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Update app.py
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app.py
CHANGED
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@@ -9,9 +9,7 @@ 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 shutil
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import uuid
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import google.generativeai as genai
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@@ -30,37 +28,15 @@ 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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return str(uuid.uuid4())
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-
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def get_session_data(session_id):
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if session_id not in SESSION_STORE:
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tempdir = tempfile.mkdtemp(prefix="rfp_session_")
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SESSION_STORE[session_id] = {
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"uploaded_documents": {},
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"uploaded_documents_fileid": {},
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"uploaded_documents_bytes": {},
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"proposals": {},
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"proposals_fileid": {},
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"shredded_documents": {},
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"generated_response": None,
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"gemini_lock": Lock(),
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"session_tempdir": tempdir
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}
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return SESSION_STORE[session_id]
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-
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if len(filename) <= maxlen:
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return filename
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else:
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partlen = (maxlen - 3) // 2
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return filename[:partlen] + "..." + filename[-partlen:]
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def decode_document(decoded_bytes):
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try:
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@@ -194,17 +170,21 @@ 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(
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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
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doc_content =
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doc_fileid =
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elif
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doc_content = next(iter(
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selected_filename = next(iter(
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doc_fileid =
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else:
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doc_content = None
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doc_fileid = None
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@@ -226,20 +206,20 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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-
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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
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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
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return "No RFP/SOW/PWS/RFI document selected for compliance.", None, None, None, None
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rfp_text =
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proposal_text =
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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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@@ -257,20 +237,20 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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-
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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
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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
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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 =
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proposal_text =
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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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@@ -287,8 +267,8 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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-
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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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@@ -298,12 +278,12 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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 =
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if not rfp_fileid and rfp_filename in
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try:
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fileid = upload_to_gemini_file(
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if 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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@@ -318,26 +298,26 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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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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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
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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
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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 =
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proposal_text =
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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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@@ -357,8 +337,8 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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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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@@ -366,10 +346,10 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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
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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 =
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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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@@ -390,8 +370,8 @@ def process_document(sess_data, action, selected_filename=None, chat_input=None,
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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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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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@@ -411,7 +391,6 @@ def get_documents_list(docdict, shreddedict):
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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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truncated = truncate_filename(filename)
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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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@@ -420,11 +399,11 @@ def get_documents_list(docdict, shreddedict):
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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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@@ -439,7 +418,6 @@ def get_proposals_list(proposaldict):
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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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truncated = truncate_filename(filename)
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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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@@ -452,11 +430,11 @@ def get_proposals_list(proposaldict):
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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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@@ -491,12 +469,12 @@ app.layout = dbc.Container([
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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=None,
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style={"marginBottom": "10px"}
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),
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])
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@@ -522,12 +500,12 @@ app.layout = dbc.Container([
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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=None,
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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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session_id = get_session_id()
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sess_data = get_session_data(session_id)
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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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# 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':
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doc_value = selected_doc if selected_doc in
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proposals_list = get_proposals_list(
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proposal_options = [{'label':
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proposal_value = selected_proposal if selected_proposal in
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documents_list = get_documents_list(
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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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@@ -664,13 +642,13 @@ def master_callback(
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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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-
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-
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if fileid:
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-
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logging.info(f"
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else:
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logging.error(f"
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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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-
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if fileid:
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-
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logging.info(f"
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else:
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logging.error(f"
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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
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del
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if del_filename in
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try:
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genai.delete_file(
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except Exception as e:
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logging.warning(f"
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del
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if del_filename in
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del
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logging.info(f"
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if del_filename in
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del
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logging.info(f"
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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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@@ -716,25 +694,25 @@ def master_callback(
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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
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del
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if del_filename in
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try:
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genai.delete_file(
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except Exception as e:
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logging.warning(f"
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del
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logging.info(f"
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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':
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doc_value = selected_doc if selected_doc in
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documents_list = get_documents_list(
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proposals_list = get_proposals_list(
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proposal_options = [{'label':
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proposal_value = selected_proposal if selected_proposal in
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output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
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@@ -744,7 +722,7 @@ def master_callback(
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]
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if triggered_id in action_btns:
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got_lock =
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if not got_lock:
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output_data_upload = html.Div("Another Gemini operation is in progress. Please wait or cancel.", style={"wordWrap": "break-word"})
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return (
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@@ -756,47 +734,47 @@ def master_callback(
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try:
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if triggered_id == "shred-action-btn":
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action_name = "shred"
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result, generated_filename, generated_docx_bytes, _, _ = process_document(
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output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
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elif triggered_id == "compliance-action-btn":
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action_name = "compliance"
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result, generated_filename, generated_docx_bytes, _, _ = process_document(
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-
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)
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output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
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elif triggered_id == "board-action-btn":
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action_name = "virtual_board"
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result, generated_filename, generated_docx_bytes, _, _ = process_document(
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-
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)
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output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
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elif triggered_id == "proposal-action-btn":
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action_name = "proposal"
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| 775 |
-
selected_bytes =
|
| 776 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 777 |
-
|
| 778 |
)
|
| 779 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 780 |
elif triggered_id == "recover-action-btn":
|
| 781 |
action_name = "recover"
|
| 782 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 783 |
-
|
| 784 |
)
|
| 785 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 786 |
elif triggered_id == "loe-action-btn":
|
| 787 |
action_name = "loe"
|
| 788 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 789 |
-
|
| 790 |
)
|
| 791 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 792 |
finally:
|
| 793 |
-
|
| 794 |
-
doc_options = [{'label':
|
| 795 |
-
doc_value = doc_value if doc_value in
|
| 796 |
-
proposal_options = [{'label':
|
| 797 |
-
proposal_value = proposal_value if proposal_value in
|
| 798 |
-
documents_list = get_documents_list(
|
| 799 |
-
proposals_list = get_proposals_list(
|
| 800 |
return (
|
| 801 |
output_data_upload,
|
| 802 |
documents_list, doc_options, doc_value,
|
|
@@ -804,8 +782,8 @@ def master_callback(
|
|
| 804 |
"shrunk"
|
| 805 |
)
|
| 806 |
|
| 807 |
-
doc_value = doc_value if doc_value in
|
| 808 |
-
proposal_value = proposal_value if proposal_value in
|
| 809 |
return (
|
| 810 |
output_data_upload,
|
| 811 |
documents_list, doc_options, doc_value,
|
|
@@ -813,26 +791,6 @@ def master_callback(
|
|
| 813 |
"expanded"
|
| 814 |
)
|
| 815 |
|
| 816 |
-
@app.callback(
|
| 817 |
-
Output('documents-list', 'children'),
|
| 818 |
-
Output('select-document-dropdown', 'options'),
|
| 819 |
-
Output('select-document-dropdown', 'value'),
|
| 820 |
-
Output('proposals-list', 'children'),
|
| 821 |
-
Output('select-proposal-dropdown', 'options'),
|
| 822 |
-
Output('select-proposal-dropdown', 'value'),
|
| 823 |
-
Input('output-data-upload', 'children')
|
| 824 |
-
)
|
| 825 |
-
def update_lists_on_output(children):
|
| 826 |
-
session_id = get_session_id()
|
| 827 |
-
sess_data = get_session_data(session_id)
|
| 828 |
-
documents_list = get_documents_list(sess_data["uploaded_documents"], sess_data["shredded_documents"])
|
| 829 |
-
doc_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["uploaded_documents"].keys()]
|
| 830 |
-
doc_value = next(iter(sess_data["uploaded_documents"]), None) if sess_data["uploaded_documents"] else None
|
| 831 |
-
proposals_list = get_proposals_list(sess_data["proposals"])
|
| 832 |
-
proposal_options = [{'label': truncate_filename(fn), 'value': fn} for fn in sess_data["proposals"].keys()]
|
| 833 |
-
proposal_value = next(iter(sess_data["proposals"]), None) if sess_data["proposals"] else None
|
| 834 |
-
return documents_list, doc_options, doc_value, proposals_list, proposal_options, proposal_value
|
| 835 |
-
|
| 836 |
if __name__ == '__main__':
|
| 837 |
print("Starting the Dash application...")
|
| 838 |
app.run(debug=True, host='0.0.0.0', port=7860, threaded=True)
|
|
|
|
| 9 |
from docx import Document
|
| 10 |
import mimetypes
|
| 11 |
from threading import Lock
|
| 12 |
+
import time
|
|
|
|
|
|
|
| 13 |
|
| 14 |
import google.generativeai as genai
|
| 15 |
|
|
|
|
| 28 |
MAX_INPUT_TOKENS = 1048576
|
| 29 |
MAX_OUTPUT_TOKENS = 65536
|
| 30 |
|
| 31 |
+
uploaded_documents = {}
|
| 32 |
+
uploaded_documents_fileid = {}
|
| 33 |
+
uploaded_documents_bytes = {}
|
| 34 |
+
proposals = {}
|
| 35 |
+
proposals_fileid = {}
|
| 36 |
+
shredded_documents = {}
|
| 37 |
+
generated_response = None
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 38 |
|
| 39 |
+
gemini_lock = Lock()
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 40 |
|
| 41 |
def decode_document(decoded_bytes):
|
| 42 |
try:
|
|
|
|
| 170 |
memf.seek(0)
|
| 171 |
return memf.read()
|
| 172 |
|
| 173 |
+
def process_document(action, selected_filename=None, chat_input=None, rfp_decoded_bytes=None, selected_proposal_filename=None):
|
| 174 |
+
global generated_response
|
| 175 |
+
|
| 176 |
+
logging.info(f"Process document called with action: {action}")
|
| 177 |
+
|
| 178 |
doc_content = None
|
| 179 |
doc_fileid = None
|
| 180 |
if action in ["shred", "compliance", "virtual_board", "proposal", "recover"]:
|
| 181 |
+
if selected_filename and selected_filename in uploaded_documents:
|
| 182 |
+
doc_content = uploaded_documents[selected_filename]
|
| 183 |
+
doc_fileid = uploaded_documents_fileid.get(selected_filename)
|
| 184 |
+
elif uploaded_documents:
|
| 185 |
+
doc_content = next(iter(uploaded_documents.values()))
|
| 186 |
+
selected_filename = next(iter(uploaded_documents.keys()))
|
| 187 |
+
doc_fileid = uploaded_documents_fileid.get(selected_filename)
|
| 188 |
else:
|
| 189 |
doc_content = None
|
| 190 |
doc_fileid = None
|
|
|
|
| 206 |
if result and not result.startswith("Error"):
|
| 207 |
docx_bytes = save_shredded_as_docx(result, selected_filename)
|
| 208 |
generated_docx_name = f"{os.path.splitext(selected_filename)[0]}_shredded.docx"
|
| 209 |
+
uploaded_documents[generated_docx_name] = result
|
| 210 |
+
shredded_documents[generated_docx_name] = docx_bytes
|
| 211 |
return result, generated_docx_name, docx_bytes, None, None
|
| 212 |
else:
|
| 213 |
return result, None, None, None, None
|
| 214 |
|
| 215 |
elif action == 'compliance':
|
| 216 |
+
if not selected_proposal_filename or selected_proposal_filename not in proposals:
|
| 217 |
return "No proposal document selected for compliance.", None, None, None, None
|
| 218 |
+
if not selected_filename or selected_filename not in uploaded_documents:
|
| 219 |
return "No RFP/SOW/PWS/RFI document selected for compliance.", None, None, None, None
|
| 220 |
|
| 221 |
+
rfp_text = uploaded_documents[selected_filename]
|
| 222 |
+
proposal_text = proposals[selected_proposal_filename]
|
| 223 |
logging.info(f"Compliance check: comparing proposal [{selected_proposal_filename}] to RFP [{selected_filename}]")
|
| 224 |
prompt = (
|
| 225 |
"You are a proposal compliance expert. Use the following RFP/SOW/PWS/RFI and the generated proposal response. "
|
|
|
|
| 237 |
if result and not result.startswith("Error"):
|
| 238 |
docx_bytes = save_compliance_as_docx(result, selected_filename)
|
| 239 |
compliance_docx_name = f"{os.path.splitext(selected_filename)[0]}_compliance_check.docx"
|
| 240 |
+
uploaded_documents[compliance_docx_name] = result
|
| 241 |
+
shredded_documents[compliance_docx_name] = docx_bytes
|
| 242 |
return result, compliance_docx_name, docx_bytes, None, None
|
| 243 |
else:
|
| 244 |
return result, None, None, None, None
|
| 245 |
|
| 246 |
elif action == 'virtual_board':
|
| 247 |
+
if not selected_proposal_filename or selected_proposal_filename not in proposals:
|
| 248 |
return "No proposal document selected for evaluation board.", None, None, None, None
|
| 249 |
+
if not selected_filename or selected_filename not in uploaded_documents:
|
| 250 |
return "No RFP/SOW/PWS/RFI document selected for evaluation board.", None, None, None, None
|
| 251 |
|
| 252 |
+
rfp_text = uploaded_documents[selected_filename]
|
| 253 |
+
proposal_text = proposals[selected_proposal_filename]
|
| 254 |
logging.info(f"Evaluation Board: extracting criteria from RFP [{selected_filename}], evaluating proposal [{selected_proposal_filename}]")
|
| 255 |
prompt = (
|
| 256 |
"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. "
|
|
|
|
| 267 |
if result and not result.startswith("Error"):
|
| 268 |
docx_bytes = save_virtual_board_as_docx(result, selected_filename)
|
| 269 |
board_docx_name = f"{os.path.splitext(selected_filename)[0]}_evaluation_board.docx"
|
| 270 |
+
uploaded_documents[board_docx_name] = result
|
| 271 |
+
shredded_documents[board_docx_name] = docx_bytes
|
| 272 |
return result, board_docx_name, docx_bytes, None, None
|
| 273 |
else:
|
| 274 |
return result, None, None, None, None
|
|
|
|
| 278 |
logging.warning("No RFP/SOW/PWS/RFI document selected for proposal action.")
|
| 279 |
return "No RFP/SOW/PWS/RFI document selected.", None, None, None, None
|
| 280 |
rfp_filename = selected_filename
|
| 281 |
+
rfp_fileid = uploaded_documents_fileid.get(selected_filename)
|
| 282 |
+
if not rfp_fileid and rfp_filename in uploaded_documents_bytes:
|
| 283 |
try:
|
| 284 |
+
fileid = upload_to_gemini_file(uploaded_documents_bytes[rfp_filename], rfp_filename)
|
| 285 |
if fileid:
|
| 286 |
+
uploaded_documents_fileid[rfp_filename] = fileid
|
| 287 |
rfp_fileid = fileid
|
| 288 |
logging.info(f"RFP file {rfp_filename} uploaded to Gemini for proposal.")
|
| 289 |
except Exception as e:
|
|
|
|
| 298 |
prompt += f"User additional instructions: {chat_input}\n"
|
| 299 |
prompt += f"\n---\nRFP/SOW/PWS/RFI ({rfp_filename}):\n{doc_content}\n"
|
| 300 |
result = gemini_generate_content(prompt, file_id=rfp_fileid, chat_input=chat_input)
|
| 301 |
+
generated_response = result
|
| 302 |
if result and not result.startswith("Error"):
|
| 303 |
docx_bytes = save_proposal_as_docx(result, rfp_filename)
|
| 304 |
generated_docx_name = f"{os.path.splitext(rfp_filename)[0]}_proposal.docx"
|
| 305 |
+
proposals[generated_docx_name] = result
|
| 306 |
+
proposals_fileid[generated_docx_name] = None
|
| 307 |
return result, None, None, generated_docx_name, docx_bytes
|
| 308 |
else:
|
| 309 |
return result, None, None, None, None
|
| 310 |
|
| 311 |
elif action == 'recover':
|
| 312 |
+
if not selected_proposal_filename or selected_proposal_filename not in proposals:
|
| 313 |
logging.error("No proposal document selected for recovery.")
|
| 314 |
return "No proposal document selected for recovery.", None, None, None, None
|
| 315 |
+
if not selected_filename or selected_filename not in uploaded_documents:
|
| 316 |
logging.error("No compliance check or shredded requirements document selected for recovery.")
|
| 317 |
return "No compliance check or shredded requirements document selected for recovery.", None, None, None, None
|
| 318 |
|
| 319 |
+
findings_content = uploaded_documents[selected_filename]
|
| 320 |
+
proposal_text = proposals[selected_proposal_filename]
|
| 321 |
prompt = (
|
| 322 |
"You are a proposal compliance recovery expert. Use the findings and recommendations table and the original proposal response provided below. "
|
| 323 |
"Address ONLY those sections of the proposal that have a finding and a recommendation for improvement. "
|
|
|
|
| 337 |
base_name = os.path.splitext(selected_proposal_filename)[0]
|
| 338 |
recovered_docx_name = f"{base_name}_recovered.docx"
|
| 339 |
docx_bytes = save_proposal_as_docx(result, base_name)
|
| 340 |
+
proposals[recovered_docx_name] = result
|
| 341 |
+
proposals_fileid[recovered_docx_name] = None
|
| 342 |
logging.info(f"Recovered proposal generated and saved as {recovered_docx_name}.")
|
| 343 |
return result, None, None, recovered_docx_name, docx_bytes
|
| 344 |
else:
|
|
|
|
| 346 |
return result, None, None, None, None
|
| 347 |
|
| 348 |
elif action == 'loe':
|
| 349 |
+
if not selected_proposal_filename or selected_proposal_filename not in proposals:
|
| 350 |
logging.warning("No proposal document selected for LOE estimation.")
|
| 351 |
return "No proposal document selected for LOE estimation.", None, None, None, None
|
| 352 |
+
proposal_text = proposals[selected_proposal_filename]
|
| 353 |
proposal_base_name = os.path.splitext(selected_proposal_filename)[0]
|
| 354 |
prompt = (
|
| 355 |
"You are a federal proposal cost and level of effort estimator. "
|
|
|
|
| 370 |
result = gemini_generate_content(prompt, file_id=None, chat_input=chat_input)
|
| 371 |
if result and not result.startswith("Error"):
|
| 372 |
loe_docx_name = f"{proposal_base_name}_loe.docx"
|
| 373 |
+
proposals[loe_docx_name] = result
|
| 374 |
+
proposals_fileid[loe_docx_name] = None
|
| 375 |
docx_bytes = save_loe_as_docx(result, proposal_base_name)
|
| 376 |
logging.info(f"LOE generated and saved as {loe_docx_name}")
|
| 377 |
return result, None, None, loe_docx_name, docx_bytes
|
|
|
|
| 391 |
return html.Div("No documents uploaded or generated.", style={"wordWrap": "break-word"})
|
| 392 |
doc_list = []
|
| 393 |
for filename in all_docs:
|
|
|
|
| 394 |
if filename.lower().endswith('.docx') and filename in shreddedict:
|
| 395 |
b64 = base64.b64encode(shreddedict[filename]).decode('utf-8')
|
| 396 |
mime = "application/vnd.openxmlformats-officedocument.wordprocessingml.document"
|
|
|
|
| 399 |
b64 = base64.b64encode(content.encode('utf-8')).decode('utf-8')
|
| 400 |
mime = "text/plain"
|
| 401 |
download_link = html.A(
|
| 402 |
+
filename,
|
| 403 |
href=f"data:{mime};base64,{b64}",
|
| 404 |
download=filename,
|
| 405 |
target="_blank",
|
| 406 |
+
style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline"}
|
| 407 |
)
|
| 408 |
doc_list.append(
|
| 409 |
dbc.ListGroupItem([
|
|
|
|
| 418 |
return html.Div("No proposals uploaded or generated.", style={"wordWrap": "break-word"})
|
| 419 |
doc_list = []
|
| 420 |
for filename in proposaldict:
|
|
|
|
| 421 |
file_content = proposaldict[filename]
|
| 422 |
try:
|
| 423 |
if filename.lower().endswith('_loe.docx'):
|
|
|
|
| 430 |
b64 = base64.b64encode(file_content.encode('utf-8')).decode('utf-8')
|
| 431 |
mime = "text/plain"
|
| 432 |
download_link = html.A(
|
| 433 |
+
filename,
|
| 434 |
href=f"data:{mime};base64,{b64}",
|
| 435 |
download=filename,
|
| 436 |
target="_blank",
|
| 437 |
+
style={"wordWrap": "break-word", "marginRight": "10px", "textDecoration": "underline"}
|
| 438 |
)
|
| 439 |
doc_list.append(
|
| 440 |
dbc.ListGroupItem([
|
|
|
|
| 469 |
},
|
| 470 |
multiple=False
|
| 471 |
),
|
| 472 |
+
html.Div(id='documents-list', children=get_documents_list(uploaded_documents, shredded_documents)),
|
| 473 |
dcc.Dropdown(
|
| 474 |
id='select-document-dropdown',
|
| 475 |
+
options=[{'label': fn, 'value': fn} for fn in uploaded_documents.keys()],
|
| 476 |
placeholder="Select a document to work with",
|
| 477 |
+
value=next(iter(uploaded_documents), None),
|
| 478 |
style={"marginBottom": "10px"}
|
| 479 |
),
|
| 480 |
])
|
|
|
|
| 500 |
},
|
| 501 |
multiple=False
|
| 502 |
),
|
| 503 |
+
html.Div(id='proposals-list', children=get_proposals_list(proposals)),
|
| 504 |
dcc.Dropdown(
|
| 505 |
id='select-proposal-dropdown',
|
| 506 |
+
options=[{'label': fn, 'value': fn} for fn in proposals.keys()],
|
| 507 |
placeholder="Select a proposal document",
|
| 508 |
+
value=next(iter(proposals), None),
|
| 509 |
style={"marginBottom": "10px"}
|
| 510 |
),
|
| 511 |
])
|
|
|
|
| 601 |
proposal_content, proposal_filename, proposal_delete_clicks, selected_proposal,
|
| 602 |
chat_input, cancel_clicks, preview_window_state
|
| 603 |
):
|
|
|
|
|
|
|
| 604 |
ctx = callback_context
|
| 605 |
triggered_id = ctx.triggered[0]['prop_id'].split('.')[0] if ctx.triggered else None
|
| 606 |
|
|
|
|
| 614 |
proposal_delete_clicks = safe_get_n_clicks(ctx, 12)
|
| 615 |
uploaded_rfp_decoded_bytes = None
|
| 616 |
|
| 617 |
+
global gemini_lock, uploaded_documents_bytes
|
| 618 |
+
|
| 619 |
# Cancel action
|
| 620 |
if triggered_id == 'cancel-action-btn':
|
| 621 |
output_data_upload = html.Div("[Cancelled by user]\n", style={"wordWrap": "break-word"})
|
| 622 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 623 |
+
doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 624 |
+
proposals_list = get_proposals_list(proposals)
|
| 625 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 626 |
+
proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
|
| 627 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 628 |
return (
|
| 629 |
output_data_upload,
|
| 630 |
documents_list, doc_options, doc_value,
|
|
|
|
| 642 |
if rfp_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 643 |
fileid = upload_to_gemini_file(decoded, rfp_filename)
|
| 644 |
if text is not None:
|
| 645 |
+
uploaded_documents[rfp_filename] = text
|
| 646 |
+
uploaded_documents_bytes[rfp_filename] = decoded
|
| 647 |
if fileid:
|
| 648 |
+
uploaded_documents_fileid[rfp_filename] = fileid
|
| 649 |
+
logging.info(f"Document uploaded: {rfp_filename}")
|
| 650 |
else:
|
| 651 |
+
logging.error(f"Failed to decode uploaded document: {rfp_filename}")
|
| 652 |
|
| 653 |
if triggered_id == 'upload-proposal' and proposal_content is not None and proposal_filename:
|
| 654 |
content_type, content_string = proposal_content.split(',')
|
|
|
|
| 658 |
if proposal_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 659 |
fileid = upload_to_gemini_file(decoded, proposal_filename)
|
| 660 |
if text is not None:
|
| 661 |
+
proposals[proposal_filename] = text
|
| 662 |
if fileid:
|
| 663 |
+
proposals_fileid[proposal_filename] = fileid
|
| 664 |
+
logging.info(f"Proposal uploaded: {proposal_filename}")
|
| 665 |
else:
|
| 666 |
+
logging.error(f"Failed to decode uploaded proposal: {proposal_filename}")
|
| 667 |
|
| 668 |
# Handle deletes
|
| 669 |
if triggered_id and isinstance(doc_delete_clicks, list):
|
|
|
|
| 671 |
if n_click:
|
| 672 |
btn_id = ctx.inputs_list[8][i]['id']
|
| 673 |
del_filename = btn_id['index']
|
| 674 |
+
if del_filename in uploaded_documents:
|
| 675 |
+
del uploaded_documents[del_filename]
|
| 676 |
+
if del_filename in uploaded_documents_fileid:
|
| 677 |
try:
|
| 678 |
+
genai.delete_file(uploaded_documents_fileid[del_filename])
|
| 679 |
except Exception as e:
|
| 680 |
+
logging.warning(f"Failed to delete Gemini file {del_filename}: {e}")
|
| 681 |
+
del uploaded_documents_fileid[del_filename]
|
| 682 |
+
if del_filename in uploaded_documents_bytes:
|
| 683 |
+
del uploaded_documents_bytes[del_filename]
|
| 684 |
+
logging.info(f"Document deleted: {del_filename}")
|
| 685 |
+
if del_filename in shredded_documents:
|
| 686 |
+
del shredded_documents[del_filename]
|
| 687 |
+
logging.info(f"Shredded doc deleted: {del_filename}")
|
| 688 |
if selected_doc == del_filename:
|
| 689 |
selected_doc = None
|
| 690 |
break
|
|
|
|
| 694 |
if n_click:
|
| 695 |
btn_id = ctx.inputs_list[12][i]['id']
|
| 696 |
del_filename = btn_id['index']
|
| 697 |
+
if del_filename in proposals:
|
| 698 |
+
del proposals[del_filename]
|
| 699 |
+
if del_filename in proposals_fileid:
|
| 700 |
try:
|
| 701 |
+
genai.delete_file(proposals_fileid[del_filename])
|
| 702 |
except Exception as e:
|
| 703 |
+
logging.warning(f"Failed to delete Gemini proposal file {del_filename}: {e}")
|
| 704 |
+
del proposals_fileid[del_filename]
|
| 705 |
+
logging.info(f"Proposal deleted: {del_filename}")
|
| 706 |
if selected_proposal == del_filename:
|
| 707 |
selected_proposal = None
|
| 708 |
break
|
| 709 |
|
| 710 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 711 |
+
doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 712 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 713 |
+
proposals_list = get_proposals_list(proposals)
|
| 714 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 715 |
+
proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
|
| 716 |
|
| 717 |
output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
|
| 718 |
|
|
|
|
| 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 |
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 |
"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 |
"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)
|