From 3690109abf098bc84eb020d18b173a7ee6ae0c6a Mon Sep 17 00:00:00 2001
From: Pierre-Loic Doulcet <pierre@runllama.ai>
Date: Wed, 4 Dec 2024 15:39:00 +0100
Subject: [PATCH] Add more parameters (#525)

* add after revert

* 3.8 so numpy work

* change defaults

* change requested

* change requested
---
 llama_parse/base.py                           |  442 +++--
 llama_parse/utils.py                          |    2 +
 poetry.lock                                   | 1486 ++++++++---------
 pyproject.toml                                |    4 +-
 ...9f3-630d-4dbf-8663-d74408f25e62-page_1.jpg |  Bin 0 -> 355015 bytes
 5 files changed, 1058 insertions(+), 876 deletions(-)
 create mode 100644 tests/test_files/images/2788d9f3-630d-4dbf-8663-d74408f25e62-page_1.jpg

diff --git a/llama_parse/base.py b/llama_parse/base.py
index 451f50f..fdd9d21 100644
--- a/llama_parse/base.py
+++ b/llama_parse/base.py
@@ -21,7 +21,6 @@
     nest_asyncio_err,
     nest_asyncio_msg,
     ResultType,
-    Language,
     SUPPORTED_FILE_TYPES,
 )
 from copy import deepcopy
@@ -36,6 +35,7 @@
 class LlamaParse(BasePydanticReader):
     """A smart-parser for files."""
 
+    # Library / access specific configurations
     api_key: str = Field(
         default="",
         description="The API key for the LlamaParse API.",
@@ -45,8 +45,20 @@ class LlamaParse(BasePydanticReader):
         default=DEFAULT_BASE_URL,
         description="The base URL of the Llama Parsing API.",
     )
-    result_type: ResultType = Field(
-        default=ResultType.TXT, description="The result type for the parser."
+    check_interval: int = Field(
+        default=1,
+        description="The interval in seconds to check if the parsing is done.",
+    )
+    custom_client: Optional[httpx.AsyncClient] = Field(
+        default=None, description="A custom HTTPX client to use for sending requests."
+    )
+    ignore_errors: bool = Field(
+        default=True,
+        description="Whether or not to ignore and skip errors raised during parsing.",
+    )
+    max_timeout: int = Field(
+        default=2000,
+        description="The maximum timeout in seconds to wait for the parsing to finish.",
     )
     num_workers: int = Field(
         default=4,
@@ -54,144 +66,212 @@ class LlamaParse(BasePydanticReader):
         lt=10,
         description="The number of workers to use sending API requests for parsing.",
     )
-    check_interval: int = Field(
-        default=1,
-        description="The interval in seconds to check if the parsing is done.",
+    result_type: ResultType = Field(
+        default=ResultType.TXT, description="The result type for the parser."
     )
-    max_timeout: int = Field(
-        default=2000,
-        description="The maximum timeout in seconds to wait for the parsing to finish.",
+    show_progress: bool = Field(
+        default=True, description="Show progress when parsing multiple files."
+    )
+    split_by_page: bool = Field(
+        default=True,
+        description="Whether to split by page using the page separator",
     )
     verbose: bool = Field(
         default=True, description="Whether to print the progress of the parsing."
     )
-    show_progress: bool = Field(
-        default=True, description="Show progress when parsing multiple files."
+
+    # Parsing specific configurations (Alphabetical order)
+    annotate_links: Optional[bool] = Field(
+        default=False,
+        description="Annotate links found in the document to extract their URL.",
     )
-    language: Language = Field(
-        default=Language.ENGLISH, description="The language of the text to parse."
+    auto_mode: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will automatically select the best mode to extract text from documents based on the rules provide. Will use the 'accurate' default mode by default and will upgrade page that match the rule to Premium mode.",
     )
-    parsing_instruction: Optional[str] = Field(
-        default="", description="The parsing instruction for the parser."
+    auto_mode_trigger_on_image_in_page: Optional[bool] = Field(
+        default=False,
+        description="If auto_mode is set to true, the parser will upgrade the page that contain an image to Premium mode.",
     )
-    skip_diagonal_text: Optional[bool] = Field(
+    auto_mode_trigger_on_table_in_page: Optional[bool] = Field(
         default=False,
-        description="If set to true, the parser will ignore diagonal text (when the text rotation in degrees modulo 90 is not 0).",
+        description="If auto_mode is set to true, the parser will upgrade the page that contain a table to Premium mode.",
     )
-    invalidate_cache: Optional[bool] = Field(
+    auto_mode_trigger_on_text_in_page: Optional[str] = Field(
+        default=None,
+        description="If auto_mode is set to true, the parser will upgrade the page that contain the text to Premium mode.",
+    )
+    auto_mode_trigger_on_regexp_in_page: Optional[str] = Field(
+        default=None,
+        description="If auto_mode is set to true, the parser will upgrade the page that match the regexp to Premium mode.",
+    )
+    azure_openai_api_version: Optional[str] = Field(
+        default=None, description="Azure Openai API Version"
+    )
+    azure_openai_deployment_name: Optional[str] = Field(
+        default=None, description="Azure Openai Deployment Name"
+    )
+    azure_openai_endpoint: Optional[str] = Field(
+        default=None, description="Azure Openai Endpoint"
+    )
+    azure_openai_key: Optional[str] = Field(
+        default=None, description="Azure Openai Key"
+    )
+    bbox_bottom: Optional[float] = Field(
+        default=None,
+        description="The bottom margin of the bounding box to use to extract text from documents expressed as a float between 0 and 1 representing the percentage of the page height.",
+    )
+    bbox_left: Optional[float] = Field(
+        default=None,
+        description="The left margin of the bounding box to use to extract text from documents expressed as a float between 0 and 1 representing the percentage of the page width.",
+    )
+    bbox_right: Optional[float] = Field(
+        default=None,
+        description="The right margin of the bounding box to use to extract text from documents expressed as a float between 0 and 1 representing the percentage of the page width.",
+    )
+    bbox_top: Optional[float] = Field(
+        default=None,
+        description="The top margin of the bounding box to use to extract text from documents expressed as a float between 0 and 1 representing the percentage of the page height.",
+    )
+    continuous_mode: Optional[bool] = Field(
         default=False,
-        description="If set to true, the cache will be ignored and the document re-processes. All document are kept in cache for 48hours after the job was completed to avoid processing the same document twice.",
+        description="Parse documents continuously, leading to better results on documents where tables span across two pages.",
+    )
+    disable_ocr: Optional[bool] = Field(
+        default=False,
+        description="Disable the OCR on the document. LlamaParse will only extract the copyable text from the document.",
+    )
+    disable_image_extraction: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will not extract images from the document. Make the parser faster.",
     )
     do_not_cache: Optional[bool] = Field(
         default=False,
         description="If set to true, the document will not be cached. This mean that you will be re-charged it you reprocess them as they will not be cached.",
     )
+    do_not_unroll_columns: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will keep column in the text according to document layout. Reduce reconstruction accuracy, and LLM's/embedings performances in most case.",
+    )
+    extract_charts: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will extract/tag charts from the document.",
+    )
     fast_mode: Optional[bool] = Field(
         default=False,
         description="Note: Non compatible with gpt-4o. If set to true, the parser will use a faster mode to extract text from documents. This mode will skip OCR of images, and table/heading reconstruction.",
     )
-    premium_mode: bool = Field(
+    guess_xlsx_sheet_names: Optional[bool] = Field(
         default=False,
-        description="Use our best parser mode if set to True.",
+        description="Whether to guess the sheet names of the xlsx file.",
     )
-    continuous_mode: bool = Field(
+    html_make_all_elements_visible: Optional[bool] = Field(
         default=False,
-        description="Parse documents continuously, leading to better results on documents where tables span across two pages.",
+        description="If set to true, when parsing HTML the parser will consider all elements display not element as display block.",
     )
-    do_not_unroll_columns: Optional[bool] = Field(
+    html_remove_fixed_elements: Optional[bool] = Field(
         default=False,
-        description="If set to true, the parser will keep column in the text according to document layout. Reduce reconstruction accuracy, and LLM's/embedings performances in most case.",
+        description="If set to true, when parsing HTML the parser will remove fixed elements. Useful to hide cookie banners.",
     )
-    page_separator: Optional[str] = Field(
+    http_proxy: Optional[str] = Field(
         default=None,
-        description="A templated  page separator to use to split the text.  If it contain `{page_number}`,it will be replaced by the next page number. If not set will the default separator '\\n---\\n' will be used.",
+        description="(optional) If set with input_url will use the specified http proxy to download the file.",
+    )
+    invalidate_cache: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the cache will be ignored and the document re-processes. All document are kept in cache for 48hours after the job was completed to avoid processing the same document twice.",
+    )
+    is_formatting_instruction: Optional[bool] = Field(
+        default=False,
+        description="Allow the parsing instruction to also format the output. Disable to have a cleaner markdown output.",
+    )
+    language: Optional[str] = Field(
+        default="en", description="The language of the text to parse."
+    )
+    max_pages: Optional[int] = Field(
+        default=None,
+        description="The maximum number of pages to extract text from documents. If set to 0 or not set, all pages will be that should be extracted will be extracted (can work in combination with targetPages).",
+    )
+    output_pdf_of_document: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will also output a PDF of the document. (except for spreadsheets)",
+    )
+    output_s3_path_prefix: Optional[str] = Field(
+        default=None,
+        description="An S3 path prefix to store the output of the parsing job. If set, the parser will upload the output to S3. The bucket need to be accessible from the LlamaIndex organization.",
     )
     page_prefix: Optional[str] = Field(
         default=None,
         description="A templated prefix to add to the beginning of each page. If it contain `{page_number}`, it will be replaced by the page number.",
     )
+    page_separator: Optional[str] = Field(
+        default=None,
+        description="A templated  page separator to use to split the text.  If it contain `{page_number}`,it will be replaced by the next page number. If not set will the default separator '\\n---\\n' will be used.",
+    )
     page_suffix: Optional[str] = Field(
         default=None,
         description="A templated suffix to add to the beginning of each page. If it contain `{page_number}`, it will be replaced by the page number.",
     )
-    gpt4o_mode: bool = Field(
+    parsing_instruction: Optional[str] = Field(
+        default="", description="The parsing instruction for the parser."
+    )
+    premium_mode: Optional[bool] = Field(
         default=False,
-        description="Whether to use gpt-4o extract text from documents.",
+        description="Use our best parser mode if set to True.",
     )
-    gpt4o_api_key: Optional[str] = Field(
-        default=None,
-        description="The API key for the GPT-4o API. Lowers the cost of parsing.",
+    skip_diagonal_text: Optional[bool] = Field(
+        default=False,
+        description="If set to true, the parser will ignore diagonal text (when the text rotation in degrees modulo 90 is not 0).",
     )
-    guess_xlsx_sheet_names: Optional[bool] = Field(
+    structured_output: Optional[bool] = Field(
         default=False,
-        description="Whether to guess the sheet names of the xlsx file.",
+        description="If set to true, the parser will output structured data based on the provided JSON Schema.",
     )
-    bounding_box: Optional[str] = Field(
+    structured_output_json_schema: Optional[str] = Field(
         default=None,
-        description="The bounding box to use to extract text from documents describe as a string containing the bounding box margins",
+        description="A JSON Schema to use to structure the output of the parsing job. If set, the parser will output structured data based on the provided JSON Schema.",
+    )
+    structured_output_json_schema_name: Optional[str] = Field(
+        default=None,
+        description="The named JSON Schema to use to structure the output of the parsing job. For convenience / testing, LlamaParse provides a few named JSON Schema that can be used directly. Use 'imFeelingLucky' to let llamaParse dream the schema.",
+    )
+    take_screenshot: Optional[bool] = Field(
+        default=False,
+        description="Whether to take screenshot of each page of the document.",
     )
     target_pages: Optional[str] = Field(
         default=None,
         description="The target pages to extract text from documents. Describe as a comma separated list of page numbers. The first page of the document is page 0",
     )
-    ignore_errors: bool = Field(
-        default=True,
-        description="Whether or not to ignore and skip errors raised during parsing.",
-    )
-    split_by_page: bool = Field(
-        default=True,
-        description="Whether to split by page using the page separator",
+    use_vendor_multimodal_model: Optional[bool] = Field(
+        default=False,
+        description="Whether to use the vendor multimodal API.",
     )
     vendor_multimodal_api_key: Optional[str] = Field(
         default=None,
         description="The API key for the multimodal API.",
     )
-    use_vendor_multimodal_model: bool = Field(
-        default=False,
-        description="Whether to use the vendor multimodal API.",
-    )
     vendor_multimodal_model_name: Optional[str] = Field(
         default=None,
         description="The model name for the vendor multimodal API.",
     )
-    take_screenshot: bool = Field(
-        default=False,
-        description="Whether to take screenshot of each page of the document.",
-    )
-    custom_client: Optional[httpx.AsyncClient] = Field(
-        default=None, description="A custom HTTPX client to use for sending requests."
-    )
-    disable_ocr: bool = Field(
-        default=False,
-        description="Disable the OCR on the document. LlamaParse will only extract the copyable text from the document.",
-    )
-    is_formatting_instruction: bool = Field(
-        default=True,
-        description="Allow the parsing instruction to also format the output. Disable to have a cleaner markdown output.",
-    )
-    annotate_links: bool = Field(
-        default=False,
-        description="Annotate links found in the document to extract their URL.",
-    )
     webhook_url: Optional[str] = Field(
         default=None,
         description="A URL that needs to be called at the end of the parsing job.",
     )
-    azure_openai_deployment_name: Optional[str] = Field(
-        default=None, description="Azure Openai Deployment Name"
-    )
-    azure_openai_endpoint: Optional[str] = Field(
-        default=None, description="Azure Openai Endpoint"
-    )
-    azure_openai_api_version: Optional[str] = Field(
-        default=None, description="Azure Openai API Version"
+
+    # Deprecated
+    bounding_box: Optional[str] = Field(
+        default=None,
+        description="The bounding box to use to extract text from documents describe as a string containing the bounding box margins",
     )
-    azure_openai_key: Optional[str] = Field(
-        default=None, description="Azure Openai Key"
+    gpt4o_mode: Optional[bool] = Field(
+        default=False,
+        description="Whether to use gpt-4o extract text from documents.",
     )
-    http_proxy: Optional[str] = Field(
+    gpt4o_api_key: Optional[str] = Field(
         default=None,
-        description="(optional) If set with input_url will use the specified http proxy to download the file.",
+        description="The API key for the GPT-4o API. Lowers the cost of parsing.",
     )
 
     @field_validator("api_key", mode="before", check_fields=True)
@@ -246,6 +326,16 @@ def _is_input_url(self, file_path: FileInput) -> bool:
         except Exception:
             return False
 
+    def _is_s3_url(self, file_path: FileInput) -> bool:
+        """Check if the input is a valid URL.
+
+        This method checks for:
+        - Proper S3 scheme (s3://)
+        """
+        if isinstance(file_path, str):
+            return file_path.startswith("s3://")
+        return False
+
     # upload a document and get back a job_id
     async def _create_job(
         self,
@@ -258,6 +348,7 @@ async def _create_job(
         files = None
         file_handle = None
         input_url = file_input if self._is_input_url(file_input) else None
+        input_s3_path = file_input if self._is_s3_url(file_input) else None
 
         if isinstance(file_input, (bytes, BufferedIOBase)):
             if not extra_info or "file_name" not in extra_info:
@@ -269,6 +360,8 @@ async def _create_job(
             files = {"file": (file_name, file_input, mime_type)}
         elif input_url is not None:
             files = None
+        elif input_s3_path is not None:
+            files = None
         elif isinstance(file_input, (str, Path, PurePosixPath, PurePath)):
             file_path = str(file_input)
             file_ext = os.path.splitext(file_path)[1].lower()
@@ -288,68 +381,177 @@ async def _create_job(
                 "file_input must be either a file path string, file bytes, or buffer object"
             )
 
-        data = {
-            "language": self.language.value,
-            "parsing_instruction": self.parsing_instruction,
-            "invalidate_cache": self.invalidate_cache,
-            "skip_diagonal_text": self.skip_diagonal_text,
-            "do_not_cache": self.do_not_cache,
-            "fast_mode": self.fast_mode,
-            "premium_mode": self.premium_mode,
-            "continuous_mode": self.continuous_mode,
-            "do_not_unroll_columns": self.do_not_unroll_columns,
-            "gpt4o_mode": self.gpt4o_mode,
-            "gpt4o_api_key": self.gpt4o_api_key,
-            "vendor_multimodal_api_key": self.vendor_multimodal_api_key,
-            "use_vendor_multimodal_model": self.use_vendor_multimodal_model,
-            "vendor_multimodal_model_name": self.vendor_multimodal_model_name,
-            "take_screenshot": self.take_screenshot,
-            "disable_ocr": self.disable_ocr,
-            "guess_xlsx_sheet_names": self.guess_xlsx_sheet_names,
-            "is_formatting_instruction": self.is_formatting_instruction,
-            "annotate_links": self.annotate_links,
-            "from_python_package": True,
-        }
+        data: Dict[str, Any] = {}
 
-        # only send page separator to server if it is not None
-        # as if a null, "" string is sent the server will then ignore the page separator instead of using the default
-        if self.page_separator is not None:
-            data["page_separator"] = self.page_separator
+        data["from_python_package"] = True
 
-        if self.page_prefix is not None:
-            data["page_prefix"] = self.page_prefix
+        if self.annotate_links:
+            data["annotate_links"] = self.annotate_links
 
-        if self.page_suffix is not None:
-            data["page_suffix"] = self.page_suffix
+        if self.auto_mode:
+            data["auto_mode"] = self.auto_mode
 
-        if self.bounding_box is not None:
-            data["bounding_box"] = self.bounding_box
+        if self.auto_mode_trigger_on_image_in_page:
+            data[
+                "auto_mode_trigger_on_image_in_page"
+            ] = self.auto_mode_trigger_on_image_in_page
 
-        if self.target_pages is not None:
-            data["target_pages"] = self.target_pages
+        if self.auto_mode_trigger_on_table_in_page:
+            data[
+                "auto_mode_trigger_on_table_in_page"
+            ] = self.auto_mode_trigger_on_table_in_page
 
-        if self.webhook_url is not None:
-            data["webhook_url"] = self.webhook_url
+        if self.auto_mode_trigger_on_text_in_page is not None:
+            data[
+                "auto_mode_trigger_on_text_in_page"
+            ] = self.auto_mode_trigger_on_text_in_page
+
+        if self.auto_mode_trigger_on_regexp_in_page is not None:
+            data[
+                "auto_mode_trigger_on_regexp_in_page"
+            ] = self.auto_mode_trigger_on_regexp_in_page
+
+        if self.azure_openai_api_version is not None:
+            data["azure_openai_api_version"] = self.azure_openai_api_version
 
-        # Azure OpenAI
         if self.azure_openai_deployment_name is not None:
             data["azure_openai_deployment_name"] = self.azure_openai_deployment_name
 
         if self.azure_openai_endpoint is not None:
             data["azure_openai_endpoint"] = self.azure_openai_endpoint
 
-        if self.azure_openai_api_version is not None:
-            data["azure_openai_api_version"] = self.azure_openai_api_version
-
         if self.azure_openai_key is not None:
             data["azure_openai_key"] = self.azure_openai_key
 
+        if self.bbox_bottom is not None:
+            data["bbox_bottom"] = self.bbox_bottom
+
+        if self.bbox_left is not None:
+            data["bbox_left"] = self.bbox_left
+
+        if self.bbox_right is not None:
+            data["bbox_right"] = self.bbox_right
+
+        if self.bbox_top is not None:
+            data["bbox_top"] = self.bbox_top
+
+        if self.continuous_mode:
+            data["continuous_mode"] = self.continuous_mode
+
+        if self.disable_ocr:
+            data["disable_ocr"] = self.disable_ocr
+
+        if self.disable_image_extraction:
+            data["disable_image_extraction"] = self.disable_image_extraction
+
+        if self.do_not_cache:
+            data["do_not_cache"] = self.do_not_cache
+
+        if self.do_not_unroll_columns:
+            data["do_not_unroll_columns"] = self.do_not_unroll_columns
+
+        if self.extract_charts:
+            data["extract_charts"] = self.extract_charts
+
+        if self.fast_mode:
+            data["fast_mode"] = self.fast_mode
+
+        if self.guess_xlsx_sheet_names:
+            data["guess_xlsx_sheet_names"] = self.guess_xlsx_sheet_names
+
+        if self.html_make_all_elements_visible:
+            data["html_make_all_elements_visible"] = self.html_make_all_elements_visible
+
+        if self.html_remove_fixed_elements:
+            data["html_remove_fixed_elements"] = self.html_remove_fixed_elements
+
+        if self.http_proxy is not None:
+            data["http_proxy"] = self.http_proxy
+
         if input_url is not None:
             files = None
             data["input_url"] = str(input_url)
 
-        if self.http_proxy is not None:
-            data["http_proxy"] = self.http_proxy
+        if input_s3_path is not None:
+            files = None
+            data["input_s3_path"] = str(input_s3_path)
+
+        if self.invalidate_cache:
+            data["invalidate_cache"] = self.invalidate_cache
+
+        if self.is_formatting_instruction:
+            data["is_formatting_instruction"] = self.is_formatting_instruction
+
+        if self.language:
+            data["language"] = self.language
+
+        if self.max_pages is not None:
+            data["max_pages"] = self.max_pages
+
+        if self.output_pdf_of_document:
+            data["output_pdf_of_document"] = self.output_pdf_of_document
+
+        if self.output_s3_path_prefix is not None:
+            data["output_s3_path_prefix"] = self.output_s3_path_prefix
+
+        if self.page_prefix is not None:
+            data["page_prefix"] = self.page_prefix
+
+        # only send page separator to server if it is not None
+        # as if a null, "" string is sent the server will then ignore the page separator instead of using the default
+        if self.page_separator is not None:
+            data["page_separator"] = self.page_separator
+
+        if self.page_suffix is not None:
+            data["page_suffix"] = self.page_suffix
+
+        if self.parsing_instruction is not None:
+            data["parsing_instruction"] = self.parsing_instruction
+
+        if self.premium_mode:
+            data["premium_mode"] = self.premium_mode
+
+        if self.skip_diagonal_text:
+            data["skip_diagonal_text"] = self.skip_diagonal_text
+
+        if self.structured_output:
+            data["structured_output"] = self.structured_output
+
+        if self.structured_output_json_schema is not None:
+            data["structured_output_json_schema"] = self.structured_output_json_schema
+
+        if self.structured_output_json_schema_name is not None:
+            data[
+                "structured_output_json_schema_name"
+            ] = self.structured_output_json_schema_name
+
+        if self.take_screenshot:
+            data["take_screenshot"] = self.take_screenshot
+
+        if self.target_pages is not None:
+            data["target_pages"] = self.target_pages
+
+        if self.use_vendor_multimodal_model:
+            data["use_vendor_multimodal_model"] = self.use_vendor_multimodal_model
+
+        if self.vendor_multimodal_api_key is not None:
+            data["vendor_multimodal_api_key"] = self.vendor_multimodal_api_key
+
+        if self.vendor_multimodal_model_name is not None:
+            data["vendor_multimodal_model_name"] = self.vendor_multimodal_model_name
+
+        if self.webhook_url is not None:
+            data["webhook_url"] = self.webhook_url
+
+        # Deprecated
+        if self.bounding_box is not None:
+            data["bounding_box"] = self.bounding_box
+
+        if self.gpt4o_mode:
+            data["gpt4o_mode"] = self.gpt4o_mode
+
+        if self.gpt4o_api_key is not None:
+            data["gpt4o_api_key"] = self.gpt4o_api_key
 
         try:
             async with self.client_context() as client:
diff --git a/llama_parse/utils.py b/llama_parse/utils.py
index 8a2180e..84fdcea 100644
--- a/llama_parse/utils.py
+++ b/llama_parse/utils.py
@@ -10,6 +10,8 @@ class ResultType(str, Enum):
 
     TXT = "text"
     MD = "markdown"
+    JSON = "json"
+    STRUCTURED = "structured"
 
 
 class Language(str, Enum):
diff --git a/poetry.lock b/poetry.lock
index 371792c..82a65fb 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -2,113 +2,98 @@
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.3"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.11"
+version = "3.11.9"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -118,7 +103,8 @@ async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -148,18 +134,15 @@ files = [
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
-[package.dependencies]
-typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
-
 [[package]]
 name = "anyio"
-version = "4.5.2"
+version = "4.6.2.post1"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "anyio-4.5.2-py3-none-any.whl", hash = "sha256:c011ee36bc1e8ba40e5a81cb9df91925c218fe9b778554e0b56a21e1b5d4716f"},
-    {file = "anyio-4.5.2.tar.gz", hash = "sha256:23009af4ed04ce05991845451e11ef02fc7c5ed29179ac9a420e5ad0ac7ddc5b"},
+    {file = "anyio-4.6.2.post1-py3-none-any.whl", hash = "sha256:6d170c36fba3bdd840c73d3868c1e777e33676a69c3a72cf0a0d5d6d8009b61d"},
+    {file = "anyio-4.6.2.post1.tar.gz", hash = "sha256:4c8bc31ccdb51c7f7bd251f51c609e038d63e34219b44aa86e47576389880b4c"},
 ]
 
 [package.dependencies]
@@ -186,21 +169,18 @@ files = [
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
-    {file = "asttokens-2.4.1-py2.py3-none-any.whl", hash = "sha256:051ed49c3dcae8913ea7cd08e46a606dba30b79993209636c4875bc1d637bc24"},
-    {file = "asttokens-2.4.1.tar.gz", hash = "sha256:b03869718ba9a6eb027e134bfdf69f38a236d681c83c160d510768af11254ba0"},
+    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
 ]
 
-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-timeout"
@@ -232,17 +212,6 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
-[[package]]
-name = "backcall"
-version = "0.2.0"
-description = "Specifications for callback functions passed in to an API"
-optional = false
-python-versions = "*"
-files = [
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-]
-
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -506,37 +475,37 @@ typing-inspect = ">=0.4.0,<1"
 
 [[package]]
 name = "debugpy"
-version = "1.8.8"
+version = "1.8.9"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
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+    {file = "debugpy-1.8.9-cp39-cp39-win_amd64.whl", hash = "sha256:3d9755e77a2d680ce3d2c5394a444cf42be4a592caaf246dbfbdd100ffcf7ae5"},
+    {file = "debugpy-1.8.9-py2.py3-none-any.whl", hash = "sha256:cc37a6c9987ad743d9c3a14fa1b1a14b7e4e6041f9dd0c8abf8895fe7a97b899"},
+    {file = "debugpy-1.8.9.zip", hash = "sha256:1339e14c7d980407248f09824d1b25ff5c5616651689f1e0f0e51bdead3ea13e"},
 ]
 
 [[package]]
@@ -578,6 +547,20 @@ files = [
     {file = "dirtyjson-1.0.8.tar.gz", hash = "sha256:90ca4a18f3ff30ce849d100dcf4a003953c79d3a2348ef056f1d9c22231a25fd"},
 ]
 
+[[package]]
+name = "eval-type-backport"
+version = "0.2.0"
+description = "Like `typing._eval_type`, but lets older Python versions use newer typing features."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "eval_type_backport-0.2.0-py3-none-any.whl", hash = "sha256:ac2f73d30d40c5a30a80b8739a789d6bb5e49fdffa66d7912667e2015d9c9933"},
+    {file = "eval_type_backport-0.2.0.tar.gz", hash = "sha256:68796cfbc7371ebf923f03bdf7bef415f3ec098aeced24e054b253a0e78f7b37"},
+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.2.2"
@@ -877,13 +860,13 @@ trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.2"
+version = "0.28.0"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
-    {file = "httpx-0.27.2.tar.gz", hash = "sha256:f7c2be1d2f3c3c3160d441802406b206c2b76f5947b11115e6df10c6c65e66c2"},
+    {file = "httpx-0.28.0-py3-none-any.whl", hash = "sha256:dc0b419a0cfeb6e8b34e85167c0da2671206f5095f1baa9663d23bcfd6b535fc"},
+    {file = "httpx-0.28.0.tar.gz", hash = "sha256:0858d3bab51ba7e386637f22a61d8ccddaeec5f3fe4209da3a6168dbb91573e0"},
 ]
 
 [package.dependencies]
@@ -891,7 +874,6 @@ anyio = "*"
 certifi = "*"
 httpcore = "==1.*"
 idna = "*"
-sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
@@ -983,42 +965,40 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.12.3"
+version = "8.18.1"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "ipython-8.12.3-py3-none-any.whl", hash = "sha256:b0340d46a933d27c657b211a329d0be23793c36595acf9e6ef4164bc01a1804c"},
-    {file = "ipython-8.12.3.tar.gz", hash = "sha256:3910c4b54543c2ad73d06579aa771041b7d5707b033bd488669b4cf544e3b363"},
+    {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"},
+    {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "sys_platform == \"darwin\""}
-backcall = "*"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\""}
-pickleshare = "*"
-prompt-toolkit = ">=3.0.30,<3.0.37 || >3.0.37,<3.1.0"
+prompt-toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
 stack-data = "*"
 traitlets = ">=5"
 typing-extensions = {version = "*", markers = "python_version < \"3.10\""}
 
 [package.extras]
-all = ["black", "curio", "docrepr", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.21)", "pandas", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
+all = ["black", "curio", "docrepr", "exceptiongroup", "ipykernel", "ipyparallel", "ipywidgets", "matplotlib", "matplotlib (!=3.2.0)", "nbconvert", "nbformat", "notebook", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "qtconsole", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "trio", "typing-extensions"]
 black = ["black"]
-doc = ["docrepr", "ipykernel", "matplotlib", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "ipykernel", "matplotlib", "pickleshare", "pytest (<7)", "pytest (<7.1)", "pytest-asyncio (<0.22)", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "stack-data", "testpath", "typing-extensions"]
 kernel = ["ipykernel"]
 nbconvert = ["nbconvert"]
 nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.21)", "pandas", "pytest (<7.1)", "pytest-asyncio", "testpath", "trio"]
+test = ["pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath"]
+test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pandas", "pickleshare", "pytest (<7.1)", "pytest-asyncio (<0.22)", "testpath", "trio"]
 
 [[package]]
 name = "jedi"
@@ -1095,13 +1075,13 @@ test = ["ipykernel", "pre-commit", "pytest (<8)", "pytest-cov", "pytest-timeout"
 
 [[package]]
 name = "llama-index-core"
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+python-versions = "<4.0,>=3.9"
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 deprecated = ">=1.2.9.3"
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 PyYAML = ">=6.0.1"
@@ -1130,22 +1111,22 @@ wrapt = "*"
 
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 name = "matplotlib-inline"
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 name = "nltk"
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 [package.extras]
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 mic = ["olefile"]
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 [package.extras]
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 [package.dependencies]
@@ -1873,13 +1847,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
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+version = "8.3.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2412,47 +2386,42 @@ test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
 [[package]]
 name = "tiktoken"
-version = "0.7.0"
+version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
-python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -2464,51 +2433,81 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
 name = "tomli"
-version = "2.1.0"
+version = "2.2.1"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
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 discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
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+    {file = "yarl-1.18.3.tar.gz", hash = "sha256:ac1801c45cbf77b6c99242eeff4fffb5e4e73a800b5c4ad4fc0be5def634d2e1"},
 ]
 
 [package.dependencies]
@@ -2776,13 +2754,13 @@ propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -2795,5 +2773,5 @@ type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.8.1,<4.0"
-content-hash = "7c0530125ecbf181df8186d5fc3a79b5b47aff632ce92cf8484279752163dc6d"
+python-versions = ">=3.9,<4.0"
+content-hash = "207c79ab108e95d56f58b860b5f69ab2fc2f47473111d880d96f255e39c079b1"
diff --git a/pyproject.toml b/pyproject.toml
index c6554b8..e339f91 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "llama-parse"
-version = "0.5.15"
+version = "0.5.16"
 description = "Parse files into RAG-Optimized formats."
 authors = ["Logan Markewich <logan@llamaindex.ai>"]
 license = "MIT"
@@ -12,7 +12,7 @@ readme = "README.md"
 packages = [{include = "llama_parse"}]
 
 [tool.poetry.dependencies]
-python = ">=3.8.1,<4.0"
+python = ">=3.9,<4.0"
 llama-index-core = ">=0.11.0"
 pydantic = "!=2.10"
 click = "^8.1.7"
diff --git a/tests/test_files/images/2788d9f3-630d-4dbf-8663-d74408f25e62-page_1.jpg b/tests/test_files/images/2788d9f3-630d-4dbf-8663-d74408f25e62-page_1.jpg
new file mode 100644
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