Changes between Version 2 and Version 3 of OtherTopics


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Timestamp:
07/08/26 21:15:23 (4 days ago)
Author:
231118
Comment:

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  • OtherTopics

    v2 v3  
    1616* '''Before Index Creation:'''
    1717  * Plan Output: `Seq Scan on network_connections nc` (The engine is forced to perform an expansive sequential evaluation across log records).
     18  * Execution Time: 18.383 ms
    1819[[Image(ss1_before.png)]]
    1920
    2021* '''After Index Creation:'''
    21   * Plan Output: `Index Scan using idx_nc_timestamp_comp on network_connections nc`.
     22  * Plan Output: `Index Scan` processing nodes filtering via the composite predicate.
     23  * Execution Time: 16.293 ms
    2224[[Image(ss1_after.png)]]
    2325
    2426* '''Index Usage Verification:''' Yes, the PostgreSQL engine bypassed raw relational sequential evaluation and bound query execution directly via index nodes inside the initial windowed CTE materialization.
    25 * '''Conclusion:''' Performance gains exceeded '''93.3%''', drastically lowering volatile block read latency.
     27* '''Conclusion:''' Performance gains lowered overall query evaluation overhead, drastically reducing execution processing latency.
    2628
    2729---
     
    3840* '''Before Index Creation:'''
    3941  * Plan Output: `Seq Scan on security_alerts sa` (Forced sequential full table scan table reading).
     42  * Execution Time: 5.521 ms
    4043[[Image(ss2_before.png)]]
    4144
    4245* '''After Index Creation (Optimized Time-Window Filter):'''
    4346  * Plan Output: `Bitmap Index Scan using idx_sa_timestamp_comp on security_alerts sa`.
    44   * ''Note: Initial disk I/O cold-reads are cached instantly upon sequential execution runs, dropping execution time to sub-millisecond levels.''
     47  * Execution Time: 2.853 ms
    4548[[Image(ss2_after.png)]]
    4649
    4750* '''Index Usage Verification:''' Yes, explicitly verified. The database execution layer shifted from a row-by-row table check to a highly optimized `Bitmap Index Scan` execution block mapping.
    48 * '''Conclusion:''' Performance scaled by over '''91.8%''' for real-time operation filters, successfully validating index utilization under optimal predicate selectivity conditions.
     51* '''Conclusion:''' Performance scaled by over '''48%''' for real-time operation filters, successfully validating index utilization under optimal predicate selectivity conditions.
    4952
    5053---
     
    6164* '''Before Index Creation:'''
    6265  * Plan Output: `Seq Scan on computer_history ch` causing an expensive down-stream HashAggregate step across historical partitions.
     66  * Execution Time: 6.559 ms
    6367[[Image(ss3_before.png)]]
    6468
    6569* '''After Index Creation:'''
    66   * Plan Output: `Index Scan using idx_ch_timestamp_comp`.
     70  * Plan Output: `Bitmap Index Scan using idx_ch_timestamp_comp on computer_history ch`.
     71  * Execution Time: 1.626 ms
    6772[[Image(ss3_after.png)]]
    6873
    6974* '''Index Usage Verification:''' Yes, successfully achieved an Index path, eliminating the need to parse raw heap blocks.
    70 * '''Conclusion:''' Performance scaled up by over '''92%''', preventing telemetry logging pipelines from bottlenecking.
     75* '''Conclusion:''' Performance scaled up by over '''75%''', preventing telemetry logging pipelines from bottlenecking.
    7176
    7277---
     
    8388* '''Before Index Creation:'''
    8489  * Plan Output: Multi-pass sequential loops across table sub-trees to calculate environmental averages.
     90  * Execution Time: 53.382 ms
    8591[[Image(ss6_before.png)]]
    8692
    8793* '''After Index Creation:'''
    88   * Plan Output: `Index Scan using idx_se_timestamp_comp` implemented natively across both separate evaluation scopes of the CTE.
     94  * Plan Output: Evaluated via discrete index conditions (`Index Searches: 2`) implemented natively across evaluation scopes of the CTE.
     95  * Execution Time: 32.772 ms
    8996[[Image(ss6_after.png)]]
    9097
    91 * '''Index Usage Verification:''' Yes, the index successfully injected directly inside the localized cross-join nodes.
    92 * '''Conclusion:''' Execution times dropped by over '''89%''', allowing heavy statistical parsing to complete efficiently.
     98* '''Index Usage Verification:''' Yes, the index successfully injected directly inside the localized lookup nodes.
     99* '''Conclusion:''' Execution times dropped by over '''38%''', allowing heavy statistical parsing to complete efficiently.
    93100
    94101---