags\" into a library for creating server-rendered hypermedia applications. The `FastHTML` class itself inherits from `Starlette`, and adds decorator-based routing with many additions, Beforeware, automatic `FT` to HTML rendering, and much more. Although parts of its API are inspired by FastAPI, it is *not* compatible with FastAPI syntax and is not targeted at creating API services. FastHTML includes support for Pico CSS and the fastlite sqlite library, although using both are optional; sqlite can be used directly or via the fastsql library, and any CSS framework can be used. FastHTML is compatible with web components and any vanilla JS library, but not with React, Vue, or Svelte. Support for the Surreal and css-scope-inline libraries are also included, but both are optional.')" 98 | ] 99 | }, 100 | "execution_count": null, 101 | "metadata": {}, 102 | "output_type": "execute_result" 103 | } 104 | ], 105 | "source": [ 106 | "d = parse_llm_txt(txt)\n", 107 | "d.title, d.summary" 108 | ] 109 | }, 110 | { 111 | "cell_type": "markdown", 112 | "id": "183ec528", 113 | "metadata": {}, 114 | "source": [ 115 | "...along with each of the H2-defined sections." 116 | ] 117 | }, 118 | { 119 | "cell_type": "code", 120 | "execution_count": null, 121 | "id": "1be1a3db", 122 | "metadata": {}, 123 | "outputs": [ 124 | { 125 | "data": { 126 | "text/plain": [ 127 | "['Docs', 'Examples', 'Optional']" 128 | ] 129 | }, 130 | "execution_count": null, 131 | "metadata": {}, 132 | "output_type": "execute_result" 133 | } 134 | ], 135 | "source": [ 136 | "list(d.sections)" 137 | ] 138 | }, 139 | { 140 | "cell_type": "markdown", 141 | "id": "6c58f319", 142 | "metadata": {}, 143 | "source": [ 144 | "Each section contains a list of URLs and optional extra info on each one." 145 | ] 146 | }, 147 | { 148 | "cell_type": "code", 149 | "execution_count": null, 150 | "id": "4c86b0dd", 151 | "metadata": {}, 152 | "outputs": [ 153 | { 154 | "data": { 155 | "text/plain": [ 156 | "(#1) [{'title': 'Starlette documentation', 'url': 'https://gist.githubusercontent.com/jph00/809e4a4808d4510be0e3dc9565e9cbd3/raw/9b717589ca44cedc8aaf00b2b8cacef922964c0f/starlette-sml.md', 'info': 'A subset of the Starlette documentation useful for FastHTML development'}]" 157 | ] 158 | }, 159 | "execution_count": null, 160 | "metadata": {}, 161 | "output_type": "execute_result" 162 | } 163 | ], 164 | "source": [ 165 | "d.sections.Optional" 166 | ] 167 | }, 168 | { 169 | "cell_type": "code", 170 | "execution_count": null, 171 | "id": "e4a529a9", 172 | "metadata": {}, 173 | "outputs": [], 174 | "source": [ 175 | "#| export\n", 176 | "Sections = partial(ft, 'sections')\n", 177 | "Project = partial(ft, 'project')" 178 | ] 179 | }, 180 | { 181 | "cell_type": "code", 182 | "execution_count": null, 183 | "id": "f5f184ad", 184 | "metadata": {}, 185 | "outputs": [], 186 | "source": [ 187 | "#| export\n", 188 | "def Doc(url, **kw):\n", 189 | " \"Create a `Doc` FT object with the text retrieved from `url` as the child, and `kw` as attrs.\"\n", 190 | " re_comment = re.compile('^$', flags=re.MULTILINE)\n", 191 | " txt = [o for o in httpx.get(url).text.splitlines() if not re_comment.search(o)]\n", 192 | " return ft('doc', '\\n'.join(txt), **kw)" 193 | ] 194 | }, 195 | { 196 | "cell_type": "code", 197 | "execution_count": null, 198 | "id": "470abbfe", 199 | "metadata": {}, 200 | "outputs": [], 201 | "source": [ 202 | "#| export\n", 203 | "def Section(nm, items):\n", 204 | " \"Create a `Section` FT object containing a `Doc` object for each child.\"\n", 205 | " return ft(nm, *[Doc(**o) for o in items])" 206 | ] 207 | }, 208 | { 209 | "cell_type": "code", 210 | "execution_count": null, 211 | "id": "e9a15def", 212 | "metadata": {}, 213 | "outputs": [], 214 | "source": [ 215 | "#| export\n", 216 | "def mk_ctx(d, optional=True):\n", 217 | " \"Create a `Project` with a `Section` for each H2 part in `d`, optionally skipping the 'optional' section.\"\n", 218 | " skip = '' if optional else 'Optional'\n", 219 | " sections = [Section(k, v) for k,v in d.sections.items() if k!=skip]\n", 220 | " return Project(title=d.title, summary=d.summary)(*sections)" 221 | ] 222 | }, 223 | { 224 | "cell_type": "code", 225 | "execution_count": null, 226 | "id": "2f9598d0", 227 | "metadata": {}, 228 | "outputs": [], 229 | "source": [ 230 | "ctx = mk_ctx(d)" 231 | ] 232 | }, 233 | { 234 | "cell_type": "code", 235 | "execution_count": null, 236 | "id": "c3546156", 237 | "metadata": {}, 238 | "outputs": [ 239 | { 240 | "data": { 241 | "text/plain": [ 242 | "('FastHTML quick start', 'A brief overview of many FastHTML features')" 243 | ] 244 | }, 245 | "execution_count": null, 246 | "metadata": {}, 247 | "output_type": "execute_result" 248 | } 249 | ], 250 | "source": [ 251 | "d0 = ctx.children[0].children[2]\n", 252 | "d0.title,d0.info" 253 | ] 254 | }, 255 | { 256 | "cell_type": "code", 257 | "execution_count": null, 258 | "id": "78b7b83c", 259 | "metadata": {}, 260 | "outputs": [ 261 | { 262 | "data": { 263 | "text/plain": [ 264 | "'# Web Devs Quickstart\\n\\n\\n\\n