kaxil commented on pull request #10956:
URL: https://github.com/apache/airflow/pull/10956#issuecomment-701053868


   Ran some benchmarks against different versions (more comprehensive 
benchmarks will be provided -- consider this too as **_preliminary_**):
   
   **Scenario**: 10 Dag File | 1 Dag Per File | 10 Tasks per DAG
   **Configs**:
   - Executor: CeleryExecutor
   - Parallelism: 128
   - Workers: 4 (1 CPU - 3.75 GB memory)
   - Each Scheduler (1 CPU - 3.75 GB memory)
   
   **Airflow 1.10.10**
   TI Lag Avg: 64.845s  (± 7.995) 
   Time in Queued State: 57.6485s (± 7.395)
   
   **Airflow Master**
   TI Lag Avg: 48.5754s (± 62.991) 
   Time in Queued State: 11.909s (± 8.252)
   
   **This PR** (Single Scheduler)
   TI Lag Avg: 10.262s (± 5.299) 
   Time in Queued State: 9.3494s (± 5.355)
   
   ------
   
   **Scenario**: 100 Dag Files | 1 Dag Per File | 10 Tasks per DAG
   **Configs**:
   - Executor: CeleryExecutor
   - Parallelism: 128
   - Workers: 4 (1 CPU - 3.75 GB memory)
   - Each Scheduler (1 CPU - 3.75 GB memory)
   
   
   **Airflow 1.10.10**
   TI Lag Avg: 809.537s (± 29.6730) 
   Time in Queued State: 68.708s (± 15.5567)
   
   **Airflow Master**
   TI Lag Avg: 392.806s (± 318.620) 
   Time in Queued State: 10.694s (± 9.930)
   
   **This PR (with 2 Schedulers)**
   TI Lag Avg: 74.028s (± 17.215) 
   Time in Queued State: 68.708s (± 15.556)
   
   
   


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