Update docs

docs/user-tutorial/benchmarks/micro-benchmarks.md

@@ -10,15 +10,17 @@ id: micro-benchmarks
 
 #### Introduction
 
-Measure GPU kernel launch latency,
-which is defined as the time range from the beginning of the launch API call to the beginning of the kernel execution.
+Measure GPU kernel launch performance from multiple perspectives, including end-to-end latency,
+host-side dispatch overhead, steady-state launch throughput, and device-side launch time.
 
 #### Metrics
 
 | Name                                | Unit               | Description                                                      |
-|--------------------------|-----------|--------------------------------------|
-| kernel-launch/event_time | time (ms) | Launch latency measured in GPU time. |
-| kernel-launch/wall_time  | time (ms) | Launch latency measured in CPU time. |
+|-------------------------------------|--------------------|------------------------------------------------------------------|
+| kernel-launch/e2e_latency_us        | time (us)          | Single-shot end-to-end latency measured in CPU time.             |
+| kernel-launch/host_dispatch_us      | time (us)          | Host-side dispatch overhead per kernel measured in CPU time.     |
+| kernel-launch/launch_throughput_mkps| throughput (MKPS)  | Steady-state kernel launch throughput.                           |
+| kernel-launch/device_launch_us      | time (us)          | Device-side average launch time per kernel measured by events.   |
 
 ### `gemm-flops`
 

docs/user-tutorial/data-diagnosis.md

@@ -83,8 +83,9 @@ superbench:
       criteria: lambda x:x>0.05
       categories: KernelLaunch
       metrics:
-        - kernel-launch/event_time:\d+
-        - kernel-launch/wall_time:\d+
+        - kernel-launch/e2e_latency_us:\d+
+        - kernel-launch/host_dispatch_us:\d+
+        - kernel-launch/device_launch_us:\d+
     rule1:
     # Rule 1: If H2D_Mem_BW or D2H_Mem_BW test suffers > 5% downgrade, label it as defective
       function: variance

docs/user-tutorial/result-summary.md

@@ -70,8 +70,10 @@ superbench:
       aggregate: True
       categories: KernelLaunch
       metrics:
-        - kernel-launch/event_time
-        - kernel-launch/wall_time
+        - kernel-launch/e2e_latency_us
+        - kernel-launch/host_dispatch_us
+        - kernel-launch/launch_throughput_mkps
+        - kernel-launch/device_launch_us
     nccl:
       statistics: mean
       categories: NCCL