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app.py
CHANGED
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@@ -1,4 +1,4 @@
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import base64
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import io
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import dash
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@@ -9,7 +9,9 @@ import logging
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from docx import Document
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import mimetypes
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from threading import Lock
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import
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import google.generativeai as genai
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@@ -28,15 +30,42 @@ GEMINI_MODEL = "models/gemini-2.5-pro-preview-03-25"
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MAX_INPUT_TOKENS = 1048576
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MAX_OUTPUT_TOKENS = 65536
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def decode_document(decoded_bytes):
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try:
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@@ -170,21 +199,17 @@ def save_loe_as_docx(loe_text, proposal_filename):
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memf.seek(0)
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return memf.read()
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def process_document(action, selected_filename=None, chat_input=None, rfp_decoded_bytes=None, selected_proposal_filename=None):
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global generated_response
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logging.info(f"Process document called with action: {action}")
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doc_content = None
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doc_fileid = None
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if action in ["shred", "compliance", "virtual_board", "proposal", "recover"]:
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if selected_filename and selected_filename in uploaded_documents:
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doc_content = uploaded_documents[selected_filename]
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doc_fileid = uploaded_documents_fileid.get(selected_filename)
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elif uploaded_documents:
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doc_content = next(iter(uploaded_documents.values()))
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selected_filename = next(iter(uploaded_documents.keys()))
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doc_fileid = uploaded_documents_fileid.get(selected_filename)
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else:
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doc_content = None
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doc_fileid = None
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@@ -206,20 +231,20 @@ def process_document(action, selected_filename=None, chat_input=None, rfp_decode
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if result and not result.startswith("Error"):
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docx_bytes = save_shredded_as_docx(result, selected_filename)
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generated_docx_name = f"{os.path.splitext(selected_filename)[0]}_shredded.docx"
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uploaded_documents[generated_docx_name] = result
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shredded_documents[generated_docx_name] = docx_bytes
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return result, generated_docx_name, docx_bytes, None, None
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else:
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return result, None, None, None, None
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elif action == 'compliance':
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if not selected_proposal_filename or selected_proposal_filename not in proposals:
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return "No proposal document selected for compliance.", None, None, None, None
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if not selected_filename or selected_filename not in uploaded_documents:
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return "No RFP/SOW/PWS/RFI document selected for compliance.", None, None, None, None
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rfp_text = uploaded_documents[selected_filename]
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proposal_text = proposals[selected_proposal_filename]
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logging.info(f"Compliance check: comparing proposal [{selected_proposal_filename}] to RFP [{selected_filename}]")
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prompt = (
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"You are a proposal compliance expert. Use the following RFP/SOW/PWS/RFI and the generated proposal response. "
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if result and not result.startswith("Error"):
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docx_bytes = save_compliance_as_docx(result, selected_filename)
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compliance_docx_name = f"{os.path.splitext(selected_filename)[0]}_compliance_check.docx"
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uploaded_documents[compliance_docx_name] = result
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shredded_documents[compliance_docx_name] = docx_bytes
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return result, compliance_docx_name, docx_bytes, None, None
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else:
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return result, None, None, None, None
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elif action == 'virtual_board':
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if not selected_proposal_filename or selected_proposal_filename not in proposals:
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return "No proposal document selected for evaluation board.", None, None, None, None
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if not selected_filename or selected_filename not in uploaded_documents:
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return "No RFP/SOW/PWS/RFI document selected for evaluation board.", None, None, None, None
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rfp_text = uploaded_documents[selected_filename]
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proposal_text = proposals[selected_proposal_filename]
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logging.info(f"Evaluation Board: extracting criteria from RFP [{selected_filename}], evaluating proposal [{selected_proposal_filename}]")
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prompt = (
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"You are a federal acquisition evaluation board. Your job is to extract Section L and Section M (evaluation criteria) from the following RFP/SOW/PWS/RFI if they exist. "
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if result and not result.startswith("Error"):
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docx_bytes = save_virtual_board_as_docx(result, selected_filename)
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board_docx_name = f"{os.path.splitext(selected_filename)[0]}_evaluation_board.docx"
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uploaded_documents[board_docx_name] = result
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shredded_documents[board_docx_name] = docx_bytes
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return result, board_docx_name, docx_bytes, None, None
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else:
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return result, None, None, None, None
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@@ -278,12 +303,12 @@ def process_document(action, selected_filename=None, chat_input=None, rfp_decode
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logging.warning("No RFP/SOW/PWS/RFI document selected for proposal action.")
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return "No RFP/SOW/PWS/RFI document selected.", None, None, None, None
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rfp_filename = selected_filename
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rfp_fileid = uploaded_documents_fileid.get(selected_filename)
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if not rfp_fileid and rfp_filename in uploaded_documents_bytes:
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try:
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fileid = upload_to_gemini_file(uploaded_documents_bytes[rfp_filename], rfp_filename)
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if fileid:
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uploaded_documents_fileid[rfp_filename] = fileid
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rfp_fileid = fileid
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logging.info(f"RFP file {rfp_filename} uploaded to Gemini for proposal.")
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except Exception as e:
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@@ -298,26 +323,26 @@ def process_document(action, selected_filename=None, chat_input=None, rfp_decode
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prompt += f"User additional instructions: {chat_input}\n"
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prompt += f"\n---\nRFP/SOW/PWS/RFI ({rfp_filename}):\n{doc_content}\n"
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result = gemini_generate_content(prompt, file_id=rfp_fileid, chat_input=chat_input)
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generated_response = result
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if result and not result.startswith("Error"):
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docx_bytes = save_proposal_as_docx(result, rfp_filename)
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generated_docx_name = f"{os.path.splitext(rfp_filename)[0]}_proposal.docx"
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proposals[generated_docx_name] = result
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proposals_fileid[generated_docx_name] = None
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return result, None, None, generated_docx_name, docx_bytes
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else:
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return result, None, None, None, None
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elif action == 'recover':
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if not selected_proposal_filename or selected_proposal_filename not in proposals:
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logging.error("No proposal document selected for recovery.")
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return "No proposal document selected for recovery.", None, None, None, None
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if not selected_filename or selected_filename not in uploaded_documents:
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logging.error("No compliance check or shredded requirements document selected for recovery.")
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return "No compliance check or shredded requirements document selected for recovery.", None, None, None, None
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findings_content = uploaded_documents[selected_filename]
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proposal_text = proposals[selected_proposal_filename]
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prompt = (
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"You are a proposal compliance recovery expert. Use the findings and recommendations table and the original proposal response provided below. "
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"Address ONLY those sections of the proposal that have a finding and a recommendation for improvement. "
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base_name = os.path.splitext(selected_proposal_filename)[0]
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recovered_docx_name = f"{base_name}_recovered.docx"
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docx_bytes = save_proposal_as_docx(result, base_name)
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proposals[recovered_docx_name] = result
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proposals_fileid[recovered_docx_name] = None
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logging.info(f"Recovered proposal generated and saved as {recovered_docx_name}.")
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return result, None, None, recovered_docx_name, docx_bytes
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else:
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return result, None, None, None, None
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elif action == 'loe':
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if not selected_proposal_filename or selected_proposal_filename not in proposals:
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logging.warning("No proposal document selected for LOE estimation.")
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return "No proposal document selected for LOE estimation.", None, None, None, None
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proposal_text = proposals[selected_proposal_filename]
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proposal_base_name = os.path.splitext(selected_proposal_filename)[0]
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prompt = (
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"You are a federal proposal cost and level of effort estimator. "
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result = gemini_generate_content(prompt, file_id=None, chat_input=chat_input)
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if result and not result.startswith("Error"):
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loe_docx_name = f"{proposal_base_name}_loe.docx"
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proposals[loe_docx_name] = result
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proposals_fileid[loe_docx_name] = None
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docx_bytes = save_loe_as_docx(result, proposal_base_name)
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logging.info(f"LOE generated and saved as {loe_docx_name}")
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return result, None, None, loe_docx_name, docx_bytes
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return html.Div("No documents uploaded or generated.", style={"wordWrap": "break-word"})
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doc_list = []
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for filename in all_docs:
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if filename.lower().endswith('.docx') and filename in shreddedict:
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b64 = base64.b64encode(shreddedict[filename]).decode('utf-8')
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mime = "application/vnd.openxmlformats-officedocument.wordprocessingml.document"
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b64 = base64.b64encode(content.encode('utf-8')).decode('utf-8')
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mime = "text/plain"
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download_link = html.A(
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href=f"data:{mime};base64,{b64}",
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download=filename,
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target="_blank",
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style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline"}
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)
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doc_list.append(
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dbc.ListGroupItem([
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return html.Div("No proposals uploaded or generated.", style={"wordWrap": "break-word"})
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doc_list = []
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for filename in proposaldict:
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file_content = proposaldict[filename]
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try:
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if filename.lower().endswith('_loe.docx'):
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b64 = base64.b64encode(file_content.encode('utf-8')).decode('utf-8')
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mime = "text/plain"
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download_link = html.A(
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href=f"data:{mime};base64,{b64}",
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download=filename,
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target="_blank",
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style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline"}
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)
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doc_list.append(
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dbc.ListGroupItem([
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},
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multiple=False
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),
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html.Div(id='documents-list'
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dcc.Dropdown(
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id='select-document-dropdown',
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options=[
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placeholder="Select a document to work with",
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value=
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style={"marginBottom": "10px"}
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),
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])
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},
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multiple=False
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),
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html.Div(id='proposals-list'
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dcc.Dropdown(
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id='select-proposal-dropdown',
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options=[
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placeholder="Select a proposal document",
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value=
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style={"marginBottom": "10px"}
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),
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])
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proposal_content, proposal_filename, proposal_delete_clicks, selected_proposal,
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chat_input, cancel_clicks, preview_window_state
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):
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ctx = callback_context
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triggered_id = ctx.triggered[0]['prop_id'].split('.')[0] if ctx.triggered else None
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proposal_delete_clicks = safe_get_n_clicks(ctx, 12)
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uploaded_rfp_decoded_bytes = None
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global gemini_lock, uploaded_documents_bytes
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# Cancel action
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if triggered_id == 'cancel-action-btn':
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output_data_upload = html.Div("[Cancelled by user]\n", style={"wordWrap": "break-word"})
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doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
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doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
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proposals_list = get_proposals_list(proposals)
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proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
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proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
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documents_list = get_documents_list(uploaded_documents, shredded_documents)
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return (
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output_data_upload,
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documents_list, doc_options, doc_value,
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if rfp_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
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fileid = upload_to_gemini_file(decoded, rfp_filename)
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if text is not None:
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uploaded_documents[rfp_filename] = text
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uploaded_documents_bytes[rfp_filename] = decoded
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if fileid:
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uploaded_documents_fileid[rfp_filename] = fileid
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logging.info(f"Document uploaded: {rfp_filename}")
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else:
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logging.error(f"Failed to decode uploaded document: {rfp_filename}")
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if triggered_id == 'upload-proposal' and proposal_content is not None and proposal_filename:
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content_type, content_string = proposal_content.split(',')
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if proposal_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
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fileid = upload_to_gemini_file(decoded, proposal_filename)
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if text is not None:
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proposals[proposal_filename] = text
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if fileid:
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proposals_fileid[proposal_filename] = fileid
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logging.info(f"Proposal uploaded: {proposal_filename}")
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else:
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logging.error(f"Failed to decode uploaded proposal: {proposal_filename}")
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# Handle deletes
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if triggered_id and isinstance(doc_delete_clicks, list):
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if n_click:
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btn_id = ctx.inputs_list[8][i]['id']
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del_filename = btn_id['index']
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if del_filename in uploaded_documents:
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del uploaded_documents[del_filename]
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if del_filename in uploaded_documents_fileid:
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try:
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genai.delete_file(uploaded_documents_fileid[del_filename])
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except Exception as e:
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logging.warning(f"Failed to delete Gemini file {del_filename}: {e}")
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del uploaded_documents_fileid[del_filename]
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if del_filename in uploaded_documents_bytes:
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del uploaded_documents_bytes[del_filename]
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logging.info(f"Document deleted: {del_filename}")
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if del_filename in shredded_documents:
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del shredded_documents[del_filename]
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logging.info(f"Shredded doc deleted: {del_filename}")
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if selected_doc == del_filename:
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selected_doc = None
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break
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if n_click:
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btn_id = ctx.inputs_list[12][i]['id']
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del_filename = btn_id['index']
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if del_filename in proposals:
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del proposals[del_filename]
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if del_filename in proposals_fileid:
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try:
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genai.delete_file(proposals_fileid[del_filename])
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except Exception as e:
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logging.warning(f"Failed to delete Gemini proposal file {del_filename}: {e}")
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del proposals_fileid[del_filename]
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logging.info(f"Proposal deleted: {del_filename}")
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if selected_proposal == del_filename:
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selected_proposal = None
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break
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-
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
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doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
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documents_list = get_documents_list(uploaded_documents, shredded_documents)
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proposals_list = get_proposals_list(proposals)
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proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
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proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
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|
| 717 |
output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
|
| 718 |
|
|
@@ -722,7 +749,7 @@ def master_callback(
|
|
| 722 |
]
|
| 723 |
|
| 724 |
if triggered_id in action_btns:
|
| 725 |
-
got_lock = gemini_lock.acquire(blocking=False)
|
| 726 |
if not got_lock:
|
| 727 |
output_data_upload = html.Div("Another Gemini operation is in progress. Please wait or cancel.", style={"wordWrap": "break-word"})
|
| 728 |
return (
|
|
@@ -734,47 +761,47 @@ def master_callback(
|
|
| 734 |
try:
|
| 735 |
if triggered_id == "shred-action-btn":
|
| 736 |
action_name = "shred"
|
| 737 |
-
result, generated_filename, generated_docx_bytes, _, _ = process_document(action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, None)
|
| 738 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 739 |
elif triggered_id == "compliance-action-btn":
|
| 740 |
action_name = "compliance"
|
| 741 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 742 |
-
action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 743 |
)
|
| 744 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 745 |
elif triggered_id == "board-action-btn":
|
| 746 |
action_name = "virtual_board"
|
| 747 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 748 |
-
action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 749 |
)
|
| 750 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 751 |
elif triggered_id == "proposal-action-btn":
|
| 752 |
action_name = "proposal"
|
| 753 |
-
selected_bytes = uploaded_documents_bytes.get(doc_value, None)
|
| 754 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 755 |
-
action_name, doc_value, chat_input, selected_bytes, None
|
| 756 |
)
|
| 757 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 758 |
elif triggered_id == "recover-action-btn":
|
| 759 |
action_name = "recover"
|
| 760 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 761 |
-
action_name, doc_value, chat_input, None, proposal_value
|
| 762 |
)
|
| 763 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 764 |
elif triggered_id == "loe-action-btn":
|
| 765 |
action_name = "loe"
|
| 766 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 767 |
-
action_name, None, chat_input, None, proposal_value
|
| 768 |
)
|
| 769 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 770 |
finally:
|
| 771 |
-
gemini_lock.release()
|
| 772 |
-
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 773 |
-
doc_value = doc_value if doc_value in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 774 |
-
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 775 |
-
proposal_value = proposal_value if proposal_value in proposals else (next(iter(proposals), None) if proposals else None)
|
| 776 |
-
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 777 |
-
proposals_list = get_proposals_list(proposals)
|
| 778 |
return (
|
| 779 |
output_data_upload,
|
| 780 |
documents_list, doc_options, doc_value,
|
|
@@ -782,8 +809,8 @@ def master_callback(
|
|
| 782 |
"shrunk"
|
| 783 |
)
|
| 784 |
|
| 785 |
-
doc_value = doc_value if doc_value in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 786 |
-
proposal_value = proposal_value if proposal_value in proposals else (next(iter(proposals), None) if proposals else None)
|
| 787 |
return (
|
| 788 |
output_data_upload,
|
| 789 |
documents_list, doc_options, doc_value,
|
|
@@ -791,6 +818,26 @@ def master_callback(
|
|
| 791 |
"expanded"
|
| 792 |
)
|
| 793 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 794 |
if __name__ == '__main__':
|
| 795 |
print("Starting the Dash application...")
|
| 796 |
app.run(debug=True, host='0.0.0.0', port=7860, threaded=True)
|
|
|
|
| 1 |
+
# Generated code appears here# Generated code appears hereimport os
|
| 2 |
import base64
|
| 3 |
import io
|
| 4 |
import dash
|
|
|
|
| 9 |
from docx import Document
|
| 10 |
import mimetypes
|
| 11 |
from threading import Lock
|
| 12 |
+
import tempfile
|
| 13 |
+
import shutil
|
| 14 |
+
import uuid
|
| 15 |
|
| 16 |
import google.generativeai as genai
|
| 17 |
|
|
|
|
| 30 |
MAX_INPUT_TOKENS = 1048576
|
| 31 |
MAX_OUTPUT_TOKENS = 65536
|
| 32 |
|
| 33 |
+
SESSION_STORE = {}
|
| 34 |
+
|
| 35 |
+
def get_session_id():
|
| 36 |
+
ctx = dash.callback_context
|
| 37 |
+
sid = None
|
| 38 |
+
# Dash >=2.9.0 supports flask request in ctx.request
|
| 39 |
+
if hasattr(ctx, "request") and hasattr(ctx.request, "cookies"):
|
| 40 |
+
cookies = ctx.request.cookies
|
| 41 |
+
sid = cookies.get('dash_session', None)
|
| 42 |
+
if not sid:
|
| 43 |
+
# fallback
|
| 44 |
+
sid = str(uuid.uuid4())
|
| 45 |
+
return sid
|
| 46 |
+
|
| 47 |
+
def get_session_data(session_id):
|
| 48 |
+
if session_id not in SESSION_STORE:
|
| 49 |
+
tempdir = tempfile.mkdtemp(prefix="rfp_session_")
|
| 50 |
+
SESSION_STORE[session_id] = {
|
| 51 |
+
"uploaded_documents": {},
|
| 52 |
+
"uploaded_documents_fileid": {},
|
| 53 |
+
"uploaded_documents_bytes": {},
|
| 54 |
+
"proposals": {},
|
| 55 |
+
"proposals_fileid": {},
|
| 56 |
+
"shredded_documents": {},
|
| 57 |
+
"generated_response": None,
|
| 58 |
+
"gemini_lock": Lock(),
|
| 59 |
+
"session_tempdir": tempdir
|
| 60 |
+
}
|
| 61 |
+
return SESSION_STORE[session_id]
|
| 62 |
|
| 63 |
+
def truncate_filename(filename, maxlen=30):
|
| 64 |
+
if len(filename) <= maxlen:
|
| 65 |
+
return filename
|
| 66 |
+
else:
|
| 67 |
+
partlen = (maxlen - 3) // 2
|
| 68 |
+
return filename[:partlen] + "..." + filename[-partlen:]
|
| 69 |
|
| 70 |
def decode_document(decoded_bytes):
|
| 71 |
try:
|
|
|
|
| 199 |
memf.seek(0)
|
| 200 |
return memf.read()
|
| 201 |
|
| 202 |
+
def process_document(sess_data, action, selected_filename=None, chat_input=None, rfp_decoded_bytes=None, selected_proposal_filename=None):
|
|
|
|
|
|
|
|
|
|
|
|
|
| 203 |
doc_content = None
|
| 204 |
doc_fileid = None
|
| 205 |
if action in ["shred", "compliance", "virtual_board", "proposal", "recover"]:
|
| 206 |
+
if selected_filename and selected_filename in sess_data["uploaded_documents"]:
|
| 207 |
+
doc_content = sess_data["uploaded_documents"][selected_filename]
|
| 208 |
+
doc_fileid = sess_data["uploaded_documents_fileid"].get(selected_filename)
|
| 209 |
+
elif sess_data["uploaded_documents"]:
|
| 210 |
+
doc_content = next(iter(sess_data["uploaded_documents"].values()))
|
| 211 |
+
selected_filename = next(iter(sess_data["uploaded_documents"].keys()))
|
| 212 |
+
doc_fileid = sess_data["uploaded_documents_fileid"].get(selected_filename)
|
| 213 |
else:
|
| 214 |
doc_content = None
|
| 215 |
doc_fileid = None
|
|
|
|
| 231 |
if result and not result.startswith("Error"):
|
| 232 |
docx_bytes = save_shredded_as_docx(result, selected_filename)
|
| 233 |
generated_docx_name = f"{os.path.splitext(selected_filename)[0]}_shredded.docx"
|
| 234 |
+
sess_data["uploaded_documents"][generated_docx_name] = result
|
| 235 |
+
sess_data["shredded_documents"][generated_docx_name] = docx_bytes
|
| 236 |
return result, generated_docx_name, docx_bytes, None, None
|
| 237 |
else:
|
| 238 |
return result, None, None, None, None
|
| 239 |
|
| 240 |
elif action == 'compliance':
|
| 241 |
+
if not selected_proposal_filename or selected_proposal_filename not in sess_data["proposals"]:
|
| 242 |
return "No proposal document selected for compliance.", None, None, None, None
|
| 243 |
+
if not selected_filename or selected_filename not in sess_data["uploaded_documents"]:
|
| 244 |
return "No RFP/SOW/PWS/RFI document selected for compliance.", None, None, None, None
|
| 245 |
|
| 246 |
+
rfp_text = sess_data["uploaded_documents"][selected_filename]
|
| 247 |
+
proposal_text = sess_data["proposals"][selected_proposal_filename]
|
| 248 |
logging.info(f"Compliance check: comparing proposal [{selected_proposal_filename}] to RFP [{selected_filename}]")
|
| 249 |
prompt = (
|
| 250 |
"You are a proposal compliance expert. Use the following RFP/SOW/PWS/RFI and the generated proposal response. "
|
|
|
|
| 262 |
if result and not result.startswith("Error"):
|
| 263 |
docx_bytes = save_compliance_as_docx(result, selected_filename)
|
| 264 |
compliance_docx_name = f"{os.path.splitext(selected_filename)[0]}_compliance_check.docx"
|
| 265 |
+
sess_data["uploaded_documents"][compliance_docx_name] = result
|
| 266 |
+
sess_data["shredded_documents"][compliance_docx_name] = docx_bytes
|
| 267 |
return result, compliance_docx_name, docx_bytes, None, None
|
| 268 |
else:
|
| 269 |
return result, None, None, None, None
|
| 270 |
|
| 271 |
elif action == 'virtual_board':
|
| 272 |
+
if not selected_proposal_filename or selected_proposal_filename not in sess_data["proposals"]:
|
| 273 |
return "No proposal document selected for evaluation board.", None, None, None, None
|
| 274 |
+
if not selected_filename or selected_filename not in sess_data["uploaded_documents"]:
|
| 275 |
return "No RFP/SOW/PWS/RFI document selected for evaluation board.", None, None, None, None
|
| 276 |
|
| 277 |
+
rfp_text = sess_data["uploaded_documents"][selected_filename]
|
| 278 |
+
proposal_text = sess_data["proposals"][selected_proposal_filename]
|
| 279 |
logging.info(f"Evaluation Board: extracting criteria from RFP [{selected_filename}], evaluating proposal [{selected_proposal_filename}]")
|
| 280 |
prompt = (
|
| 281 |
"You are a federal acquisition evaluation board. Your job is to extract Section L and Section M (evaluation criteria) from the following RFP/SOW/PWS/RFI if they exist. "
|
|
|
|
| 292 |
if result and not result.startswith("Error"):
|
| 293 |
docx_bytes = save_virtual_board_as_docx(result, selected_filename)
|
| 294 |
board_docx_name = f"{os.path.splitext(selected_filename)[0]}_evaluation_board.docx"
|
| 295 |
+
sess_data["uploaded_documents"][board_docx_name] = result
|
| 296 |
+
sess_data["shredded_documents"][board_docx_name] = docx_bytes
|
| 297 |
return result, board_docx_name, docx_bytes, None, None
|
| 298 |
else:
|
| 299 |
return result, None, None, None, None
|
|
|
|
| 303 |
logging.warning("No RFP/SOW/PWS/RFI document selected for proposal action.")
|
| 304 |
return "No RFP/SOW/PWS/RFI document selected.", None, None, None, None
|
| 305 |
rfp_filename = selected_filename
|
| 306 |
+
rfp_fileid = sess_data["uploaded_documents_fileid"].get(selected_filename)
|
| 307 |
+
if not rfp_fileid and rfp_filename in sess_data["uploaded_documents_bytes"]:
|
| 308 |
try:
|
| 309 |
+
fileid = upload_to_gemini_file(sess_data["uploaded_documents_bytes"][rfp_filename], rfp_filename)
|
| 310 |
if fileid:
|
| 311 |
+
sess_data["uploaded_documents_fileid"][rfp_filename] = fileid
|
| 312 |
rfp_fileid = fileid
|
| 313 |
logging.info(f"RFP file {rfp_filename} uploaded to Gemini for proposal.")
|
| 314 |
except Exception as e:
|
|
|
|
| 323 |
prompt += f"User additional instructions: {chat_input}\n"
|
| 324 |
prompt += f"\n---\nRFP/SOW/PWS/RFI ({rfp_filename}):\n{doc_content}\n"
|
| 325 |
result = gemini_generate_content(prompt, file_id=rfp_fileid, chat_input=chat_input)
|
| 326 |
+
sess_data["generated_response"] = result
|
| 327 |
if result and not result.startswith("Error"):
|
| 328 |
docx_bytes = save_proposal_as_docx(result, rfp_filename)
|
| 329 |
generated_docx_name = f"{os.path.splitext(rfp_filename)[0]}_proposal.docx"
|
| 330 |
+
sess_data["proposals"][generated_docx_name] = result
|
| 331 |
+
sess_data["proposals_fileid"][generated_docx_name] = None
|
| 332 |
return result, None, None, generated_docx_name, docx_bytes
|
| 333 |
else:
|
| 334 |
return result, None, None, None, None
|
| 335 |
|
| 336 |
elif action == 'recover':
|
| 337 |
+
if not selected_proposal_filename or selected_proposal_filename not in sess_data["proposals"]:
|
| 338 |
logging.error("No proposal document selected for recovery.")
|
| 339 |
return "No proposal document selected for recovery.", None, None, None, None
|
| 340 |
+
if not selected_filename or selected_filename not in sess_data["uploaded_documents"]:
|
| 341 |
logging.error("No compliance check or shredded requirements document selected for recovery.")
|
| 342 |
return "No compliance check or shredded requirements document selected for recovery.", None, None, None, None
|
| 343 |
|
| 344 |
+
findings_content = sess_data["uploaded_documents"][selected_filename]
|
| 345 |
+
proposal_text = sess_data["proposals"][selected_proposal_filename]
|
| 346 |
prompt = (
|
| 347 |
"You are a proposal compliance recovery expert. Use the findings and recommendations table and the original proposal response provided below. "
|
| 348 |
"Address ONLY those sections of the proposal that have a finding and a recommendation for improvement. "
|
|
|
|
| 362 |
base_name = os.path.splitext(selected_proposal_filename)[0]
|
| 363 |
recovered_docx_name = f"{base_name}_recovered.docx"
|
| 364 |
docx_bytes = save_proposal_as_docx(result, base_name)
|
| 365 |
+
sess_data["proposals"][recovered_docx_name] = result
|
| 366 |
+
sess_data["proposals_fileid"][recovered_docx_name] = None
|
| 367 |
logging.info(f"Recovered proposal generated and saved as {recovered_docx_name}.")
|
| 368 |
return result, None, None, recovered_docx_name, docx_bytes
|
| 369 |
else:
|
|
|
|
| 371 |
return result, None, None, None, None
|
| 372 |
|
| 373 |
elif action == 'loe':
|
| 374 |
+
if not selected_proposal_filename or selected_proposal_filename not in sess_data["proposals"]:
|
| 375 |
logging.warning("No proposal document selected for LOE estimation.")
|
| 376 |
return "No proposal document selected for LOE estimation.", None, None, None, None
|
| 377 |
+
proposal_text = sess_data["proposals"][selected_proposal_filename]
|
| 378 |
proposal_base_name = os.path.splitext(selected_proposal_filename)[0]
|
| 379 |
prompt = (
|
| 380 |
"You are a federal proposal cost and level of effort estimator. "
|
|
|
|
| 395 |
result = gemini_generate_content(prompt, file_id=None, chat_input=chat_input)
|
| 396 |
if result and not result.startswith("Error"):
|
| 397 |
loe_docx_name = f"{proposal_base_name}_loe.docx"
|
| 398 |
+
sess_data["proposals"][loe_docx_name] = result
|
| 399 |
+
sess_data["proposals_fileid"][loe_docx_name] = None
|
| 400 |
docx_bytes = save_loe_as_docx(result, proposal_base_name)
|
| 401 |
logging.info(f"LOE generated and saved as {loe_docx_name}")
|
| 402 |
return result, None, None, loe_docx_name, docx_bytes
|
|
|
|
| 416 |
return html.Div("No documents uploaded or generated.", style={"wordWrap": "break-word"})
|
| 417 |
doc_list = []
|
| 418 |
for filename in all_docs:
|
| 419 |
+
truncated = truncate_filename(filename)
|
| 420 |
if filename.lower().endswith('.docx') and filename in shreddedict:
|
| 421 |
b64 = base64.b64encode(shreddedict[filename]).decode('utf-8')
|
| 422 |
mime = "application/vnd.openxmlformats-officedocument.wordprocessingml.document"
|
|
|
|
| 425 |
b64 = base64.b64encode(content.encode('utf-8')).decode('utf-8')
|
| 426 |
mime = "text/plain"
|
| 427 |
download_link = html.A(
|
| 428 |
+
truncated,
|
| 429 |
href=f"data:{mime};base64,{b64}",
|
| 430 |
download=filename,
|
| 431 |
target="_blank",
|
| 432 |
+
style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline", "maxWidth": "calc(100% - 70px)", "display": "inline-block", "verticalAlign": "middle"}
|
| 433 |
)
|
| 434 |
doc_list.append(
|
| 435 |
dbc.ListGroupItem([
|
|
|
|
| 444 |
return html.Div("No proposals uploaded or generated.", style={"wordWrap": "break-word"})
|
| 445 |
doc_list = []
|
| 446 |
for filename in proposaldict:
|
| 447 |
+
truncated = truncate_filename(filename)
|
| 448 |
file_content = proposaldict[filename]
|
| 449 |
try:
|
| 450 |
if filename.lower().endswith('_loe.docx'):
|
|
|
|
| 457 |
b64 = base64.b64encode(file_content.encode('utf-8')).decode('utf-8')
|
| 458 |
mime = "text/plain"
|
| 459 |
download_link = html.A(
|
| 460 |
+
truncated,
|
| 461 |
href=f"data:{mime};base64,{b64}",
|
| 462 |
download=filename,
|
| 463 |
target="_blank",
|
| 464 |
+
style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline", "maxWidth": "calc(100% - 70px)", "display": "inline-block", "verticalAlign": "middle"}
|
| 465 |
)
|
| 466 |
doc_list.append(
|
| 467 |
dbc.ListGroupItem([
|
|
|
|
| 496 |
},
|
| 497 |
multiple=False
|
| 498 |
),
|
| 499 |
+
html.Div(id='documents-list'),
|
| 500 |
dcc.Dropdown(
|
| 501 |
id='select-document-dropdown',
|
| 502 |
+
options=[],
|
| 503 |
placeholder="Select a document to work with",
|
| 504 |
+
value=None,
|
| 505 |
style={"marginBottom": "10px"}
|
| 506 |
),
|
| 507 |
])
|
|
|
|
| 527 |
},
|
| 528 |
multiple=False
|
| 529 |
),
|
| 530 |
+
html.Div(id='proposals-list'),
|
| 531 |
dcc.Dropdown(
|
| 532 |
id='select-proposal-dropdown',
|
| 533 |
+
options=[],
|
| 534 |
placeholder="Select a proposal document",
|
| 535 |
+
value=None,
|
| 536 |
style={"marginBottom": "10px"}
|
| 537 |
),
|
| 538 |
])
|
|
|
|
| 628 |
proposal_content, proposal_filename, proposal_delete_clicks, selected_proposal,
|
| 629 |
chat_input, cancel_clicks, preview_window_state
|
| 630 |
):
|
| 631 |
+
session_id = get_session_id()
|
| 632 |
+
sess_data = get_session_data(session_id)
|
| 633 |
ctx = callback_context
|
| 634 |
triggered_id = ctx.triggered[0]['prop_id'].split('.')[0] if ctx.triggered else None
|
| 635 |
|
|
|
|
| 643 |
proposal_delete_clicks = safe_get_n_clicks(ctx, 12)
|
| 644 |
uploaded_rfp_decoded_bytes = None
|
| 645 |
|
|
|
|
|
|
|
| 646 |
# Cancel action
|
| 647 |
if triggered_id == 'cancel-action-btn':
|
| 648 |
output_data_upload = html.Div("[Cancelled by user]\n", style={"wordWrap": "break-word"})
|
| 649 |
+
doc_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["uploaded_documents"].keys()]
|
| 650 |
+
doc_value = selected_doc if selected_doc in sess_data["uploaded_documents"] else (next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None)
|
| 651 |
+
proposals_list = get_proposals_list(sess_data["proposals"])
|
| 652 |
+
proposal_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["proposals"].keys()]
|
| 653 |
+
proposal_value = selected_proposal if selected_proposal in sess_data["proposals"] else (next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None)
|
| 654 |
+
documents_list = get_documents_list(sess_data["uploaded_documents"], sess_data["shredded_documents"])
|
| 655 |
return (
|
| 656 |
output_data_upload,
|
| 657 |
documents_list, doc_options, doc_value,
|
|
|
|
| 669 |
if rfp_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 670 |
fileid = upload_to_gemini_file(decoded, rfp_filename)
|
| 671 |
if text is not None:
|
| 672 |
+
sess_data["uploaded_documents"][rfp_filename] = text
|
| 673 |
+
sess_data["uploaded_documents_bytes"][rfp_filename] = decoded
|
| 674 |
if fileid:
|
| 675 |
+
sess_data["uploaded_documents_fileid"][rfp_filename] = fileid
|
| 676 |
+
logging.info(f"[{session_id}] Document uploaded: {rfp_filename}")
|
| 677 |
else:
|
| 678 |
+
logging.error(f"[{session_id}] Failed to decode uploaded document: {rfp_filename}")
|
| 679 |
|
| 680 |
if triggered_id == 'upload-proposal' and proposal_content is not None and proposal_filename:
|
| 681 |
content_type, content_string = proposal_content.split(',')
|
|
|
|
| 685 |
if proposal_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 686 |
fileid = upload_to_gemini_file(decoded, proposal_filename)
|
| 687 |
if text is not None:
|
| 688 |
+
sess_data["proposals"][proposal_filename] = text
|
| 689 |
if fileid:
|
| 690 |
+
sess_data["proposals_fileid"][proposal_filename] = fileid
|
| 691 |
+
logging.info(f"[{session_id}] Proposal uploaded: {proposal_filename}")
|
| 692 |
else:
|
| 693 |
+
logging.error(f"[{session_id}] Failed to decode uploaded proposal: {proposal_filename}")
|
| 694 |
|
| 695 |
# Handle deletes
|
| 696 |
if triggered_id and isinstance(doc_delete_clicks, list):
|
|
|
|
| 698 |
if n_click:
|
| 699 |
btn_id = ctx.inputs_list[8][i]['id']
|
| 700 |
del_filename = btn_id['index']
|
| 701 |
+
if del_filename in sess_data["uploaded_documents"]:
|
| 702 |
+
del sess_data["uploaded_documents"][del_filename]
|
| 703 |
+
if del_filename in sess_data["uploaded_documents_fileid"]:
|
| 704 |
try:
|
| 705 |
+
genai.delete_file(sess_data["uploaded_documents_fileid"][del_filename])
|
| 706 |
except Exception as e:
|
| 707 |
+
logging.warning(f"[{session_id}] Failed to delete Gemini file {del_filename}: {e}")
|
| 708 |
+
del sess_data["uploaded_documents_fileid"][del_filename]
|
| 709 |
+
if del_filename in sess_data["uploaded_documents_bytes"]:
|
| 710 |
+
del sess_data["uploaded_documents_bytes"][del_filename]
|
| 711 |
+
logging.info(f"[{session_id}] Document deleted: {del_filename}")
|
| 712 |
+
if del_filename in sess_data["shredded_documents"]:
|
| 713 |
+
del sess_data["shredded_documents"][del_filename]
|
| 714 |
+
logging.info(f"[{session_id}] Shredded doc deleted: {del_filename}")
|
| 715 |
if selected_doc == del_filename:
|
| 716 |
selected_doc = None
|
| 717 |
break
|
|
|
|
| 721 |
if n_click:
|
| 722 |
btn_id = ctx.inputs_list[12][i]['id']
|
| 723 |
del_filename = btn_id['index']
|
| 724 |
+
if del_filename in sess_data["proposals"]:
|
| 725 |
+
del sess_data["proposals"][del_filename]
|
| 726 |
+
if del_filename in sess_data["proposals_fileid"]:
|
| 727 |
try:
|
| 728 |
+
genai.delete_file(sess_data["proposals_fileid"][del_filename])
|
| 729 |
except Exception as e:
|
| 730 |
+
logging.warning(f"[{session_id}] Failed to delete Gemini proposal file {del_filename}: {e}")
|
| 731 |
+
del sess_data["proposals_fileid"][del_filename]
|
| 732 |
+
logging.info(f"[{session_id}] Proposal deleted: {del_filename}")
|
| 733 |
if selected_proposal == del_filename:
|
| 734 |
selected_proposal = None
|
| 735 |
break
|
| 736 |
|
| 737 |
+
doc_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["uploaded_documents"].keys()]
|
| 738 |
+
doc_value = selected_doc if selected_doc in sess_data["uploaded_documents"] else (next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None)
|
| 739 |
+
documents_list = get_documents_list(sess_data["uploaded_documents"], sess_data["shredded_documents"])
|
| 740 |
+
proposals_list = get_proposals_list(sess_data["proposals"])
|
| 741 |
+
proposal_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["proposals"].keys()]
|
| 742 |
+
proposal_value = selected_proposal if selected_proposal in sess_data["proposals"] else (next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None)
|
| 743 |
|
| 744 |
output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
|
| 745 |
|
|
|
|
| 749 |
]
|
| 750 |
|
| 751 |
if triggered_id in action_btns:
|
| 752 |
+
got_lock = sess_data["gemini_lock"].acquire(blocking=False)
|
| 753 |
if not got_lock:
|
| 754 |
output_data_upload = html.Div("Another Gemini operation is in progress. Please wait or cancel.", style={"wordWrap": "break-word"})
|
| 755 |
return (
|
|
|
|
| 761 |
try:
|
| 762 |
if triggered_id == "shred-action-btn":
|
| 763 |
action_name = "shred"
|
| 764 |
+
result, generated_filename, generated_docx_bytes, _, _ = process_document(sess_data, action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, None)
|
| 765 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 766 |
elif triggered_id == "compliance-action-btn":
|
| 767 |
action_name = "compliance"
|
| 768 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 769 |
+
sess_data, action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 770 |
)
|
| 771 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 772 |
elif triggered_id == "board-action-btn":
|
| 773 |
action_name = "virtual_board"
|
| 774 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 775 |
+
sess_data, action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 776 |
)
|
| 777 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 778 |
elif triggered_id == "proposal-action-btn":
|
| 779 |
action_name = "proposal"
|
| 780 |
+
selected_bytes = sess_data["uploaded_documents_bytes"].get(doc_value, None)
|
| 781 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 782 |
+
sess_data, action_name, doc_value, chat_input, selected_bytes, None
|
| 783 |
)
|
| 784 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 785 |
elif triggered_id == "recover-action-btn":
|
| 786 |
action_name = "recover"
|
| 787 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 788 |
+
sess_data, action_name, doc_value, chat_input, None, proposal_value
|
| 789 |
)
|
| 790 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 791 |
elif triggered_id == "loe-action-btn":
|
| 792 |
action_name = "loe"
|
| 793 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 794 |
+
sess_data, action_name, None, chat_input, None, proposal_value
|
| 795 |
)
|
| 796 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 797 |
finally:
|
| 798 |
+
sess_data["gemini_lock"].release()
|
| 799 |
+
doc_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["uploaded_documents"].keys()]
|
| 800 |
+
doc_value = doc_value if doc_value in sess_data["uploaded_documents"] else (next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None)
|
| 801 |
+
proposal_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["proposals"].keys()]
|
| 802 |
+
proposal_value = proposal_value if proposal_value in sess_data["proposals"] else (next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None)
|
| 803 |
+
documents_list = get_documents_list(sess_data["uploaded_documents"], sess_data["shredded_documents"])
|
| 804 |
+
proposals_list = get_proposals_list(sess_data["proposals"])
|
| 805 |
return (
|
| 806 |
output_data_upload,
|
| 807 |
documents_list, doc_options, doc_value,
|
|
|
|
| 809 |
"shrunk"
|
| 810 |
)
|
| 811 |
|
| 812 |
+
doc_value = doc_value if doc_value in sess_data["uploaded_documents"] else (next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None)
|
| 813 |
+
proposal_value = proposal_value if proposal_value in sess_data["proposals"] else (next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None)
|
| 814 |
return (
|
| 815 |
output_data_upload,
|
| 816 |
documents_list, doc_options, doc_value,
|
|
|
|
| 818 |
"expanded"
|
| 819 |
)
|
| 820 |
|
| 821 |
+
@app.callback(
|
| 822 |
+
Output('documents-list', 'children'),
|
| 823 |
+
Output('select-document-dropdown', 'options'),
|
| 824 |
+
Output('select-document-dropdown', 'value'),
|
| 825 |
+
Output('proposals-list', 'children'),
|
| 826 |
+
Output('select-proposal-dropdown', 'options'),
|
| 827 |
+
Output('select-proposal-dropdown', 'value'),
|
| 828 |
+
Input('output-data-upload', 'children')
|
| 829 |
+
)
|
| 830 |
+
def update_lists_on_output(children):
|
| 831 |
+
session_id = get_session_id()
|
| 832 |
+
sess_data = get_session_data(session_id)
|
| 833 |
+
documents_list = get_documents_list(sess_data["uploaded_documents"], sess_data["shredded_documents"])
|
| 834 |
+
doc_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["uploaded_documents"].keys()]
|
| 835 |
+
doc_value = next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None
|
| 836 |
+
proposals_list = get_proposals_list(sess_data["proposals"])
|
| 837 |
+
proposal_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["proposals"].keys()]
|
| 838 |
+
proposal_value = next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None
|
| 839 |
+
return documents_list, doc_options, doc_value, proposals_list, proposal_options, proposal_value
|
| 840 |
+
|
| 841 |
if __name__ == '__main__':
|
| 842 |
print("Starting the Dash application...")
|
| 843 |
app.run(debug=True, host='0.0.0.0', port=7860, threaded=True)
|