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Update app.py via AI Editor
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app.py
CHANGED
@@ -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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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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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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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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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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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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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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},
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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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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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proposal_delete_clicks = safe_get_n_clicks(ctx, 12)
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uploaded_rfp_decoded_bytes = None
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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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# 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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return (
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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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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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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"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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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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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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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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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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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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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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-
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action_name = "proposal"
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-
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,
|