Simple Directory Reader

The SimpleDirectoryReader is the most commonly used data connector that just works.
Simply pass in a input directory or a list of files.
It will select the best file reader based on the file extensions.

Get Started

If you’re opening this Notebook on colab, you will probably need to install LlamaIndex 🦙.

!pip install llama-index

Requirement already satisfied: llama-index in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (0.10.11)
Requirement already satisfied: llama-index-agent-openai<0.2.0,>=0.1.4 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.4)
Requirement already satisfied: llama-index-cli<0.2.0,>=0.1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.3)
Requirement already satisfied: llama-index-core<0.11.0,>=0.10.11.post1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.10.11.post1)
Requirement already satisfied: llama-index-embeddings-openai<0.2.0,>=0.1.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.5)
Requirement already satisfied: llama-index-indices-managed-llama-cloud<0.2.0,>=0.1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.2)
Requirement already satisfied: llama-index-legacy<0.10.0,>=0.9.48 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.9.48)
Requirement already satisfied: llama-index-llms-openai<0.2.0,>=0.1.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.5)
Requirement already satisfied: llama-index-multi-modal-llms-openai<0.2.0,>=0.1.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.3)
Requirement already satisfied: llama-index-program-openai<0.2.0,>=0.1.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.3)
Requirement already satisfied: llama-index-question-gen-openai<0.2.0,>=0.1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.2)
Requirement already satisfied: llama-index-readers-file<0.2.0,>=0.1.4 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.4)
Requirement already satisfied: llama-index-readers-llama-parse<0.2.0,>=0.1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index) (0.1.2)
Requirement already satisfied: llama-index-vector-stores-chroma<0.2.0,>=0.1.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.1.2)
Requirement already satisfied: PyYAML>=6.0.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (6.0.1)
Requirement already satisfied: SQLAlchemy>=1.4.49 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from SQLAlchemy[asyncio]>=1.4.49->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2.0.27)
Requirement already satisfied: aiohttp<4.0.0,>=3.8.6 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.9.3)
Requirement already satisfied: dataclasses-json in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.6.4)
Requirement already satisfied: deprecated>=1.2.9.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.2.14)
Requirement already satisfied: dirtyjson<2.0.0,>=1.0.8 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.0.8)
Requirement already satisfied: fsspec>=2023.5.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2024.2.0)
Requirement already satisfied: httpx in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.27.0)
Requirement already satisfied: llamaindex-py-client<0.2.0,>=0.1.13 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.1.13)
Requirement already satisfied: nest-asyncio<2.0.0,>=1.5.8 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.6.0)
Requirement already satisfied: networkx>=3.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.1)
Requirement already satisfied: nltk<4.0.0,>=3.8.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.8.1)
Requirement already satisfied: numpy in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.24.4)
Requirement already satisfied: openai>=1.1.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.12.0)
Requirement already satisfied: pandas in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2.0.3)
Requirement already satisfied: pillow>=9.0.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (10.2.0)
Requirement already satisfied: requests>=2.31.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2.31.0)
Requirement already satisfied: tenacity<9.0.0,>=8.2.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (8.2.3)
Requirement already satisfied: tiktoken>=0.3.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.6.0)
Requirement already satisfied: tqdm<5.0.0,>=4.66.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (4.66.2)
Requirement already satisfied: typing-extensions>=4.5.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (4.9.0)
Requirement already satisfied: typing-inspect>=0.8.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.9.0)
Requirement already satisfied: beautifulsoup4<5.0.0,>=4.12.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (4.12.3)
Requirement already satisfied: bs4<0.0.3,>=0.0.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (0.0.2)
Requirement already satisfied: pymupdf<2.0.0,>=1.23.21 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (1.23.25)
Requirement already satisfied: pypdf<5.0.0,>=4.0.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (4.0.2)
Requirement already satisfied: llama-parse<0.4.0,>=0.3.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-readers-llama-parse<0.2.0,>=0.1.2->llama-index) (0.3.4)
Requirement already satisfied: aiosignal>=1.1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.6->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.3.1)
Requirement already satisfied: attrs>=17.3.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.6->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (23.2.0)
Requirement already satisfied: frozenlist>=1.1.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.6->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.4.1)
Requirement already satisfied: multidict<7.0,>=4.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.6->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (6.0.5)
Requirement already satisfied: yarl<2.0,>=1.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from aiohttp<4.0.0,>=3.8.6->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.9.4)
Requirement already satisfied: soupsieve>1.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from beautifulsoup4<5.0.0,>=4.12.3->llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (2.5)
Requirement already satisfied: wrapt<2,>=1.10 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from deprecated>=1.2.9.3->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.16.0)
Requirement already satisfied: chromadb<0.5.0,>=0.4.22 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.4.22)
Requirement already satisfied: onnxruntime<2.0.0,>=1.17.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.17.0)
Requirement already satisfied: tokenizers<0.16.0,>=0.15.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.15.2)
Requirement already satisfied: pydantic>=1.10 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from llamaindex-py-client<0.2.0,>=0.1.13->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.10.14)
Requirement already satisfied: anyio in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (4.3.0)
Requirement already satisfied: certifi in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2024.2.2)
Requirement already satisfied: httpcore==1.* in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.0.4)
Requirement already satisfied: idna in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.6)
Requirement already satisfied: sniffio in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.3.0)
Requirement already satisfied: h11<0.15,>=0.13 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from httpcore==1.*->httpx->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (0.14.0)
Requirement already satisfied: click in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from nltk<4.0.0,>=3.8.1->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (8.1.7)
Requirement already satisfied: joblib in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from nltk<4.0.0,>=3.8.1->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.3.2)
Requirement already satisfied: regex>=2021.8.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from nltk<4.0.0,>=3.8.1->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2023.12.25)
Requirement already satisfied: distro<2,>=1.7.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from openai>=1.1.0->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.9.0)
Requirement already satisfied: PyMuPDFb==1.23.22 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from pymupdf<2.0.0,>=1.23.21->llama-index-readers-file<0.2.0,>=0.1.4->llama-index) (1.23.22)
Requirement already satisfied: charset-normalizer<4,>=2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from requests>=2.31.0->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.3.2)
Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from requests>=2.31.0->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2.0.7)
Requirement already satisfied: greenlet!=0.4.17 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from SQLAlchemy[asyncio]>=1.4.49->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.0.3)
Requirement already satisfied: mypy-extensions>=0.3.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from typing-inspect>=0.8.0->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.0.0)
Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from dataclasses-json->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (3.20.2)
Requirement already satisfied: python-dateutil>=2.8.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from pandas->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2.8.2)
Requirement already satisfied: pytz>=2020.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from pandas->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2024.1)
Requirement already satisfied: tzdata>=2022.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from pandas->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (2024.1)
Requirement already satisfied: build>=1.0.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.0.3)
Requirement already satisfied: chroma-hnswlib==0.7.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.7.3)
Requirement already satisfied: fastapi>=0.95.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.109.2)
Requirement already satisfied: uvicorn>=0.18.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.27.1)
Requirement already satisfied: posthog>=2.4.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.4.2)
Requirement already satisfied: pulsar-client>=3.1.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.4.0)
Requirement already satisfied: opentelemetry-api>=1.2.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.22.0)
Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc>=1.2.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.22.0)
Requirement already satisfied: opentelemetry-instrumentation-fastapi>=0.41b0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.43b0)
Requirement already satisfied: opentelemetry-sdk>=1.2.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.22.0)
Requirement already satisfied: pypika>=0.48.9 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.48.9)
Requirement already satisfied: overrides>=7.3.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (7.7.0)
Requirement already satisfied: importlib-resources in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (6.1.1)
Requirement already satisfied: grpcio>=1.58.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.60.1)
Requirement already satisfied: bcrypt>=4.0.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (4.1.2)
Requirement already satisfied: typer>=0.9.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.9.0)
Requirement already satisfied: kubernetes>=28.1.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (29.0.0)
Requirement already satisfied: mmh3>=4.0.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (4.1.0)
Requirement already satisfied: packaging>=17.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from marshmallow<4.0.0,>=3.18.0->dataclasses-json->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (23.2)
Requirement already satisfied: coloredlogs in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (15.0.1)
Requirement already satisfied: flatbuffers in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (23.5.26)
Requirement already satisfied: protobuf in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (4.25.3)
Requirement already satisfied: sympy in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.12)
Requirement already satisfied: six>=1.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas->llama-index-core<0.11.0,>=0.10.11.post1->llama-index) (1.16.0)
Requirement already satisfied: huggingface_hub<1.0,>=0.16.4 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from tokenizers<0.16.0,>=0.15.1->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.20.3)
Requirement already satisfied: pyproject_hooks in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from build>=1.0.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.0.0)
Requirement already satisfied: starlette<0.37.0,>=0.36.3 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from fastapi>=0.95.2->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.36.3)
Requirement already satisfied: filelock in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from huggingface_hub<1.0,>=0.16.4->tokenizers<0.16.0,>=0.15.1->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.13.1)
Requirement already satisfied: google-auth>=1.0.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (2.28.0)
Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.7.0)
Requirement already satisfied: requests-oauthlib in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.3.1)
Requirement already satisfied: oauthlib>=3.2.2 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.2.2)
Requirement already satisfied: importlib-metadata<7.0,>=6.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-api>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (6.11.0)
Requirement already satisfied: backoff<3.0.0,>=1.10.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (2.2.1)
Requirement already satisfied: googleapis-common-protos~=1.52 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.62.0)
Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.22.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.22.0)
Requirement already satisfied: opentelemetry-proto==1.22.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.22.0)
Requirement already satisfied: opentelemetry-instrumentation-asgi==0.43b0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.43b0)
Requirement already satisfied: opentelemetry-instrumentation==0.43b0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.43b0)
Requirement already satisfied: opentelemetry-semantic-conventions==0.43b0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.43b0)
Requirement already satisfied: opentelemetry-util-http==0.43b0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.43b0)
Requirement already satisfied: setuptools>=16.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation==0.43b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (69.1.0)
Requirement already satisfied: asgiref~=3.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from opentelemetry-instrumentation-asgi==0.43b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.7.2)
Requirement already satisfied: monotonic>=1.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from posthog>=2.4.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.6)
Requirement already satisfied: httptools>=0.5.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.6.1)
Requirement already satisfied: python-dotenv>=0.13 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.0.1)
Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.19.0)
Requirement already satisfied: watchfiles>=0.13 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.21.0)
Requirement already satisfied: websockets>=10.4 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from uvicorn[standard]>=0.18.3->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (12.0)
Requirement already satisfied: humanfriendly>=9.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from coloredlogs->onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (10.0)
Requirement already satisfied: mpmath>=0.19 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from sympy->onnxruntime<2.0.0,>=1.17.0->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (1.3.0)
Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (5.3.2)
Requirement already satisfied: pyasn1-modules>=0.2.1 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.3.0)
Requirement already satisfied: rsa<5,>=3.1.4 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (4.9)
Requirement already satisfied: zipp>=0.5 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from importlib-metadata<7.0,>=6.0->opentelemetry-api>=1.2.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (3.17.0)
Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /Users/sourabhdesai/Library/Caches/pypoetry/virtualenvs/llama-index-cXQhuK8v-py3.11/lib/python3.11/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb<0.5.0,>=0.4.22->llama-index-vector-stores-chroma<0.2.0,>=0.1.1->llama-index-cli<0.2.0,>=0.1.2->llama-index) (0.5.1)

[notice] A new release of pip is available: 23.3.2 -> 24.0
[notice] To update, run: pip install --upgrade pip

Download Data

!mkdir -p 'data/paul_graham/'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay1.txt'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay2.txt'
!wget 'https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt' -O 'data/paul_graham/paul_graham_essay3.txt'

--2024-02-24 19:30:28--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8003::154, 2606:50c0:8002::154, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 75042 (73K) [text/plain]
Saving to: ‘data/paul_graham/paul_graham_essay1.txt’

data/paul_graham/pa 100%[===================>]  73.28K  --.-KB/s    in 0.05s   

2024-02-24 19:30:29 (1.42 MB/s) - ‘data/paul_graham/paul_graham_essay1.txt’ saved [75042/75042]

--2024-02-24 19:30:29--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8003::154, 2606:50c0:8002::154, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 75042 (73K) [text/plain]
Saving to: ‘data/paul_graham/paul_graham_essay2.txt’

data/paul_graham/pa 100%[===================>]  73.28K  --.-KB/s    in 0.04s   

2024-02-24 19:30:29 (1.99 MB/s) - ‘data/paul_graham/paul_graham_essay2.txt’ saved [75042/75042]

--2024-02-24 19:30:29--  https://raw.githubusercontent.com/run-llama/llama_index/main/docs/examples/data/paul_graham/paul_graham_essay.txt
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 2606:50c0:8000::154, 2606:50c0:8003::154, 2606:50c0:8002::154, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|2606:50c0:8000::154|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 75042 (73K) [text/plain]
Saving to: ‘data/paul_graham/paul_graham_essay3.txt’

data/paul_graham/pa 100%[===================>]  73.28K  --.-KB/s    in 0.03s   

2024-02-24 19:30:29 (2.55 MB/s) - ‘data/paul_graham/paul_graham_essay3.txt’ saved [75042/75042]

from llama_index.core import SimpleDirectoryReader

Load specific files

reader = SimpleDirectoryReader(
    input_files=["./data/paul_graham/paul_graham_essay1.txt"]
)

docs = reader.load_data()
print(f"Loaded {len(docs)} docs")

Loaded 1 docs

Load all (top-level) files from directory

reader = SimpleDirectoryReader(input_dir="./data/paul_graham/")

docs = reader.load_data()
print(f"Loaded {len(docs)} docs")

Loaded 3 docs

Load all (recursive) files from directory

!mkdir -p 'data/paul_graham/nested'
!echo "This is a nested file" > 'data/paul_graham/nested/nested_file.md'

# only load markdown files
required_exts = [".md"]

reader = SimpleDirectoryReader(
    input_dir="./data",
    required_exts=required_exts,
    recursive=True,
)

docs = reader.load_data()
print(f"Loaded {len(docs)} docs")

Loaded 1 docs

Create an iterator to load files and process them as they load

reader = SimpleDirectoryReader(
    input_dir="./data",
    recursive=True,
)

all_docs = []
for docs in reader.iter_data():
    for doc in docs:
        # do something with the doc
        doc.text = doc.text.upper()
        all_docs.append(doc)

print(len(all_docs))

4

Full Configuration

This is the full list of arguments that can be passed to the SimpleDirectoryReader:

class SimpleDirectoryReader(BaseReader):
    """Simple directory reader.

    Load files from file directory. 
    Automatically select the best file reader given file extensions.


    Args:
        input_dir (str): Path to the directory.
        input_files (List): List of file paths to read
            (Optional; overrides input_dir, exclude)
        exclude (List): glob of python file paths to exclude (Optional)
        exclude_hidden (bool): Whether to exclude hidden files (dotfiles).
        encoding (str): Encoding of the files.
            Default is utf-8.
        errors (str): how encoding and decoding errors are to be handled,
                see https://docs.python.org/3/library/functions.html#open
        recursive (bool): Whether to recursively search in subdirectories.
            False by default.
        filename_as_id (bool): Whether to use the filename as the document id.
            False by default.
        required_exts (Optional[List[str]]): List of required extensions.
            Default is None.
        file_extractor (Optional[Dict[str, BaseReader]]): A mapping of file
            extension to a BaseReader class that specifies how to convert that file
            to text. If not specified, use default from DEFAULT_FILE_READER_CLS.
        num_files_limit (Optional[int]): Maximum number of files to read.
            Default is None.
        file_metadata (Optional[Callable[str, Dict]]): A function that takes
            in a filename and returns a Dict of metadata for the Document.
            Default is None.
"""