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Update app.py via AI Editor
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app.py
CHANGED
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@@ -10,10 +10,6 @@ from docx import Document
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import mimetypes
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from threading import Lock
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import time
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import tempfile
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import shutil
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import uuid
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from flask import Flask, session, request
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import google.generativeai as genai
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@@ -24,7 +20,6 @@ logging.basicConfig(
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app = dash.Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])
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server = app.server
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-
app.server.secret_key = os.environ.get('SECRET_KEY', str(uuid.uuid4()))
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GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY", "")
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genai.configure(api_key=GOOGLE_API_KEY)
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@@ -33,42 +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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-
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-
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-
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-
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-
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session['session_id'] = str(uuid.uuid4())
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return session['session_id']
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def get_session_data():
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sid = get_session_id()
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if sid not in SESSION_DATA:
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SESSION_DATA[sid] = {
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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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'lock': Lock(),
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'tmpdir': create_session_tmpdir(sid)
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}
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SESSION_LOCKS[sid] = SESSION_DATA[sid]['lock']
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return SESSION_DATA[sid]
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-
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def create_session_tmpdir(sid):
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tmpdir = os.path.join(SESSION_FILE_ROOT, f"dashrfp_{sid}")
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os.makedirs(tmpdir, exist_ok=True)
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return tmpdir
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tmpdir = os.path.join(SESSION_FILE_ROOT, f"dashrfp_{sid}")
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if os.path.exists(tmpdir):
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shutil.rmtree(tmpdir, ignore_errors=True)
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def decode_document(decoded_bytes):
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try:
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@@ -202,17 +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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@@ -234,20 +206,20 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -265,20 +237,20 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -295,8 +267,8 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -306,12 +278,12 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -326,26 +298,26 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -365,8 +337,8 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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@@ -374,10 +346,11 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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return result, None, None, None, None
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elif action == 'loe':
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-
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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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@@ -398,8 +371,8 @@ def process_document(session_dict, action, selected_filename=None, chat_input=No
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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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-
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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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@@ -473,8 +446,7 @@ def get_proposals_list(proposaldict):
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return dbc.ListGroup(doc_list, flush=True)
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app.layout = dbc.Container([
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dcc.Store(id='preview-window-state', data='expanded'
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dcc.Store(id='session-cleanup', data=False, storage_type='session', clear_data=True),
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dbc.Row([
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dbc.Col([
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dbc.Card([
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@@ -498,10 +470,12 @@ 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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placeholder="Select a document to work with",
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style={"marginBottom": "10px"}
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),
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])
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@@ -527,10 +501,12 @@ 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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placeholder="Select a proposal document",
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style={"marginBottom": "10px"}
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),
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])
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@@ -616,8 +592,7 @@ def update_preview_window_style(state):
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State('select-proposal-dropdown', 'value'),
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State('chat-input', 'value'),
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Input('cancel-action-btn', 'n_clicks'),
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State('preview-window-state', 'data')
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Input('session-cleanup', 'clear_data')
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],
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prevent_initial_call=True
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)
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@@ -625,12 +600,10 @@ def master_callback(
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shred_clicks, proposal_clicks, compliance_clicks, recover_clicks, board_clicks, loe_clicks,
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rfp_content, rfp_filename, doc_delete_clicks, selected_doc,
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proposal_content, proposal_filename, proposal_delete_clicks, selected_proposal,
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chat_input, cancel_clicks, preview_window_state
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):
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ctx = callback_context
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triggered_id = ctx.triggered[0]['prop_id'].split('.')[0] if ctx.triggered else None
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session_dict = get_session_data()
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lock = session_dict['lock']
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def safe_get_n_clicks(ctx, idx):
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try:
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@@ -642,35 +615,29 @@ def master_callback(
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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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-
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-
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-
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return html.Div("Session ended. All data cleared.", style={"wordWrap": "break-word"}), None, [], None, None, [], None, "expanded"
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-
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# Cancel should just clear the preview and expand window, not clear session/docs
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if triggered_id == 'cancel-action-btn':
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-
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-
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-
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return (
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-
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documents_list, doc_options, doc_value,
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proposals_list, proposal_options, proposal_value,
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"expanded"
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)
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# File uploads
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doc_value = selected_doc
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proposal_value = selected_proposal
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-
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if triggered_id == 'upload-document' and rfp_content is not None and rfp_filename:
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content_type, content_string = rfp_content.split(',')
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decoded = base64.b64decode(content_string)
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@@ -680,12 +647,11 @@ 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"Document uploaded: {rfp_filename}")
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doc_value = rfp_filename # Set selection to the newly uploaded doc
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else:
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logging.error(f"Failed to decode uploaded document: {rfp_filename}")
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@@ -697,76 +663,65 @@ 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"Proposal uploaded: {proposal_filename}")
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proposal_value = proposal_filename # Set selection to the newly uploaded proposal
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else:
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logging.error(f"Failed to decode uploaded proposal: {proposal_filename}")
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-
# Deletion handling
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deleted_doc = False
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if triggered_id and isinstance(doc_delete_clicks, list):
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for i, n_click in enumerate(doc_delete_clicks):
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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"Failed to delete Gemini file {del_filename}: {e}")
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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"Document deleted: {del_filename}")
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if del_filename in
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del
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logging.info(f"Shredded doc deleted: {del_filename}")
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if
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-
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deleted_doc = True
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break
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deleted_proposal = False
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if triggered_id and isinstance(proposal_delete_clicks, list):
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for i, n_click in enumerate(proposal_delete_clicks):
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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"Failed to delete Gemini proposal file {del_filename}: {e}")
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del
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logging.info(f"Proposal deleted: {del_filename}")
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if
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-
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deleted_proposal = True
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break
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-
doc_options = [{'label': fn, 'value': fn} for fn in
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-
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-
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-
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proposal_options = [{'label': fn, 'value': fn} for fn in
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if
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proposal_value = next(iter(session_dict['proposals']), None)
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documents_list = get_documents_list(session_dict['uploaded_documents'], session_dict['shredded_documents'])
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proposals_list = get_proposals_list(session_dict['proposals'])
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output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
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-
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-
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-
'proposal-action-btn', 'recover-action-btn', 'loe-action-btn']:
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got_lock = lock.acquire(blocking=False)
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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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@@ -778,50 +733,73 @@ def master_callback(
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try:
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if triggered_id == "shred-action-btn":
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| 780 |
action_name = "shred"
|
| 781 |
-
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 782 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 783 |
elif triggered_id == "compliance-action-btn":
|
| 784 |
action_name = "compliance"
|
| 785 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 786 |
-
|
| 787 |
)
|
| 788 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 789 |
elif triggered_id == "board-action-btn":
|
| 790 |
action_name = "virtual_board"
|
| 791 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 792 |
-
|
| 793 |
)
|
| 794 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 795 |
-
|
|
|
|
|
|
|
|
|
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|
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|
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|
|
| 796 |
action_name = "proposal"
|
| 797 |
-
selected_bytes =
|
| 798 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 799 |
-
|
| 800 |
)
|
| 801 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 802 |
elif triggered_id == "recover-action-btn":
|
| 803 |
action_name = "recover"
|
| 804 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 805 |
-
|
| 806 |
)
|
| 807 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 808 |
elif triggered_id == "loe-action-btn":
|
| 809 |
action_name = "loe"
|
| 810 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 811 |
-
|
| 812 |
)
|
| 813 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 814 |
finally:
|
| 815 |
-
|
| 816 |
-
|
| 817 |
-
|
| 818 |
-
|
| 819 |
-
|
| 820 |
-
|
| 821 |
-
|
| 822 |
-
proposal_value = next(iter(session_dict['proposals']), None)
|
| 823 |
-
documents_list = get_documents_list(session_dict['uploaded_documents'], session_dict['shredded_documents'])
|
| 824 |
-
proposals_list = get_proposals_list(session_dict['proposals'])
|
| 825 |
return (
|
| 826 |
output_data_upload,
|
| 827 |
documents_list, doc_options, doc_value,
|
|
@@ -829,7 +807,8 @@ def master_callback(
|
|
| 829 |
"expanded"
|
| 830 |
)
|
| 831 |
|
| 832 |
-
|
|
|
|
| 833 |
return (
|
| 834 |
output_data_upload,
|
| 835 |
documents_list, doc_options, doc_value,
|
|
|
|
| 10 |
import mimetypes
|
| 11 |
from threading import Lock
|
| 12 |
import time
|
|
|
|
|
|
|
|
|
|
|
|
|
| 13 |
|
| 14 |
import google.generativeai as genai
|
| 15 |
|
|
|
|
| 20 |
|
| 21 |
app = dash.Dash(__name__, external_stylesheets=[dbc.themes.BOOTSTRAP])
|
| 22 |
server = app.server
|
|
|
|
| 23 |
|
| 24 |
GOOGLE_API_KEY = os.environ.get("GOOGLE_API_KEY", "")
|
| 25 |
genai.configure(api_key=GOOGLE_API_KEY)
|
|
|
|
| 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 |
+
# LOE estimation implementation
|
| 350 |
+
if not selected_proposal_filename or selected_proposal_filename not in proposals:
|
| 351 |
logging.warning("No proposal document selected for LOE estimation.")
|
| 352 |
return "No proposal document selected for LOE estimation.", None, None, None, None
|
| 353 |
+
proposal_text = proposals[selected_proposal_filename]
|
| 354 |
proposal_base_name = os.path.splitext(selected_proposal_filename)[0]
|
| 355 |
prompt = (
|
| 356 |
"You are a federal proposal cost and level of effort estimator. "
|
|
|
|
| 371 |
result = gemini_generate_content(prompt, file_id=None, chat_input=chat_input)
|
| 372 |
if result and not result.startswith("Error"):
|
| 373 |
loe_docx_name = f"{proposal_base_name}_loe.docx"
|
| 374 |
+
proposals[loe_docx_name] = result
|
| 375 |
+
proposals_fileid[loe_docx_name] = None
|
| 376 |
docx_bytes = save_loe_as_docx(result, proposal_base_name)
|
| 377 |
logging.info(f"LOE generated and saved as {loe_docx_name}")
|
| 378 |
return result, None, None, loe_docx_name, docx_bytes
|
|
|
|
| 446 |
return dbc.ListGroup(doc_list, flush=True)
|
| 447 |
|
| 448 |
app.layout = dbc.Container([
|
| 449 |
+
dcc.Store(id='preview-window-state', data='expanded'),
|
|
|
|
| 450 |
dbc.Row([
|
| 451 |
dbc.Col([
|
| 452 |
dbc.Card([
|
|
|
|
| 470 |
},
|
| 471 |
multiple=False
|
| 472 |
),
|
| 473 |
+
html.Div(id='documents-list', children=get_documents_list(uploaded_documents, shredded_documents)),
|
| 474 |
dcc.Dropdown(
|
| 475 |
id='select-document-dropdown',
|
| 476 |
+
options=[{'label': fn, 'value': fn} for fn in uploaded_documents.keys()],
|
| 477 |
placeholder="Select a document to work with",
|
| 478 |
+
value=next(iter(uploaded_documents), None),
|
| 479 |
style={"marginBottom": "10px"}
|
| 480 |
),
|
| 481 |
])
|
|
|
|
| 501 |
},
|
| 502 |
multiple=False
|
| 503 |
),
|
| 504 |
+
html.Div(id='proposals-list', children=get_proposals_list(proposals)),
|
| 505 |
dcc.Dropdown(
|
| 506 |
id='select-proposal-dropdown',
|
| 507 |
+
options=[{'label': fn, 'value': fn} for fn in proposals.keys()],
|
| 508 |
placeholder="Select a proposal document",
|
| 509 |
+
value=next(iter(proposals), None),
|
| 510 |
style={"marginBottom": "10px"}
|
| 511 |
),
|
| 512 |
])
|
|
|
|
| 592 |
State('select-proposal-dropdown', 'value'),
|
| 593 |
State('chat-input', 'value'),
|
| 594 |
Input('cancel-action-btn', 'n_clicks'),
|
| 595 |
+
State('preview-window-state', 'data')
|
|
|
|
| 596 |
],
|
| 597 |
prevent_initial_call=True
|
| 598 |
)
|
|
|
|
| 600 |
shred_clicks, proposal_clicks, compliance_clicks, recover_clicks, board_clicks, loe_clicks,
|
| 601 |
rfp_content, rfp_filename, doc_delete_clicks, selected_doc,
|
| 602 |
proposal_content, proposal_filename, proposal_delete_clicks, selected_proposal,
|
| 603 |
+
chat_input, cancel_clicks, preview_window_state
|
| 604 |
):
|
| 605 |
ctx = callback_context
|
| 606 |
triggered_id = ctx.triggered[0]['prop_id'].split('.')[0] if ctx.triggered else None
|
|
|
|
|
|
|
| 607 |
|
| 608 |
def safe_get_n_clicks(ctx, idx):
|
| 609 |
try:
|
|
|
|
| 615 |
proposal_delete_clicks = safe_get_n_clicks(ctx, 12)
|
| 616 |
uploaded_rfp_decoded_bytes = None
|
| 617 |
|
| 618 |
+
global gemini_lock, uploaded_documents_bytes
|
| 619 |
+
|
| 620 |
+
if triggered_id in [
|
| 621 |
+
'shred-action-btn', 'proposal-action-btn', 'compliance-action-btn',
|
| 622 |
+
'recover-action-btn', 'board-action-btn', 'loe-action-btn'
|
| 623 |
+
] and preview_window_state != "shrunk":
|
| 624 |
+
return dash.no_update, dash.no_update, dash.no_update, dash.no_update, dash.no_update, dash.no_update, dash.no_update, "shrunk"
|
| 625 |
+
|
|
|
|
|
|
|
|
|
|
| 626 |
if triggered_id == 'cancel-action-btn':
|
| 627 |
+
output_data_upload = html.Div("[Cancelled by user]\n", style={"wordWrap": "break-word"})
|
| 628 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 629 |
+
doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 630 |
+
proposals_list = get_proposals_list(proposals)
|
| 631 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 632 |
+
proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
|
| 633 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 634 |
return (
|
| 635 |
+
output_data_upload,
|
| 636 |
documents_list, doc_options, doc_value,
|
| 637 |
proposals_list, proposal_options, proposal_value,
|
| 638 |
"expanded"
|
| 639 |
)
|
| 640 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 641 |
if triggered_id == 'upload-document' and rfp_content is not None and rfp_filename:
|
| 642 |
content_type, content_string = rfp_content.split(',')
|
| 643 |
decoded = base64.b64decode(content_string)
|
|
|
|
| 647 |
if rfp_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 648 |
fileid = upload_to_gemini_file(decoded, rfp_filename)
|
| 649 |
if text is not None:
|
| 650 |
+
uploaded_documents[rfp_filename] = text
|
| 651 |
+
uploaded_documents_bytes[rfp_filename] = decoded
|
| 652 |
if fileid:
|
| 653 |
+
uploaded_documents_fileid[rfp_filename] = fileid
|
| 654 |
logging.info(f"Document uploaded: {rfp_filename}")
|
|
|
|
| 655 |
else:
|
| 656 |
logging.error(f"Failed to decode uploaded document: {rfp_filename}")
|
| 657 |
|
|
|
|
| 663 |
if proposal_filename.lower().endswith(('.pdf', '.docx', '.xlsx', '.xls')):
|
| 664 |
fileid = upload_to_gemini_file(decoded, proposal_filename)
|
| 665 |
if text is not None:
|
| 666 |
+
proposals[proposal_filename] = text
|
| 667 |
if fileid:
|
| 668 |
+
proposals_fileid[proposal_filename] = fileid
|
| 669 |
logging.info(f"Proposal uploaded: {proposal_filename}")
|
|
|
|
| 670 |
else:
|
| 671 |
logging.error(f"Failed to decode uploaded proposal: {proposal_filename}")
|
| 672 |
|
|
|
|
|
|
|
| 673 |
if triggered_id and isinstance(doc_delete_clicks, list):
|
| 674 |
for i, n_click in enumerate(doc_delete_clicks):
|
| 675 |
if n_click:
|
| 676 |
btn_id = ctx.inputs_list[8][i]['id']
|
| 677 |
del_filename = btn_id['index']
|
| 678 |
+
if del_filename in uploaded_documents:
|
| 679 |
+
del uploaded_documents[del_filename]
|
| 680 |
+
if del_filename in uploaded_documents_fileid:
|
| 681 |
try:
|
| 682 |
+
genai.delete_file(uploaded_documents_fileid[del_filename])
|
| 683 |
except Exception as e:
|
| 684 |
logging.warning(f"Failed to delete Gemini file {del_filename}: {e}")
|
| 685 |
+
del uploaded_documents_fileid[del_filename]
|
| 686 |
+
if del_filename in uploaded_documents_bytes:
|
| 687 |
+
del uploaded_documents_bytes[del_filename]
|
| 688 |
logging.info(f"Document deleted: {del_filename}")
|
| 689 |
+
if del_filename in shredded_documents:
|
| 690 |
+
del shredded_documents[del_filename]
|
| 691 |
logging.info(f"Shredded doc deleted: {del_filename}")
|
| 692 |
+
if selected_doc == del_filename:
|
| 693 |
+
selected_doc = None
|
|
|
|
| 694 |
break
|
| 695 |
|
|
|
|
| 696 |
if triggered_id and isinstance(proposal_delete_clicks, list):
|
| 697 |
for i, n_click in enumerate(proposal_delete_clicks):
|
| 698 |
if n_click:
|
| 699 |
btn_id = ctx.inputs_list[12][i]['id']
|
| 700 |
del_filename = btn_id['index']
|
| 701 |
+
if del_filename in proposals:
|
| 702 |
+
del proposals[del_filename]
|
| 703 |
+
if del_filename in proposals_fileid:
|
| 704 |
try:
|
| 705 |
+
genai.delete_file(proposals_fileid[del_filename])
|
| 706 |
except Exception as e:
|
| 707 |
logging.warning(f"Failed to delete Gemini proposal file {del_filename}: {e}")
|
| 708 |
+
del proposals_fileid[del_filename]
|
| 709 |
logging.info(f"Proposal deleted: {del_filename}")
|
| 710 |
+
if selected_proposal == del_filename:
|
| 711 |
+
selected_proposal = None
|
|
|
|
| 712 |
break
|
| 713 |
|
| 714 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 715 |
+
doc_value = selected_doc if selected_doc in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 716 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 717 |
+
proposals_list = get_proposals_list(proposals)
|
| 718 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 719 |
+
proposal_value = selected_proposal if selected_proposal in proposals else (next(iter(proposals), None) if proposals else None)
|
|
|
|
|
|
|
|
|
|
| 720 |
|
| 721 |
output_data_upload = html.Div("No action taken yet.", style={"wordWrap": "break-word"})
|
| 722 |
|
| 723 |
+
if triggered_id in ['shred-action-btn', 'compliance-action-btn', 'board-action-btn']:
|
| 724 |
+
got_lock = gemini_lock.acquire(blocking=False)
|
|
|
|
|
|
|
| 725 |
if not got_lock:
|
| 726 |
output_data_upload = html.Div("Another Gemini operation is in progress. Please wait or cancel.", style={"wordWrap": "break-word"})
|
| 727 |
return (
|
|
|
|
| 733 |
try:
|
| 734 |
if triggered_id == "shred-action-btn":
|
| 735 |
action_name = "shred"
|
| 736 |
+
result, generated_filename, generated_docx_bytes, _, _ = process_document(action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, None)
|
| 737 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 738 |
elif triggered_id == "compliance-action-btn":
|
| 739 |
action_name = "compliance"
|
| 740 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 741 |
+
action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 742 |
)
|
| 743 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 744 |
elif triggered_id == "board-action-btn":
|
| 745 |
action_name = "virtual_board"
|
| 746 |
result, generated_filename, generated_docx_bytes, _, _ = process_document(
|
| 747 |
+
action_name, doc_value, chat_input, uploaded_rfp_decoded_bytes, proposal_value
|
| 748 |
)
|
| 749 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 750 |
+
finally:
|
| 751 |
+
gemini_lock.release()
|
| 752 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 753 |
+
doc_value = doc_value if doc_value in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 754 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 755 |
+
proposal_value = proposal_value if proposal_value in proposals else (next(iter(proposals), None) if proposals else None)
|
| 756 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 757 |
+
proposals_list = get_proposals_list(proposals)
|
| 758 |
+
return (
|
| 759 |
+
output_data_upload,
|
| 760 |
+
documents_list, doc_options, doc_value,
|
| 761 |
+
proposals_list, proposal_options, proposal_value,
|
| 762 |
+
"expanded"
|
| 763 |
+
)
|
| 764 |
+
|
| 765 |
+
if triggered_id in ['proposal-action-btn', 'recover-action-btn', 'loe-action-btn']:
|
| 766 |
+
got_lock = gemini_lock.acquire(blocking=False)
|
| 767 |
+
if not got_lock:
|
| 768 |
+
output_data_upload = html.Div("Another Gemini operation is in progress. Please wait or cancel.", style={"wordWrap": "break-word"})
|
| 769 |
+
return (
|
| 770 |
+
output_data_upload,
|
| 771 |
+
documents_list, doc_options, doc_value,
|
| 772 |
+
proposals_list, proposal_options, proposal_value,
|
| 773 |
+
"expanded"
|
| 774 |
+
)
|
| 775 |
+
try:
|
| 776 |
+
if triggered_id == "proposal-action-btn":
|
| 777 |
action_name = "proposal"
|
| 778 |
+
selected_bytes = uploaded_documents_bytes.get(doc_value, None)
|
| 779 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 780 |
+
action_name, doc_value, chat_input, selected_bytes, None
|
| 781 |
)
|
| 782 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 783 |
elif triggered_id == "recover-action-btn":
|
| 784 |
action_name = "recover"
|
| 785 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 786 |
+
action_name, doc_value, chat_input, None, proposal_value
|
| 787 |
)
|
| 788 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 789 |
elif triggered_id == "loe-action-btn":
|
| 790 |
action_name = "loe"
|
| 791 |
result, _, _, generated_filename, generated_docx_bytes = process_document(
|
| 792 |
+
action_name, None, chat_input, None, proposal_value
|
| 793 |
)
|
| 794 |
output_data_upload = dcc.Markdown(result, style={"whiteSpace": "pre-wrap", "wordWrap": "break-word"})
|
| 795 |
finally:
|
| 796 |
+
gemini_lock.release()
|
| 797 |
+
doc_options = [{'label': fn, 'value': fn} for fn in uploaded_documents.keys()]
|
| 798 |
+
doc_value = doc_value if doc_value in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 799 |
+
proposal_options = [{'label': fn, 'value': fn} for fn in proposals.keys()]
|
| 800 |
+
proposal_value = proposal_value if proposal_value in proposals else (next(iter(proposals), None) if proposals else None)
|
| 801 |
+
documents_list = get_documents_list(uploaded_documents, shredded_documents)
|
| 802 |
+
proposals_list = get_proposals_list(proposals)
|
|
|
|
|
|
|
|
|
|
| 803 |
return (
|
| 804 |
output_data_upload,
|
| 805 |
documents_list, doc_options, doc_value,
|
|
|
|
| 807 |
"expanded"
|
| 808 |
)
|
| 809 |
|
| 810 |
+
doc_value = doc_value if doc_value in uploaded_documents else (next(iter(uploaded_documents), None) if uploaded_documents else None)
|
| 811 |
+
proposal_value = proposal_value if proposal_value in proposals else (next(iter(proposals), None) if proposals else None)
|
| 812 |
return (
|
| 813 |
output_data_upload,
|
| 814 |
documents_list, doc_options, doc_value,
|