Commit Graph

5 Commits

Author SHA1 Message Date
Matt Robinson
63aa28e2a6
feat: allow the unstructured kwargs to be passed in to Unstructured document loaders (#1667)
### Summary

Allows users to pass in `**unstructured_kwargs` to Unstructured document
loaders. Implemented with the `strategy` kwargs in mind, but will pass
in other kwargs like `include_page_breaks` as well. The two currently
supported strategies are `"hi_res"`, which is more accurate but takes
longer, and `"fast"`, which processes faster but with lower accuracy.
The `"hi_res"` strategy is the default. For PDFs, if `detectron2` is not
available and the user selects `"hi_res"`, the loader will fallback to
using the `"fast"` strategy.


### Testing

#### Make sure the `strategy` kwarg works

Run the following in iPython to verify that the `"fast"` strategy is
indeed faster.

```python
from langchain.document_loaders import UnstructuredFileLoader

loader = UnstructuredFileLoader("layout-parser-paper-fast.pdf", strategy="fast", mode="elements")
%timeit loader.load()

loader = UnstructuredFileLoader("layout-parser-paper-fast.pdf", mode="elements")
%timeit loader.load()
```

On my system I get:

```python
In [3]: from langchain.document_loaders import UnstructuredFileLoader

In [4]: loader = UnstructuredFileLoader("layout-parser-paper-fast.pdf", strategy="fast", mode="elements")

In [5]: %timeit loader.load()
247 ms ± 369 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)

In [6]: loader = UnstructuredFileLoader("layout-parser-paper-fast.pdf", mode="elements")

In [7]: %timeit loader.load()
2.45 s ± 31 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)
```

#### Make sure older versions of `unstructured` still work

Run `pip install unstructured==0.5.3` and then verify the following runs
without error:

```python
from langchain.document_loaders import UnstructuredFileLoader

loader = UnstructuredFileLoader("layout-parser-paper-fast.pdf",  mode="elements")
loader.load()
```
2023-03-14 18:15:28 -07:00
Matt Robinson
3d5f56a8a1
docs: add quotes to unstructured[local-inference] install instructions (#1208)
### Summary

Corrects the install instruction for local inference to `pip install
"unstructured[local-inference]"`
2023-02-21 08:06:43 -08:00
cragwolfe
05d8969c79
Unstructured example notebook: add a pdf, related deps (#1011)
Updates the Unstructured example notebook with a PDF example. Includes
additional dependencies for PDF processing (and images, etc).
2023-02-12 14:56:48 -08:00
Harrison Chase
0998577dfe
Harrison/unstructured structured (#1004) 2023-02-12 07:36:11 -08:00
Harrison Chase
53d56d7650
Harrison/unstructured support (#903) 2023-02-05 23:02:07 -08:00