The llamaindex cli package (#10723)

* llamaindex cli package

* BUILD to pass tests

* generate pants BUILD files

* add skip tests

* use llamaindex-cli name

* CHANGELOG

llama-index-cli/.gitignore

+llama_index/_static
+.DS_Store
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+bin/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+etc/
+include/
+lib/
+lib64/
+parts/
+sdist/
+share/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+.ruff_cache
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+notebooks/
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+pyvenv.cfg
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Jetbrains
+.idea
+modules/
+*.swp
+
+# VsCode
+.vscode
+
+# pipenv
+Pipfile
+Pipfile.lock
+
+# pyright
+pyrightconfig.json

llama-index-cli/BUILD

+python_sources()
+
+poetry_requirements(
+    name="poetry",
+)

llama-index-cli/CHANGELOG.MD

+# CHANGELOG
+
+## [0.1.0] - 2024-02-15
+
+- Initial release of cli (ripped out from core)

llama-index-cli/Makefile

+GIT_ROOT ?= $(shell git rev-parse --show-toplevel)
+
+help:	## Show all Makefile targets.
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}'
+
+format:	## Run code autoformatters (black).
+	pre-commit install
+	git ls-files | xargs pre-commit run black --files
+
+lint:	## Run linters: pre-commit (black, ruff, codespell) and mypy
+	pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files
+
+test:	## Run tests via pytest.
+	pytest tests
+
+watch-docs:	## Build and watch documentation.
+	sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/

llama-index-cli/README.md

+# LlamaIndex CLI
+
+## Installation
+
+```sh
+pip install llama-index-cli
+```
+
+## Usage
+
+```sh
+llamaindex -h
+
+usage: llamaindex [-h] {rag,download-llamapack,download-llamadataset,upgrade,upgrade-file,new-package} ...
+
+LlamaIndex CLI tool.
+
+options:
+  -h, --help            show this help message and exit
+
+commands:
+  {rag,download-llamapack,download-llamadataset,upgrade,upgrade-file,new-package}
+    rag                 Ask a question to a document / a directory of documents.
+    download-llamapack  Download a llama-pack
+    download-llamadataset
+                        Download a llama-dataset
+    upgrade             Upgrade a directory containing notebooks or python files.
+    upgrade-file        Upgrade a single notebook or python file.
+    new-package         Initialize a new llama-index package
+```

llama-index-cli/llama_index/cli/BUILD

+python_sources()

llama-index-cli/llama_index/cli/command_line.py

+import argparse
+from typing import Any, Optional
+
+from llama_index.cli.rag.base import RagCLI, default_ragcli_persist_dir
+from llama_index.cli.upgrade.base import upgrade_dir, upgrade_file
+from llama_index.cli.new_package.base import init_new_package
+from llama_index.core.ingestion import IngestionCache, IngestionPipeline
+from llama_index.core.llama_dataset.download import (
+    LLAMA_DATASETS_LFS_URL,
+    LLAMA_DATASETS_SOURCE_FILES_GITHUB_TREE_URL,
+    LLAMA_HUB_URL,
+    download_llama_dataset,
+)
+from llama_index.core.llama_pack.download import (
+    LLAMA_PACKS_CONTENTS_URL,
+    download_llama_pack,
+)
+from llama_index.core.storage.docstore import SimpleDocumentStore
+from llama_index.core.text_splitter import SentenceSplitter
+
+
+def handle_init_package(
+    name: str, kind: str, prefix: Optional[str] = None, **kwargs: Any
+):
+    init_new_package(integration_name=name, integration_type=kind, prefix=prefix)
+    print(f"Successfully initialized package")
+
+
+def handle_download_llama_pack(
+    llama_pack_class: Optional[str] = None,
+    download_dir: Optional[str] = None,
+    llama_pack_url: str = LLAMA_PACKS_CONTENTS_URL,
+    **kwargs: Any,
+) -> None:
+    assert llama_pack_class is not None
+    assert download_dir is not None
+
+    download_llama_pack(
+        llama_pack_class=llama_pack_class,
+        download_dir=download_dir or "./custom_llama_pack",
+        llama_pack_url=llama_pack_url,
+    )
+    print(f"Successfully downloaded {llama_pack_class} to {download_dir}")
+
+
+def handle_download_llama_dataset(
+    llama_dataset_class: Optional[str] = None,
+    download_dir: Optional[str] = None,
+    llama_hub_url: str = LLAMA_HUB_URL,
+    llama_datasets_lfs_url: str = LLAMA_DATASETS_LFS_URL,
+    llama_datasets_source_files_tree_url: str = LLAMA_DATASETS_SOURCE_FILES_GITHUB_TREE_URL,
+    **kwargs: Any,
+) -> None:
+    assert llama_dataset_class is not None
+    assert download_dir is not None
+
+    download_llama_dataset(
+        llama_dataset_class=llama_dataset_class,
+        download_dir=download_dir,
+        llama_hub_url=llama_hub_url,
+        llama_datasets_lfs_url=llama_datasets_lfs_url,
+        llama_datasets_source_files_tree_url=llama_datasets_source_files_tree_url,
+        show_progress=True,
+        load_documents=False,
+    )
+
+    print(f"Successfully downloaded {llama_dataset_class} to {download_dir}")
+
+
+def default_rag_cli() -> RagCLI:
+    import chromadb  # pants: no-infer-dep
+    from llama_index.embeddings.openai import OpenAIEmbedding  # pants: no-infer-dep
+    from llama_index.vector_stores.chroma import (
+        ChromaVectorStore,
+    )  # pants: no-infer-dep
+
+    persist_dir = default_ragcli_persist_dir()
+    chroma_client = chromadb.PersistentClient(path=persist_dir)
+    chroma_collection = chroma_client.create_collection("default", get_or_create=True)
+    vector_store = ChromaVectorStore(
+        chroma_collection=chroma_collection, persist_dir=persist_dir
+    )
+    docstore = SimpleDocumentStore()
+
+    ingestion_pipeline = IngestionPipeline(
+        transformations=[SentenceSplitter(), OpenAIEmbedding()],
+        vector_store=vector_store,
+        docstore=docstore,
+        cache=IngestionCache(),
+    )
+    try:
+        from llama_index.embeddings.openai import OpenAIEmbedding  # pants: no-infer-dep
+    except ImportError:
+        OpenAIEmbedding = None
+
+    try:
+        import chromadb
+
+        from llama_index.vector_stores.chroma import (
+            ChromaVectorStore,
+        )
+    except ImportError:
+        ChromaVectorStore = None
+
+    if OpenAIEmbedding and ChromaVectorStore:
+        persist_dir = default_ragcli_persist_dir()
+        chroma_client = chromadb.PersistentClient(path=persist_dir)
+        chroma_collection = chroma_client.create_collection(
+            "default", get_or_create=True
+        )
+        vector_store = ChromaVectorStore(
+            chroma_collection=chroma_collection, persist_dir=persist_dir
+        )
+        docstore = SimpleDocumentStore()
+
+        ingestion_pipeline = IngestionPipeline(
+            transformations=[SentenceSplitter(), OpenAIEmbedding()],
+            vector_store=vector_store,
+            docstore=docstore,
+            cache=IngestionCache(),
+        )
+        try:
+            ingestion_pipeline.load(persist_dir=persist_dir)
+        except FileNotFoundError:
+            pass
+
+        return RagCLI(
+            ingestion_pipeline=ingestion_pipeline,
+            verbose=False,
+            persist_dir=persist_dir,
+        )
+    else:
+        print(
+            "Default RagCLI was not built. There are packages missing. Please"
+            " install required dependencies by running "
+            "`pip install llama-index-embeddings-openai llama-index-llms-openai chromadb llama-index-vector-stores-chroma`"
+        )
+        return None
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="LlamaIndex CLI tool.")
+
+    # Subparsers for the main commands
+    subparsers = parser.add_subparsers(title="commands", dest="command", required=True)
+
+    # llama rag command
+    llamarag_parser = subparsers.add_parser(
+        "rag", help="Ask a question to a document or a directory of documents."
+    )
+    RagCLI.add_parser_args(llamarag_parser, default_rag_cli)
+
+    # download llamapacks command
+    llamapack_parser = subparsers.add_parser(
+        "download-llamapack", help="Download a llama-pack"
+    )
+    llamapack_parser.add_argument(
+        "llama_pack_class",
+        type=str,
+        help=(
+            "The name of the llama-pack class you want to download, "
+            "such as `GmailOpenAIAgentPack`."
+        ),
+    )
+    llamapack_parser.add_argument(
+        "-d",
+        "--download-dir",
+        type=str,
+        default="./llama_packs",
+        help="Custom dirpath to download the pack into.",
+    )
+    llamapack_parser.add_argument(
+        "--llama-hub-url",
+        type=str,
+        default=LLAMA_HUB_URL,
+        help="URL to llama hub.",
+    )
+    llamapack_parser.set_defaults(
+        func=lambda args: handle_download_llama_pack(**vars(args))
+    )
+
+    # download llamadatasets command
+    llamadataset_parser = subparsers.add_parser(
+        "download-llamadataset", help="Download a llama-dataset"
+    )
+    llamadataset_parser.add_argument(
+        "llama_dataset_class",
+        type=str,
+        help=(
+            "The name of the llama-dataset class you want to download, "
+            "such as `PaulGrahamEssayDataset`."
+        ),
+    )
+    llamadataset_parser.add_argument(
+        "-d",
+        "--download-dir",
+        type=str,
+        default="./llama_datasets",
+        help="Custom dirpath to download the pack into.",
+    )
+    llamadataset_parser.add_argument(
+        "--llama-hub-url",
+        type=str,
+        default=LLAMA_HUB_URL,
+        help="URL to llama hub.",
+    )
+    llamadataset_parser.add_argument(
+        "--llama-datasets-lfs-url",
+        type=str,
+        default=LLAMA_DATASETS_LFS_URL,
+        help="URL to llama datasets.",
+    )
+    llamadataset_parser.set_defaults(
+        func=lambda args: handle_download_llama_dataset(**vars(args))
+    )
+
+    # Upgrade command
+    upgrade_parser = subparsers.add_parser(
+        "upgrade", help="Upgrade a directory containing notebooks or python files."
+    )
+    upgrade_parser.add_argument(
+        "directory",
+        type=str,
+        help="The directory to upgrade. Will run on only .ipynb or .py files.",
+    )
+    upgrade_parser.set_defaults(func=lambda args: upgrade_dir(args.directory))
+
+    # Upgrade command
+    upgrade_file_parser = subparsers.add_parser(
+        "upgrade-file", help="Upgrade a single notebook or python file."
+    )
+    upgrade_file_parser.add_argument(
+        "path",
+        type=str,
+        help="The directory to upgrade. Will run on only .ipynb or .py files.",
+    )
+    upgrade_file_parser.set_defaults(func=lambda args: upgrade_file(args.path))
+
+    # init package command
+    new_package_parser = subparsers.add_parser(
+        "new-package", help="Initialize a new llama-index package"
+    )
+    new_package_parser.add_argument(
+        "-k",
+        "--kind",
+        type=str,
+        help="Kind of package, e.g., llm, embedding, pack, etc.",
+    )
+    new_package_parser.add_argument(
+        "-n",
+        "--name",
+        type=str,
+        help="Name of python package",
+    )
+    new_package_parser.add_argument(
+        "-p",
+        "--prefix",
+        type=str,
+        required=False,
+        help="Name of prefix package",
+    )
+    new_package_parser.set_defaults(func=lambda args: handle_init_package(**vars(args)))
+
+    # Parse the command-line arguments
+    args = parser.parse_args()
+
+    # Call the appropriate function based on the command
+    args.func(args)
+
+
+if __name__ == "__main__":
+    main()

llama-index-cli/llama_index/cli/new_package/BUILD

+python_sources()

llama-index-cli/llama_index/cli/new_package/base.py

+import os
+import shutil
+from pathlib import Path
+from llama_index.cli.new_package.templates import (
+    pyproject_str,
+    readme_str,
+    init_str,
+    init_with_prefix_str,
+)
+from typing import Optional
+
+
+def _create_init_file(dir: str):
+    # create __init__.py
+    Path(dir + "/__init__.py").touch()
+
+
+def _create_test_file(filename: str):
+    Path(filename).touch()
+
+
+def _makedirs(dir: str):
+    try:
+        os.makedirs(dir)
+    except FileExistsError as e:
+        pass
+
+
+def init_new_package(
+    integration_type: str,
+    integration_name: str,
+    prefix: Optional[str] = None,
+):
+    # create new directory, works in current directory
+    pkg_name = (
+        f"llama-index-{integration_type}-{integration_name}".replace(" ", "-")
+        .replace("_", "-")
+        .lower()
+        if prefix is None
+        else f"llama-index-{prefix}-{integration_type}-{integration_name}".replace(
+            " ", "-"
+        )
+        .replace("_", "-")
+        .lower()
+    )
+    pkg_path = os.path.join(os.getcwd(), pkg_name)
+    tests_path = os.path.join(pkg_path, "tests")
+    examples_path = os.path.join(pkg_path, "examples")
+    pkg_src_dir = os.path.join(
+        pkg_path,
+        (
+            f"llama_index/{integration_type}/{integration_name}".replace(
+                " ", "_"
+            ).lower()
+            if prefix is None
+            else f"llama_index/{prefix}/{integration_type}/{integration_name}".replace(
+                " ", "_"
+            ).lower()
+        ),
+    )
+
+    # make dirs
+    _makedirs(pkg_path)
+    _makedirs(tests_path)
+    _makedirs(examples_path)
+    _makedirs(pkg_src_dir)
+
+    # create init files
+    _create_init_file(tests_path)
+    with open(pkg_src_dir + "/__init__.py", "w") as f:
+        init_string = (
+            init_str.format(
+                TYPE=integration_type.replace(" ", "_").lower(),
+                NAME=integration_name.replace(" ", "_").lower(),
+            )
+            if prefix is None
+            else init_with_prefix_str.format(
+                TYPE=integration_type.replace(" ", "-").lower(),
+                NAME=integration_name.replace(" ", "-").lower(),
+                PREFIX=prefix.replace(" ", "_").lower(),
+            )
+        )
+        f.write(init_string)
+
+    # create pyproject.toml
+    with open(pkg_path + "/pyproject.toml", "w") as f:
+        f.write(
+            pyproject_str.format(
+                PACKAGE_NAME=pkg_name,
+                TYPE=integration_type.lower(),
+                NAME=integration_name.lower(),
+            )
+        )
+
+    # create readme
+    with open(pkg_path + "/README.md", "w") as f:
+        f.write(
+            readme_str.format(
+                PACKAGE_NAME=pkg_name,
+                TYPE=integration_type.lower().title(),
+                NAME=integration_name.lower().title(),
+            )
+        )
+
+    # create an empty test file
+    test_file_name = tests_path + (
+        f"/test_{integration_type}_{integration_name}.py".replace(" ", "_").lower()
+        if prefix is None
+        else f"/test_{prefix}_{integration_type}_{integration_name}.py".replace(
+            " ", "_"
+        ).lower()
+    )
+    _create_test_file(test_file_name)
+
+    # copy common files to folders
+    script_path = Path(__file__).parent.resolve()
+    common_path = os.path.join(script_path, "common")
+    shutil.copyfile(common_path + "/.gitignore", pkg_path + "/.gitignore")
+    shutil.copyfile(common_path + "/Makefile", pkg_path + "/Makefile")
+    shutil.copyfile(common_path + "/BUILD", pkg_path + "/BUILD")

llama-index-cli/llama_index/cli/new_package/common/.gitignore

+llama_index/_static
+.DS_Store
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+bin/
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+etc/
+include/
+lib/
+lib64/
+parts/
+sdist/
+share/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+.ruff_cache
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+notebooks/
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+pyvenv.cfg
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# Jetbrains
+.idea
+modules/
+*.swp
+
+# VsCode
+.vscode
+
+# pipenv
+Pipfile
+Pipfile.lock
+
+# pyright
+pyrightconfig.json

llama-index-cli/llama_index/cli/new_package/common/BUILD

+python_sources()

llama-index-cli/llama_index/cli/new_package/common/Makefile

+GIT_ROOT ?= $(shell git rev-parse --show-toplevel)
+
+help:	## Show all Makefile targets.
+	@grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}'
+
+format:	## Run code autoformatters (black).
+	pre-commit install
+	git ls-files | xargs pre-commit run black --files
+
+lint:	## Run linters: pre-commit (black, ruff, codespell) and mypy
+	pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files
+
+test:	## Run tests via pytest.
+	pytest tests
+
+watch-docs:	## Build and watch documentation.
+	sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/

llama-index-cli/llama_index/cli/new_package/templates/BUILD

+python_sources()

llama-index-cli/llama_index/cli/new_package/templates/__init__.py

+from llama_index.cli.new_package.templates.pyproject import pyproject_str
+from llama_index.cli.new_package.templates.readme import readme_str
+from llama_index.cli.new_package.templates.init import (
+    init_str,
+    init_with_prefix_str,
+)
+
+__all__ = ["pyproject_str", "readme_str", "init_str", "init_with_prefix_str"]

llama-index-cli/llama_index/cli/new_package/templates/init.py

+init_str = """from llama_index.{TYPE}.{NAME}.base import <FILL>
+
+
+__all__ = ["<FILL>"]
+"""
+
+init_with_prefix_str = """from llama_index.{PREFIX}.{TYPE}.{NAME}.base import <FILL>
+
+
+__all__ = ["<FILL>"]
+"""

llama-index-cli/llama_index/cli/new_package/templates/pyproject.py

+pyproject_str = """[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.codespell]
+check-filenames = true
+check-hidden = true
+# Feel free to un-skip examples, and experimental, you will just need to
+# work through many typos (--write-changes and --interactive will help)
+skip = "*.csv,*.html,*.json,*.jsonl,*.pdf,*.txt,*.ipynb"
+
+[tool.mypy]
+disallow_untyped_defs = true
+# Remove venv skip when integrated with pre-commit
+exclude = ["_static", "build", "examples", "notebooks", "venv"]
+ignore_missing_imports = true
+python_version = "3.8"
+
+[tool.poetry]
+name = "{PACKAGE_NAME}"
+version = "0.1.0"
+description = "llama-index {TYPE} {NAME} integration"
+authors = ["Your Name <you@example.com>"]
+license = "MIT"
+readme = "README.md"
+packages = [{{include = "llama_index/"}}]
+
+[tool.poetry.dependencies]
+python = ">=3.8.1,<4.0"
+llama-index-core = "^0.10.0"
+
+[tool.poetry.group.dev.dependencies]
+black = {{extras = ["jupyter"], version = "<=23.9.1,>=23.7.0"}}
+codespell = {{extras = ["toml"], version = ">=v2.2.6"}}
+ipython = "8.10.0"
+jupyter = "^1.0.0"
+mypy = "0.991"
+pre-commit = "3.2.0"
+pylint = "2.15.10"
+pytest = "7.2.1"
+pytest-mock = "3.11.1"
+ruff = "0.0.292"
+tree-sitter-languages = "^1.8.0"
+types-Deprecated = ">=0.1.0"
+types-PyYAML = "^6.0.12.12"
+types-protobuf = "^4.24.0.4"
+types-redis = "4.5.5.0"
+types-requests = "2.28.11.8" # TODO: unpin when mypy>0.991
+types-setuptools = "67.1.0.0"
+"""

llama-index-cli/llama_index/cli/new_package/templates/readme.py

+readme_str = """# LlamaIndex {TYPE} Integration: {NAME}
+"""

llama-index-cli/llama_index/cli/rag/BUILD

+python_sources()