3 Commits

Author SHA1 Message Date
Yao You
5f5ff6319f
fix: consider text in cid code as invalid in hi_res (#2259)
This PR addresses
[CORE-2969](https://unstructured-ai.atlassian.net/browse/CORE-2969)
- pdfminer sometimes fail to decode text in an pdf file and returns cid
codes as text
- now those text will be considered invalid and be replaced with ocr
results in `hi_res` mode

## test

This PR adds unit test for the utility functions. In addition the file
below would return elements with text in cid code on main but proper
ascii text with this PR:


[005-CISA-AA22-076-Strengthening-Cybersecurity-p1-p4.pdf](https://github.com/Unstructured-IO/unstructured/files/13662984/005-CISA-AA22-076-Strengthening-Cybersecurity-p1-p4.pdf)

This change improves both cct accuracy and %missing scores:

**before:**
```
metric       average sample_sd population_sd count
--------------------------------------------------
cct-accuracy 0.681   0.267     0.266         105
cct-%missing 0.086   0.159     0.159         105
```

**after:**
```
metric       average sample_sd population_sd count
--------------------------------------------------
cct-accuracy 0.697   0.251     0.250         105
cct-%missing 0.071   0.123     0.122         105
```

[CORE-2969]:
https://unstructured-ai.atlassian.net/browse/CORE-2969?atlOrigin=eyJpIjoiNWRkNTljNzYxNjVmNDY3MDlhMDU5Y2ZhYzA5YTRkZjUiLCJwIjoiZ2l0aHViLWNvbS1KU1cifQ

---------

Co-authored-by: ryannikolaidis <1208590+ryannikolaidis@users.noreply.github.com>
Co-authored-by: badGarnet <badGarnet@users.noreply.github.com>
Co-authored-by: christinestraub <christinemstraub@gmail.com>
2023-12-14 06:49:23 +00:00
Christine Straub
da7ac625b1
Feat: save tables in PDF's as images (#2229)
closes #2222.

### Summary
The "table" elements are saved as `table-<pageN>-<tableN>.jpg`. This
filename is presented in the `image_path` metadata field for the Table
element. The default would be to not do this.

### Testing
PDF: [124_PDFsam_Basel III - Finalising post-crisis
reforms.pdf](https://github.com/Unstructured-IO/unstructured/files/13591714/124_PDFsam_Basel.III.-.Finalising.post-crisis.reforms.pdf)

```
elements = partition_pdf(
    filename="124_PDFsam_Basel III - Finalising post-crisis reforms.pdf",
    strategy="hi_res",
    infer_table_structure=True,
    extract_element_types=['Table'],
)
```
2023-12-11 19:14:41 +00:00
Christine Straub
ed76b11b1a
Refactor: support image extraction (#2201)
### Summary
This PR is the second part of the "image extraction" refactor to move it
from unstructured-inference repo to unstructured repo, the first part is
done in
https://github.com/Unstructured-IO/unstructured-inference/pull/299. This
PR adds logic to support extracting images.

### Testing

`git clone -b refactor/remove_image_extraction_code --single-branch
https://github.com/Unstructured-IO/unstructured-inference.git && cd
unstructured-inference && pip install -e . && cd ../`

```
elements = partition_pdf(
        filename="example-docs/embedded-images.pdf",
        strategy="hi_res",
        extract_images_in_pdf=True,
    )

print("\n\n".join([str(el) for el in elements]))
```
2023-12-05 18:22:29 +00:00