Update BENCHMARK.

binding/lua/docs/BENCHMARK.md

@@ -1,4 +1,4 @@
-#Multiverso Torch Binding Benchmark
+# Multiverso Torch Binding Benchmark
 
 ## Task Description
 
@@ -32,9 +32,9 @@ Perform CIFAR-10 classification with torch resnet implementation.
 
 | Code Name | #Process | #GPU per Process | Use multiverso | Seconds per epoch | Best Model            |
 | :-------: | :------: | :--------------: | :------------: | :---------------: | :-------------------: |
-| 1P1G0M    | 1        | 1                | 0              | 20.69             | top1:7.288 top5:0.218 |
-| 1P4G0M    | 1        | 4                | 0              | 10.04             | top1:7.704 top5:0.289 |
-| 4P1G1M    | 4        | 1                | 1              |  6.30             | top1:8.849 top5:0.391 |
+| 1P1G0M    | 1        | 1                | 0              | 20.366            | top1:7.288 top5:0.218 |
+| 1P4G0M    | 1        | 4                | 0              | 10.045            | top1:7.704 top5:0.289 |
+| 4P1G1M    | 4        | 1                | 1              |  6.303            | top1:8.610 top5:0.273 |
 
 ![top1error_vs_epoch](./imgs/top1error_vs_epoch.png)
 ![top5error_vs_epoch](./imgs/top5error_vs_epoch.png)