================================================================================ POLYMER DISCOVERY PIPELINE - EXECUTION LOG ================================================================================ Document Type: Raw Execution Record Purpose: Ground Truth Tool Execution Log Created: 2024-12-22 14:37:00 UTC Story ID: polymer-discovery-pipeline Target Requirement: Tg > 180°C (automotive under-hood application) ================================================================================ [ENTRY #1] 2024-12-22 14:37:15.231 UTC Tool: world_dataset_query Server: 192.168.1.185:9010 Dataset: radonpy Query: SELECT monomer_ID, smiles FROM radonpy WHERE monomer_ID LIKE 'PI%' AND smiles LIKE '%c1ccc%' OUTPUT: -------- Rows: 612 Columns: [monomer_ID, smiles] Execution Time: 69.1 ms Cached: false Sample Results (10 structures selected): PI82: *C(C*)c1ccccc1 PI132: *C(C*)c1ccc(cc1)c1ccccc1 PI137: *C(C*)c1ccc(cc1)C(C(C(C(C(C(C(F)(F)F)(F)F)(F)F)(F)F)(F)F)(F)F)(F)F PI173: *C(C*)c1ccc(cc1)C(=O)c1ccccc1 PI213: *C(C*)(c1ccccc1)C PI215: *C(C(*)(F)F)(c1ccccc1)F PI472: *CC(*)C(=O)Oc1ccc(-c2ccccc2)cc1 PI685: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 PI828: *c1ccc(*)cc1 PI914: *c1ccc(*)s1 Status: SUCCESS ======================================================================== [ENTRY #2] 2024-12-22 14:38:22.445 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 Model: T5ForConditionalGeneration Server: 192.168.1.185:9000 PID: 4116 INPUT: -------- smiles: *C(C*)c1ccccc1 property: Tg OUTPUT: -------- predicted_value: 119.85 units: celsius computation_time_ms: 567 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #3] 2024-12-22 14:38:23.018 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *C(C*)c1ccc(cc1)c1ccccc1 property: Tg OUTPUT: -------- predicted_value: 119.85 units: celsius computation_time_ms: 573 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #4] 2024-12-22 14:38:23.598 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *C(C*)c1ccc(cc1)C(C(C(C(C(C(C(F)(F)F)(F)F)(F)F)(F)F)(F)F)(F)F)(F)F property: Tg OUTPUT: -------- predicted_value: -17.15 units: celsius computation_time_ms: 598 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #5] 2024-12-22 14:38:24.203 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *C(C*)c1ccc(cc1)C(=O)c1ccccc1 property: Tg OUTPUT: -------- predicted_value: 121.85 units: celsius computation_time_ms: 605 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #6] 2024-12-22 14:38:24.815 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *C(C*)(c1ccccc1)C property: Tg OUTPUT: -------- predicted_value: 145.85 units: celsius computation_time_ms: 612 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #7] 2024-12-22 14:38:25.434 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *C(C(*)(F)F)(c1ccccc1)F property: Tg OUTPUT: -------- predicted_value: 149.85 units: celsius computation_time_ms: 619 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #8] 2024-12-22 14:38:26.059 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *CC(*)C(=O)Oc1ccc(-c2ccccc2)cc1 property: Tg OUTPUT: -------- predicted_value: 119.85 units: celsius computation_time_ms: 625 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #9] 2024-12-22 14:38:26.691 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 property: Tg OUTPUT: -------- predicted_value: 243.0 units: celsius computation_time_ms: 632 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #10] 2024-12-22 14:38:27.329 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *c1ccc(*)cc1 property: Tg OUTPUT: -------- predicted_value: 116.85 units: celsius computation_time_ms: 638 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #11] 2024-12-22 14:38:27.974 UTC Tool: ai_predict Service: PolyNC Version: 1.3.0 Port: 5102 INPUT: -------- smiles: *c1ccc(*)s1 property: Tg OUTPUT: -------- predicted_value: 91.85 units: celsius computation_time_ms: 645 from_cache: false in_training_range: true warnings: [] Status: SUCCESS ======================================================================== [ENTRY #12] 2024-12-22 14:39:15.448 UTC Selection: PI685 (Tg = 243.0°C exceeds 180°C requirement by 63°C) SMILES: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 ======================================================================== [ENTRY #13] 2024-12-22 14:39:45.782 UTC Tool: calculate_molecular_weight Category: Chemistry (RDKit) INPUT: -------- smiles: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 OUTPUT: -------- molecular_weight: 290.23 units: g/mol execution_time_ms: 12.4 Status: SUCCESS ======================================================================== [ENTRY #14] 2024-12-22 14:39:46.015 UTC Tool: count_aromatic_rings Category: Chemistry (RDKit) INPUT: -------- smiles: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 OUTPUT: -------- aromatic_rings: 4 execution_time_ms: 8.7 Status: SUCCESS ======================================================================== [ENTRY #15] 2024-12-22 14:39:46.198 UTC Tool: count_rotatable_bonds Category: Chemistry (RDKit) INPUT: -------- smiles: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 OUTPUT: -------- rotatable_bonds: 1 execution_time_ms: 9.1 Status: SUCCESS ======================================================================== [ENTRY #16] 2024-12-22 14:39:46.427 UTC Tool: calculate_similarity Category: Chemistry (RDKit) Method: Tanimoto (Morgan fingerprints) INPUT: -------- smiles1: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1 smiles2: CC(C)(c1ccc(O)cc1)c1ccc(O)cc1 OUTPUT: -------- tanimoto_similarity: 0.1414 similarity_percent: 14.14 execution_time_ms: 15.3 Status: SUCCESS ======================================================================== [ENTRY #17] 2024-12-22 14:40:22.651 UTC Tool: box_behnken Category: Data Science (Design of Experiments) INPUT: -------- factors: 3 center_runs: 3 OUTPUT: -------- design_matrix_shape: [15, 3] runs: 15 edge_points: 12 center_replicates: 3 execution_time_ms: 23.7 Design Matrix (coded levels -1, 0, +1): Run 1: [-1, -1, 0] Run 2: [-1, +1, 0] Run 3: [+1, -1, 0] Run 4: [+1, +1, 0] Run 5: [-1, 0, -1] Run 6: [-1, 0, +1] Run 7: [+1, 0, -1] Run 8: [+1, 0, +1] Run 9: [ 0, -1, -1] Run 10: [ 0, -1, +1] Run 11: [ 0, +1, -1] Run 12: [ 0, +1, +1] Run 13: [ 0, 0, 0] Run 14: [ 0, 0, 0] Run 15: [ 0, 0, 0] Status: SUCCESS ======================================================================== [ENTRY #18] 2024-12-22 14:40:45.889 UTC Factor Decoding: Factor 1 (Temperature): -1 = 200°C, 0 = 225°C, +1 = 250°C Factor 2 (Catalyst): -1 = 1 mol%, 0 = 2 mol%, +1 = 3 mol% Factor 3 (Time): -1 = 4 hours, 0 = 6 hours, +1 = 8 hours ======================================================================== [ENTRY #19] 2024-12-22 14:41:12.334 UTC Stoichiometry Calculations: PMDA: C10H2O6, MW = 218.12 g/mol PPD: C6H8N2, MW = 108.14 g/mol Repeat Unit: C16H6N2O4, MW = 290.23 g/mol For 0.1 mol scale: PMDA: 0.1 mol × 218.12 g/mol = 21.81 g PPD: 0.1 mol × 108.14 g/mol = 10.81 g Catalyst (p-TsOH, 2 mol%): 0.002 mol × 172.20 g/mol = 0.344 g Repeat unit: 0.1 mol × 290.23 g/mol = 29.02 g (theoretical) Water byproduct: 0.2 mol × 18.01 g/mol = 3.60 g Expected yield (85%): 29.02 g × 0.85 = 24.67 g ======================================================================== [WORKFLOW SUMMARY] 2024-12-22 14:41:45.672 UTC ================================================================================ Total Entries: 19 Total Execution Time: 267.441 seconds Tools Executed: - world_dataset_query: 1 execution - ai_predict: 10 executions - calculate_molecular_weight: 1 execution - count_aromatic_rings: 1 execution - count_rotatable_bonds: 1 execution - calculate_similarity: 1 execution - box_behnken: 1 execution Results: - Database query: 612 structures retrieved - AI predictions: 10 candidates screened - Winner: PI685 (SMILES: *c1ccc(N2C(=O)c3cc4C(=O)N(*)C(=O)c4cc3C2=O)cc1) - Predicted Tg: 243.0°C (63°C above 180°C target) - Molecular weight: 290.23 g/mol - Aromatic rings: 4 - Rotatable bonds: 1 - DoE design: 15 runs (3 factors, 3 center replicates) All executions completed successfully. ================================================================================