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unstructured[patch]: support loading URLs (#26670)
`unstructured.partition.auto.partition` supports a `url` kwarg, but `url` in `UnstructuredLoader.__init__` is reserved for the server URL. Here we add a `web_url` kwarg that is passed to the partition kwargs: ```python self.unstructured_kwargs["url"] = web_url ```
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@ -16,7 +16,7 @@
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"\n",
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"| Class | Package | Local | Serializable | [JS support](https://js.langchain.com/docs/integrations/document_loaders/file_loaders/unstructured/)|\n",
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"| :--- | :--- | :---: | :---: | :---: |\n",
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"| [UnstructuredLoader](https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html) | [langchain_community](https://python.langchain.com/api_reference/unstructured/index.html) | ✅ | ❌ | ✅ | \n",
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"| [UnstructuredLoader](https://python.langchain.com/api_reference/unstructured/document_loaders/langchain_unstructured.document_loaders.UnstructuredLoader.html) | [langchain_unstructured](https://python.langchain.com/api_reference/unstructured/index.html) | ✅ | ❌ | ✅ | \n",
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"### Loader features\n",
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"| Source | Document Lazy Loading | Native Async Support\n",
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"| :---: | :---: | :---: | \n",
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@ -519,6 +519,47 @@
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"print(\"Length of text in the document:\", len(docs[0].page_content))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "3ec3c22d-02cd-498b-921f-b839d1404f32",
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"metadata": {},
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"source": [
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"## Loading web pages\n",
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"\n",
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"`UnstructuredLoader` accepts a `web_url` kwarg when run locally that populates the `url` parameter of the underlying Unstructured [partition](https://docs.unstructured.io/open-source/core-functionality/partitioning). This allows for the parsing of remotely hosted documents, such as HTML web pages.\n",
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"\n",
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"Example usage:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "bf9a8546-659d-4861-bff2-fdf1ad93ac65",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"page_content='Example Domain' metadata={'category_depth': 0, 'languages': ['eng'], 'filetype': 'text/html', 'url': 'https://www.example.com', 'category': 'Title', 'element_id': 'fdaa78d856f9d143aeeed85bf23f58f8'}\n",
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"\n",
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"page_content='This domain is for use in illustrative examples in documents. You may use this domain in literature without prior coordination or asking for permission.' metadata={'languages': ['eng'], 'parent_id': 'fdaa78d856f9d143aeeed85bf23f58f8', 'filetype': 'text/html', 'url': 'https://www.example.com', 'category': 'NarrativeText', 'element_id': '3652b8458b0688639f973fe36253c992'}\n",
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"\n",
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"page_content='More information...' metadata={'category_depth': 0, 'link_texts': ['More information...'], 'link_urls': ['https://www.iana.org/domains/example'], 'languages': ['eng'], 'filetype': 'text/html', 'url': 'https://www.example.com', 'category': 'Title', 'element_id': '793ab98565d6f6d6f3a6d614e3ace2a9'}\n",
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"\n"
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]
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}
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],
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"source": [
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"from langchain_unstructured import UnstructuredLoader\n",
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"\n",
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"loader = UnstructuredLoader(web_url=\"https://www.example.com\")\n",
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"docs = loader.load()\n",
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"\n",
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"for doc in docs:\n",
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" print(f\"{doc}\\n\")"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ce01aa40",
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@ -546,7 +587,7 @@
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.10.13"
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"version": "3.10.4"
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}
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},
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"nbformat": 4,
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@ -76,6 +76,25 @@ class UnstructuredLoader(BaseLoader):
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{'source': './example_data/layout-parser-paper.pdf', 'coordinates': {'points': ((16.34, 213.36), (16.34, 253.36), (36.34, 253.36), (36.34, 213.36)), 'system': 'PixelSpace', 'layout_width': 612, 'layout_height': 792}, 'file_directory': './example_data', 'filename': 'layout-parser-paper.pdf', 'languages': ['eng'], 'last_modified': '2024-07-25T21:28:58', 'page_number': 1, 'filetype': 'application/pdf', 'category': 'UncategorizedText', 'element_id': 'd3ce55f220dfb75891b4394a18bcb973'}
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Load URL:
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.. code-block:: python
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loader = UnstructuredLoader(web_url="https://www.example.com/")
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print(docs[0])
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.. code-block:: none
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page_content='Example Domain' metadata={'category_depth': 0, 'languages': ['eng'], 'filetype': 'text/html', 'url': 'https://www.example.com/', 'category': 'Title', 'element_id': 'fdaa78d856f9d143aeeed85bf23f58f8'}
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.. code-block:: python
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print(docs[1])
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.. code-block:: none
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page_content='This domain is for use in illustrative examples in documents. You may use this domain in literature without prior coordination or asking for permission.' metadata={'languages': ['eng'], 'parent_id': 'fdaa78d856f9d143aeeed85bf23f58f8', 'filetype': 'text/html', 'url': 'https://www.example.com/', 'category': 'NarrativeText', 'element_id': '3652b8458b0688639f973fe36253c992'}
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References
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----------
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https://docs.unstructured.io/api-reference/api-services/sdk
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@ -95,6 +114,7 @@ class UnstructuredLoader(BaseLoader):
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api_key: Optional[str] = None,
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client: Optional[UnstructuredClient] = None,
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url: Optional[str] = None,
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web_url: Optional[str] = None,
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**kwargs: Any,
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):
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"""Initialize loader."""
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@ -124,6 +144,8 @@ class UnstructuredLoader(BaseLoader):
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self.partition_via_api = partition_via_api
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self.post_processors = post_processors
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self.unstructured_kwargs = kwargs
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if web_url:
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self.unstructured_kwargs["url"] = web_url
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def lazy_load(self) -> Iterator[Document]:
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"""Load file(s) to the _UnstructuredBaseLoader."""
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@ -128,6 +128,17 @@ def test_loader_partitions_locally_and_applies_post_processors(
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assert docs[0].page_content.endswith("THE END!")
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@pytest.mark.local
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def test_url_loader() -> None:
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docs = UnstructuredLoader(web_url="https://www.example.com/").load()
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for doc in docs:
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assert doc.page_content
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assert doc.metadata["filetype"] == "text/html"
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assert doc.metadata["url"] == "https://www.example.com/"
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assert doc.metadata["category"]
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# -- API partition --
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