diff --git a/.github/workflows/et.yml b/.github/workflows/et.yml
index 378c6544e9..9bf723dbf2 100644
--- a/.github/workflows/et.yml
+++ b/.github/workflows/et.yml
@@ -73,3 +73,51 @@ jobs:
           cat ${PWD}/output_et
 
           echo "Tests complete."
+
+      - name: Run inference
+        run: |          
+          export MODEL_PATH=checkpoints/stories15M/stories15M.pt
+          export MODEL_NAME=stories15M
+          export MODEL_DIR=/tmp
+          python export.py --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "******************************************"
+          echo "******* Emb: channel-wise quantized ******"
+          echo "******************************************"
+          python export.py --quant '{"embedding" : {"bitwidth": 8, "group_size": 0}}' --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "******************************************"
+          echo "******** Emb: group-wise quantized *******"
+          echo "******************************************"
+          python export.py --quant '{"embedding" : {"bitwidth": 8, "group_size": 8}}' --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "******************************************"
+          echo "******* INT8 channel-wise quantized ******"
+          echo "******************************************"
+          python export.py --quant '{"linear:int8" : {"bitwidth": 8, "group_size": 0}}' --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "******************************************"
+          echo "******** INT8 group-wise quantized *******"
+          echo "******************************************"
+          python export.py --quant '{"linear:int8" : {"bitwidth": 8, "group_size": 8}}' --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "******************************************"
+          echo "******** INT4 group-wise quantized *******"
+          echo "******************************************"
+          python export.py --quant '{"linear:int4" : {"group_size": 32}}' --checkpoint-path ${MODEL_PATH} --output-pte-path ${MODEL_DIR}/${MODEL_NAME}.pte
+          python generate.py --checkpoint-path ${MODEL_PATH} --temperature 0 --pte-path ${MODEL_DIR}/${MODEL_NAME}.pte  > ./output_et
+          cat ./output_et
+
+          echo "tests complete"
+          echo "******************************************"
+