# LlamaParse
LlamaParse is an API created by LlamaIndex to efficiently parse and represent files for efficient retrieval and context augmentation using LlamaIndex frameworks.
LlamaParse directly integrates with [LlamaIndex](https://github.com/run-llama/llama_index).
Currently available for **free**. Try it out today!
## Getting Started
First, login and get an api-key from `https://cloud.llamaindex.ai`.
Then, make sure you have the latest LlamaIndex version installed.
**NOTE:** If you are upgrading from v0.9.X, we recommend following our [migration guide](../../../docs/docs/getting_started/v0_10_0_migration.md), as well as uninstalling your previous version first.
```
pip uninstall llama-index # run this if upgrading from v0.9.x or older
pip install -U llama-index --upgrade --no-cache-dir --force-reinstall
```
Lastly, install the package:
`pip install llama-parse`
Now you can run the following to parse your first PDF file:
```python
import nest_asyncio
nest_asyncio.apply()
from llama_parse import LlamaParse
parser = LlamaParse(
api_key="llx-...", # can also be set in your env as LLAMA_CLOUD_API_KEY
result_type="markdown", # "markdown" and "text" are available
verbose=True,
)
# sync
documents = parser.load_data("./my_file.pdf")
# sync batch
documents = parser.load_data(["./my_file1.pdf", "./my_file2.pdf"])
# async
documents = await parser.aload_data("./my_file.pdf")
# async batch
documents = await parser.aload_data(["./my_file1.pdf", "./my_file2.pdf"])
```
## Using with `SimpleDirectoryReader`
You can also integrate the parser as the default PDF loader in `SimpleDirectoryReader`:
```python
import nest_asyncio
nest_asyncio.apply()
from llama_parse import LlamaParse
from llama_index.core import SimpleDirectoryReader
parser = LlamaParse(
api_key="llx-...", # can also be set in your env as LLAMA_CLOUD_API_KEY
result_type="markdown", # "markdown" and "text" are available
verbose=True,
)
file_extractor = {".pdf": parser}
documents = SimpleDirectoryReader(
"./data", file_extractor=file_extractor
).load_data()
```
Full documentation for `SimpleDirectoryReader` can be found on the [LlamaIndex Documentation](https://docs.llamaindex.ai/en/stable/module_guides/loading/simpledirectoryreader.html).
## Examples
Several end-to-end indexing examples can be found in the examples folder
- [Getting Started](https://github.com/run-llama/llama_parse/blob/main/examples/demo_basic.ipynb)
- [Advanced RAG Example](https://github.com/run-llama/llama_parse/blob/main/examples/demo_advanced.ipynb)
- [Raw API Usage](https://github.com/run-llama/llama_parse/blob/main/examples/demo_api.ipynb)
- [JSON MODE](https://github.com/run-llama/llama_parse/blob/main/examples/demo_json.ipynb)
## Terms of Service
See the [Terms of Service Here](https://github.com/run-llama/llama_parse/blob/main/TOS.pdf).
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"description": "# LlamaParse\n\nLlamaParse is an API created by LlamaIndex to efficiently parse and represent files for efficient retrieval and context augmentation using LlamaIndex frameworks.\n\nLlamaParse directly integrates with [LlamaIndex](https://github.com/run-llama/llama_index).\n\nCurrently available for **free**. Try it out today!\n\n## Getting Started\n\nFirst, login and get an api-key from `https://cloud.llamaindex.ai`.\n\nThen, make sure you have the latest LlamaIndex version installed.\n\n**NOTE:** If you are upgrading from v0.9.X, we recommend following our [migration guide](../../../docs/docs/getting_started/v0_10_0_migration.md), as well as uninstalling your previous version first.\n\n```\npip uninstall llama-index # run this if upgrading from v0.9.x or older\npip install -U llama-index --upgrade --no-cache-dir --force-reinstall\n```\n\nLastly, install the package:\n\n`pip install llama-parse`\n\nNow you can run the following to parse your first PDF file:\n\n```python\nimport nest_asyncio\n\nnest_asyncio.apply()\n\nfrom llama_parse import LlamaParse\n\nparser = LlamaParse(\n api_key=\"llx-...\", # can also be set in your env as LLAMA_CLOUD_API_KEY\n result_type=\"markdown\", # \"markdown\" and \"text\" are available\n verbose=True,\n)\n\n# sync\ndocuments = parser.load_data(\"./my_file.pdf\")\n\n# sync batch\ndocuments = parser.load_data([\"./my_file1.pdf\", \"./my_file2.pdf\"])\n\n# async\ndocuments = await parser.aload_data(\"./my_file.pdf\")\n\n# async batch\ndocuments = await parser.aload_data([\"./my_file1.pdf\", \"./my_file2.pdf\"])\n```\n\n## Using with `SimpleDirectoryReader`\n\nYou can also integrate the parser as the default PDF loader in `SimpleDirectoryReader`:\n\n```python\nimport nest_asyncio\n\nnest_asyncio.apply()\n\nfrom llama_parse import LlamaParse\nfrom llama_index.core import SimpleDirectoryReader\n\nparser = LlamaParse(\n api_key=\"llx-...\", # can also be set in your env as LLAMA_CLOUD_API_KEY\n result_type=\"markdown\", # \"markdown\" and \"text\" are available\n verbose=True,\n)\n\nfile_extractor = {\".pdf\": parser}\ndocuments = SimpleDirectoryReader(\n \"./data\", file_extractor=file_extractor\n).load_data()\n```\n\nFull documentation for `SimpleDirectoryReader` can be found on the [LlamaIndex Documentation](https://docs.llamaindex.ai/en/stable/module_guides/loading/simpledirectoryreader.html).\n\n## Examples\n\nSeveral end-to-end indexing examples can be found in the examples folder\n\n- [Getting Started](https://github.com/run-llama/llama_parse/blob/main/examples/demo_basic.ipynb)\n- [Advanced RAG Example](https://github.com/run-llama/llama_parse/blob/main/examples/demo_advanced.ipynb)\n- [Raw API Usage](https://github.com/run-llama/llama_parse/blob/main/examples/demo_api.ipynb)\n- [JSON MODE](https://github.com/run-llama/llama_parse/blob/main/examples/demo_json.ipynb)\n\n## Terms of Service\n\nSee the [Terms of Service Here](https://github.com/run-llama/llama_parse/blob/main/TOS.pdf).\n",
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