Update README.md

README.md

@@ -1,3 +1,43 @@
 ---
 license: apache-2.0
----
+---
+
+The results:
+
+Vocab size | Greedy search(dev & test) | Modified beam search(dev & test) | Fast beam search (dev & test)  | Fast beam search LG (dev & test) | comments
+-- | -- | -- | -- | -- | --
+500 | 4.31 & 4.59 | 4.25 & 4.54 | 4.27 & 4.55 |  4.07 & 4.38 | --epoch 48 --avg 29
+
+The training command:
+
+```
+export CUDA_VISIBLE_DEVICES="4,5,6,7"
+
+./pruned_transducer_stateless7_bbpe/train.py \
+  --world-size 4 \
+  --num-epochs 50 \
+  --start-epoch 1 \
+  --use-fp16 1 \
+  --max-duration 800 \
+  --bpe-model data/lang_bbpe_500/bbpe.model \
+  --exp-dir pruned_transducer_stateless7_bbpe/exp \
+  --lr-epochs 6 \
+  --master-port 12535
+```
+
+The decoding command:
+
+```
+for m in greedy_search modified_beam_search fast_beam_search fast_beam_search_LG; do 
+    ./pruned_transducer_stateless7_bbpe/decode.py \                                                                                                                                                                                              
+      --epoch 48 \                                                                                                                                                                                                                         
+      --avg 29 \                                                                                                                                                                                                                           
+      --exp-dir ./pruned_transducer_stateless7_bbpe/exp \                                                                                                                                                                                  
+      --max-sym-per-frame 1 \                                                                                                                                                                                                              
+      --ngram-lm-scale 0.25 \                                                                                                                                                                                                            
+      --ilme-scale 0.2 \                                                                                                                                                                                                                 
+      --bpe-model data/lang_bbpe_500/bbpe.model \                                                                                                                                                                                         
+      --max-duration 2000 \                                                                                                                                                                                                                
+      --decoding-method $m
+done
+```