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Update app.py
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app.py
CHANGED
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@@ -8,6 +8,99 @@ import time
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#==== import completed
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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#====generate response function started
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def generate_response(manual,proposal):
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#==== import completed
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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#=====
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#Payment type
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manual_payment_type="""
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1. Tender documents must clearly specify terms of delivery and supplier responsibilities.
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2. Bidders must furnish cost break-up for goods, installation, training with applicable taxes.
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3. Domestic tenders quoted/paid in Indian currency; imported goods FOB/CIF in foreign currency.
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4. Indian agents receive commission in Indian Rupees.
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5. Payments made promptly as per contract terms without avoidable delay.
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6. Statutory certificates for TDS provided to supplier before tax return submission.
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7. Detailed payment advice issued showing calculations and deductions.
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8. Invoice cross-checked with actual receipt before payment.
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9. Contractor certifies payment claimed is within contract terms.
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10. FOR Dispatching Station: 60-100% on dispatch proof, balance on receipt/acceptance.
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11. FOR Destination: 100% on receipt and acceptance by consignee.
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12. Goods with installation: 60% dispatch/90% receipt + 10% post-installation.
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13. Payments via NEFT/RTGS or Advice to Bank for domestic goods.
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14. Documents required: Invoice, Packing list, RR, E-Waybill, Inspection cert.
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15. Imported goods: 100% FOB/CIF if no installation; 80-90% + balance post-installation.
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16. Agency commission paid 100% in INR after other payments.
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17. Imports conform to FEMA, EXIM policy, RBI directions.
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18. Payments through LC or direct bank transfer as per contract.
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19. Advance payments discouraged; require CA approval if given.
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20. Ad-hoc advances adjusted in next bill; approved by CA per DOA.
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21. No payments outside contract terms or excess of contract rates."""
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#=================
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#BasisOfEstimate
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manual_basis_of_estimate="""
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1. Estimated cost should be worked out realistically using market survey, budgetary quotations, or published catalogues/MRP when no historical data is available.
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2. For custom-built equipment, obtain budgetary quotes from potential parties. Ideally three quotes, but if less than three, use available quotes with average if multiple.
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3. Minimum three offer is required for estimate calculation. If less than three offers, then reason is to be written.
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4. Estimated rates should include basic price, quantity, inspection fees, customs duty, packing, transport, GST, installation, testing, contingencies etc.
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5. All estimates prepared by User function shall be scrutinized and approved by competent authority as per DOA.
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6. Approved estimates are to be treated as strictly confidential and retained securely without disclosing to third party.
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7. In urgent cases, estimate can be prepared subsequent to tender floating but prior to opening priced bids after recording reasons.
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8. Foreign currency rates should be converted to Indian Rupees using TT selling rates published by RBI authorized bankers.
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9. Estimates should consider inflation, technology changes, profit margins etc.
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10. If estimates cannot be made meaningfully, full reason should be recorded.
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11. For procurements up to Rs.1,00,000, detailed estimates are not required.
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12. Price indices can be obtained from eaindustry.nic.in for indigenous items.
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13. Estimates should be based on latest indent rates which had not been converted to order.
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14. Last purchase price of similar items can be used for estimation.
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15. Costing analysis based on costs of various components/raw materials should be done."""
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#=======================
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PQC_rules="""
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1. If the proposal value is more than fifty lakh, the PQC shall include financial criteria
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2. PQC should be unrestrictive enough to not exclude any capable vendor/contractor.
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3. PQC should be restrictive enough to exclude incapable vendors/contractors.
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4. Framing of PQC requires due consideration to adequacy of competition.
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5. PQC should be carefully decided for each procurement with approval of Competent Authority (CA).
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6. Bidders must submit authenticated documents in support of eligibility criteria.
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7. For MSEs and past successful bidders, PQC can be proportional to quantity quoted.
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8. Sudden multiple times increase in requirement should not blindly adopt past PQCs.
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9. PQC misjudgement in either direction (too restrictive or unrestrictive) is detrimental.
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10. PQC should be clarified in tender documents that authenticated documents are required.
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11. Encourage MSEs by considering proportional PQC application.
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12. Past successful bidders should not be disqualified due to sudden requirement increase.
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13. Functional head approval is mandatory for PQC acceptance.
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14. Adequacy of competition must be evaluated while framing PQC.
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15. PQC should balance inclusion of capable vendors and exclusion of incapable ones."""
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#============starting extract_docx_text
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def extract_docx_text(file_path):
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# Load the DOCX file
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doc = Document(file_path)
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# Extract all content in a structured way
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final_data = []
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# Process all tables in the document
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for table_idx, table in enumerate(doc.tables):
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for row in table.rows:
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cells = [cell.text.strip() for cell in row.cells]
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# If it's a 2-column layout (Key: Value format)
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if len(cells) == 2:
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key = cells[0].replace(':', '').strip()
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value = cells[1].strip()
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if key and value:
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final_data.append({'Field': key, 'Value': value, 'Source': f'Table_{table_idx+1}'})
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else:
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# Multi-column or single column data
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combined = ' | '.join([c for c in cells if c])
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if combined:
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final_data.append({'Field': 'Multi-Column Data', 'Value': combined, 'Source': f'Table_{table_idx+1}'})
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# Create DataFrame
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df= pd.DataFrame(final_data)
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#doc = Document(file_path)
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#text = "\n".join([para.text for para in doc.paragraphs])
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return df
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#====generate response function started
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def generate_response(manual,proposal):
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