From c19a9f31d32ea46cad9429da0d49705ea0519e84 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Tue, 19 Nov 2024 16:42:42 -0800 Subject: [PATCH 01/19] First pass --- app/backend/prepdocslib/pdfparser.py | 86 ++++++++++++++++++++++++++-- 1 file changed, 81 insertions(+), 5 deletions(-) diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 6604110020..b17bd4032e 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -1,11 +1,15 @@ import html +import io import logging +import os from typing import IO, AsyncGenerator, Union +import pymupdf from azure.ai.documentintelligence.aio import DocumentIntelligenceClient from azure.ai.documentintelligence.models import DocumentTable from azure.core.credentials import AzureKeyCredential from azure.core.credentials_async import AsyncTokenCredential +from PIL import Image from pypdf import PdfReader from .page import Page @@ -39,21 +43,37 @@ class DocumentAnalysisParser(Parser): """ def __init__( - self, endpoint: str, credential: Union[AsyncTokenCredential, AzureKeyCredential], model_id="prebuilt-layout" + self, + endpoint: str, + credential: Union[AsyncTokenCredential, AzureKeyCredential], + model_id="prebuilt-layout", + use_content_understanding=True, ): self.model_id = model_id self.endpoint = endpoint self.credential = credential + self.use_content_understanding = use_content_understanding async def parse(self, content: IO) -> AsyncGenerator[Page, None]: logger.info("Extracting text from '%s' using Azure Document Intelligence", content.name) + # TODO: do we also need output=figures on the client itself? seems odd. async with DocumentIntelligenceClient( - endpoint=self.endpoint, credential=self.credential + endpoint=self.endpoint, credential=self.credential, output="figures" ) as document_intelligence_client: - poller = await document_intelligence_client.begin_analyze_document( - model_id=self.model_id, analyze_request=content, content_type="application/octet-stream" - ) + if self.use_content_understanding: + poller = await document_intelligence_client.begin_analyze_document( + model_id="prebuilt-layout", + analyze_request=content, + content_type="application/octet-stream", + output=["figures"], + features=["ocrHighResolution"], + output_content_format="markdown", + ) + else: + poller = await document_intelligence_client.begin_analyze_document( + model_id=self.model_id, analyze_request=content, content_type="application/octet-stream" + ) form_recognizer_results = await poller.result() offset = 0 @@ -89,6 +109,38 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: yield Page(page_num=page_num, offset=offset, text=page_text) offset += len(page_text) + if form_recognizer_results.figures: + for figures_idx, figure in enumerate(form_recognizer_results.figures): + for region in figure.bounding_regions: + print(f"\tFigure body bounding regions: {region}") + # To learn more about bounding regions, see https://aka.ms/bounding-region + bounding_box = ( + region.polygon[0], # x0 (left) + region.polygon[1], # y0 (top + region.polygon[4], # x1 (right) + region.polygon[5], # y1 (bottom) + ) + page_number = figure.bounding_regions[0]["pageNumber"] + cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page( + content, page_number - 1, bounding_box + ) + + os.makedirs("figures", exist_ok=True) + + filename = "figure_imagecrop" + str(figures_idx) + ".png" + # Full path for the file + filepath = os.path.join("figures", filename) + + # Save the figure + cropped_img.save(filepath) + bytes_io = io.BytesIO() + cropped_img.save(bytes_io, format="PNG") + cropped_img = bytes_io.getvalue() + # _ , figure_description = run_cu_image(analyzer_name, filepath) + + # md_content = replace_figure_description(md_content, figure_description, figures_idx+1) + # figure_content.append(figure_description) + @classmethod def table_to_html(cls, table: DocumentTable): table_html = "" @@ -109,3 +161,27 @@ def table_to_html(cls, table: DocumentTable): table_html += "" table_html += "
" return table_html + + @classmethod + def crop_image_from_pdf_page(pdf_path, page_number, bounding_box): + """ + Crops a region from a given page in a PDF and returns it as an image. + + :param pdf_path: Path to the PDF file. + :param page_number: The page number to crop from (0-indexed). + :param bounding_box: A tuple of (x0, y0, x1, y1) coordinates for the bounding box. + :return: A PIL Image of the cropped area. + """ + doc = pymupdf.open(pdf_path) + page = doc.load_page(page_number) + + # Cropping the page. The rect requires the coordinates in the format (x0, y0, x1, y1). + bbx = [x * 72 for x in bounding_box] + rect = pymupdf.Rect(bbx) + pix = page.get_pixmap(matrix=pymupdf.Matrix(300 / 72, 300 / 72), clip=rect) + + img = Image.frombytes("RGB", [pix.width, pix.height], pix.samples) + + doc.close() + + return img From 7b52dac1ca5a5f5e59699115aa3770638e582340 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 20 Nov 2024 16:19:17 -0800 Subject: [PATCH 02/19] CU kinda working --- app/backend/prepdocs.py | 11 +- app/backend/prepdocslib/cu_image.py | 139 ++++++++++++++++++++++++ app/backend/prepdocslib/filestrategy.py | 9 ++ app/backend/prepdocslib/pdfparser.py | 81 +++++++++----- app/backend/requirements.in | 2 +- app/backend/requirements.txt | 4 +- figures/figure_imagecrop0.png | Bin 0 -> 75374 bytes figures/figure_imagecrop1.png | Bin 0 -> 66705 bytes figures/figure_imagecrop2.png | Bin 0 -> 99147 bytes figures/figure_imagecrop3.png | Bin 0 -> 5572 bytes figures/figure_imagecrop4.png | Bin 0 -> 69696 bytes figures/figure_imagecrop5.png | Bin 0 -> 99745 bytes figures/figure_imagecrop6.png | Bin 0 -> 54966 bytes scripts/prepdocs.sh | 2 +- 14 files changed, 213 insertions(+), 35 deletions(-) create mode 100644 app/backend/prepdocslib/cu_image.py create mode 100644 figures/figure_imagecrop0.png create mode 100644 figures/figure_imagecrop1.png create mode 100644 figures/figure_imagecrop2.png create mode 100644 figures/figure_imagecrop3.png create mode 100644 figures/figure_imagecrop4.png create mode 100644 figures/figure_imagecrop5.png create mode 100644 figures/figure_imagecrop6.png diff --git a/app/backend/prepdocs.py b/app/backend/prepdocs.py index 54ec6f0dd9..b40cfa4388 100644 --- a/app/backend/prepdocs.py +++ b/app/backend/prepdocs.py @@ -158,6 +158,8 @@ def setup_file_processors( local_pdf_parser: bool = False, local_html_parser: bool = False, search_images: bool = False, + use_content_understanding: bool = False, + content_understanding_endpoint: Union[str, None] = None, ): sentence_text_splitter = SentenceTextSplitter(has_image_embeddings=search_images) @@ -170,6 +172,8 @@ def setup_file_processors( doc_int_parser = DocumentAnalysisParser( endpoint=f"https://{document_intelligence_service}.cognitiveservices.azure.com/", credential=documentintelligence_creds, + use_content_understanding=use_content_understanding, + content_understanding_endpoint=content_understanding_endpoint, ) pdf_parser: Optional[Parser] = None @@ -298,7 +302,7 @@ async def main(strategy: Strategy, setup_index: bool = True): logging.basicConfig(format="%(message)s") # We only set the level to INFO for our logger, # to avoid seeing the noisy INFO level logs from the Azure SDKs - logger.setLevel(logging.INFO) + logger.setLevel(logging.DEBUG) load_azd_env() @@ -306,6 +310,7 @@ async def main(strategy: Strategy, setup_index: bool = True): use_gptvision = os.getenv("USE_GPT4V", "").lower() == "true" use_acls = os.getenv("AZURE_ADLS_GEN2_STORAGE_ACCOUNT") is not None dont_use_vectors = os.getenv("USE_VECTORS", "").lower() == "false" + use_content_understanding = os.getenv("USE_CONTENT_UNDERSTANDING", "").lower() == "true" # Use the current user identity to connect to Azure services. See infra/main.bicep for role assignments. if tenant_id := os.getenv("AZURE_TENANT_ID"): @@ -403,6 +408,8 @@ async def main(strategy: Strategy, setup_index: bool = True): local_pdf_parser=os.getenv("USE_LOCAL_PDF_PARSER") == "true", local_html_parser=os.getenv("USE_LOCAL_HTML_PARSER") == "true", search_images=use_gptvision, + use_content_understanding=use_content_understanding, + content_understanding_endpoint=os.getenv("AZURE_CONTENTUNDERSTANDING_ENDPOINT"), ) image_embeddings_service = setup_image_embeddings_service( azure_credential=azd_credential, @@ -421,6 +428,8 @@ async def main(strategy: Strategy, setup_index: bool = True): search_analyzer_name=os.getenv("AZURE_SEARCH_ANALYZER_NAME"), use_acls=use_acls, category=args.category, + use_content_understanding=use_content_understanding, + content_understanding_endpoint=os.getenv("AZURE_CONTENTUNDERSTANDING_ENDPOINT"), ) loop.run_until_complete(main(ingestion_strategy, setup_index=not args.remove and not args.removeall)) diff --git a/app/backend/prepdocslib/cu_image.py b/app/backend/prepdocslib/cu_image.py new file mode 100644 index 0000000000..56ba5ee9b2 --- /dev/null +++ b/app/backend/prepdocslib/cu_image.py @@ -0,0 +1,139 @@ +from typing import Union +import logging + +import aiohttp +from azure.core.credentials_async import AsyncTokenCredential +from tenacity import retry, stop_after_attempt, wait_fixed +from tenacity import retry_if_exception_type + +from azure.identity.aio import get_bearer_token_provider + + +logger = logging.getLogger("scripts") + +CU_API_VERSION = "2024-12-01-preview" + +PATH_ANALYZER_MANAGEMENT = "/analyzers/{analyzerId}" +PATH_ANALYZER_MANAGEMENT_OPERATION = "/analyzers/{analyzerId}/operations/{operationId}" + +# Define Analyzer inference paths +PATH_ANALYZER_INFERENCE = "/analyzers/{analyzerId}:analyze" +PATH_ANALYZER_INFERENCE_GET_IMAGE = "/analyzers/{analyzerId}/results/{operationId}/images/{imageId}" + +analyzer_name = "image_schema_analyzer" +image_schema = { + "analyzerId": analyzer_name, + "name": "Image understanding", + "description": "Extract detailed structured information from images extracted from documents.", + "baseAnalyzerId": "prebuilt-image", + "scenario": "image", + "config": {"returnDetails": False}, + "fieldSchema": { + "name": "ImageInformation", + "descriptions": "Structured information from images.", + "fields": { + "Title": { + "type": "string", + "description": "Title for the image (either taken from the image directly or a good short title based off content)", + }, + "ImageType": { + "type": "string", + "description": "The type of image.", + "kind": "classify", + "enum": [ + "chart", + "diagram", + "table", + "figure", + "photo", + "screenshot", + "logo", + "icon", + "map", + "infographic", + "other", + ], + }, + "MarkdownDescription": { + "type": "string", + "description": "Description of the image in markdown format. Start with a 2-sentence summary. If the image is a chart, diagram, or table, include the underlying data in tabular markdown format, with valid syntax and accurate numbers. If the image is a chart, describe any axis or legends.", + }, + }, + }, +} + + +class ContentUnderstandingManager: + + def __init__(self, endpoint: str, credential: Union[AsyncTokenCredential, str]): + self.endpoint = endpoint + self.credential = credential + + async def create_analyzer(self): + + token_provider = get_bearer_token_provider(self.credential, "https://cognitiveservices.azure.com/.default") + token = await token_provider() + headers = {"Authorization": f"Bearer {token}", "Content-Type": "application/json"} + params = {"api-version": CU_API_VERSION} + analyzer_id = image_schema["analyzerId"] + cu_endpoint = f"{self.endpoint}/contentunderstanding/analyzers/{analyzer_id}" + async with aiohttp.ClientSession() as session: + async with session.put(url=cu_endpoint, params=params, headers=headers, json=image_schema) as response: + if response.status == 409: + print(f"Analyzer '{analyzer_id}' already exists.") + return + elif response.status != 201: + data = await response.text() + # TODO: log it + print(data) + response.raise_for_status() + else: + poll_url = response.headers.get("Operation-Location") + + @retry(stop=stop_after_attempt(60), wait=wait_fixed(2)) + async def poll(): + async with session.get(poll_url, headers=headers) as response: + response.raise_for_status() + response_json = await response.json() + if response_json["status"] != "Succeeded": + raise ValueError("Retry") + print(response_json) + + await poll() + + def run_cu_image(self, analyzer_name, image): + result = self.run_inference(analyzer_name, image) + model_output = result["result"]["contents"][0]["fields"] + model_output_raw = str(model_output) + return model_output, model_output_raw + + async def run_cu_image(self, image_bytes): + async with aiohttp.ClientSession() as session: + token = await self.credential.get_token("https://cognitiveservices.azure.com/.default") + headers = {"Authorization": "Bearer " + token.token} + params = {"api-version": CU_API_VERSION} + + async with session.post( + url=f"{self.endpoint}/contentunderstanding/analyzers/{analyzer_name}:analyze", + params=params, + headers=headers, + data=image_bytes, + ) as response: + result = await response.json() + print(result) + poll_url = response.headers["Operation-Location"] + + @retry(stop=stop_after_attempt(60), wait=wait_fixed(2), retry=retry_if_exception_type(ValueError)) + async def poll(): + async with session.get(poll_url, headers=headers) as response: + response.raise_for_status() + response_json = await response.json() + print(response_json) + if response_json["status"] == "Failed": + raise Exception("Failed") + if response_json["status"] == "Running": + raise ValueError("Running") + return response_json + + response = await poll() + return response["result"]["contents"][0]["fields"] diff --git a/app/backend/prepdocslib/filestrategy.py b/app/backend/prepdocslib/filestrategy.py index 55b24b6f3a..1a89804ef1 100644 --- a/app/backend/prepdocslib/filestrategy.py +++ b/app/backend/prepdocslib/filestrategy.py @@ -7,6 +7,7 @@ from .listfilestrategy import File, ListFileStrategy from .searchmanager import SearchManager, Section from .strategy import DocumentAction, SearchInfo, Strategy +from .cu_image import ContentUnderstandingManager logger = logging.getLogger("scripts") @@ -50,6 +51,8 @@ def __init__( search_analyzer_name: Optional[str] = None, use_acls: bool = False, category: Optional[str] = None, + use_content_understanding: bool = False, + content_understanding_endpoint: Optional[str] = None, ): self.list_file_strategy = list_file_strategy self.blob_manager = blob_manager @@ -61,6 +64,8 @@ def __init__( self.search_info = search_info self.use_acls = use_acls self.category = category + self.use_content_understanding = use_content_understanding + self.content_understanding_endpoint = content_understanding_endpoint async def setup(self): search_manager = SearchManager( @@ -73,6 +78,10 @@ async def setup(self): ) await search_manager.create_index() + if self.use_content_understanding: + cu_manager = ContentUnderstandingManager(self.content_understanding_endpoint, self.search_info.credential) + await cu_manager.create_analyzer() + async def run(self): search_manager = SearchManager( self.search_info, self.search_analyzer_name, self.use_acls, False, self.embeddings diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index b17bd4032e..9b01810e86 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -6,6 +6,7 @@ import pymupdf from azure.ai.documentintelligence.aio import DocumentIntelligenceClient +from azure.ai.documentintelligence.models import AnalyzeDocumentRequest from azure.ai.documentintelligence.models import DocumentTable from azure.core.credentials import AzureKeyCredential from azure.core.credentials_async import AsyncTokenCredential @@ -14,6 +15,7 @@ from .page import Page from .parser import Parser +from .cu_image import ContentUnderstandingManager logger = logging.getLogger("scripts") @@ -48,24 +50,28 @@ def __init__( credential: Union[AsyncTokenCredential, AzureKeyCredential], model_id="prebuilt-layout", use_content_understanding=True, + content_understanding_endpoint: str = None, ): self.model_id = model_id self.endpoint = endpoint self.credential = credential self.use_content_understanding = use_content_understanding + self.content_understanding_endpoint = content_understanding_endpoint async def parse(self, content: IO) -> AsyncGenerator[Page, None]: logger.info("Extracting text from '%s' using Azure Document Intelligence", content.name) - # TODO: do we also need output=figures on the client itself? seems odd. + cu_manager = ContentUnderstandingManager(self.content_understanding_endpoint, self.credential) async with DocumentIntelligenceClient( - endpoint=self.endpoint, credential=self.credential, output="figures" + endpoint=self.endpoint, credential=self.credential ) as document_intelligence_client: + # turn content into bytes + content_bytes = content.read() if self.use_content_understanding: poller = await document_intelligence_client.begin_analyze_document( model_id="prebuilt-layout", - analyze_request=content, - content_type="application/octet-stream", + analyze_request=AnalyzeDocumentRequest(bytes_source=content_bytes), + # content_type="application/octet-stream", output=["figures"], features=["ocrHighResolution"], output_content_format="markdown", @@ -109,7 +115,9 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: yield Page(page_num=page_num, offset=offset, text=page_text) offset += len(page_text) + figure_results = {} if form_recognizer_results.figures: + doc = pymupdf.open(stream=io.BytesIO(content_bytes)) for figures_idx, figure in enumerate(form_recognizer_results.figures): for region in figure.bounding_regions: print(f"\tFigure body bounding regions: {region}") @@ -121,28 +129,44 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: region.polygon[5], # y1 (bottom) ) page_number = figure.bounding_regions[0]["pageNumber"] - cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page( - content, page_number - 1, bounding_box - ) - - os.makedirs("figures", exist_ok=True) - - filename = "figure_imagecrop" + str(figures_idx) + ".png" - # Full path for the file - filepath = os.path.join("figures", filename) + cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) # Save the figure - cropped_img.save(filepath) bytes_io = io.BytesIO() cropped_img.save(bytes_io, format="PNG") - cropped_img = bytes_io.getvalue() - # _ , figure_description = run_cu_image(analyzer_name, filepath) - - # md_content = replace_figure_description(md_content, figure_description, figures_idx+1) - # figure_content.append(figure_description) - - @classmethod - def table_to_html(cls, table: DocumentTable): + image_fields = await cu_manager.run_cu_image(bytes_io.getvalue()) + figure_results[figure.id] = image_fields + + md_content = analyze_result.content + page_to_figure = {} + for figure in analyze_result.figures: + # Parse figure id + # https://learn.microsoft.com/azure/ai-services/document-intelligence/concept/analyze-document-response?view=doc-intel-4.0.0#figures + figure_id = figure.id.split(".") # 3.1 where 3 is the page number and 1 is the figure number, 1-indexed + page = int(figure_id[0]) + if page not in page_to_figure: + page_to_figure[page] = [] + page_to_figure[page].append(figure.id) + for page in form_recognizer_results.pages: + # Use the text span to extract the markdown on the page + span = page.spans[0] + page_md_content = md_content[span.offset : span.offset + span.length] + if page.page_number in page_to_figure: + page_figures = page_to_figure[page.page_number] + # split the content on the figure tag + parts = page_md_content.split("\n
\n") + for i, figure_id in enumerate(page_figures): + with open( + os.path.join(figures_directory, f"figure_imagecrop_{figure_id}_verbalized.json"), "r" + ) as f: + figure_content = json.dumps(json.load(f)["result"]["contents"][0]) + parts[i] = parts[i] + f'' + page_md_content = "\n".join(parts) + with open(os.path.join(pages_md_directory, f"page_{page.page_number}.md"), "w", encoding="utf-8") as f: + f.write(page_md_content) + + @staticmethod + def table_to_html(table: DocumentTable): table_html = "" rows = [ sorted([cell for cell in table.cells if cell.row_index == i], key=lambda cell: cell.column_index) @@ -162,8 +186,8 @@ def table_to_html(cls, table: DocumentTable): table_html += "
" return table_html - @classmethod - def crop_image_from_pdf_page(pdf_path, page_number, bounding_box): + @staticmethod + def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box): """ Crops a region from a given page in a PDF and returns it as an image. @@ -172,16 +196,13 @@ def crop_image_from_pdf_page(pdf_path, page_number, bounding_box): :param bounding_box: A tuple of (x0, y0, x1, y1) coordinates for the bounding box. :return: A PIL Image of the cropped area. """ - doc = pymupdf.open(pdf_path) + logger.info(f"Cropping image from PDF page {page_number} with bounding box {bounding_box}") page = doc.load_page(page_number) # Cropping the page. The rect requires the coordinates in the format (x0, y0, x1, y1). bbx = [x * 72 for x in bounding_box] rect = pymupdf.Rect(bbx) + # 72 is the DPI ? what? explain this from CU pix = page.get_pixmap(matrix=pymupdf.Matrix(300 / 72, 300 / 72), clip=rect) - img = Image.frombytes("RGB", [pix.width, pix.height], pix.samples) - - doc.close() - - return img + return Image.frombytes("RGB", [pix.width, pix.height], pix.samples) diff --git a/app/backend/requirements.in b/app/backend/requirements.in index 765a72c486..3a0c57cf6c 100644 --- a/app/backend/requirements.in +++ b/app/backend/requirements.in @@ -5,7 +5,7 @@ openai>=1.3.7 numpy>=1,<2.1.0 # Used by openai embeddings.create to optimize embeddings (but not required) tiktoken tenacity -azure-ai-documentintelligence +azure-ai-documentintelligence==1.0.0b4 azure-cognitiveservices-speech azure-cosmos azure-search-documents==11.6.0b6 diff --git a/app/backend/requirements.txt b/app/backend/requirements.txt index 2efe32b484..12ffb26450 100644 --- a/app/backend/requirements.txt +++ b/app/backend/requirements.txt @@ -1,5 +1,5 @@ # -# This file is autogenerated by pip-compile with Python 3.11 +# This file is autogenerated by pip-compile with Python 3.12 # by the following command: # # pip-compile requirements.in @@ -24,7 +24,7 @@ asgiref==3.8.1 # via opentelemetry-instrumentation-asgi attrs==24.2.0 # via aiohttp -azure-ai-documentintelligence==1.0.0b3 +azure-ai-documentintelligence==1.0.0b4 # via -r requirements.in azure-cognitiveservices-speech==1.40.0 # via -r requirements.in diff --git a/figures/figure_imagecrop0.png b/figures/figure_imagecrop0.png new file mode 100644 index 0000000000000000000000000000000000000000..b5dd8ae5776cbebcef689f273a8ef6d28e828de4 GIT binary patch literal 75374 zcmcFr1zS{W*B(ScL_m=e5Cn!sknWJ~Aw^mV5s>bo6_Jn*rH1a3R$2uK>244P9J(8Z z_ZiOj7ryH{M?AXs6D#g@uh=J4LtTO34&@yP1VW&sD60j5+-wK`+T6YY{-h&VmjHqV zfhfs7)A3B*nDt0C((}E#a+yAuY%aFvH%#Q1eE!S$&LipDfzd(GAX90@+lD~e!yl(Z503Ifrg--ALjD7q@?Rl+zd^kXfR 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+1,6 @@ #!/bin/sh -. ./scripts/load_python_env.sh +#. ./scripts/load_python_env.sh echo 'Running "prepdocs.py"' From 65e561670955c79ef4e3d1afa714ddb3d7b6b416 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Thu, 21 Nov 2024 14:57:02 -0800 Subject: [PATCH 03/19] CU integration --- app/backend/prepdocslib/cu_image.py | 19 ++-- app/backend/prepdocslib/filestrategy.py | 2 +- app/backend/prepdocslib/pdfparser.py | 131 ++++++++++++------------ app/backend/prepdocslib/textsplitter.py | 9 ++ scripts/prepdocs.sh | 2 +- 5 files changed, 84 insertions(+), 79 deletions(-) diff --git a/app/backend/prepdocslib/cu_image.py b/app/backend/prepdocslib/cu_image.py index 56ba5ee9b2..05b8f77be0 100644 --- a/app/backend/prepdocslib/cu_image.py +++ b/app/backend/prepdocslib/cu_image.py @@ -1,13 +1,10 @@ -from typing import Union import logging +from typing import Union import aiohttp from azure.core.credentials_async import AsyncTokenCredential -from tenacity import retry, stop_after_attempt, wait_fixed -from tenacity import retry_if_exception_type - from azure.identity.aio import get_bearer_token_provider - +from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_fixed logger = logging.getLogger("scripts") @@ -97,7 +94,6 @@ async def poll(): response_json = await response.json() if response_json["status"] != "Succeeded": raise ValueError("Retry") - print(response_json) await poll() @@ -107,7 +103,7 @@ def run_cu_image(self, analyzer_name, image): model_output_raw = str(model_output) return model_output, model_output_raw - async def run_cu_image(self, image_bytes): + async def verbalize_figure(self, image_bytes) -> str: async with aiohttp.ClientSession() as session: token = await self.credential.get_token("https://cognitiveservices.azure.com/.default") headers = {"Authorization": "Bearer " + token.token} @@ -119,8 +115,7 @@ async def run_cu_image(self, image_bytes): headers=headers, data=image_bytes, ) as response: - result = await response.json() - print(result) + response.raise_for_status() poll_url = response.headers["Operation-Location"] @retry(stop=stop_after_attempt(60), wait=wait_fixed(2), retry=retry_if_exception_type(ValueError)) @@ -129,11 +124,13 @@ async def poll(): response.raise_for_status() response_json = await response.json() print(response_json) + # rich.print it all pretty progress-y if response_json["status"] == "Failed": raise Exception("Failed") if response_json["status"] == "Running": raise ValueError("Running") return response_json - response = await poll() - return response["result"]["contents"][0]["fields"] + results = await poll() + fields = results["result"]["contents"][0]["fields"] + return f"Title: {fields['Title']['valueString']}\n\nType: {fields['ImageType']['valueString']}\n\nDescription: {fields['MarkdownDescription']['valueString']}" diff --git a/app/backend/prepdocslib/filestrategy.py b/app/backend/prepdocslib/filestrategy.py index 1a89804ef1..5f5a1f44af 100644 --- a/app/backend/prepdocslib/filestrategy.py +++ b/app/backend/prepdocslib/filestrategy.py @@ -2,12 +2,12 @@ from typing import List, Optional from .blobmanager import BlobManager +from .cu_image import ContentUnderstandingManager from .embeddings import ImageEmbeddings, OpenAIEmbeddings from .fileprocessor import FileProcessor from .listfilestrategy import File, ListFileStrategy from .searchmanager import SearchManager, Section from .strategy import DocumentAction, SearchInfo, Strategy -from .cu_image import ContentUnderstandingManager logger = logging.getLogger("scripts") diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 9b01810e86..cc683fbd4d 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -1,21 +1,24 @@ import html import io import logging -import os +from enum import Enum from typing import IO, AsyncGenerator, Union import pymupdf from azure.ai.documentintelligence.aio import DocumentIntelligenceClient -from azure.ai.documentintelligence.models import AnalyzeDocumentRequest -from azure.ai.documentintelligence.models import DocumentTable +from azure.ai.documentintelligence.models import ( + AnalyzeDocumentRequest, + DocumentFigure, + DocumentTable, +) from azure.core.credentials import AzureKeyCredential from azure.core.credentials_async import AsyncTokenCredential from PIL import Image from pypdf import PdfReader +from .cu_image import ContentUnderstandingManager from .page import Page from .parser import Parser -from .cu_image import ContentUnderstandingManager logger = logging.getLogger("scripts") @@ -71,11 +74,11 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: poller = await document_intelligence_client.begin_analyze_document( model_id="prebuilt-layout", analyze_request=AnalyzeDocumentRequest(bytes_source=content_bytes), - # content_type="application/octet-stream", output=["figures"], features=["ocrHighResolution"], output_content_format="markdown", ) + doc_for_pymupdf = pymupdf.open(stream=io.BytesIO(content_bytes)) else: poller = await document_intelligence_client.begin_analyze_document( model_id=self.model_id, analyze_request=content, content_type="application/octet-stream" @@ -89,81 +92,74 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: for table in (form_recognizer_results.tables or []) if table.bounding_regions and table.bounding_regions[0].page_number == page_num + 1 ] + figures_on_page = [ + figure + for figure in (form_recognizer_results.figures or []) + if figure.bounding_regions and figure.bounding_regions[0].page_number == page_num + 1 + ] + + class ObjectType(Enum): + NONE = -1 + TABLE = 0 + FIGURE = 1 # mark all positions of the table spans in the page page_offset = page.spans[0].offset page_length = page.spans[0].length - table_chars = [-1] * page_length - for table_id, table in enumerate(tables_on_page): + mask_chars = [(ObjectType.NONE, None)] * page_length + for table_idx, table in enumerate(tables_on_page): for span in table.spans: # replace all table spans with "table_id" in table_chars array for i in range(span.length): idx = span.offset - page_offset + i if idx >= 0 and idx < page_length: - table_chars[idx] = table_id + mask_chars[idx] = (ObjectType.TABLE, table_idx) + for figure_idx, figure in enumerate(figures_on_page): + for span in figure.spans: + # replace all figure spans with "figure_id" in figure_chars array + for i in range(span.length): + idx = span.offset - page_offset + i + if idx >= 0 and idx < page_length: + mask_chars[idx] = (ObjectType.FIGURE, figure_idx) # build page text by replacing characters in table spans with table html page_text = "" - added_tables = set() - for idx, table_id in enumerate(table_chars): - if table_id == -1: + added_objects = set() # set of object types todo mypy + for idx, mask_char in enumerate(mask_chars): + object_type, object_idx = mask_char + if object_type == ObjectType.NONE: page_text += form_recognizer_results.content[page_offset + idx] - elif table_id not in added_tables: - page_text += DocumentAnalysisParser.table_to_html(tables_on_page[table_id]) - added_tables.add(table_id) - + elif object_type == ObjectType.TABLE: + if mask_char not in added_objects: + page_text += DocumentAnalysisParser.table_to_html(tables_on_page[object_idx]) + added_objects.add(mask_char) + elif object_type == ObjectType.FIGURE: + if mask_char not in added_objects: + page_text += await DocumentAnalysisParser.figure_to_html( + doc_for_pymupdf, cu_manager, figures_on_page[object_idx] + ) + added_objects.add(mask_char) + # TODO: reset page numbers based on the mask yield Page(page_num=page_num, offset=offset, text=page_text) offset += len(page_text) - figure_results = {} - if form_recognizer_results.figures: - doc = pymupdf.open(stream=io.BytesIO(content_bytes)) - for figures_idx, figure in enumerate(form_recognizer_results.figures): - for region in figure.bounding_regions: - print(f"\tFigure body bounding regions: {region}") - # To learn more about bounding regions, see https://aka.ms/bounding-region - bounding_box = ( - region.polygon[0], # x0 (left) - region.polygon[1], # y0 (top - region.polygon[4], # x1 (right) - region.polygon[5], # y1 (bottom) - ) - page_number = figure.bounding_regions[0]["pageNumber"] - cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) - - # Save the figure - bytes_io = io.BytesIO() - cropped_img.save(bytes_io, format="PNG") - image_fields = await cu_manager.run_cu_image(bytes_io.getvalue()) - figure_results[figure.id] = image_fields - - md_content = analyze_result.content - page_to_figure = {} - for figure in analyze_result.figures: - # Parse figure id - # https://learn.microsoft.com/azure/ai-services/document-intelligence/concept/analyze-document-response?view=doc-intel-4.0.0#figures - figure_id = figure.id.split(".") # 3.1 where 3 is the page number and 1 is the figure number, 1-indexed - page = int(figure_id[0]) - if page not in page_to_figure: - page_to_figure[page] = [] - page_to_figure[page].append(figure.id) - for page in form_recognizer_results.pages: - # Use the text span to extract the markdown on the page - span = page.spans[0] - page_md_content = md_content[span.offset : span.offset + span.length] - if page.page_number in page_to_figure: - page_figures = page_to_figure[page.page_number] - # split the content on the figure tag - parts = page_md_content.split("\n

\n") - for i, figure_id in enumerate(page_figures): - with open( - os.path.join(figures_directory, f"figure_imagecrop_{figure_id}_verbalized.json"), "r" - ) as f: - figure_content = json.dumps(json.load(f)["result"]["contents"][0]) - parts[i] = parts[i] + f'' - page_md_content = "\n".join(parts) - with open(os.path.join(pages_md_directory, f"page_{page.page_number}.md"), "w", encoding="utf-8") as f: - f.write(page_md_content) + @staticmethod + async def figure_to_html( + doc: pymupdf.Document, cu_manager: ContentUnderstandingManager, figure: DocumentFigure + ) -> str: + for region in figure.bounding_regions: + # To learn more about bounding regions, see https://aka.ms/bounding-region + bounding_box = ( + region.polygon[0], # x0 (left) + region.polygon[1], # y0 (top + region.polygon[4], # x1 (right) + region.polygon[5], # y1 (bottom) + ) + page_number = figure.bounding_regions[0]["pageNumber"] # 1-indexed + cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) + figure_description = await cu_manager.verbalize_figure(cropped_img) + # TODO: add DI's original figcaption to this caption - figure.caption.content + return f"
{figure_description}
" @staticmethod def table_to_html(table: DocumentTable): @@ -187,7 +183,7 @@ def table_to_html(table: DocumentTable): return table_html @staticmethod - def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box): + def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box) -> bytes: """ Crops a region from a given page in a PDF and returns it as an image. @@ -205,4 +201,7 @@ def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box): # 72 is the DPI ? what? explain this from CU pix = page.get_pixmap(matrix=pymupdf.Matrix(300 / 72, 300 / 72), clip=rect) - return Image.frombytes("RGB", [pix.width, pix.height], pix.samples) + img = Image.frombytes("RGB", [pix.width, pix.height], pix.samples) + bytes_io = io.BytesIO() + img.save(bytes_io, format="PNG") + return bytes_io.getvalue() diff --git a/app/backend/prepdocslib/textsplitter.py b/app/backend/prepdocslib/textsplitter.py index 30b0c1ad77..efc5927dac 100644 --- a/app/backend/prepdocslib/textsplitter.py +++ b/app/backend/prepdocslib/textsplitter.py @@ -193,6 +193,7 @@ def find_page(offset): yield from self.split_page_by_max_tokens(page_num=find_page(start), text=section_text) last_table_start = section_text.rfind(" 2 * self.sentence_search_limit and last_table_start > section_text.rfind(" 2 * self.sentence_search_limit and last_figure_start > section_text.rfind( + " Date: Fri, 22 Nov 2024 11:46:28 -0800 Subject: [PATCH 04/19] Better splitting --- app/backend/prepdocslib/blobmanager.py | 2 +- app/backend/prepdocslib/cu_image.py | 32 +++--------------- app/backend/prepdocslib/figure_output.json | 0 app/backend/prepdocslib/page.py | 6 +++- app/backend/prepdocslib/pdfparser.py | 38 +++++++++++++++------- app/backend/prepdocslib/textsplitter.py | 14 ++------ docs/data_ingestion.md | 2 +- pages.json | 1 + scripts/prepdocs.sh | 2 +- 9 files changed, 44 insertions(+), 53 deletions(-) create mode 100644 app/backend/prepdocslib/figure_output.json create mode 100644 pages.json diff --git a/app/backend/prepdocslib/blobmanager.py b/app/backend/prepdocslib/blobmanager.py index e9f18e795a..e8d01dda52 100644 --- a/app/backend/prepdocslib/blobmanager.py +++ b/app/backend/prepdocslib/blobmanager.py @@ -171,7 +171,7 @@ def sourcepage_from_file_page(cls, filename, page=0) -> str: @classmethod def blob_image_name_from_file_page(cls, filename, page=0) -> str: - return os.path.splitext(os.path.basename(filename))[0] + f"-{page}" + ".png" + return os.path.splitext(os.path.basename(filename))[0] + f"-{page+1}" + ".png" @classmethod def blob_name_from_file_name(cls, filename) -> str: diff --git a/app/backend/prepdocslib/cu_image.py b/app/backend/prepdocslib/cu_image.py index 05b8f77be0..f4853c4dbe 100644 --- a/app/backend/prepdocslib/cu_image.py +++ b/app/backend/prepdocslib/cu_image.py @@ -17,7 +17,7 @@ PATH_ANALYZER_INFERENCE = "/analyzers/{analyzerId}:analyze" PATH_ANALYZER_INFERENCE_GET_IMAGE = "/analyzers/{analyzerId}/results/{operationId}/images/{imageId}" -analyzer_name = "image_schema_analyzer" +analyzer_name = "image_analyzer" image_schema = { "analyzerId": analyzer_name, "name": "Image understanding", @@ -27,33 +27,11 @@ "config": {"returnDetails": False}, "fieldSchema": { "name": "ImageInformation", - "descriptions": "Structured information from images.", + "descriptions": "Description of image.", "fields": { - "Title": { + "Description": { "type": "string", - "description": "Title for the image (either taken from the image directly or a good short title based off content)", - }, - "ImageType": { - "type": "string", - "description": "The type of image.", - "kind": "classify", - "enum": [ - "chart", - "diagram", - "table", - "figure", - "photo", - "screenshot", - "logo", - "icon", - "map", - "infographic", - "other", - ], - }, - "MarkdownDescription": { - "type": "string", - "description": "Description of the image in markdown format. Start with a 2-sentence summary. If the image is a chart, diagram, or table, include the underlying data in tabular markdown format, with valid syntax and accurate numbers. If the image is a chart, describe any axis or legends.", + "description": "Description of the image. If the image has a title, start with the title. Include a 2-sentence summary. If the image is a chart, diagram, or table, include the underlying data in an HTML table tag, with accurate numbers. If the image is a chart, describe any axis or legends. The only allowed HTML tags are the table/thead/tr/td/tbody tags.", }, }, }, @@ -133,4 +111,4 @@ async def poll(): results = await poll() fields = results["result"]["contents"][0]["fields"] - return f"Title: {fields['Title']['valueString']}\n\nType: {fields['ImageType']['valueString']}\n\nDescription: {fields['MarkdownDescription']['valueString']}" + return fields["DescriptionHTML"]["valueString"] diff --git a/app/backend/prepdocslib/figure_output.json b/app/backend/prepdocslib/figure_output.json new file mode 100644 index 0000000000..e69de29bb2 diff --git a/app/backend/prepdocslib/page.py b/app/backend/prepdocslib/page.py index f12fe70b94..857235c571 100644 --- a/app/backend/prepdocslib/page.py +++ b/app/backend/prepdocslib/page.py @@ -3,7 +3,7 @@ class Page: A single page from a document Attributes: - page_num (int): Page number + page_num (int): Page number (0-indexed) offset (int): If the text of the entire Document was concatenated into a single string, the index of the first character on the page. For example, if page 1 had the text "hello" and page 2 had the text "world", the offset of page 2 is 5 ("hellow") text (str): The text of the page """ @@ -17,6 +17,10 @@ def __init__(self, page_num: int, offset: int, text: str): class SplitPage: """ A section of a page that has been split into a smaller chunk. + + Attributes: + page_num (int): Page number (0-indexed) + text (str): The text of the section """ def __init__(self, page_num: int, text: str): diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index cc683fbd4d..5864d7d8ae 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -1,5 +1,6 @@ import html import io +import json import logging from enum import Enum from typing import IO, AsyncGenerator, Union @@ -8,6 +9,7 @@ from azure.ai.documentintelligence.aio import DocumentIntelligenceClient from azure.ai.documentintelligence.models import ( AnalyzeDocumentRequest, + AnalyzeResult, DocumentFigure, DocumentTable, ) @@ -83,19 +85,20 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: poller = await document_intelligence_client.begin_analyze_document( model_id=self.model_id, analyze_request=content, content_type="application/octet-stream" ) - form_recognizer_results = await poller.result() + form_recognizer_results: AnalyzeResult = await poller.result() offset = 0 - for page_num, page in enumerate(form_recognizer_results.pages): + pages_json = [] + for page in form_recognizer_results.pages: tables_on_page = [ table for table in (form_recognizer_results.tables or []) - if table.bounding_regions and table.bounding_regions[0].page_number == page_num + 1 + if table.bounding_regions and table.bounding_regions[0].page_number == page.page_number ] figures_on_page = [ figure for figure in (form_recognizer_results.figures or []) - if figure.bounding_regions and figure.bounding_regions[0].page_number == page_num + 1 + if figure.bounding_regions and figure.bounding_regions[0].page_number == page.page_number ] class ObjectType(Enum): @@ -135,13 +138,26 @@ class ObjectType(Enum): added_objects.add(mask_char) elif object_type == ObjectType.FIGURE: if mask_char not in added_objects: - page_text += await DocumentAnalysisParser.figure_to_html( + figure_html = await DocumentAnalysisParser.figure_to_html( doc_for_pymupdf, cu_manager, figures_on_page[object_idx] ) + page_text += figure_html added_objects.add(mask_char) - # TODO: reset page numbers based on the mask - yield Page(page_num=page_num, offset=offset, text=page_text) + # We remove these comments since they are not needed and skew the page numbers + page_text = page_text.replace("", "") + # We remove excess newlines at the beginning and end of the page + page_text = page_text.strip() + yield Page(page_num=page.page_number - 1, offset=offset, text=page_text) + # Serialize the page text to a JSON and save it locally + page_json = { + "page_num": page.page_number - 1, + "offset": offset, + "text": page_text, + } + pages_json.append(page_json) offset += len(page_text) + with open("pages.json", "w") as f: + json.dump(pages_json, f) @staticmethod async def figure_to_html( @@ -158,12 +174,12 @@ async def figure_to_html( page_number = figure.bounding_regions[0]["pageNumber"] # 1-indexed cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) figure_description = await cu_manager.verbalize_figure(cropped_img) - # TODO: add DI's original figcaption to this caption - figure.caption.content - return f"
{figure_description}
" + figure_title = (figure.caption and figure.caption.content) or "" + return f"
{figure_title}
{figure_description}
" @staticmethod def table_to_html(table: DocumentTable): - table_html = "" + table_html = "
" rows = [ sorted([cell for cell in table.cells if cell.row_index == i], key=lambda cell: cell.column_index) for i in range(table.row_count) @@ -179,7 +195,7 @@ def table_to_html(table: DocumentTable): cell_spans += f" rowSpan={cell.row_span}" table_html += f"<{tag}{cell_spans}>{html.escape(cell.content)}" table_html += "" - table_html += "
" + table_html += "
" return table_html @staticmethod diff --git a/app/backend/prepdocslib/textsplitter.py b/app/backend/prepdocslib/textsplitter.py index efc5927dac..8217c01aef 100644 --- a/app/backend/prepdocslib/textsplitter.py +++ b/app/backend/prepdocslib/textsplitter.py @@ -103,6 +103,7 @@ def split_page_by_max_tokens(self, page_num: int, text: str) -> Generator[SplitP tokens = bpe.encode(text) if len(tokens) <= self.max_tokens_per_section: # Section is already within max tokens, return + print(f"Page {page_num}: {text}") yield SplitPage(page_num=page_num, text=text) else: # Start from the center and try and find the closest sentence ending by spiralling outward. @@ -192,24 +193,15 @@ def find_page(offset): section_text = all_text[start:end] yield from self.split_page_by_max_tokens(page_num=find_page(start), text=section_text) - last_table_start = section_text.rfind(" 2 * self.sentence_search_limit and last_table_start > section_text.rfind(" 2 * self.sentence_search_limit and last_figure_start > section_text.rfind( + if last_figure_start > 2 * self.sentence_search_limit and last_figure_start > section_text.rfind( "
Global Financial Market Distribution (2023)
This pie chart represents the distribution of investments across four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different category. Stocks are shown in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each investment type within a portfolio.

CategoryColor
StocksBlue
BondsOrange
CryptocurrenciesGray
CommoditiesYellow
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis"}, {"page_num": 3, "offset": 1897, "text": "## Stock Market Overview\n\n\n

5-Year Trend of the S&P 500 Index

This line chart shows the trend of the S&P 500 Index over a five-year period from 2018 to 2022. The index starts below 2500 in 2018, rises steadily to a peak above 4500 in 2021, and then declines slightly in 2022.

YearIndex Value
2018Below 2500
2019Approximately 3000
2020Approximately 3500
2021Above 4500
2022Above 4000
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state"}, {"page_num": 4, "offset": 2948, "text": "## Cryptocurrency Market Dynamics\n\n\n
Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)

This line graph shows two data series over the months from January to December. The blue line represents a data series that starts at around 32,500 in January, peaks in May at about 42,500, dips in July, and then rises steadily to approximately 47,500 by December. The orange line represents a second data series that remains relatively flat, starting at around 2,500 in January and ending slightly above 2,500 in December.

MonthBlue LineOrange Line
Jan32,5002,500
Feb30,0002,500
Mar35,0002,500
Apr40,0002,500
May42,5002,500
Jun37,5002,500
Jul32,5002,500
Aug35,0002,500
Sep37,5002,500
Oct40,0002,500
Nov42,5002,500
Dec47,5002,500
\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n

The image shows a legend with two colored lines and labels. The blue line is labeled \"Bitconin\" and the orange line is labeled \"Ethereum.\" This legend is likely used to differentiate between two data sets or categories in a chart or graph, with each color representing a different cryptocurrency.
"}, {"page_num": 5, "offset": 4891, "text": "### Commodity Market Fluctuations\n\n\n
Price Changes of Oil, Gold, and Wheat

This is a horizontal bar chart showing the annual percentage change in prices for Wheat, Gold, and Oil from 2014 to 2022. The chart uses different colors to represent each commodity: grey for Wheat, orange for Gold, and blue for Oil. The x-axis represents the percentage change, ranging from -25% to 35%, while the y-axis lists the years from 2014 to 2022.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearWheat (%)Gold (%)Oil (%)
2022~5%~1%~-5%
2021~-2%~-3%~35%
2020~-3%~5%~-20%
2019~1%~3%~-5%
2018~-5%~-2%~-15%
2017~-1%~1%~10%
2016~-2%~8%~20%
2015~-5%~-10%~-15%
2014~-5%~-5%~-10%
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment."}, {"page_num": 6, "offset": 6417, "text": "### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem."}, {"page_num": 7, "offset": 7439, "text": "### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets

The image is a line graph titled \"On Financial Markets\" showing the trends of Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The graph has three lines representing each of these metrics over the years.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearInterest Rates %Inflation Data %GDP Growth %
2018223
201922.52
202011.5-4
20211.533
202222.52
20232.522.5
\n\n

The graph shows a significant dip in GDP Growth % in 2020, likely due to economic disruptions, while inflation and interest rates remained relatively stable with slight fluctuations over the years.

\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance."}, {"page_num": 8, "offset": 8893, "text": "## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)

Prices (2024 Indexed to 100)

\n

This bar chart compares the indexed prices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 set as the base year (indexed to 100). The chart shows the relative price changes over the years for each asset.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearOilBitcoinS&P 500
2024100100100
2025105110108
2026110115112
2027115120116
2028120125120
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold."}, {"page_num": 9, "offset": 10102, "text": "## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market."}] diff --git a/scripts/prepdocs.sh b/scripts/prepdocs.sh index b75a5efc96..ae277b149e 100755 --- a/scripts/prepdocs.sh +++ b/scripts/prepdocs.sh @@ -17,4 +17,4 @@ if [ $# -gt 0 ]; then additionalArgs="$@" fi -./.venv/bin/python ./app/backend/prepdocs.py './data/*' --verbose $additionalArgs +./.venv/bin/python ./app/backend/prepdocs.py './data/GPT4V_Examples/Financial Market Analysis Report 2023.pdf' --verbose $additionalArgs From 9ba6e3a534426355652d003506e936e87c6b16d8 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Mon, 25 Nov 2024 15:45:13 -0800 Subject: [PATCH 05/19] Add Bicep --- .azdo/pipelines/azure-dev.yml | 1 + .github/workflows/azure-dev.yml | 1 + CONTRIBUTING.md | 4 +- README.md | 4 +- app/backend/prepdocs.py | 10 +- app/backend/prepdocslib/cu_image.py | 61 ++++----- app/backend/prepdocslib/figure_output.json | 127 ++++++++++++++++++ app/backend/prepdocslib/pdfparser.py | 16 ++- app/backend/prepdocslib/textsplitter.py | 4 +- app/backend/requirements.in | 1 + app/backend/requirements.txt | 8 ++ azure.yaml | 1 + docs/deploy_features.md | 28 +++- infra/abbreviations.json | 1 + infra/main.bicep | 33 +++++ infra/main.parameters.json | 9 ++ pages.json | 1 - .../split_pages_with_figures.json | 50 +++++++ tests/test-data/pages_with_figures.json | 1 + tests/test_prepdocslib_textsplitter.py | 30 ++++- 20 files changed, 333 insertions(+), 58 deletions(-) delete mode 100644 pages.json create mode 100644 tests/snapshots/test_prepdocslib_textsplitter/test_pages_with_figures/split_pages_with_figures.json create mode 100644 tests/test-data/pages_with_figures.json diff --git a/.azdo/pipelines/azure-dev.yml b/.azdo/pipelines/azure-dev.yml index 3495e06a45..8c61d4acaf 100644 --- a/.azdo/pipelines/azure-dev.yml +++ b/.azdo/pipelines/azure-dev.yml @@ -120,6 +120,7 @@ steps: DEPLOYMENT_TARGET: $(DEPLOYMENT_TARGET) AZURE_CONTAINER_APPS_WORKLOAD_PROFILE: $(AZURE_CONTAINER_APPS_WORKLOAD_PROFILE) USE_CHAT_HISTORY_BROWSER: $(USE_CHAT_HISTORY_BROWSER) + USE_MEDIA_DESCRIBER_AZURE_CU: $(USE_MEDIA_DESCRIBER_AZURE_CU) - task: AzureCLI@2 displayName: Deploy Application inputs: diff --git a/.github/workflows/azure-dev.yml b/.github/workflows/azure-dev.yml index 798e589413..f233b4a821 100644 --- a/.github/workflows/azure-dev.yml +++ b/.github/workflows/azure-dev.yml @@ -103,6 +103,7 @@ jobs: DEPLOYMENT_TARGET: ${{ vars.DEPLOYMENT_TARGET }} AZURE_CONTAINER_APPS_WORKLOAD_PROFILE: ${{ vars.AZURE_CONTAINER_APPS_WORKLOAD_PROFILE }} USE_CHAT_HISTORY_BROWSER: ${{ vars.USE_CHAT_HISTORY_BROWSER }} + USE_MEDIA_DESCRIBER_AZURE_CU: ${{ vars.USE_MEDIA_DESCRIBER_AZURE_CU }} steps: - name: Checkout uses: actions/checkout@v4 diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 55b7be4e4c..8da97a9703 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -22,7 +22,7 @@ contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additio - [Running unit tests](#running-unit-tests) - [Running E2E tests](#running-e2e-tests) - [Code Style](#code-style) -- [Adding new azd environment variables](#add-new-azd-environment-variables) +- [Adding new azd environment variables](#adding-new-azd-environment-variables) ## Code of Conduct @@ -166,6 +166,8 @@ If you followed the steps above to install the pre-commit hooks, then you can ju When adding new azd environment variables, please remember to update: +1. [main.parameters.json](./main.parameters.json) +1. [appEnvVariables in main.bicep](./main.bicep) 1. App Service's [azure.yaml](./azure.yaml) 1. [ADO pipeline](.azdo/pipelines/azure-dev.yml). 1. [Github workflows](.github/workflows/azure-dev.yml) diff --git a/README.md b/README.md index fc8c009bfe..b9e0aad4c9 100644 --- a/README.md +++ b/README.md @@ -92,7 +92,9 @@ However, you can try the [Azure pricing calculator](https://azure.com/e/e3490de2 - Azure AI Document Intelligence: SO (Standard) tier using pre-built layout. Pricing per document page, sample documents have 261 pages total. [Pricing](https://azure.microsoft.com/pricing/details/form-recognizer/) - Azure AI Search: Basic tier, 1 replica, free level of semantic search. Pricing per hour. [Pricing](https://azure.microsoft.com/pricing/details/search/) - Azure Blob Storage: Standard tier with ZRS (Zone-redundant storage). Pricing per storage and read operations. [Pricing](https://azure.microsoft.com/pricing/details/storage/blobs/) -- Azure Cosmos DB: Serverless tier. Pricing per request unit and storage. [Pricing](https://azure.microsoft.com/pricing/details/cosmos-db/) +- Azure Cosmos DB: Only provisioned if you enabled [chat history with Cosmos DB](docs/deploy_features.md#enabling-persistent-chat-history-with-azure-cosmos-db). Serverless tier. Pricing per request unit and storage. [Pricing](https://azure.microsoft.com/pricing/details/cosmos-db/) +- Azure AI Vision: Only provisioned if you enabled [GPT-4 with vision](docs/gpt4v.md). Pricing per 1K transactions. [Pricing](https://azure.microsoft.com/en-us/pricing/details/cognitive-services/computer-vision/) +- Azure AI Content Understanding: Only provisioned if you enabled [media description](docs/deploy_features.md#enabling-media-description-with-azure-content-understanding). Pricing per TODO. [Pricing](TODO) - Azure Monitor: Pay-as-you-go tier. Costs based on data ingested. [Pricing](https://azure.microsoft.com/pricing/details/monitor/) To reduce costs, you can switch to free SKUs for various services, but those SKUs have limitations. diff --git a/app/backend/prepdocs.py b/app/backend/prepdocs.py index b40cfa4388..31c7740866 100644 --- a/app/backend/prepdocs.py +++ b/app/backend/prepdocs.py @@ -7,6 +7,7 @@ from azure.core.credentials import AzureKeyCredential from azure.core.credentials_async import AsyncTokenCredential from azure.identity.aio import AzureDeveloperCliCredential, get_bearer_token_provider +from rich.logging import RichHandler from load_azd_env import load_azd_env from prepdocslib.blobmanager import BlobManager @@ -161,7 +162,7 @@ def setup_file_processors( use_content_understanding: bool = False, content_understanding_endpoint: Union[str, None] = None, ): - sentence_text_splitter = SentenceTextSplitter(has_image_embeddings=search_images) + sentence_text_splitter = SentenceTextSplitter() doc_int_parser: Optional[DocumentAnalysisParser] = None # check if Azure Document Intelligence credentials are provided @@ -245,8 +246,7 @@ async def main(strategy: Strategy, setup_index: bool = True): if __name__ == "__main__": parser = argparse.ArgumentParser( - description="Prepare documents by extracting content from PDFs, splitting content into sections, uploading to blob storage, and indexing in a search index.", - epilog="Example: prepdocs.py '.\\data\*' -v", + description="Prepare documents by extracting content from PDFs, splitting content into sections, uploading to blob storage, and indexing in a search index." ) parser.add_argument("files", nargs="?", help="Files to be processed") @@ -299,7 +299,7 @@ async def main(strategy: Strategy, setup_index: bool = True): args = parser.parse_args() if args.verbose: - logging.basicConfig(format="%(message)s") + logging.basicConfig(format="%(message)s", datefmt="[%X]", handlers=[RichHandler(rich_tracebacks=True)]) # We only set the level to INFO for our logger, # to avoid seeing the noisy INFO level logs from the Azure SDKs logger.setLevel(logging.DEBUG) @@ -310,7 +310,7 @@ async def main(strategy: Strategy, setup_index: bool = True): use_gptvision = os.getenv("USE_GPT4V", "").lower() == "true" use_acls = os.getenv("AZURE_ADLS_GEN2_STORAGE_ACCOUNT") is not None dont_use_vectors = os.getenv("USE_VECTORS", "").lower() == "false" - use_content_understanding = os.getenv("USE_CONTENT_UNDERSTANDING", "").lower() == "true" + use_content_understanding = os.getenv("USE_MEDIA_DESCRIBER_AZURE_CU", "").lower() == "true" # Use the current user identity to connect to Azure services. See infra/main.bicep for role assignments. if tenant_id := os.getenv("AZURE_TENANT_ID"): diff --git a/app/backend/prepdocslib/cu_image.py b/app/backend/prepdocslib/cu_image.py index f4853c4dbe..7db2b49c7d 100644 --- a/app/backend/prepdocslib/cu_image.py +++ b/app/backend/prepdocslib/cu_image.py @@ -4,6 +4,7 @@ import aiohttp from azure.core.credentials_async import AsyncTokenCredential from azure.identity.aio import get_bearer_token_provider +from rich.progress import Progress from tenacity import retry, retry_if_exception_type, stop_after_attempt, wait_fixed logger = logging.getLogger("scripts") @@ -44,7 +45,23 @@ def __init__(self, endpoint: str, credential: Union[AsyncTokenCredential, str]): self.endpoint = endpoint self.credential = credential + async def poll_api(self, session, poll_url, headers): + + @retry(stop=stop_after_attempt(60), wait=wait_fixed(2), retry=retry_if_exception_type(ValueError)) + async def poll(): + async with session.get(poll_url, headers=headers) as response: + response.raise_for_status() + response_json = await response.json() + if response_json["status"] == "Failed": + raise Exception("Failed") + if response_json["status"] == "Running": + raise ValueError("Running") + return response_json + + return await poll() + async def create_analyzer(self): + logger.info("Creating analyzer '%s'...", image_schema["analyzerId"]) token_provider = get_bearer_token_provider(self.credential, "https://cognitiveservices.azure.com/.default") token = await token_provider() @@ -55,33 +72,21 @@ async def create_analyzer(self): async with aiohttp.ClientSession() as session: async with session.put(url=cu_endpoint, params=params, headers=headers, json=image_schema) as response: if response.status == 409: - print(f"Analyzer '{analyzer_id}' already exists.") + logger.info("Analyzer '%s' already exists.", analyzer_id) return elif response.status != 201: data = await response.text() - # TODO: log it - print(data) + logger.error("Error creating analyzer: %s", data) response.raise_for_status() else: poll_url = response.headers.get("Operation-Location") - @retry(stop=stop_after_attempt(60), wait=wait_fixed(2)) - async def poll(): - async with session.get(poll_url, headers=headers) as response: - response.raise_for_status() - response_json = await response.json() - if response_json["status"] != "Succeeded": - raise ValueError("Retry") - - await poll() + with Progress() as progress: + progress.add_task("Creating analyzer...", total=None, start=False) + await self.poll_api(session, poll_url, headers) - def run_cu_image(self, analyzer_name, image): - result = self.run_inference(analyzer_name, image) - model_output = result["result"]["contents"][0]["fields"] - model_output_raw = str(model_output) - return model_output, model_output_raw - - async def verbalize_figure(self, image_bytes) -> str: + async def describe_image(self, image_bytes) -> str: + logger.info("Sending image to Azure Content Understanding service...") async with aiohttp.ClientSession() as session: token = await self.credential.get_token("https://cognitiveservices.azure.com/.default") headers = {"Authorization": "Bearer " + token.token} @@ -96,19 +101,9 @@ async def verbalize_figure(self, image_bytes) -> str: response.raise_for_status() poll_url = response.headers["Operation-Location"] - @retry(stop=stop_after_attempt(60), wait=wait_fixed(2), retry=retry_if_exception_type(ValueError)) - async def poll(): - async with session.get(poll_url, headers=headers) as response: - response.raise_for_status() - response_json = await response.json() - print(response_json) - # rich.print it all pretty progress-y - if response_json["status"] == "Failed": - raise Exception("Failed") - if response_json["status"] == "Running": - raise ValueError("Running") - return response_json - - results = await poll() + with Progress() as progress: + progress.add_task("Processing...", total=None, start=False) + results = await self.poll_api(session, poll_url, headers) + fields = results["result"]["contents"][0]["fields"] return fields["DescriptionHTML"]["valueString"] diff --git a/app/backend/prepdocslib/figure_output.json b/app/backend/prepdocslib/figure_output.json index e69de29bb2..52177fd2c8 100644 --- a/app/backend/prepdocslib/figure_output.json +++ b/app/backend/prepdocslib/figure_output.json @@ -0,0 +1,127 @@ +"figures": [ + { + "id": "3.1", + "boundingRegions": [ + { + "pageNumber": 3, + "polygon": [ + 1.4703, + 2.8371, + 5.5409, + 2.8415, + 5.5381, + 6.6022, + 1.4681, + 6.5978 + ] + } + ], + "spans": [ + { + "offset": 801, + "length": 138 + } + ], + "elements": [ + "/paragraphs/6", + "/paragraphs/7" + ], + "caption": { + "content": "Global Financial Market Distribution (2023)", + "boundingRegions": [ + { + "pageNumber": 3, + "polygon": [ + 1.5745, + 2.1414, + 5.3702, + 2.1421, + 5.3701, + 2.7255, + 1.5744, + 2.7248 + ] + } + ], + "spans": [ + { + "offset": 822, + "length": 43 + } + ], + "elements": [ + "/paragraphs/5" + ] + } + }, + + + +!-- PageBreak -->\n\n\n## Introduction to Financial Markets\n\n\n
\n
Global Financial Market Distribution\n(2023)
\n\n\u2612\ + +{ + "@odata.context": "https://gptkb-g6kuptydvtma6.search.windows.net/indexes('gptkbindex')/$metadata#docs(*)", + "@odata.count": 13, + "@search.facets": { + "sourcefile": [ + { + "count": 13, + "value": "Financial Market Analysis Report 2023.pdf" + } + ] + }, + "value": [ + { + "@search.score": 1, + "content": "# Financial Market Analysis Report 2023\n\nAn In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities\nPrepared by: Contoso Financial Analytics\n\n\n\n\n## Executive Summary\n\n. In this comprehensive report, Contoso Financial Analytics provides a\ndeep dive into the financial markets of 2023, focusing on the trends\nand fluctuations within stocks, cryptocurrencies, and commodities.\nOur analysis covers historical patterns, current market conditions, and\nfuture predictions, offering valuable insights for investors, analysts,\nand financial enthusiasts. This report leverages advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories\n\n\n\n\n## Introduction to Financial Markets\n\n\n
Title: Investment Portfolio Distribution\n\nType: chart\n\nDescription: This pie chart illustrates the distribution of an investment portfolio across four asset classes: Stocks, Bonds, Cryptocurrencies, and Commodities." + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.\n\n\n\n\n### Impact of Macroeconomic Factors\n\n\n
Title: Financial Market Trends (2018-2023)\n\nType: chart\n\n" + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n## Future Predictions and Trends\n\n\n
Title: Price Index Comparison (2024-2028)\n\nType: chart\n\nDescription: This bar chart compares the price indices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 indexed to 100. Each year shows the relative price change for each asset class. Oil, Bitcoin, and the S&P 500 are represented by grey, orange, and blue bars, respectively. The chart indicates that all three assets increase in price over the years, with Bitcoin showing the most significant growth by 2028.\n\n| Year | Oil | Bitcoin | S&P 500 |\n|------|-----|---------|---------|\n| 2024 | 100 | 100 | 100 |\n| 2025 | 105 | 110 | 108 |\n| 2026 | 110 | 120 | 115 |\n| 2027 | 115 | 130 | 120 |\n| 2028 | 120 | 140 | 125 |
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold." + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n### Impact of Macroeconomic Factors\n\n\n
Title: Financial Market Trends (2018-2023)\n\nType: chart\n\nDescription: This line chart illustrates the trends in interest rates, inflation data, and GDP growth from 2018 to 2023. The x-axis represents the years, while the y-axis shows the percentage values ranging from -5 to 5. The chart includes three lines: blue for interest rates, orange for inflation data, and gray for GDP growth. \n\n- **Interest Rates %**: \n - 2018: 2\n - 2019: 2\n - 2020: 1\n - 2021: 1\n - 2022: 2\n - 2023: 2\n\n- **Inflation Data %**: \n - 2018: 2\n - 2019: 1\n - 2020: 2\n - 2021: 3\n - 2022: 3\n - 2023: 2\n\n- **GDP Growth %**: \n - 2018: 3\n - 2019: 2\n - 2020: -4\n - 2021: 3\n - 2022: 2\n - 2023: 2\n\nThe chart shows a significant dip in GDP growth in 2020, likely due to economic disruptions, followed by a recovery in 2021. Inflation data shows a peak in 2021 and 2022, while interest rates remain relatively stable throughout the period.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial " + }, + { + "@search.score": 1, + "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.\n\n\n\n\n## Future Predictions and Trends\n\n\n
Title: Price Index Comparison (2024-2028)\n\nType: chart\n\nDescription: This bar chart compares the price indices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 indexed to 100. Each year shows the relative price change for each asset class. Oil, Bitcoin, and the S&P 500 are represented by grey, orange, and blue bars, respectively. The chart indicates that all three assets increase in price over the years, with Bitcoin showing the most significant growth by 2028.\n\n| Year | Oil | Bitcoin | S&P 500 |\n|------|-----|---------|---------|\n| 2024 | 100 | 100 | 100 |\n| 2025 | 105 | 110 | 108 |\n| 2026 | 110 | 120 | 115 |\n| 2027 | 115 | 130 | 120 |\n" + }, + { + "@search.score": 1, + "content": " We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold.\n\n\n\n\n## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market.\n" + }, + { + "@search.score": 1, + "content": "as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n
Title: Cryptocurrency Legend\n\nType: diagram\n\nDescription: This image is a legend for a chart or graph, indicating the color coding for two cryptocurrencies. The blue line represents 'Bitconin' and the orange line represents 'Ethereum'. This legend is likely used to differentiate between the two data sets in a visual representation.
\n\n\n\n\n\n### Commodity Market Fluctuations\n\n\n
Title: Commodity Price Changes (2014-2022)\n\nType: chart\n\nDescription: This bar chart displays the annual percentage change in prices for three commodities: Wheat, Gold, and Oil, from 2014 to 2022. The horizontal axis represents the percentage change, ranging from -25% to 35%, while the vertical axis lists the years from 2014 to 2022. Each year has three bars representing Wheat (grey), Gold (orange), and Oil (blue)." + }, + { + "@search.score": 1, + "content": "2016 | ~5% | ~10% | ~-5% |\n| 2015 | ~-5% | ~0% | ~-10% |\n| 2014 | ~0% | ~5% | ~-20% |
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment.\n\n\n\n\n### Interplay Between Different Market Segments\n\n\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0." + }, + { + "@search.score": 1, + "content": " Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis\n\n\n\n\n## Stock Market Overview\n\n\n
Title: 5-Year Trend of the S&P 500 Index\n\nType: chart\n\nDescription: This line chart illustrates the 5-year trend of the S&P 500 Index from 2018 to 2022. The index shows a steady increase from 2018, peaking in 2021, followed by a decline in 2022. The y-axis represents the index value, ranging from 2000 to 5000, while the x-axis represents the years from 2018 to 2022.\n\n| Year | S&P 500 Index |\n|------|---------------|\n| 2018 | 2500 |\n| 2019 | 3000 |\n| 2020 | 3500 |\n| 2021 | 4500 |\n| 2022 | 4000 |
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic " + }, + { + "@search.score": 1, + "content": " Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state\n\n\n\n\n## Cryptocurrency Market Dynamics\n\n\n
Title: Monthly Sales and Returns\n\nType: chart\n\nDescription: This line chart displays monthly sales and returns over a year. The blue line represents sales, which start at around 32,500 in January, peak at 42,500 in May, and end at 47,500 in December. The orange line represents returns, which remain relatively stable, starting at 2,500 in January and slightly increasing to 3,000 by December.\n\n| Month | Sales | Returns |\n|-------|--------|---------|\n| Jan | 32500 | 2500 |\n| Feb | 30000 | 2500 |\n| Mar | 35000 | 2500 |\n| Apr | 37500 | 2500 |\n| May | 42500 | 2500 |\n| Jun | 40000 | 2500 |\n| Jul | 37500 | 2500 |\n| Aug | 35000 | 2500 |\n| Sep | 40000 | 2500 |\n| Oct | 42500 | 2500 |\n| Nov | 45000 | 2750 |\n| " + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n## Introduction to Financial Markets\n\n\n
Title: Investment Portfolio Distribution\n\nType: chart\n\nDescription: This pie chart illustrates the distribution of an investment portfolio across four asset classes: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different asset class. Stocks are represented in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each asset class within the portfolio, though specific percentages are not provided.\n\n| Asset Class | Color |\n|-------------------|--------|\n| Stocks | Blue |\n| Bonds | Orange |\n| Cryptocurrencies | Gray |\n| Commodities | Yellow |
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability." + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n## Cryptocurrency Market Dynamics\n\n\n
Title: Monthly Sales and Returns\n\nType: chart\n\nDescription: This line chart displays monthly sales and returns over a year. The blue line represents sales, which start at around 32,500 in January, peak at 42,500 in May, and end at 47,500 in December. The orange line represents returns, which remain relatively stable, starting at 2,500 in January and slightly increasing to 3,000 by December.\n\n| Month | Sales | Returns |\n|-------|--------|---------|\n| Jan | 32500 | 2500 |\n| Feb | 30000 | 2500 |\n| Mar | 35000 | 2500 |\n| Apr | 37500 | 2500 |\n| May | 42500 | 2500 |\n| Jun | 40000 | 2500 |\n| Jul | 37500 | 2500 |\n| Aug | 35000 | 2500 |\n| Sep | 40000 | 2500 |\n| Oct | 42500 | 2500 |\n| Nov | 45000 | 2750 |\n| Dec | 47500 | 3000 |
\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\n" + }, + { + "@search.score": 1, + "content": "-- PageBreak -->\n\n\n### Commodity Market Fluctuations\n\n\n
Title: Commodity Price Changes (2014-2022)\n\nType: chart\n\nDescription: This bar chart displays the annual percentage change in prices for three commodities: Wheat, Gold, and Oil, from 2014 to 2022. The horizontal axis represents the percentage change, ranging from -25% to 35%, while the vertical axis lists the years from 2014 to 2022. Each year has three bars representing Wheat (grey), Gold (orange), and Oil (blue).\n\n| Year | Wheat (%) | Gold (%) | Oil (%) |\n|------|-----------|----------|---------|\n| 2022 | ~0% | ~5% | ~-5% |\n| 2021 | ~5% | ~-5% | ~30% |\n| 2020 | ~5% | ~5% | ~-20% |\n| 2019 | ~0% | ~15% | ~5% |\n| 2018 | ~-5% | ~0% | ~15% |\n| 2017 | ~0% | ~5% | ~10% |\n| 2016 | ~5% | ~10% | ~-5% |\n| 2015 | ~-5% | ~0% | ~-10% |\n| 2014 | ~0% | ~5% | ~-20% |
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices." + } + ] + } diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 5864d7d8ae..d7326004a8 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -95,11 +95,13 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: for table in (form_recognizer_results.tables or []) if table.bounding_regions and table.bounding_regions[0].page_number == page.page_number ] - figures_on_page = [ - figure - for figure in (form_recognizer_results.figures or []) - if figure.bounding_regions and figure.bounding_regions[0].page_number == page.page_number - ] + figures_on_page = [] + if self.use_content_understanding: + figures_on_page = [ + figure + for figure in (form_recognizer_results.figures or []) + if figure.bounding_regions and figure.bounding_regions[0].page_number == page.page_number + ] class ObjectType(Enum): NONE = -1 @@ -163,6 +165,7 @@ class ObjectType(Enum): async def figure_to_html( doc: pymupdf.Document, cu_manager: ContentUnderstandingManager, figure: DocumentFigure ) -> str: + logger.info("Describing figure '%s'", figure.id) for region in figure.bounding_regions: # To learn more about bounding regions, see https://aka.ms/bounding-region bounding_box = ( @@ -173,7 +176,7 @@ async def figure_to_html( ) page_number = figure.bounding_regions[0]["pageNumber"] # 1-indexed cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) - figure_description = await cu_manager.verbalize_figure(cropped_img) + figure_description = await cu_manager.describe_image(cropped_img) figure_title = (figure.caption and figure.caption.content) or "" return f"
{figure_title}
{figure_description}
" @@ -208,7 +211,6 @@ def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box) - :param bounding_box: A tuple of (x0, y0, x1, y1) coordinates for the bounding box. :return: A PIL Image of the cropped area. """ - logger.info(f"Cropping image from PDF page {page_number} with bounding box {bounding_box}") page = doc.load_page(page_number) # Cropping the page. The rect requires the coordinates in the format (x0, y0, x1, y1). diff --git a/app/backend/prepdocslib/textsplitter.py b/app/backend/prepdocslib/textsplitter.py index 8217c01aef..2c39dff850 100644 --- a/app/backend/prepdocslib/textsplitter.py +++ b/app/backend/prepdocslib/textsplitter.py @@ -87,14 +87,13 @@ class SentenceTextSplitter(TextSplitter): Class that splits pages into smaller chunks. This is required because embedding models may not be able to analyze an entire page at once """ - def __init__(self, has_image_embeddings: bool, max_tokens_per_section: int = 500): + def __init__(self, max_tokens_per_section: int = 500): self.sentence_endings = STANDARD_SENTENCE_ENDINGS + CJK_SENTENCE_ENDINGS self.word_breaks = STANDARD_WORD_BREAKS + CJK_WORD_BREAKS self.max_section_length = DEFAULT_SECTION_LENGTH self.sentence_search_limit = 100 self.max_tokens_per_section = max_tokens_per_section self.section_overlap = int(self.max_section_length * DEFAULT_OVERLAP_PERCENT / 100) - self.has_image_embeddings = has_image_embeddings def split_page_by_max_tokens(self, page_num: int, text: str) -> Generator[SplitPage, None, None]: """ @@ -103,7 +102,6 @@ def split_page_by_max_tokens(self, page_num: int, text: str) -> Generator[SplitP tokens = bpe.encode(text) if len(tokens) <= self.max_tokens_per_section: # Section is already within max tokens, return - print(f"Page {page_num}: {text}") yield SplitPage(page_num=page_num, text=text) else: # Start from the center and try and find the closest sentence ending by spiralling outward. diff --git a/app/backend/requirements.in b/app/backend/requirements.in index 3a0c57cf6c..99f0ec3c0c 100644 --- a/app/backend/requirements.in +++ b/app/backend/requirements.in @@ -31,3 +31,4 @@ types-beautifulsoup4 msgraph-sdk==1.1.0 openai-messages-token-helper python-dotenv +rich diff --git a/app/backend/requirements.txt b/app/backend/requirements.txt index 12ffb26450..c148bb04f8 100644 --- a/app/backend/requirements.txt +++ b/app/backend/requirements.txt @@ -155,11 +155,15 @@ jinja2==3.1.4 # quart jiter==0.5.0 # via openai +markdown-it-py==3.0.0 + # via rich markupsafe==2.1.5 # via # jinja2 # quart # werkzeug +mdurl==0.1.2 + # via markdown-it-py microsoft-kiota-abstractions==1.3.3 # via # microsoft-kiota-authentication-azure @@ -338,6 +342,8 @@ pydantic==2.8.2 # via openai pydantic-core==2.20.1 # via pydantic +pygments==2.18.0 + # via rich pyjwt[crypto]==2.9.0 # via # -r requirements.in @@ -372,6 +378,8 @@ requests==2.32.3 # tiktoken requests-oauthlib==2.0.0 # via msrest +rich==13.9.4 + # via -r requirements.in six==1.16.0 # via # azure-core diff --git a/azure.yaml b/azure.yaml index fd673f48e0..d72dc2ff13 100644 --- a/azure.yaml +++ b/azure.yaml @@ -115,6 +115,7 @@ pipeline: - DEPLOYMENT_TARGET - AZURE_CONTAINER_APPS_WORKLOAD_PROFILE - USE_CHAT_HISTORY_BROWSER + - USE_MEDIA_DESCRIBER_AZURE_CU secrets: - AZURE_SERVER_APP_SECRET - AZURE_CLIENT_APP_SECRET diff --git a/docs/deploy_features.md b/docs/deploy_features.md index b1291a00b4..ea0c7e8288 100644 --- a/docs/deploy_features.md +++ b/docs/deploy_features.md @@ -7,6 +7,7 @@ You should typically enable these features before running `azd up`. Once you've * [Using GPT-4](#using-gpt-4) * [Using text-embedding-3 models](#using-text-embedding-3-models) * [Enabling GPT-4 Turbo with Vision](#enabling-gpt-4-turbo-with-vision) +* [Enabling media description with Azure Content Understanding](#enabling-media-description-with-azure-content-understanding) * [Enabling client-side chat history](#enabling-client-side-chat-history) * [Enabling persistent chat history with Azure Cosmos DB](#enabling-persistent-chat-history-with-azure-cosmos-db) * [Enabling language picker](#enabling-language-picker) @@ -149,8 +150,31 @@ If you have already deployed: ## Enabling GPT-4 Turbo with Vision +⚠️ This feature is not currently compatible with [integrated vectorization](#enabling-integrated-vectorization). + This section covers the integration of GPT-4 Vision with Azure AI Search. Learn how to enhance your search capabilities with the power of image and text indexing, enabling advanced search functionalities over diverse document types. For a detailed guide on setup and usage, visit our [Enabling GPT-4 Turbo with Vision](gpt4v.md) page. +## Enabling media description with Azure Content Understanding + +⚠️ This feature is not currently compatible with [integrated vectorization](#enabling-integrated-vectorization). +It is compatible with [GPT vision integration](./gpt4v.md), but the features provide similar functionality. + +By default, if your documents contain image-like figures, the data ingestion process will ignore those figures, +so users will not be able to ask questions about them. + +You can optionably enable the description of media content using Azure Content Understanding. When enabled, the data ingestion process will send figures to Azure Content Understanding and replace the figure with the description in the indexed document. +To learn more about this process and compare it to the gpt-4 vision integration, see [this guide](./data_ingestion.md#media-description). + +To enable media description with Azure Content Understanding, run: + +```shell +azd env set USE_MEDIA_DESCRIBER_AZURE_CU true +``` + +If you have already run `azd up`, you will need to run `azd provision` to create the new Content Understanding service. +If you have already indexed your documents and want to re-index them with the media descriptions, +first [remove the existing documents](./data_ingestion.md#removing-documents) and then [re-ingest the data](./data_ingestion.md#indexing-additional-documents). + ## Enabling client-side chat history This feature allows users to view the chat history of their conversation, stored in the browser using [IndexedDB](https://developer.mozilla.org/docs/Web/API/IndexedDB_API). That means the chat history will be available only on the device where the chat was initiated. To enable browser-stored chat history, run: @@ -215,6 +239,8 @@ azd env set USE_SPEECH_OUTPUT_BROWSER true ## Enabling Integrated Vectorization +⚠️ This feature is not currently compatible with the [GPT vision integration](./gpt4v.md). + Azure AI search recently introduced an [integrated vectorization feature in preview mode](https://techcommunity.microsoft.com/blog/azure-ai-services-blog/announcing-the-public-preview-of-integrated-vectorization-in-azure-ai-search/3960809). This feature is a cloud-based approach to data ingestion, which takes care of document format cracking, data extraction, chunking, vectorization, and indexing, all with Azure technologies. To enable integrated vectorization with this sample: @@ -238,8 +264,6 @@ To enable integrated vectorization with this sample: 4. You can view the resources such as the indexer and skillset in Azure Portal and monitor the status of the vectorization process. -⚠️ This feature is not currently compatible with the [GPT vision integration](./gpt4v.md). - ## Enabling authentication By default, the deployed Azure web app will have no authentication or access restrictions enabled, meaning anyone with routable network access to the web app can chat with your indexed data. If you'd like to automatically setup authentication and user login as part of the `azd up` process, see [this guide](./login_and_acl.md). diff --git a/infra/abbreviations.json b/infra/abbreviations.json index 5084711603..3673672a7e 100644 --- a/infra/abbreviations.json +++ b/infra/abbreviations.json @@ -29,6 +29,7 @@ "containerInstanceContainerGroups": "ci", "containerRegistryRegistries": "cr", "containerServiceManagedClusters": "aks-", + "cognitiveServicesContentUnderstanding": "cu-", "databricksWorkspaces": "dbw-", "dataFactoryFactories": "adf-", "dataLakeAnalyticsAccounts": "dla", diff --git a/infra/main.bicep b/infra/main.bicep index 344623df20..4431f6899f 100644 --- a/infra/main.bicep +++ b/infra/main.bicep @@ -117,6 +117,9 @@ param computerVisionResourceGroupName string = '' // Set in main.parameters.json param computerVisionResourceGroupLocation string = '' // Set in main.parameters.json param computerVisionSkuName string // Set in main.parameters.json +param contentUnderstandingServiceName string = '' // Set in main.parameters.json +param contentUnderstandingResourceGroupName string = '' // Set in main.parameters.json + param chatGptModelName string = '' param chatGptDeploymentName string = '' param chatGptDeploymentVersion string = '' @@ -216,6 +219,9 @@ param useVectors bool = false @description('Use Built-in integrated Vectorization feature of AI Search to vectorize and ingest documents') param useIntegratedVectorization bool = false +@description('Use media description feature with Azure Content Understanding during ingestion') +param useMediaDescriberAzureCU bool = true + @description('Enable user document upload feature') param useUserUpload bool = false param useLocalPdfParser bool = false @@ -267,6 +273,10 @@ resource computerVisionResourceGroup 'Microsoft.Resources/resourceGroups@2021-04 name: !empty(computerVisionResourceGroupName) ? computerVisionResourceGroupName : resourceGroup.name } +resource contentUnderstandingResourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' existing = if (!empty(contentUnderstandingResourceGroupName)) { + name: !empty(contentUnderstandingResourceGroupName) ? contentUnderstandingResourceGroupName : resourceGroup.name +} + resource searchServiceResourceGroup 'Microsoft.Resources/resourceGroups@2021-04-01' existing = if (!empty(searchServiceResourceGroupName)) { name: !empty(searchServiceResourceGroupName) ? searchServiceResourceGroupName : resourceGroup.name } @@ -392,6 +402,7 @@ var appEnvVariables = { AZURE_DOCUMENTINTELLIGENCE_SERVICE: documentIntelligence.outputs.name USE_LOCAL_PDF_PARSER: useLocalPdfParser USE_LOCAL_HTML_PARSER: useLocalHtmlParser + USE_MEDIA_DESCRIBER_AZURE_CU: useMediaDescriberAzureCU RUNNING_IN_PRODUCTION: 'true' } @@ -593,6 +604,28 @@ module computerVision 'br/public:avm/res/cognitive-services/account:0.7.2' = if } } + +module contentUnderstanding 'br/public:avm/res/cognitive-services/account:0.7.2' = if (useMediaDescriberAzureCU) { + name: 'content-understanding' + scope: contentUnderstandingResourceGroup + params: { + name: !empty(contentUnderstandingServiceName) + ? contentUnderstandingServiceName + : '${abbrs.cognitiveServicesContentUnderstanding}${resourceToken}' + kind: 'AIServices' + networkAcls: { + defaultAction: 'Allow' + } + customSubDomainName: !empty(contentUnderstandingServiceName) + ? contentUnderstandingServiceName + : '${abbrs.cognitiveServicesContentUnderstanding}${resourceToken}' + // Hard-coding to westus for now, due to limited availability and no overlap with Document Intelligence + location: 'westus' + tags: tags + sku: 'S0' + } +} + module speech 'br/public:avm/res/cognitive-services/account:0.7.2' = if (useSpeechOutputAzure) { name: 'speech-service' scope: speechResourceGroup diff --git a/infra/main.parameters.json b/infra/main.parameters.json index a7ba80373e..54541ca8a6 100644 --- a/infra/main.parameters.json +++ b/infra/main.parameters.json @@ -35,6 +35,12 @@ "computerVisionSkuName": { "value": "${AZURE_COMPUTER_VISION_SKU=S1}" }, + "contentUnderstandingServiceName": { + "value": "${AZURE_CONTENT_UNDERSTANDING_SERVICE}" + }, + "contentUnderstandingResourceGroupName": { + "value": "${AZURE_CONTENT_UNDERSTANDING_RESOURCE_GROUP}" + }, "documentIntelligenceServiceName": { "value": "${AZURE_DOCUMENTINTELLIGENCE_SERVICE}" }, @@ -289,6 +295,9 @@ }, "azureContainerAppsWorkloadProfile": { "value": "${AZURE_CONTAINER_APPS_WORKLOAD_PROFILE=Consumption}" + }, + "useMediaDescriberAzureCU": { + "value": "${USE_MEDIA_DESCRIBER_AZURE_CU=false}" } } } diff --git a/pages.json b/pages.json deleted file mode 100644 index 3510cf22fb..0000000000 --- a/pages.json +++ /dev/null @@ -1 +0,0 @@ -[{"page_num": 0, "offset": 0, "text": "# Financial Market Analysis Report 2023\n\nAn In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities\nPrepared by: Contoso Financial Analytics"}, {"page_num": 1, "offset": 150, "text": "## Executive Summary\n\n. In this comprehensive report, Contoso Financial Analytics provides a\ndeep dive into the financial markets of 2023, focusing on the trends\nand fluctuations within stocks, cryptocurrencies, and commodities.\nOur analysis covers historical patterns, current market conditions, and\nfuture predictions, offering valuable insights for investors, analysts,\nand financial enthusiasts. This report leverages advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories"}, {"page_num": 2, "offset": 716, "text": "## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
This pie chart represents the distribution of investments across four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different category. Stocks are shown in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each investment type within a portfolio.

CategoryColor
StocksBlue
BondsOrange
CryptocurrenciesGray
CommoditiesYellow
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis"}, {"page_num": 3, "offset": 1897, "text": "## Stock Market Overview\n\n\n

5-Year Trend of the S&P 500 Index

This line chart shows the trend of the S&P 500 Index over a five-year period from 2018 to 2022. The index starts below 2500 in 2018, rises steadily to a peak above 4500 in 2021, and then declines slightly in 2022.

YearIndex Value
2018Below 2500
2019Approximately 3000
2020Approximately 3500
2021Above 4500
2022Above 4000
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state"}, {"page_num": 4, "offset": 2948, "text": "## Cryptocurrency Market Dynamics\n\n\n
Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)

This line graph shows two data series over the months from January to December. The blue line represents a data series that starts at around 32,500 in January, peaks in May at about 42,500, dips in July, and then rises steadily to approximately 47,500 by December. The orange line represents a second data series that remains relatively flat, starting at around 2,500 in January and ending slightly above 2,500 in December.

MonthBlue LineOrange Line
Jan32,5002,500
Feb30,0002,500
Mar35,0002,500
Apr40,0002,500
May42,5002,500
Jun37,5002,500
Jul32,5002,500
Aug35,0002,500
Sep37,5002,500
Oct40,0002,500
Nov42,5002,500
Dec47,5002,500
\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n

The image shows a legend with two colored lines and labels. The blue line is labeled \"Bitconin\" and the orange line is labeled \"Ethereum.\" This legend is likely used to differentiate between two data sets or categories in a chart or graph, with each color representing a different cryptocurrency.
"}, {"page_num": 5, "offset": 4891, "text": "### Commodity Market Fluctuations\n\n\n
Price Changes of Oil, Gold, and Wheat

This is a horizontal bar chart showing the annual percentage change in prices for Wheat, Gold, and Oil from 2014 to 2022. The chart uses different colors to represent each commodity: grey for Wheat, orange for Gold, and blue for Oil. The x-axis represents the percentage change, ranging from -25% to 35%, while the y-axis lists the years from 2014 to 2022.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearWheat (%)Gold (%)Oil (%)
2022~5%~1%~-5%
2021~-2%~-3%~35%
2020~-3%~5%~-20%
2019~1%~3%~-5%
2018~-5%~-2%~-15%
2017~-1%~1%~10%
2016~-2%~8%~20%
2015~-5%~-10%~-15%
2014~-5%~-5%~-10%
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment."}, {"page_num": 6, "offset": 6417, "text": "### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem."}, {"page_num": 7, "offset": 7439, "text": "### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets

The image is a line graph titled \"On Financial Markets\" showing the trends of Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The graph has three lines representing each of these metrics over the years.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearInterest Rates %Inflation Data %GDP Growth %
2018223
201922.52
202011.5-4
20211.533
202222.52
20232.522.5
\n\n

The graph shows a significant dip in GDP Growth % in 2020, likely due to economic disruptions, while inflation and interest rates remained relatively stable with slight fluctuations over the years.

\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance."}, {"page_num": 8, "offset": 8893, "text": "## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)

Prices (2024 Indexed to 100)

\n

This bar chart compares the indexed prices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 set as the base year (indexed to 100). The chart shows the relative price changes over the years for each asset.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearOilBitcoinS&P 500
2024100100100
2025105110108
2026110115112
2027115120116
2028120125120
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold."}, {"page_num": 9, "offset": 10102, "text": "## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market."}] diff --git a/tests/snapshots/test_prepdocslib_textsplitter/test_pages_with_figures/split_pages_with_figures.json b/tests/snapshots/test_prepdocslib_textsplitter/test_pages_with_figures/split_pages_with_figures.json new file mode 100644 index 0000000000..72bddc1dbe --- /dev/null +++ b/tests/snapshots/test_prepdocslib_textsplitter/test_pages_with_figures/split_pages_with_figures.json @@ -0,0 +1,50 @@ +[ + { + "text": "# Financial Market Analysis Report 2023\n\nAn In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities\nPrepared by: Contoso Financial Analytics## Executive Summary\n\n. In this comprehensive report, Contoso Financial Analytics provides a\ndeep dive into the financial markets of 2023, focusing on the trends\nand fluctuations within stocks, cryptocurrencies, and commodities.\nOur analysis covers historical patterns, current market conditions, and\nfuture predictions, offering valuable insights for investors, analysts,\nand financial enthusiasts. This report leverages advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
This pie chart represents the distribution of investments across four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different category.", + "page_num": 0 + }, + { + "text": "a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
This pie chart represents the distribution of investments across four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different category. Stocks are shown in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each investment type within a portfolio.

CategoryColor
StocksBlue
BondsOrange
CryptocurrenciesGray
CommoditiesYellow
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.", + "page_num": 1 + }, + { + "text": " Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis## Stock Market Overview\n\n\n

5-Year Trend of the S&P 500 Index

This line chart shows the trend of the S&P 500 Index over a five-year period from 2018 to 2022. The index starts at around 2500 in 2018, rises steadily to a peak of about 4500 in 2021, and then declines slightly to approximately 4000 in 2022.

YearS&P 500 Index
20182500
20193000
20203500
20214500
20224000
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events.", + "page_num": 2 + }, + { + "text": " Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state## Cryptocurrency Market Dynamics\n\n\n
Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)

This line graph shows two data series over the months from January to December. The blue line represents a data series that starts at around 32,500 in January, peaks in May at about 42,500, dips in July, and then rises steadily to approximately 47,500 in December. The orange line represents a much lower data series, remaining relatively flat throughout the year, starting at around 2,500 in January and ending slightly above 2,500 in December.

\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the ", + "page_num": 3 + }, + { + "text": "\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n

The image shows a legend with two colored lines and labels. A blue line is labeled \"Bitconin\" and an orange line is labeled \"Ethereum.\" This legend is likely used to differentiate between two data sets or categories in a chart or graph, with \"Bitconin\" and \"Ethereum\" representing different entities or variables.
### Commodity Market Fluctuations\n\n\n
Price Changes of Oil, Gold, and Wheat
This is a horizontal bar chart showing the annual percentage change in prices for Wheat, Gold, and Oil from 2014 to 2022. The chart uses different colors to represent each commodity: gray for Wheat, orange for Gold, and blue for Oil. The x-axis represents the percentage change, ranging from -25% to 35%, while the y-axis lists the years from 2014 to 2022.", + "page_num": 4 + }, + { + "text": "
### Commodity Market Fluctuations\n\n\n
Price Changes of Oil, Gold, and Wheat
This is a horizontal bar chart showing the annual percentage change in prices for Wheat, Gold, and Oil from 2014 to 2022. The chart uses different colors to represent each commodity: gray for Wheat, orange for Gold, and blue for Oil. The x-axis represents the percentage change, ranging from -25% to 35%, while the y-axis lists the years from 2014 to 2022.\n\n\n\n\n\n\n\n\n\n\n\n\n
YearWheatGoldOil
20225%2%0%
20213%4%30%
20201%5%-20%
20192%3%10%
20180%1%15%
20174%2%5%
20163%6%-5%
20151%0%10%
20142%5%-10%
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the ", + "page_num": 4 + }, + { + "text": "
20151%0%10%
20142%5%-10%
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment.### Interplay Between Different Market Segments\n\n\n
\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.", + "page_num": 5 + }, + { + "text": "### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial ", + "page_num": 6 + }, + { + "text": "### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets

The image is a line graph titled \"On Financial Markets\" showing the trends of Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The graph has three lines representing each of these metrics over the years.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearInterest Rates %Inflation Data %GDP Growth %
2018223
201922.52
202011.5-4
20211.533
202223.52
20232.532.5
\n\n

The graph shows that GDP Growth % experienced a significant drop in 2020, while Inflation Data % and Interest Rates % remained relatively stable with slight fluctuations over the years.", + "page_num": 7 + }, + { + "text": "5

\n\n

The graph shows that GDP Growth % experienced a significant drop in 2020, while Inflation Data % and Interest Rates % remained relatively stable with slight fluctuations over the years.

\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)

Prices (2024 Indexed to 100)

\n

This bar chart compares the indexed prices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 set as the base year (indexed to 100). The chart shows the relative price changes over the years for each asset.

\n\n\n\n\n\n\n", + "page_num": 7 + }, + { + "text": "## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)

Prices (2024 Indexed to 100)

\n

This bar chart compares the indexed prices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 set as the base year (indexed to 100). The chart shows the relative price changes over the years for each asset.

\n
YearOilBitcoinS&P 500
2024100100100
\n\n\n\n\n\n\n\n\n\n\n
YearOilBitcoinS&P 500
2024100100100
2025105110108
2026110115112
2027115120116
2028120125120
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\n", + "page_num": 8 + }, + { + "text": " We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold.## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market.", + "page_num": 8 + } +] \ No newline at end of file diff --git a/tests/test-data/pages_with_figures.json b/tests/test-data/pages_with_figures.json new file mode 100644 index 0000000000..0b157c7f0c --- /dev/null +++ b/tests/test-data/pages_with_figures.json @@ -0,0 +1 @@ +[{"page_num": 0, "offset": 0, "text": "# Financial Market Analysis Report 2023\n\nAn In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities\nPrepared by: Contoso Financial Analytics"}, {"page_num": 1, "offset": 150, "text": "## Executive Summary\n\n. In this comprehensive report, Contoso Financial Analytics provides a\ndeep dive into the financial markets of 2023, focusing on the trends\nand fluctuations within stocks, cryptocurrencies, and commodities.\nOur analysis covers historical patterns, current market conditions, and\nfuture predictions, offering valuable insights for investors, analysts,\nand financial enthusiasts. This report leverages advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories"}, {"page_num": 2, "offset": 716, "text": "## Introduction to Financial Markets\n\n\n
Global Financial Market Distribution (2023)
This pie chart represents the distribution of investments across four categories: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different category. Stocks are shown in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each investment type within a portfolio.

CategoryColor
StocksBlue
BondsOrange
CryptocurrenciesGray
CommoditiesYellow
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis"}, {"page_num": 3, "offset": 1897, "text": "## Stock Market Overview\n\n\n

5-Year Trend of the S&P 500 Index

This line chart shows the trend of the S&P 500 Index over a five-year period from 2018 to 2022. The index starts at around 2500 in 2018, rises steadily to a peak of about 4500 in 2021, and then declines slightly to approximately 4000 in 2022.

YearS&P 500 Index
20182500
20193000
20203500
20214500
20224000
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state"}, {"page_num": 4, "offset": 2937, "text": "## Cryptocurrency Market Dynamics\n\n\n
Price Fluctuations of Bitcoin and Ethereum (Last 12 Months)

This line graph shows two data series over the months from January to December. The blue line represents a data series that starts at around 32,500 in January, peaks in May at about 42,500, dips in July, and then rises steadily to approximately 47,500 in December. The orange line represents a much lower data series, remaining relatively flat throughout the year, starting at around 2,500 in January and ending slightly above 2,500 in December.

\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n

The image shows a legend with two colored lines and labels. A blue line is labeled \"Bitconin\" and an orange line is labeled \"Ethereum.\" This legend is likely used to differentiate between two data sets or categories in a chart or graph, with \"Bitconin\" and \"Ethereum\" representing different entities or variables.
"}, {"page_num": 5, "offset": 4243, "text": "### Commodity Market Fluctuations\n\n\n
Price Changes of Oil, Gold, and Wheat
This is a horizontal bar chart showing the annual percentage change in prices for Wheat, Gold, and Oil from 2014 to 2022. The chart uses different colors to represent each commodity: gray for Wheat, orange for Gold, and blue for Oil. The x-axis represents the percentage change, ranging from -25% to 35%, while the y-axis lists the years from 2014 to 2022.\n\n\n\n\n\n\n\n\n\n\n\n\n
YearWheatGoldOil
20225%2%0%
20213%4%30%
20201%5%-20%
20192%3%10%
20180%1%15%
20174%2%5%
20163%6%-5%
20151%0%10%
20142%5%-10%
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment."}, {"page_num": 6, "offset": 5673, "text": "### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem."}, {"page_num": 7, "offset": 6695, "text": "### Impact of Macroeconomic Factors\n\n\n
Impact of Interest Rates, Inflation, and GDP Growth on Financial Markets

The image is a line graph titled \"On Financial Markets\" showing the trends of Interest Rates %, Inflation Data %, and GDP Growth % from 2018 to 2023. The graph has three lines representing each of these metrics over the years.

\n\n\n\n\n\n\n\n\n\n\n\n\n\n
YearInterest Rates %Inflation Data %GDP Growth %
2018223
201922.52
202011.5-4
20211.533
202223.52
20232.532.5
\n\n

The graph shows that GDP Growth % experienced a significant drop in 2020, while Inflation Data % and Interest Rates % remained relatively stable with slight fluctuations over the years.

\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance."}, {"page_num": 8, "offset": 8102, "text": "## Future Predictions and Trends\n\n\n
Relative Growth Trends for S&P 500, Bitcoin, and Oil Prices (2024 Indexed to 100)

Prices (2024 Indexed to 100)

\n

This bar chart compares the indexed prices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 set as the base year (indexed to 100). The chart shows the relative price changes over the years for each asset.

\n\n\n\n\n\n\n\n\n\n\n\n
YearOilBitcoinS&P 500
2024100100100
2025105110108
2026110115112
2027115120116
2028120125120
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold."}, {"page_num": 9, "offset": 9281, "text": "## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market."}] diff --git a/tests/test_prepdocslib_textsplitter.py b/tests/test_prepdocslib_textsplitter.py index 87049d4dad..c71e15c826 100644 --- a/tests/test_prepdocslib_textsplitter.py +++ b/tests/test_prepdocslib_textsplitter.py @@ -17,13 +17,13 @@ def test_sentencetextsplitter_split_empty_pages(): - t = SentenceTextSplitter(has_image_embeddings=False) + t = SentenceTextSplitter() assert list(t.split_pages([])) == [] def test_sentencetextsplitter_split_small_pages(): - t = SentenceTextSplitter(has_image_embeddings=False) + t = SentenceTextSplitter() split_pages = list(t.split_pages(pages=[Page(page_num=0, offset=0, text="Not a large page")])) assert len(split_pages) == 1 @@ -33,7 +33,7 @@ def test_sentencetextsplitter_split_small_pages(): @pytest.mark.asyncio async def test_sentencetextsplitter_list_parse_and_split(tmp_path, snapshot): - text_splitter = SentenceTextSplitter(has_image_embeddings=False) + text_splitter = SentenceTextSplitter() pdf_parser = LocalPdfParser() for pdf in Path("data").glob("*.pdf"): shutil.copy(str(pdf.absolute()), tmp_path) @@ -98,7 +98,7 @@ def pytest_generate_tests(metafunc): @pytest.mark.asyncio async def test_sentencetextsplitter_multilang(test_doc, tmp_path): - text_splitter = SentenceTextSplitter(has_image_embeddings=False) + text_splitter = SentenceTextSplitter() bpe = tiktoken.encoding_for_model(ENCODING_MODEL) pdf_parser = LocalPdfParser() @@ -133,7 +133,7 @@ async def test_sentencetextsplitter_multilang(test_doc, tmp_path): def test_split_tables(): - t = SentenceTextSplitter(has_image_embeddings=False) + t = SentenceTextSplitter() test_text_without_table = """Contoso Electronics is a leader in the aerospace industry, providing advanced electronic components for both commercial and military aircraft. We specialize in creating cutting- @@ -166,3 +166,23 @@ def test_split_tables(): assert " Date: Mon, 25 Nov 2024 15:47:27 -0800 Subject: [PATCH 06/19] Rm unneeded figures --- figures/figure_imagecrop0.png | Bin 75374 -> 0 bytes figures/figure_imagecrop1.png | Bin 66705 -> 0 bytes figures/figure_imagecrop2.png | Bin 99147 -> 0 bytes figures/figure_imagecrop3.png | Bin 5572 -> 0 bytes figures/figure_imagecrop4.png | Bin 69696 -> 0 bytes figures/figure_imagecrop5.png | Bin 99745 -> 0 bytes figures/figure_imagecrop6.png | Bin 54966 -> 0 bytes 7 files changed, 0 insertions(+), 0 deletions(-) delete mode 100644 figures/figure_imagecrop0.png delete mode 100644 figures/figure_imagecrop1.png delete mode 100644 figures/figure_imagecrop2.png delete mode 100644 figures/figure_imagecrop3.png delete mode 100644 figures/figure_imagecrop4.png delete mode 100644 figures/figure_imagecrop5.png delete mode 100644 figures/figure_imagecrop6.png diff --git a/figures/figure_imagecrop0.png 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zw(qaW?y;^(d8xVO^}ln5$3`3+oaYyq^4Cxwl|=H3ZmHjnMnH(rY!{ENbBmbFEZN_q z?9`~AxpCLnIBK4<0zDsKHG|;l#4%KjWlwj3kyc0JyRs_IdoK9yb*=Ji zooRoq3AOdvJy6a?DW{2q+Qrluc`bS~oDN_n&n|C2*8$ugqP=QlMFl2ef<@SEw{aSK z>RMBJhW$vnzl)up9RxtgtG0)(*%FsngkG2F>@&SEUzEH-+pp{W%8jOs@(6@yo4gBAm=|C~MNv9|G_L}aC>{iUW)_t=BJ zQ^&hyMsOt8+f(O`mr5)nXc=12hXfL5*>v941)@1ua2{d@COZYvh!D~h6n1ul?+urq zc}3BkE`gEFH^!yC;A{4o^InaEV6jRRLOZ02_J8GGz5^Uw%*rJGf#GxAFim^hEO zaV-uVEzC&asXGhh=@#D8Oob|DqvTL~+Z7asDqpz_dPytw)%=jCI8$M@GMhtU-P zpy8=6$|J(weU;O2R*8XKGpoR4X!yf>cyG@>#6ZQSMad`Lh4yTrVV`qt&v4I9l_*&7 zbRVSJ?m@ljc?Ln;nY2Pkd%$^Vaj_I27jK@tfxEMNCB>SnYLcVe2xF)~<4?P+VUJPA z%l_9va1=n7K|!G3PH-pevMj2KLrunP5AUFXhH%c-#oO9x|F*YnZO|LeJnZRCj&?*+ zW)MCFb4Y$?rf~@!?G$)E5K>yHsTpB3-IHL_xCH2oXWm|Ze%F2dIzU11c)QndZ~Eb~ zhz}X-Tx!n-g0ZWrpi29FT3RwhN=?Fmow>PYt@=opE5G>YbR|FhNYmPcajReKel9xU H_WS<;=iI(l From 0fef10881cb038aa05bc977893313b358b37b7f9 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 13:03:19 -0800 Subject: [PATCH 07/19] Remove en-us from URLs --- app/backend/gunicorn.conf.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/app/backend/gunicorn.conf.py b/app/backend/gunicorn.conf.py index 4518587695..9144e3cc00 100644 --- a/app/backend/gunicorn.conf.py +++ b/app/backend/gunicorn.conf.py @@ -7,7 +7,7 @@ bind = "0.0.0.0" timeout = 230 -# https://learn.microsoft.com/en-us/troubleshoot/azure/app-service/web-apps-performance-faqs#why-does-my-request-time-out-after-230-seconds +# https://learn.microsoft.com/troubleshoot/azure/app-service/web-apps-performance-faqs#why-does-my-request-time-out-after-230-seconds num_cpus = multiprocessing.cpu_count() if os.getenv("WEBSITE_SKU") == "LinuxFree": From 93e774d33d0128619f724fd38e3dfa0d5384244b Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 13:16:12 -0800 Subject: [PATCH 08/19] Fix URLs --- .github/workflows/azure-dev.yml | 2 +- CONTRIBUTING.md | 4 ++-- README.md | 2 +- infra/private-endpoints.bicep | 2 +- tests/test_app.py | 2 +- 5 files changed, 6 insertions(+), 6 deletions(-) diff --git a/.github/workflows/azure-dev.yml b/.github/workflows/azure-dev.yml index f233b4a821..860a13cbfa 100644 --- a/.github/workflows/azure-dev.yml +++ b/.github/workflows/azure-dev.yml @@ -13,7 +13,7 @@ on: # To configure required secrets for connecting to Azure, simply run `azd pipeline config` # Set up permissions for deploying with secretless Azure federated credentials -# https://learn.microsoft.com/en-us/azure/developer/github/connect-from-azure?tabs=azure-portal%2Clinux#set-up-azure-login-with-openid-connect-authentication +# https://learn.microsoft.com/azure/developer/github/connect-from-azure?tabs=azure-portal%2Clinux#set-up-azure-login-with-openid-connect-authentication permissions: id-token: write contents: read diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 8da97a9703..6f4c906ea2 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -166,8 +166,8 @@ If you followed the steps above to install the pre-commit hooks, then you can ju When adding new azd environment variables, please remember to update: -1. [main.parameters.json](./main.parameters.json) -1. [appEnvVariables in main.bicep](./main.bicep) +1. [main.parameters.json](./infra/main.parameters.json) +1. [appEnvVariables in main.bicep](./infra/main.bicep) 1. App Service's [azure.yaml](./azure.yaml) 1. [ADO pipeline](.azdo/pipelines/azure-dev.yml). 1. [Github workflows](.github/workflows/azure-dev.yml) diff --git a/README.md b/README.md index b9e0aad4c9..45a3ac904d 100644 --- a/README.md +++ b/README.md @@ -93,7 +93,7 @@ However, you can try the [Azure pricing calculator](https://azure.com/e/e3490de2 - Azure AI Search: Basic tier, 1 replica, free level of semantic search. Pricing per hour. [Pricing](https://azure.microsoft.com/pricing/details/search/) - Azure Blob Storage: Standard tier with ZRS (Zone-redundant storage). Pricing per storage and read operations. [Pricing](https://azure.microsoft.com/pricing/details/storage/blobs/) - Azure Cosmos DB: Only provisioned if you enabled [chat history with Cosmos DB](docs/deploy_features.md#enabling-persistent-chat-history-with-azure-cosmos-db). Serverless tier. Pricing per request unit and storage. [Pricing](https://azure.microsoft.com/pricing/details/cosmos-db/) -- Azure AI Vision: Only provisioned if you enabled [GPT-4 with vision](docs/gpt4v.md). Pricing per 1K transactions. [Pricing](https://azure.microsoft.com/en-us/pricing/details/cognitive-services/computer-vision/) +- Azure AI Vision: Only provisioned if you enabled [GPT-4 with vision](docs/gpt4v.md). Pricing per 1K transactions. [Pricing](https://azure.microsoft.com/pricing/details/cognitive-services/computer-vision/) - Azure AI Content Understanding: Only provisioned if you enabled [media description](docs/deploy_features.md#enabling-media-description-with-azure-content-understanding). Pricing per TODO. [Pricing](TODO) - Azure Monitor: Pay-as-you-go tier. Costs based on data ingested. [Pricing](https://azure.microsoft.com/pricing/details/monitor/) diff --git a/infra/private-endpoints.bicep b/infra/private-endpoints.bicep index 6053519cae..58fe14177e 100644 --- a/infra/private-endpoints.bicep +++ b/infra/private-endpoints.bicep @@ -84,7 +84,7 @@ module monitorDnsZones './core/networking/private-dns-zones.bicep' = [for monito var dnsZoneBlobIndex = filter(flatten(privateEndpointInfo), info => info.groupId == 'blob')[0].dnsZoneIndex // Azure Monitor Private Link Scope -// https://learn.microsoft.com/en-us/azure/azure-monitor/logs/private-link-security +// https://learn.microsoft.com/azure/azure-monitor/logs/private-link-security resource monitorPrivateLinkScope 'microsoft.insights/privateLinkScopes@2021-07-01-preview' = { name: 'mpls${resourceToken}' location: 'global' diff --git a/tests/test_app.py b/tests/test_app.py index 9c20b9421a..580e31e5d1 100644 --- a/tests/test_app.py +++ b/tests/test_app.py @@ -15,7 +15,7 @@ def fake_response(http_code): return Response(http_code, request=Request(method="get", url="https://foo.bar/")) -# See https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/content-filter +# See https://learn.microsoft.com/azure/ai-services/openai/concepts/content-filter filtered_response = BadRequestError( message="The response was filtered", body={ From 3b104fb8a0cb1a85b3219d022338dbc2a13e688c Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 13:16:43 -0800 Subject: [PATCH 09/19] Remote figures output JSON --- app/backend/prepdocslib/figure_output.json | 127 --------------------- 1 file changed, 127 deletions(-) delete mode 100644 app/backend/prepdocslib/figure_output.json diff --git a/app/backend/prepdocslib/figure_output.json b/app/backend/prepdocslib/figure_output.json deleted file mode 100644 index 52177fd2c8..0000000000 --- a/app/backend/prepdocslib/figure_output.json +++ /dev/null @@ -1,127 +0,0 @@ -"figures": [ - { - "id": "3.1", - "boundingRegions": [ - { - "pageNumber": 3, - "polygon": [ - 1.4703, - 2.8371, - 5.5409, - 2.8415, - 5.5381, - 6.6022, - 1.4681, - 6.5978 - ] - } - ], - "spans": [ - { - "offset": 801, - "length": 138 - } - ], - "elements": [ - "/paragraphs/6", - "/paragraphs/7" - ], - "caption": { - "content": "Global Financial Market Distribution (2023)", - "boundingRegions": [ - { - "pageNumber": 3, - "polygon": [ - 1.5745, - 2.1414, - 5.3702, - 2.1421, - 5.3701, - 2.7255, - 1.5744, - 2.7248 - ] - } - ], - "spans": [ - { - "offset": 822, - "length": 43 - } - ], - "elements": [ - "/paragraphs/5" - ] - } - }, - - - -!-- PageBreak -->\n\n\n## Introduction to Financial Markets\n\n\n

\n
Global Financial Market Distribution\n(2023)
\n\n\u2612\ - -{ - "@odata.context": "https://gptkb-g6kuptydvtma6.search.windows.net/indexes('gptkbindex')/$metadata#docs(*)", - "@odata.count": 13, - "@search.facets": { - "sourcefile": [ - { - "count": 13, - "value": "Financial Market Analysis Report 2023.pdf" - } - ] - }, - "value": [ - { - "@search.score": 1, - "content": "# Financial Market Analysis Report 2023\n\nAn In-Depth Exploration of Stocks, Cryptocurrencies, and Commodities\nPrepared by: Contoso Financial Analytics\n\n\n\n\n## Executive Summary\n\n. In this comprehensive report, Contoso Financial Analytics provides a\ndeep dive into the financial markets of 2023, focusing on the trends\nand fluctuations within stocks, cryptocurrencies, and commodities.\nOur analysis covers historical patterns, current market conditions, and\nfuture predictions, offering valuable insights for investors, analysts,\nand financial enthusiasts. This report leverages advanced data\nanalytics to present a clear picture of the complex interplay between\ndifferent financial markets and their potential trajectories\n\n\n\n\n## Introduction to Financial Markets\n\n\n
Title: Investment Portfolio Distribution\n\nType: chart\n\nDescription: This pie chart illustrates the distribution of an investment portfolio across four asset classes: Stocks, Bonds, Cryptocurrencies, and Commodities." - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n### Interplay Between Different Market Segments\n\n\n
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0.05-0.31
\n\n\nFinancial markets are interconnected, with movements in one segment often influencing others. This\nsection examines the correlations between stock indices, cryptocurrency prices, and commodity prices,\nrevealing how changes in one market can have ripple effects across the financial ecosystem.\n\n\n\n\n### Impact of Macroeconomic Factors\n\n\n
Title: Financial Market Trends (2018-2023)\n\nType: chart\n\n" - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n## Future Predictions and Trends\n\n\n
Title: Price Index Comparison (2024-2028)\n\nType: chart\n\nDescription: This bar chart compares the price indices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 indexed to 100. Each year shows the relative price change for each asset class. Oil, Bitcoin, and the S&P 500 are represented by grey, orange, and blue bars, respectively. The chart indicates that all three assets increase in price over the years, with Bitcoin showing the most significant growth by 2028.\n\n| Year | Oil | Bitcoin | S&P 500 |\n|------|-----|---------|---------|\n| 2024 | 100 | 100 | 100 |\n| 2025 | 105 | 110 | 108 |\n| 2026 | 110 | 120 | 115 |\n| 2027 | 115 | 130 | 120 |\n| 2028 | 120 | 140 | 125 |
\n\n\nBased on historical data, current trends,\nand economic indicators, this section\npresents predictions for the future of\nfinancial markets. We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold." - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n### Impact of Macroeconomic Factors\n\n\n
Title: Financial Market Trends (2018-2023)\n\nType: chart\n\nDescription: This line chart illustrates the trends in interest rates, inflation data, and GDP growth from 2018 to 2023. The x-axis represents the years, while the y-axis shows the percentage values ranging from -5 to 5. The chart includes three lines: blue for interest rates, orange for inflation data, and gray for GDP growth. \n\n- **Interest Rates %**: \n - 2018: 2\n - 2019: 2\n - 2020: 1\n - 2021: 1\n - 2022: 2\n - 2023: 2\n\n- **Inflation Data %**: \n - 2018: 2\n - 2019: 1\n - 2020: 2\n - 2021: 3\n - 2022: 3\n - 2023: 2\n\n- **GDP Growth %**: \n - 2018: 3\n - 2019: 2\n - 2020: -4\n - 2021: 3\n - 2022: 2\n - 2023: 2\n\nThe chart shows a significant dip in GDP growth in 2020, likely due to economic disruptions, followed by a recovery in 2021. Inflation data shows a peak in 2021 and 2022, while interest rates remain relatively stable throughout the period.
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial " - }, - { - "@search.score": 1, - "content": "
\n\n\nMacroeconomic factors such as interest\nrates, inflation, and GDP growth play a\npivotal role in shaping financial markets.\nThis section analyzes how these factors\nhave influenced stock, cryptocurrency,\nand commodity markets over recent\nyears, providing insights into the\ncomplex relationship between the\neconomy and financial market\nperformance.\n\n\n\n\n## Future Predictions and Trends\n\n\n
Title: Price Index Comparison (2024-2028)\n\nType: chart\n\nDescription: This bar chart compares the price indices of Oil, Bitcoin, and the S&P 500 from 2024 to 2028, with 2024 indexed to 100. Each year shows the relative price change for each asset class. Oil, Bitcoin, and the S&P 500 are represented by grey, orange, and blue bars, respectively. The chart indicates that all three assets increase in price over the years, with Bitcoin showing the most significant growth by 2028.\n\n| Year | Oil | Bitcoin | S&P 500 |\n|------|-----|---------|---------|\n| 2024 | 100 | 100 | 100 |\n| 2025 | 105 | 110 | 108 |\n| 2026 | 110 | 120 | 115 |\n| 2027 | 115 | 130 | 120 |\n" - }, - { - "@search.score": 1, - "content": " We explore potential\ntrajectories for stock indices,\ncryptocurrency values, and commodity\nprices, offering investors and analysts\nforesight into what the coming years\nmight hold.\n\n\n\n\n## Conclusions\n\n. In conclusion, this report has traversed the multifaceted landscape of\nfinancial markets, shedding light on the intricate patterns and\ninterdependencies that define their behavior. From the volatility of\ncryptocurrencies to the steadiness of commodities, each segment\ntells a part of the story of our global economy. As Contoso Financial\nAnalytics, we are committed to providing our clients with the most\ncomprehensive and nuanced analysis, empowering them to make\ninformed financial decisions in an ever-evolving market.\n" - }, - { - "@search.score": 1, - "content": "as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\nanalyzing the factors driving their volatility and the\nimplications for the broader financial market.\n\n\n
Title: Cryptocurrency Legend\n\nType: diagram\n\nDescription: This image is a legend for a chart or graph, indicating the color coding for two cryptocurrencies. The blue line represents 'Bitconin' and the orange line represents 'Ethereum'. This legend is likely used to differentiate between the two data sets in a visual representation.
\n\n\n\n\n\n### Commodity Market Fluctuations\n\n\n
Title: Commodity Price Changes (2014-2022)\n\nType: chart\n\nDescription: This bar chart displays the annual percentage change in prices for three commodities: Wheat, Gold, and Oil, from 2014 to 2022. The horizontal axis represents the percentage change, ranging from -25% to 35%, while the vertical axis lists the years from 2014 to 2022. Each year has three bars representing Wheat (grey), Gold (orange), and Oil (blue)." - }, - { - "@search.score": 1, - "content": "2016 | ~5% | ~10% | ~-5% |\n| 2015 | ~-5% | ~0% | ~-10% |\n| 2014 | ~0% | ~5% | ~-20% |
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices. This section\ndelves into the trends and factors\naffecting commodity prices, including\ngeopolitical events, supply-chain\ndisruptions, and environmental factors,\nproviding a comprehensive view of this\ncrucial market segment.\n\n\n\n\n### Interplay Between Different Market Segments\n\n\n + + + + + + + + + + + +
S&P 500NASDAQBitcoinEthereumOilGold
S&P 5001
NASDAQ0.951
Bitcoin0.30.41
Ethereum0.350.450.91
Oil0.60.650.20.251
Gold-0.2-0.15-0.1-0." - }, - { - "@search.score": 1, - "content": " Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability.\nThis section provides an overview of these segments and sets the\nstage for a detailed analysis\n\n\n\n\n## Stock Market Overview\n\n\n
Title: 5-Year Trend of the S&P 500 Index\n\nType: chart\n\nDescription: This line chart illustrates the 5-year trend of the S&P 500 Index from 2018 to 2022. The index shows a steady increase from 2018, peaking in 2021, followed by a decline in 2022. The y-axis represents the index value, ranging from 2000 to 5000, while the x-axis represents the years from 2018 to 2022.\n\n| Year | S&P 500 Index |\n|------|---------------|\n| 2018 | 2500 |\n| 2019 | 3000 |\n| 2020 | 3500 |\n| 2021 | 4500 |\n| 2022 | 4000 |
\n\n\nThe stock market is often considered the economy's\nheartbeat, reflecting corporate health and investor\nsentiment. Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic " - }, - { - "@search.score": 1, - "content": " Over the past five years, the S&P 500 index has\nexperienced significant volatility, with notable peaks and\ntroughs corresponding to various economic events. This\noverview examines the key factors that have influenced\nthe stock market's performance and what they indicate\nabout the economy's state\n\n\n\n\n## Cryptocurrency Market Dynamics\n\n\n
Title: Monthly Sales and Returns\n\nType: chart\n\nDescription: This line chart displays monthly sales and returns over a year. The blue line represents sales, which start at around 32,500 in January, peak at 42,500 in May, and end at 47,500 in December. The orange line represents returns, which remain relatively stable, starting at 2,500 in January and slightly increasing to 3,000 by December.\n\n| Month | Sales | Returns |\n|-------|--------|---------|\n| Jan | 32500 | 2500 |\n| Feb | 30000 | 2500 |\n| Mar | 35000 | 2500 |\n| Apr | 37500 | 2500 |\n| May | 42500 | 2500 |\n| Jun | 40000 | 2500 |\n| Jul | 37500 | 2500 |\n| Aug | 35000 | 2500 |\n| Sep | 40000 | 2500 |\n| Oct | 42500 | 2500 |\n| Nov | 45000 | 2750 |\n| " - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n## Introduction to Financial Markets\n\n\n
Title: Investment Portfolio Distribution\n\nType: chart\n\nDescription: This pie chart illustrates the distribution of an investment portfolio across four asset classes: Stocks, Bonds, Cryptocurrencies, and Commodities. The chart is divided into four colored sections, each representing a different asset class. Stocks are represented in blue, Bonds in orange, Cryptocurrencies in gray, and Commodities in yellow. The chart visually indicates the proportion of each asset class within the portfolio, though specific percentages are not provided.\n\n| Asset Class | Color |\n|-------------------|--------|\n| Stocks | Blue |\n| Bonds | Orange |\n| Cryptocurrencies | Gray |\n| Commodities | Yellow |
\n\n\nThe global financial market is a vast and intricate network of\nexchanges, instruments, and assets, ranging from traditional stocks\nand bonds to modern cryptocurrencies and commodities. Each\nsegment plays a crucial role in the overall economy, and their\ninteractions can have profound effects on global financial stability." - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n## Cryptocurrency Market Dynamics\n\n\n
Title: Monthly Sales and Returns\n\nType: chart\n\nDescription: This line chart displays monthly sales and returns over a year. The blue line represents sales, which start at around 32,500 in January, peak at 42,500 in May, and end at 47,500 in December. The orange line represents returns, which remain relatively stable, starting at 2,500 in January and slightly increasing to 3,000 by December.\n\n| Month | Sales | Returns |\n|-------|--------|---------|\n| Jan | 32500 | 2500 |\n| Feb | 30000 | 2500 |\n| Mar | 35000 | 2500 |\n| Apr | 37500 | 2500 |\n| May | 42500 | 2500 |\n| Jun | 40000 | 2500 |\n| Jul | 37500 | 2500 |\n| Aug | 35000 | 2500 |\n| Sep | 40000 | 2500 |\n| Oct | 42500 | 2500 |\n| Nov | 45000 | 2750 |\n| Dec | 47500 | 3000 |
\n\n\nCryptocurrencies have emerged as a new asset\nclass, captivating investors with their potential for\nhigh returns and their role in the future of finance.\nThis section explores the price dynamics of major\ncryptocurrencies like Bitcoin and Ethereum,\n" - }, - { - "@search.score": 1, - "content": "-- PageBreak -->\n\n\n### Commodity Market Fluctuations\n\n\n
Title: Commodity Price Changes (2014-2022)\n\nType: chart\n\nDescription: This bar chart displays the annual percentage change in prices for three commodities: Wheat, Gold, and Oil, from 2014 to 2022. The horizontal axis represents the percentage change, ranging from -25% to 35%, while the vertical axis lists the years from 2014 to 2022. Each year has three bars representing Wheat (grey), Gold (orange), and Oil (blue).\n\n| Year | Wheat (%) | Gold (%) | Oil (%) |\n|------|-----------|----------|---------|\n| 2022 | ~0% | ~5% | ~-5% |\n| 2021 | ~5% | ~-5% | ~30% |\n| 2020 | ~5% | ~5% | ~-20% |\n| 2019 | ~0% | ~15% | ~5% |\n| 2018 | ~-5% | ~0% | ~15% |\n| 2017 | ~0% | ~5% | ~10% |\n| 2016 | ~5% | ~10% | ~-5% |\n| 2015 | ~-5% | ~0% | ~-10% |\n| 2014 | ~0% | ~5% | ~-20% |
\n\n\nCommodities such as oil, gold, and\nwheat are fundamental to the global\neconomy, influencing everything from\nenergy costs to food prices." - } - ] - } From 9973a7717246610a11d8d4e282d1ffb25394d4aa Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 13:18:13 -0800 Subject: [PATCH 10/19] Update matrix comments --- app/backend/prepdocslib/pdfparser.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index d7326004a8..96af421f37 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -216,7 +216,9 @@ def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box) - # Cropping the page. The rect requires the coordinates in the format (x0, y0, x1, y1). bbx = [x * 72 for x in bounding_box] rect = pymupdf.Rect(bbx) - # 72 is the DPI ? what? explain this from CU + # Bounding box is scaled to 72 dots per inch + # We assume the PDF has 300 DPI + # The matrix is used to convert between these 2 units pix = page.get_pixmap(matrix=pymupdf.Matrix(300 / 72, 300 / 72), clip=rect) img = Image.frombytes("RGB", [pix.width, pix.height], pix.samples) From 0681755b15447d2bd93301a46cf249734e60ad79 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 15:26:36 -0800 Subject: [PATCH 11/19] Make mypy happy --- app/backend/prepdocslib/filestrategy.py | 4 +- .../{cu_image.py => mediadescriber.py} | 73 +++++++++---------- app/backend/prepdocslib/pdfparser.py | 32 +++++--- 3 files changed, 60 insertions(+), 49 deletions(-) rename app/backend/prepdocslib/{cu_image.py => mediadescriber.py} (64%) diff --git a/app/backend/prepdocslib/filestrategy.py b/app/backend/prepdocslib/filestrategy.py index 5f5a1f44af..711868cfd2 100644 --- a/app/backend/prepdocslib/filestrategy.py +++ b/app/backend/prepdocslib/filestrategy.py @@ -2,10 +2,10 @@ from typing import List, Optional from .blobmanager import BlobManager -from .cu_image import ContentUnderstandingManager from .embeddings import ImageEmbeddings, OpenAIEmbeddings from .fileprocessor import FileProcessor from .listfilestrategy import File, ListFileStrategy +from .mediadescriber import ContentUnderstandingDescriber from .searchmanager import SearchManager, Section from .strategy import DocumentAction, SearchInfo, Strategy @@ -79,7 +79,7 @@ async def setup(self): await search_manager.create_index() if self.use_content_understanding: - cu_manager = ContentUnderstandingManager(self.content_understanding_endpoint, self.search_info.credential) + cu_manager = ContentUnderstandingDescriber(self.content_understanding_endpoint, self.search_info.credential) await cu_manager.create_analyzer() async def run(self): diff --git a/app/backend/prepdocslib/cu_image.py b/app/backend/prepdocslib/mediadescriber.py similarity index 64% rename from app/backend/prepdocslib/cu_image.py rename to app/backend/prepdocslib/mediadescriber.py index 7db2b49c7d..c97ca41939 100644 --- a/app/backend/prepdocslib/cu_image.py +++ b/app/backend/prepdocslib/mediadescriber.py @@ -1,5 +1,5 @@ import logging -from typing import Union +from abc import ABC import aiohttp from azure.core.credentials_async import AsyncTokenCredential @@ -9,39 +9,36 @@ logger = logging.getLogger("scripts") -CU_API_VERSION = "2024-12-01-preview" - -PATH_ANALYZER_MANAGEMENT = "/analyzers/{analyzerId}" -PATH_ANALYZER_MANAGEMENT_OPERATION = "/analyzers/{analyzerId}/operations/{operationId}" - -# Define Analyzer inference paths -PATH_ANALYZER_INFERENCE = "/analyzers/{analyzerId}:analyze" -PATH_ANALYZER_INFERENCE_GET_IMAGE = "/analyzers/{analyzerId}/results/{operationId}/images/{imageId}" - -analyzer_name = "image_analyzer" -image_schema = { - "analyzerId": analyzer_name, - "name": "Image understanding", - "description": "Extract detailed structured information from images extracted from documents.", - "baseAnalyzerId": "prebuilt-image", - "scenario": "image", - "config": {"returnDetails": False}, - "fieldSchema": { - "name": "ImageInformation", - "descriptions": "Description of image.", - "fields": { - "Description": { - "type": "string", - "description": "Description of the image. If the image has a title, start with the title. Include a 2-sentence summary. If the image is a chart, diagram, or table, include the underlying data in an HTML table tag, with accurate numbers. If the image is a chart, describe any axis or legends. The only allowed HTML tags are the table/thead/tr/td/tbody tags.", - }, - }, - }, -} +class MediaDescriber(ABC): -class ContentUnderstandingManager: + async def describe_image(self, image_bytes) -> str: + raise NotImplementedError + + +class ContentUnderstandingDescriber: + CU_API_VERSION = "2024-12-01-preview" + + analyzer_schema = { + "analyzerId": "image_analyzer", + "name": "Image understanding", + "description": "Extract detailed structured information from images extracted from documents.", + "baseAnalyzerId": "prebuilt-image", + "scenario": "image", + "config": {"returnDetails": False}, + "fieldSchema": { + "name": "ImageInformation", + "descriptions": "Description of image.", + "fields": { + "Description": { + "type": "string", + "description": "Description of the image. If the image has a title, start with the title. Include a 2-sentence summary. If the image is a chart, diagram, or table, include the underlying data in an HTML table tag, with accurate numbers. If the image is a chart, describe any axis or legends. The only allowed HTML tags are the table/thead/tr/td/tbody tags.", + }, + }, + }, + } - def __init__(self, endpoint: str, credential: Union[AsyncTokenCredential, str]): + def __init__(self, endpoint: str, credential: AsyncTokenCredential): self.endpoint = endpoint self.credential = credential @@ -61,16 +58,18 @@ async def poll(): return await poll() async def create_analyzer(self): - logger.info("Creating analyzer '%s'...", image_schema["analyzerId"]) + logger.info("Creating analyzer '%s'...", self.analyzer_schema["analyzerId"]) token_provider = get_bearer_token_provider(self.credential, "https://cognitiveservices.azure.com/.default") token = await token_provider() headers = {"Authorization": f"Bearer {token}", "Content-Type": "application/json"} - params = {"api-version": CU_API_VERSION} - analyzer_id = image_schema["analyzerId"] + params = {"api-version": self.CU_API_VERSION} + analyzer_id = self.analyzer_schema["analyzerId"] cu_endpoint = f"{self.endpoint}/contentunderstanding/analyzers/{analyzer_id}" async with aiohttp.ClientSession() as session: - async with session.put(url=cu_endpoint, params=params, headers=headers, json=image_schema) as response: + async with session.put( + url=cu_endpoint, params=params, headers=headers, json=self.analyzer_schema + ) as response: if response.status == 409: logger.info("Analyzer '%s' already exists.", analyzer_id) return @@ -90,8 +89,8 @@ async def describe_image(self, image_bytes) -> str: async with aiohttp.ClientSession() as session: token = await self.credential.get_token("https://cognitiveservices.azure.com/.default") headers = {"Authorization": "Bearer " + token.token} - params = {"api-version": CU_API_VERSION} - + params = {"api-version": self.CU_API_VERSION} + analyzer_name = self.analyzer_schema["analyzerId"] async with session.post( url=f"{self.endpoint}/contentunderstanding/analyzers/{analyzer_name}:analyze", params=params, diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 96af421f37..6659d48bc0 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -18,7 +18,7 @@ from PIL import Image from pypdf import PdfReader -from .cu_image import ContentUnderstandingManager +from .mediadescriber import ContentUnderstandingDescriber from .page import Page from .parser import Parser @@ -55,7 +55,7 @@ def __init__( credential: Union[AsyncTokenCredential, AzureKeyCredential], model_id="prebuilt-layout", use_content_understanding=True, - content_understanding_endpoint: str = None, + content_understanding_endpoint: Union[str, None] = None, ): self.model_id = model_id self.endpoint = endpoint @@ -66,13 +66,19 @@ def __init__( async def parse(self, content: IO) -> AsyncGenerator[Page, None]: logger.info("Extracting text from '%s' using Azure Document Intelligence", content.name) - cu_manager = ContentUnderstandingManager(self.content_understanding_endpoint, self.credential) async with DocumentIntelligenceClient( endpoint=self.endpoint, credential=self.credential ) as document_intelligence_client: # turn content into bytes content_bytes = content.read() if self.use_content_understanding: + if self.content_understanding_endpoint is None: + raise ValueError("content_understanding_endpoint should not be None") + if isinstance(self.credential, AzureKeyCredential): + raise ValueError( + "AzureKeyCredential is not supported for Content Understanding, use keyless auth instead" + ) + cu_describer = ContentUnderstandingDescriber(self.content_understanding_endpoint, self.credential) poller = await document_intelligence_client.begin_analyze_document( model_id="prebuilt-layout", analyze_request=AnalyzeDocumentRequest(bytes_source=content_bytes), @@ -111,7 +117,7 @@ class ObjectType(Enum): # mark all positions of the table spans in the page page_offset = page.spans[0].offset page_length = page.spans[0].length - mask_chars = [(ObjectType.NONE, None)] * page_length + mask_chars: list[tuple[ObjectType, Union[int, None]]] = [(ObjectType.NONE, None)] * page_length for table_idx, table in enumerate(tables_on_page): for span in table.spans: # replace all table spans with "table_id" in table_chars array @@ -132,6 +138,8 @@ class ObjectType(Enum): added_objects = set() # set of object types todo mypy for idx, mask_char in enumerate(mask_chars): object_type, object_idx = mask_char + if object_idx is None: + raise ValueError("object_idx should not be None") if object_type == ObjectType.NONE: page_text += form_recognizer_results.content[page_offset + idx] elif object_type == ObjectType.TABLE: @@ -139,9 +147,11 @@ class ObjectType(Enum): page_text += DocumentAnalysisParser.table_to_html(tables_on_page[object_idx]) added_objects.add(mask_char) elif object_type == ObjectType.FIGURE: + if cu_describer is None: + raise ValueError("cu_describer should not be None, unable to describe figure") if mask_char not in added_objects: figure_html = await DocumentAnalysisParser.figure_to_html( - doc_for_pymupdf, cu_manager, figures_on_page[object_idx] + doc_for_pymupdf, cu_describer, figures_on_page[object_idx] ) page_text += figure_html added_objects.add(mask_char) @@ -163,9 +173,12 @@ class ObjectType(Enum): @staticmethod async def figure_to_html( - doc: pymupdf.Document, cu_manager: ContentUnderstandingManager, figure: DocumentFigure + doc: pymupdf.Document, cu_describer: ContentUnderstandingDescriber, figure: DocumentFigure ) -> str: - logger.info("Describing figure '%s'", figure.id) + figure_title = (figure.caption and figure.caption.content) or "" + logger.info("Describing figure '%s' with title", figure.id, figure_title) + if not figure.bounding_regions: + return f"
{figure_title}
" for region in figure.bounding_regions: # To learn more about bounding regions, see https://aka.ms/bounding-region bounding_box = ( @@ -176,8 +189,7 @@ async def figure_to_html( ) page_number = figure.bounding_regions[0]["pageNumber"] # 1-indexed cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) - figure_description = await cu_manager.describe_image(cropped_img) - figure_title = (figure.caption and figure.caption.content) or "" + figure_description = await cu_describer.describe_image(cropped_img) return f"
{figure_title}
{figure_description}
" @staticmethod @@ -221,7 +233,7 @@ def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box) - # The matrix is used to convert between these 2 units pix = page.get_pixmap(matrix=pymupdf.Matrix(300 / 72, 300 / 72), clip=rect) - img = Image.frombytes("RGB", [pix.width, pix.height], pix.samples) + img = Image.frombytes("RGB", (pix.width, pix.height), pix.samples) bytes_io = io.BytesIO() img.save(bytes_io, format="PNG") return bytes_io.getvalue() From ec66c52ea5a1167aefbd965e98967596928ae9fa Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 15:30:44 -0800 Subject: [PATCH 12/19] Add same errors to file strategy --- app/backend/prepdocslib/filestrategy.py | 8 ++++++++ app/backend/prepdocslib/pdfparser.py | 2 +- 2 files changed, 9 insertions(+), 1 deletion(-) diff --git a/app/backend/prepdocslib/filestrategy.py b/app/backend/prepdocslib/filestrategy.py index 711868cfd2..3748f67a09 100644 --- a/app/backend/prepdocslib/filestrategy.py +++ b/app/backend/prepdocslib/filestrategy.py @@ -1,6 +1,8 @@ import logging from typing import List, Optional +from azure.core.credentials import AzureKeyCredential + from .blobmanager import BlobManager from .embeddings import ImageEmbeddings, OpenAIEmbeddings from .fileprocessor import FileProcessor @@ -79,6 +81,12 @@ async def setup(self): await search_manager.create_index() if self.use_content_understanding: + if self.content_understanding_endpoint is None: + raise ValueError("Content Understanding is enabled but no endpoint was provided") + if isinstance(self.search_info.credential, AzureKeyCredential): + raise ValueError( + "AzureKeyCredential is not supported for Content Understanding, use keyless auth instead" + ) cu_manager = ContentUnderstandingDescriber(self.content_understanding_endpoint, self.search_info.credential) await cu_manager.create_analyzer() diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 6659d48bc0..e0e809d384 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -73,7 +73,7 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: content_bytes = content.read() if self.use_content_understanding: if self.content_understanding_endpoint is None: - raise ValueError("content_understanding_endpoint should not be None") + raise ValueError("Content Understanding is enabled but no endpoint was provided") if isinstance(self.credential, AzureKeyCredential): raise ValueError( "AzureKeyCredential is not supported for Content Understanding, use keyless auth instead" From 5a3040a4ce39a7b350abb4e370a8e2132c8c4c96 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 15:37:48 -0800 Subject: [PATCH 13/19] Add pymupdf to skip modules for mypy --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index 1e21fddfd4..9e12e399f0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,5 +32,6 @@ module = [ "kiota.*", "azure.cognitiveservices.*", "azure.cognitiveservices.speech.*", + "pymupdf.*", ] ignore_missing_imports = true From 2a6e60475cda48487f96707afc17fe875bc5a296 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Wed, 4 Dec 2024 17:04:15 -0800 Subject: [PATCH 14/19] Output the endpoint from Bicep --- app/backend/prepdocslib/mediadescriber.py | 2 +- app/backend/prepdocslib/pdfparser.py | 8 +++++--- infra/main.bicep | 2 ++ scripts/prepdocs.sh | 2 +- tests/conftest.py | 9 ++++++--- tests/mocks.py | 9 +++++++++ 6 files changed, 24 insertions(+), 8 deletions(-) diff --git a/app/backend/prepdocslib/mediadescriber.py b/app/backend/prepdocslib/mediadescriber.py index c97ca41939..14675266f7 100644 --- a/app/backend/prepdocslib/mediadescriber.py +++ b/app/backend/prepdocslib/mediadescriber.py @@ -105,4 +105,4 @@ async def describe_image(self, image_bytes) -> str: results = await self.poll_api(session, poll_url, headers) fields = results["result"]["contents"][0]["fields"] - return fields["DescriptionHTML"]["valueString"] + return fields["Description"]["valueString"] diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index e0e809d384..7678a55ccb 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -138,17 +138,19 @@ class ObjectType(Enum): added_objects = set() # set of object types todo mypy for idx, mask_char in enumerate(mask_chars): object_type, object_idx = mask_char - if object_idx is None: - raise ValueError("object_idx should not be None") if object_type == ObjectType.NONE: page_text += form_recognizer_results.content[page_offset + idx] elif object_type == ObjectType.TABLE: + if object_idx is None: + raise ValueError("Expected object_idx to be set") if mask_char not in added_objects: page_text += DocumentAnalysisParser.table_to_html(tables_on_page[object_idx]) added_objects.add(mask_char) elif object_type == ObjectType.FIGURE: if cu_describer is None: raise ValueError("cu_describer should not be None, unable to describe figure") + if object_idx is None: + raise ValueError("Expected object_idx to be set") if mask_char not in added_objects: figure_html = await DocumentAnalysisParser.figure_to_html( doc_for_pymupdf, cu_describer, figures_on_page[object_idx] @@ -176,7 +178,7 @@ async def figure_to_html( doc: pymupdf.Document, cu_describer: ContentUnderstandingDescriber, figure: DocumentFigure ) -> str: figure_title = (figure.caption and figure.caption.content) or "" - logger.info("Describing figure '%s' with title", figure.id, figure_title) + logger.info("Describing figure %s with title '%s'", figure.id, figure_title) if not figure.bounding_regions: return f"
{figure_title}
" for region in figure.bounding_regions: diff --git a/infra/main.bicep b/infra/main.bicep index 1e467f152a..5c181cd525 100644 --- a/infra/main.bicep +++ b/infra/main.bicep @@ -412,6 +412,7 @@ var appEnvVariables = { USE_LOCAL_PDF_PARSER: useLocalPdfParser USE_LOCAL_HTML_PARSER: useLocalHtmlParser USE_MEDIA_DESCRIBER_AZURE_CU: useMediaDescriberAzureCU + AZURE_CONTENTUNDERSTANDING_ENDPOINT: useMediaDescriberAzureCU ? contentUnderstanding.outputs.endpoint : '' RUNNING_IN_PRODUCTION: 'true' } @@ -1193,6 +1194,7 @@ output AZURE_SPEECH_SERVICE_ID string = useSpeechOutputAzure ? speech.outputs.re output AZURE_SPEECH_SERVICE_LOCATION string = useSpeechOutputAzure ? speech.outputs.location : '' output AZURE_VISION_ENDPOINT string = useGPT4V ? computerVision.outputs.endpoint : '' +output AZURE_CONTENTUNDERSTANDING_ENDPOINT string = useMediaDescriberAzureCU ? contentUnderstanding.outputs.endpoint : '' output AZURE_DOCUMENTINTELLIGENCE_SERVICE string = documentIntelligence.outputs.name output AZURE_DOCUMENTINTELLIGENCE_RESOURCE_GROUP string = documentIntelligenceResourceGroup.name diff --git a/scripts/prepdocs.sh b/scripts/prepdocs.sh index 68e9a38cf4..c0254755e0 100755 --- a/scripts/prepdocs.sh +++ b/scripts/prepdocs.sh @@ -9,4 +9,4 @@ if [ $# -gt 0 ]; then additionalArgs="$@" fi -./.venv/bin/python ./app/backend/prepdocs.py './data/GPT4V_Examples/Financial Market Analysis Report 2023.pdf' --verbose $additionalArgs +./.venv/bin/python ./app/backend/prepdocs.py './data/*' --verbose $additionalArgs diff --git a/tests/conftest.py b/tests/conftest.py index cfc5326f31..6b4ad7c50c 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -34,6 +34,7 @@ MockBlobClient, MockResponse, mock_computervision_response, + mock_contentunderstanding_response, mock_speak_text_cancelled, mock_speak_text_failed, mock_speak_text_success, @@ -54,10 +55,12 @@ async def mock_search(self, *args, **kwargs): @pytest.fixture -def mock_compute_embeddings_call(monkeypatch): +def mock_azurehttp_calls(monkeypatch): def mock_post(*args, **kwargs): if kwargs.get("url").endswith("computervision/retrieval:vectorizeText"): return mock_computervision_response() + elif kwargs.get("url").endswith("/contentunderstanding/analyzers/image_analyzer:analyze"): + return mock_contentunderstanding_response() else: raise Exception("Unexpected URL for mock call to ClientSession.post()") @@ -327,7 +330,7 @@ async def client( mock_openai_embedding, mock_acs_search, mock_blob_container_client, - mock_compute_embeddings_call, + mock_azurehttp_calls, ): quart_app = app.create_app() @@ -346,7 +349,7 @@ async def client_with_expiring_token( mock_openai_embedding, mock_acs_search, mock_blob_container_client, - mock_compute_embeddings_call, + mock_azurehttp_calls, ): quart_app = app.create_app() diff --git a/tests/mocks.py b/tests/mocks.py index 13dc82ac6e..f8de506d8f 100644 --- a/tests/mocks.py +++ b/tests/mocks.py @@ -203,6 +203,15 @@ def mock_computervision_response(): ) +def mock_contentunderstanding_response(): + return MockResponse( + status=200, + headers={ + "Operation-Location": "https://cu-ztmfrxlgtk3nq.cognitiveservices.azure.com/contentunderstanding/analyzers/image_analyzer/results/53e4c016-d2c0-48a9-a9f4-38891f7d45f0?api-version=2024-12-01-preview" + }, + ) + + class MockAudio: def __init__(self, audio_data): self.audio_data = audio_data From b8c4d942215ac874b88b6cd26f0b2fcb8a0e92f8 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Thu, 5 Dec 2024 16:52:10 -0800 Subject: [PATCH 15/19] 100 percent coverage for mediadescriber.py --- app/backend/prepdocslib/mediadescriber.py | 7 +- app/backend/prepdocslib/pdfparser.py | 11 -- tests/conftest.py | 3 - tests/mocks.py | 26 ++--- tests/test_mediadescriber.py | 135 ++++++++++++++++++++++ 5 files changed, 149 insertions(+), 33 deletions(-) create mode 100644 tests/test_mediadescriber.py diff --git a/app/backend/prepdocslib/mediadescriber.py b/app/backend/prepdocslib/mediadescriber.py index 14675266f7..5aae79232e 100644 --- a/app/backend/prepdocslib/mediadescriber.py +++ b/app/backend/prepdocslib/mediadescriber.py @@ -13,7 +13,7 @@ class MediaDescriber(ABC): async def describe_image(self, image_bytes) -> str: - raise NotImplementedError + raise NotImplementedError # pragma: no cover class ContentUnderstandingDescriber: @@ -75,8 +75,7 @@ async def create_analyzer(self): return elif response.status != 201: data = await response.text() - logger.error("Error creating analyzer: %s", data) - response.raise_for_status() + raise Exception("Error creating analyzer", data) else: poll_url = response.headers.get("Operation-Location") @@ -84,7 +83,7 @@ async def create_analyzer(self): progress.add_task("Creating analyzer...", total=None, start=False) await self.poll_api(session, poll_url, headers) - async def describe_image(self, image_bytes) -> str: + async def describe_image(self, image_bytes: bytes) -> str: logger.info("Sending image to Azure Content Understanding service...") async with aiohttp.ClientSession() as session: token = await self.credential.get_token("https://cognitiveservices.azure.com/.default") diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index 7678a55ccb..d7a0fb64cf 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -1,6 +1,5 @@ import html import io -import json import logging from enum import Enum from typing import IO, AsyncGenerator, Union @@ -94,7 +93,6 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: form_recognizer_results: AnalyzeResult = await poller.result() offset = 0 - pages_json = [] for page in form_recognizer_results.pages: tables_on_page = [ table @@ -162,16 +160,7 @@ class ObjectType(Enum): # We remove excess newlines at the beginning and end of the page page_text = page_text.strip() yield Page(page_num=page.page_number - 1, offset=offset, text=page_text) - # Serialize the page text to a JSON and save it locally - page_json = { - "page_num": page.page_number - 1, - "offset": offset, - "text": page_text, - } - pages_json.append(page_json) offset += len(page_text) - with open("pages.json", "w") as f: - json.dump(pages_json, f) @staticmethod async def figure_to_html( diff --git a/tests/conftest.py b/tests/conftest.py index 6b4ad7c50c..157770b186 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -34,7 +34,6 @@ MockBlobClient, MockResponse, mock_computervision_response, - mock_contentunderstanding_response, mock_speak_text_cancelled, mock_speak_text_failed, mock_speak_text_success, @@ -59,8 +58,6 @@ def mock_azurehttp_calls(monkeypatch): def mock_post(*args, **kwargs): if kwargs.get("url").endswith("computervision/retrieval:vectorizeText"): return mock_computervision_response() - elif kwargs.get("url").endswith("/contentunderstanding/analyzers/image_analyzer:analyze"): - return mock_contentunderstanding_response() else: raise Exception("Unexpected URL for mock call to ClientSession.post()") diff --git a/tests/mocks.py b/tests/mocks.py index f8de506d8f..788823941c 100644 --- a/tests/mocks.py +++ b/tests/mocks.py @@ -151,12 +151,10 @@ def by_page(self): class MockResponse: - def __init__(self, text, status): - self.text = text + def __init__(self, status, text=None, headers=None): + self._text = text or "" self.status = status - - async def text(self): - return self._text + self.headers = headers or {} async def __aexit__(self, exc_type, exc, tb): pass @@ -164,8 +162,15 @@ async def __aexit__(self, exc_type, exc, tb): async def __aenter__(self): return self + async def text(self): + return self._text + async def json(self): - return json.loads(self.text) + return json.loads(self._text) + + def raise_for_status(self): + if self.status != 200: + raise Exception(f"HTTP status {self.status}") class MockEmbeddingsClient: @@ -203,15 +208,6 @@ def mock_computervision_response(): ) -def mock_contentunderstanding_response(): - return MockResponse( - status=200, - headers={ - "Operation-Location": "https://cu-ztmfrxlgtk3nq.cognitiveservices.azure.com/contentunderstanding/analyzers/image_analyzer/results/53e4c016-d2c0-48a9-a9f4-38891f7d45f0?api-version=2024-12-01-preview" - }, - ) - - class MockAudio: def __init__(self, audio_data): self.audio_data = audio_data diff --git a/tests/test_mediadescriber.py b/tests/test_mediadescriber.py new file mode 100644 index 0000000000..117a186281 --- /dev/null +++ b/tests/test_mediadescriber.py @@ -0,0 +1,135 @@ +import json +import logging + +import aiohttp +import pytest + +from prepdocslib.mediadescriber import ContentUnderstandingDescriber + +from .mocks import MockAzureCredential, MockResponse + + +@pytest.mark.asyncio +async def test_contentunderstanding_analyze(monkeypatch, caplog): + + def mock_post(*args, **kwargs): + if kwargs.get("url").find("badanalyzer") > 0: + return MockResponse( + status=200, + headers={ + "Operation-Location": "https://testcontentunderstanding.cognitiveservices.azure.com/contentunderstanding/analyzers/badanalyzer/operations/7f313e00-4da1-4b19-a25e-53f121c24d10?api-version=2024-12-01-preview" + }, + ) + if kwargs.get("url").endswith("contentunderstanding/analyzers/image_analyzer:analyze"): + return MockResponse( + status=200, + headers={ + "Operation-Location": "https://testcontentunderstanding.cognitiveservices.azure.com/contentunderstanding/analyzers/image_analyzer/results/53e4c016-d2c0-48a9-a9f4-38891f7d45f0?api-version=2024-12-01-preview" + }, + ) + else: + raise Exception("Unexpected URL for mock call to ClientSession.post()") + + monkeypatch.setattr(aiohttp.ClientSession, "post", mock_post) + + num_poll_calls = 0 + + def mock_get(self, url, **kwargs): + if url.endswith( + "contentunderstanding/analyzers/image_analyzer/results/53e4c016-d2c0-48a9-a9f4-38891f7d45f0?api-version=2024-12-01-preview" + ): + return MockResponse( + status=200, + text=json.dumps( + { + "id": "f8c4c1c0-71c3-410c-a723-d223e0a84a88", + "status": "Succeeded", + "result": { + "analyzerId": "image_analyzer", + "apiVersion": "2024-12-01-preview", + "createdAt": "2024-12-05T17:33:04Z", + "warnings": [], + "contents": [ + { + "markdown": "![image](image)\n", + "fields": { + "Description": { + "type": "string", + "valueString": "The bar chart titled 'Prices (2024 Indexed to 100)' compares the indexed prices of Oil, Bitcoin, and S&P 500 from 2024 to 2028. Each year is represented by a set of three horizontal bars, with Oil in gray, Bitcoin in orange, and S&P 500 in blue. The index is based on the year 2024, where all values start at 100. Over the years, Bitcoin shows the most significant increase, reaching around 130 by 2028, while Oil and S&P 500 show moderate increases.\n\n
YearOilBitcoinS&P 500
2024100100100
20251051101 08
2026110115112
2027115120116
2028120130120
", + } + }, + "kind": "document", + "startPageNumber": 1, + "endPageNumber": 1, + "unit": "pixel", + "pages": [{"pageNumber": 1}], + } + ], + }, + } + ), + ) + elif url.endswith( + "https://testcontentunderstanding.cognitiveservices.azure.com/contentunderstanding/analyzers/badanalyzer/operations/7f313e00-4da1-4b19-a25e-53f121c24d10?api-version=2024-12-01-preview" + ): + return MockResponse(status=200, text=json.dumps({"status": "Failed"})) + elif url.endswith( + "https://testcontentunderstanding.cognitiveservices.azure.com/contentunderstanding/analyzers/image_analyzer/operations/7f313e00-4da1-4b19-a25e-53f121c24d10?api-version=2024-12-01-preview" + ): + nonlocal num_poll_calls + num_poll_calls += 1 + if num_poll_calls == 1: + return MockResponse(status=200, text=json.dumps({"status": "Running"})) + elif num_poll_calls > 1: + return MockResponse(status=200, text=json.dumps({"status": "Succeeded"})) + else: + raise Exception("Unexpected URL for mock call to ClientSession.get()") + + monkeypatch.setattr(aiohttp.ClientSession, "get", mock_get) + + def mock_put(self, *args, **kwargs): + if kwargs.get("url").find("existinganalyzer") > 0: + return MockResponse(status=409) + if kwargs.get("url").find("wrongservicename") > 0: + return MockResponse( + status=404, + text=json.dumps( + {"error": {"code": "ResourceNotFound", "message": "The specified resource does not exist."}} + ), + ) + elif kwargs.get("url").endswith("contentunderstanding/analyzers/image_analyzer"): + return MockResponse( + status=201, + headers={ + "Operation-Location": "https://testcontentunderstanding.cognitiveservices.azure.com/contentunderstanding/analyzers/image_analyzer/operations/7f313e00-4da1-4b19-a25e-53f121c24d10?api-version=2024-12-01-preview" + }, + ) + else: + raise Exception("Unexpected URL for mock call to ClientSession.put()") + + monkeypatch.setattr(aiohttp.ClientSession, "put", mock_put) + + describer = ContentUnderstandingDescriber( + endpoint="https://testcontentunderstanding.cognitiveservices.azure.com", credential=MockAzureCredential() + ) + await describer.create_analyzer() + await describer.describe_image(b"imagebytes") + + describer_wrong_endpoint = ContentUnderstandingDescriber( + endpoint="https://wrongservicename.cognitiveservices.azure.com", credential=MockAzureCredential() + ) + with pytest.raises(Exception): + await describer_wrong_endpoint.create_analyzer() + + describer_existing_analyzer = ContentUnderstandingDescriber( + endpoint="https://existinganalyzer.cognitiveservices.azure.com", credential=MockAzureCredential() + ) + with caplog.at_level(logging.INFO): + await describer_existing_analyzer.create_analyzer() + assert "Analyzer 'image_analyzer' already exists." in caplog.text + + describer_bad_analyze = ContentUnderstandingDescriber( + endpoint="https://badanalyzer.cognitiveservices.azure.com", credential=MockAzureCredential() + ) + with pytest.raises(Exception): + await describer_bad_analyze.describe_image(b"imagebytes") From 8ec9514bcd363e9abe2332d743d9590e6e773022 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Fri, 6 Dec 2024 13:41:50 -0800 Subject: [PATCH 16/19] Tests added for PDFParser --- app/backend/prepdocslib/pdfparser.py | 39 ++- .../Financial Market Analysis Report 2023.pdf | Bin 0 -> 206953 bytes ...rket Analysis Report 2023_page2_figure.png | Bin 0 -> 75374 bytes tests/test-data/Simple Figure.pdf | Bin 0 -> 45371 bytes tests/test-data/Simple Figure_content.txt | 13 + tests/test-data/Simple Table.pdf | Bin 0 -> 26616 bytes tests/test-data/Simple Table_content.txt | 17 + tests/test_pdfparser.py | 310 ++++++++++++++++++ 8 files changed, 361 insertions(+), 18 deletions(-) create mode 100644 tests/test-data/Financial Market Analysis Report 2023.pdf create mode 100644 tests/test-data/Financial Market Analysis Report 2023_page2_figure.png create mode 100644 tests/test-data/Simple Figure.pdf create mode 100644 tests/test-data/Simple Figure_content.txt create mode 100644 tests/test-data/Simple Table.pdf create mode 100644 tests/test-data/Simple Table_content.txt create mode 100644 tests/test_pdfparser.py diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index d7a0fb64cf..ca8db47dd1 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -90,20 +90,20 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: poller = await document_intelligence_client.begin_analyze_document( model_id=self.model_id, analyze_request=content, content_type="application/octet-stream" ) - form_recognizer_results: AnalyzeResult = await poller.result() + analyze_result: AnalyzeResult = await poller.result() offset = 0 - for page in form_recognizer_results.pages: + for page in analyze_result.pages: tables_on_page = [ table - for table in (form_recognizer_results.tables or []) + for table in (analyze_result.tables or []) if table.bounding_regions and table.bounding_regions[0].page_number == page.page_number ] figures_on_page = [] if self.use_content_understanding: figures_on_page = [ figure - for figure in (form_recognizer_results.figures or []) + for figure in (analyze_result.figures or []) if figure.bounding_regions and figure.bounding_regions[0].page_number == page.page_number ] @@ -112,10 +112,10 @@ class ObjectType(Enum): TABLE = 0 FIGURE = 1 - # mark all positions of the table spans in the page page_offset = page.spans[0].offset page_length = page.spans[0].length mask_chars: list[tuple[ObjectType, Union[int, None]]] = [(ObjectType.NONE, None)] * page_length + # mark all positions of the table spans in the page for table_idx, table in enumerate(tables_on_page): for span in table.spans: # replace all table spans with "table_id" in table_chars array @@ -123,6 +123,7 @@ class ObjectType(Enum): idx = span.offset - page_offset + i if idx >= 0 and idx < page_length: mask_chars[idx] = (ObjectType.TABLE, table_idx) + # mark all positions of the figure spans in the page for figure_idx, figure in enumerate(figures_on_page): for span in figure.spans: # replace all figure spans with "figure_id" in figure_chars array @@ -137,7 +138,7 @@ class ObjectType(Enum): for idx, mask_char in enumerate(mask_chars): object_type, object_idx = mask_char if object_type == ObjectType.NONE: - page_text += form_recognizer_results.content[page_offset + idx] + page_text += analyze_result.content[page_offset + idx] elif object_type == ObjectType.TABLE: if object_idx is None: raise ValueError("Expected object_idx to be set") @@ -151,7 +152,7 @@ class ObjectType(Enum): raise ValueError("Expected object_idx to be set") if mask_char not in added_objects: figure_html = await DocumentAnalysisParser.figure_to_html( - doc_for_pymupdf, cu_describer, figures_on_page[object_idx] + doc_for_pymupdf, figures_on_page[object_idx], cu_describer ) page_text += figure_html added_objects.add(mask_char) @@ -164,21 +165,23 @@ class ObjectType(Enum): @staticmethod async def figure_to_html( - doc: pymupdf.Document, cu_describer: ContentUnderstandingDescriber, figure: DocumentFigure + doc: pymupdf.Document, figure: DocumentFigure, cu_describer: ContentUnderstandingDescriber ) -> str: figure_title = (figure.caption and figure.caption.content) or "" logger.info("Describing figure %s with title '%s'", figure.id, figure_title) if not figure.bounding_regions: return f"
{figure_title}
" - for region in figure.bounding_regions: - # To learn more about bounding regions, see https://aka.ms/bounding-region - bounding_box = ( - region.polygon[0], # x0 (left) - region.polygon[1], # y0 (top - region.polygon[4], # x1 (right) - region.polygon[5], # y1 (bottom) - ) - page_number = figure.bounding_regions[0]["pageNumber"] # 1-indexed + if len(figure.bounding_regions) > 1: + logger.warning("Figure %s has more than one bounding region, using the first one", figure.id) + first_region = figure.bounding_regions[0] + # To learn more about bounding regions, see https://aka.ms/bounding-region + bounding_box = ( + first_region.polygon[0], # x0 (left) + first_region.polygon[1], # y0 (top + first_region.polygon[4], # x1 (right) + first_region.polygon[5], # y1 (bottom) + ) + page_number = first_region["pageNumber"] # 1-indexed cropped_img = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number - 1, bounding_box) figure_description = await cu_describer.describe_image(cropped_img) return f"
{figure_title}
{figure_description}
" @@ -205,7 +208,7 @@ def table_to_html(table: DocumentTable): return table_html @staticmethod - def crop_image_from_pdf_page(doc: pymupdf.Document, page_number, bounding_box) -> bytes: + def crop_image_from_pdf_page(doc: pymupdf.Document, page_number: int, bounding_box: tuple[float]) -> bytes: """ Crops a region from a given page in a PDF and returns it as an image. diff --git a/tests/test-data/Financial Market Analysis Report 2023.pdf b/tests/test-data/Financial Market Analysis Report 2023.pdf new file mode 100644 index 0000000000000000000000000000000000000000..eef17aad75d7fe46116e066224e53527d25787b4 GIT binary patch literal 206953 zcmdS91z26nwk`<4o!}N&KyY0+1b24{t_!!|?(PCI6Bx`7EMh&v10WhgJIXD|TsXBl_%64{60Cwi* zb_HiAYYSU&cUJD_x}2edm6WZi9eB*ABFF>)76b9~Gs%IR3{Aij09d&GkW{w-xq=)N z9YCfa2av7t(~MkCDk<~xqacE8O`cVIQsOrqpLJsrv2(U{0sxtrWGqY^wE=8TVgTT? z#sJ{6A^?^@YAk=Wv2Z+hVfmwtmG!yC%KpcV^XaAw`1`z19sZnGPDM&lU)InFWUX(? z#$ss5%ErRL#mUUUz{bMG#b9It1Tuh(jJVjjx!IXnxQz8xESx}6Ce)lPrrcayMy3p0 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+ +9 + +
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Header 1Header 2
Cell 1Cell 2
Cell 3Cell 4
diff --git a/tests/test_pdfparser.py b/tests/test_pdfparser.py new file mode 100644 index 0000000000..408aa2b2d0 --- /dev/null +++ b/tests/test_pdfparser.py @@ -0,0 +1,310 @@ +import io +import logging +import math +import pathlib +from unittest.mock import AsyncMock, MagicMock + +import pymupdf +import pytest +from azure.ai.documentintelligence.aio import DocumentIntelligenceClient +from azure.ai.documentintelligence.models import ( + AnalyzeResult, + BoundingRegion, + DocumentCaption, + DocumentFigure, + DocumentPage, + DocumentSpan, + DocumentTable, + DocumentTableCell, +) +from PIL import Image, ImageChops + +from prepdocslib.mediadescriber import ContentUnderstandingDescriber +from prepdocslib.pdfparser import DocumentAnalysisParser + +from .mocks import MockAzureCredential + +TEST_DATA_DIR = pathlib.Path(__file__).parent / "test-data" + + +def assert_image_equal(image1, image2): + assert image1.size == image2.size + assert image1.mode == image2.mode + # Based on https://stackoverflow.com/a/55251080/1347623 + diff = ImageChops.difference(image1, image2).histogram() + sq = (value * (i % 256) ** 2 for i, value in enumerate(diff)) + rms = math.sqrt(sum(sq) / float(image1.size[0] * image1.size[1])) + assert rms < 90 + + +def test_crop_image_from_pdf_page(): + doc = pymupdf.open(TEST_DATA_DIR / "Financial Market Analysis Report 2023.pdf", filetype="pdf") + page_number = 2 + bounding_box = (1.4703, 2.8371, 5.5381, 6.6022) # Coordinates in inches + + cropped_image_bytes = DocumentAnalysisParser.crop_image_from_pdf_page(doc, page_number, bounding_box) + + # Verify the output is not empty + assert cropped_image_bytes is not None + assert len(cropped_image_bytes) > 0 + + # Verify the output is a valid image + cropped_image = Image.open(io.BytesIO(cropped_image_bytes)) + assert cropped_image.format == "PNG" + assert cropped_image.size[0] > 0 + assert cropped_image.size[1] > 0 + + expected_image = Image.open(TEST_DATA_DIR / "Financial Market Analysis Report 2023_page2_figure.png") + assert_image_equal(cropped_image, expected_image) + + +def test_table_to_html(): + table = DocumentTable( + row_count=2, + column_count=2, + cells=[ + DocumentTableCell(row_index=0, column_index=0, content="Header 1", kind="columnHeader"), + DocumentTableCell(row_index=0, column_index=1, content="Header 2", kind="columnHeader"), + DocumentTableCell(row_index=1, column_index=0, content="Cell 1"), + DocumentTableCell(row_index=1, column_index=1, content="Cell 2"), + ], + ) + + expected_html = ( + "
" + "" + "" + "
Header 1Header 2
Cell 1Cell 2
" + ) + + result_html = DocumentAnalysisParser.table_to_html(table) + assert result_html == expected_html + + +def test_table_to_html_with_spans(): + table = DocumentTable( + row_count=2, + column_count=2, + cells=[ + DocumentTableCell(row_index=0, column_index=0, content="Header 1", kind="columnHeader", column_span=2), + DocumentTableCell(row_index=1, column_index=0, content="Cell 1", row_span=2), + DocumentTableCell(row_index=1, column_index=1, content="Cell 2"), + ], + ) + + expected_html = ( + "
" + "" + "" + "
Header 1
Cell 1Cell 2
" + ) + + result_html = DocumentAnalysisParser.table_to_html(table) + assert result_html == expected_html + + +@pytest.mark.asyncio +async def test_figure_to_html_without_bounding_regions(): + doc = MagicMock() + figure = DocumentFigure(id="1", caption=None, bounding_regions=None) + cu_describer = MagicMock() + + result_html = await DocumentAnalysisParser.figure_to_html(doc, figure, cu_describer) + expected_html = "
" + + assert result_html == expected_html + + +@pytest.mark.asyncio +async def test_figure_to_html_with_bounding_regions(monkeypatch, caplog): + doc = MagicMock() + figure = DocumentFigure( + id="1", + caption=DocumentCaption(content="Figure 1"), + bounding_regions=[ + BoundingRegion(page_number=1, polygon=[1.4703, 2.8371, 5.5409, 2.8415, 5.5381, 6.6022, 1.4681, 6.5978]), + BoundingRegion(page_number=2, polygon=[1.4703, 2.8371, 5.5409, 2.8415, 5.5381, 6.6022, 1.4681, 6.5978]), + ], + ) + cu_describer = AsyncMock() + + async def mock_describe_image(image_bytes): + assert image_bytes == b"image_bytes" + return "Described Image" + + monkeypatch.setattr(cu_describer, "describe_image", mock_describe_image) + + def mock_crop_image_from_pdf_page(doc, page_number, bounding_box) -> bytes: + assert page_number == 0 + assert bounding_box == (1.4703, 2.8371, 5.5381, 6.6022) + return b"image_bytes" + + monkeypatch.setattr(DocumentAnalysisParser, "crop_image_from_pdf_page", mock_crop_image_from_pdf_page) + + with caplog.at_level(logging.WARNING): + result_html = await DocumentAnalysisParser.figure_to_html(doc, figure, cu_describer) + expected_html = "
Figure 1
Described Image
" + assert result_html == expected_html + assert "Figure 1 has more than one bounding region, using the first one" in caplog.text + + +@pytest.mark.asyncio +async def test_parse_simple(monkeypatch): + mock_poller = MagicMock() + + async def mock_begin_analyze_document(self, model_id, analyze_request, **kwargs): + return mock_poller + + async def mock_poller_result(): + return AnalyzeResult( + content="Page content", + pages=[DocumentPage(page_number=1, spans=[DocumentSpan(offset=0, length=12)])], + tables=[], + figures=[], + ) + + monkeypatch.setattr(DocumentIntelligenceClient, "begin_analyze_document", mock_begin_analyze_document) + monkeypatch.setattr(mock_poller, "result", mock_poller_result) + + parser = DocumentAnalysisParser( + endpoint="https://example.com", credential=MockAzureCredential(), use_content_understanding=False + ) + content = io.BytesIO(b"pdf content bytes") + content.name = "test.pdf" + pages = [page async for page in parser.parse(content)] + + assert len(pages) == 1 + assert pages[0].page_num == 0 + assert pages[0].offset == 0 + assert pages[0].text == "Page content" + + +@pytest.mark.asyncio +async def test_parse_doc_with_tables(monkeypatch): + mock_poller = MagicMock() + + async def mock_begin_analyze_document(self, model_id, analyze_request, **kwargs): + return mock_poller + + async def mock_poller_result(): + content = open(TEST_DATA_DIR / "Simple Table_content.txt").read() + return AnalyzeResult( + content=content, + pages=[DocumentPage(page_number=1, spans=[DocumentSpan(offset=0, length=172)])], + tables=[ + DocumentTable( + bounding_regions=[ + BoundingRegion( + page_number=1, polygon=[0.4394, 1.0459, 4.2509, 1.0449, 4.2524, 1.9423, 0.4408, 1.9432] + ) + ], + row_count=3, + column_count=2, + cells=[ + DocumentTableCell( + row_index=0, + column_index=0, + content="Header 1", + kind="columnHeader", + spans=[DocumentSpan(offset=39, length=8)], + ), + DocumentTableCell( + row_index=0, + column_index=1, + content="Header 2", + kind="columnHeader", + spans=[DocumentSpan(offset=57, length=8)], + ), + DocumentTableCell( + row_index=1, column_index=0, content="Cell 1", spans=[DocumentSpan(offset=86, length=6)] + ), + DocumentTableCell( + row_index=1, column_index=1, content="Cell 2", spans=[DocumentSpan(offset=102, length=6)] + ), + DocumentTableCell( + row_index=2, column_index=0, content="Cell 3", spans=[DocumentSpan(offset=129, length=6)] + ), + DocumentTableCell( + row_index=2, column_index=1, content="Cell 4", spans=[DocumentSpan(offset=145, length=6)] + ), + ], + spans=[DocumentSpan(offset=22, length=149)], + ) + ], + figures=[], + ) + + monkeypatch.setattr(DocumentIntelligenceClient, "begin_analyze_document", mock_begin_analyze_document) + monkeypatch.setattr(mock_poller, "result", mock_poller_result) + + parser = DocumentAnalysisParser( + endpoint="https://example.com", credential=MockAzureCredential(), use_content_understanding=False + ) + with open(TEST_DATA_DIR / "Simple Table.pdf", "rb") as f: + content = io.BytesIO(f.read()) + content.name = "Simple Table.pdf" + pages = [page async for page in parser.parse(content)] + + assert len(pages) == 1 + assert pages[0].page_num == 0 + assert pages[0].offset == 0 + assert ( + pages[0].text + == "# Simple HTML Table\n\n\n
Header 1Header 2
Cell 1Cell 2
Cell 3Cell 4
" + ) + + +@pytest.mark.asyncio +async def test_parse_doc_with_figures(monkeypatch): + mock_poller = MagicMock() + + async def mock_begin_analyze_document(self, model_id, analyze_request, **kwargs): + return mock_poller + + async def mock_poller_result(): + content = open(TEST_DATA_DIR / "Simple Figure_content.txt").read() + return AnalyzeResult( + content=content, + pages=[DocumentPage(page_number=1, spans=[DocumentSpan(offset=0, length=148)])], + figures=[ + DocumentFigure( + id="1.1", + caption=DocumentCaption(content="Figure 1"), + bounding_regions=[ + BoundingRegion( + page_number=1, polygon=[0.4295, 1.3072, 1.7071, 1.3076, 1.7067, 2.6088, 0.4291, 2.6085] + ) + ], + spans=[DocumentSpan(offset=70, length=22)], + ) + ], + ) + + monkeypatch.setattr(DocumentIntelligenceClient, "begin_analyze_document", mock_begin_analyze_document) + monkeypatch.setattr(mock_poller, "result", mock_poller_result) + + async def mock_describe_image(self, image_bytes): + return "Pie chart" + + monkeypatch.setattr(ContentUnderstandingDescriber, "describe_image", mock_describe_image) + + parser = DocumentAnalysisParser( + endpoint="https://example.com", + credential=MockAzureCredential(), + use_content_understanding=True, + content_understanding_endpoint="https://example.com", + ) + + with open(TEST_DATA_DIR / "Simple Figure.pdf", "rb") as f: + content = io.BytesIO(f.read()) + content.name = "Simple Figure.pdf" + + pages = [page async for page in parser.parse(content)] + + assert len(pages) == 1 + assert pages[0].page_num == 0 + assert pages[0].offset == 0 + assert ( + pages[0].text + == "# Simple Figure\n\nThis text is before the figure and NOT part of it.\n\n\n
Figure 1
Pie chart
\n\n\nThis is text after the figure that's not part of it." + ) From 6d4e756be1715a836729d5aaf2eb81be60b43287 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Fri, 6 Dec 2024 14:53:44 -0800 Subject: [PATCH 17/19] Fix that tuple type --- app/backend/prepdocslib/pdfparser.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index ca8db47dd1..cbd63ab834 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -208,7 +208,9 @@ def table_to_html(table: DocumentTable): return table_html @staticmethod - def crop_image_from_pdf_page(doc: pymupdf.Document, page_number: int, bounding_box: tuple[float]) -> bytes: + def crop_image_from_pdf_page( + doc: pymupdf.Document, page_number: int, bounding_box: tuple[float, float, float, float] + ) -> bytes: """ Crops a region from a given page in a PDF and returns it as an image. From 75b159db36067d7192592f6ef586fc02344835ee Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Fri, 6 Dec 2024 15:16:19 -0800 Subject: [PATCH 18/19] Add pricing link --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index c46251b3d2..49d5ea84b3 100644 --- a/README.md +++ b/README.md @@ -93,7 +93,7 @@ However, you can try the [Azure pricing calculator](https://azure.com/e/e3490de2 - Azure Blob Storage: Standard tier with ZRS (Zone-redundant storage). Pricing per storage and read operations. [Pricing](https://azure.microsoft.com/pricing/details/storage/blobs/) - Azure Cosmos DB: Only provisioned if you enabled [chat history with Cosmos DB](docs/deploy_features.md#enabling-persistent-chat-history-with-azure-cosmos-db). Serverless tier. Pricing per request unit and storage. [Pricing](https://azure.microsoft.com/pricing/details/cosmos-db/) - Azure AI Vision: Only provisioned if you enabled [GPT-4 with vision](docs/gpt4v.md). Pricing per 1K transactions. [Pricing](https://azure.microsoft.com/pricing/details/cognitive-services/computer-vision/) -- Azure AI Content Understanding: Only provisioned if you enabled [media description](docs/deploy_features.md#enabling-media-description-with-azure-content-understanding). Pricing per TODO. [Pricing](TODO) +- Azure AI Content Understanding: Only provisioned if you enabled [media description](docs/deploy_features.md#enabling-media-description-with-azure-content-understanding). Pricing per 1K images. [Pricing](https://azure.microsoft.com/pricing/details/content-understanding/) - Azure Monitor: Pay-as-you-go tier. Costs based on data ingested. [Pricing](https://azure.microsoft.com/pricing/details/monitor/) To reduce costs, you can switch to free SKUs for various services, but those SKUs have limitations. From c88b5d511ea171a9122d2544de776be7ec3fd4b7 Mon Sep 17 00:00:00 2001 From: Pamela Fox Date: Fri, 6 Dec 2024 16:00:44 -0800 Subject: [PATCH 19/19] Fix content read issue --- app/backend/prepdocslib/pdfparser.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/app/backend/prepdocslib/pdfparser.py b/app/backend/prepdocslib/pdfparser.py index cbd63ab834..1fcbbc9531 100644 --- a/app/backend/prepdocslib/pdfparser.py +++ b/app/backend/prepdocslib/pdfparser.py @@ -68,8 +68,6 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: async with DocumentIntelligenceClient( endpoint=self.endpoint, credential=self.credential ) as document_intelligence_client: - # turn content into bytes - content_bytes = content.read() if self.use_content_understanding: if self.content_understanding_endpoint is None: raise ValueError("Content Understanding is enabled but no endpoint was provided") @@ -78,6 +76,7 @@ async def parse(self, content: IO) -> AsyncGenerator[Page, None]: "AzureKeyCredential is not supported for Content Understanding, use keyless auth instead" ) cu_describer = ContentUnderstandingDescriber(self.content_understanding_endpoint, self.credential) + content_bytes = content.read() poller = await document_intelligence_client.begin_analyze_document( model_id="prebuilt-layout", analyze_request=AnalyzeDocumentRequest(bytes_source=content_bytes),