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Update app.py
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app.py
CHANGED
@@ -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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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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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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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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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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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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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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},
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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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if fileid:
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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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@@ -680,12 +658,12 @@ def master_callback(
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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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@@ -693,20 +671,20 @@ def master_callback(
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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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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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selected_bytes =
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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 == "recover-action-btn":
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action_name = "recover"
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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 == "loe-action-btn":
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action_name = "loe"
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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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finally:
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-
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doc_options = [{'label':
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doc_value = doc_value if doc_value in
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proposal_options = [{'label':
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proposal_value = proposal_value if proposal_value in
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documents_list = get_documents_list(
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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)
|