diff --git a/MultimodalQnA/docker_compose/amd/gpu/rocm/README.md b/MultimodalQnA/docker_compose/amd/gpu/rocm/README.md
index 20543f78d..2d1ac3d12 100644
--- a/MultimodalQnA/docker_compose/amd/gpu/rocm/README.md
+++ b/MultimodalQnA/docker_compose/amd/gpu/rocm/README.md
@@ -33,14 +33,7 @@ Build embedding-multimodal microservice image
 ```bash
 docker build --no-cache -t opea/embedding-multimodal:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/embeddings/multimodal/multimodal_langchain/Dockerfile .
 ```
-
-### 2. Build retriever-multimodal-redis Image
-
-```bash
-docker build --no-cache -t opea/retriever-multimodal-redis:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/retrievers/multimodal/redis/langchain/Dockerfile .
-```
-
-### 3. Build LVM Images
+### 2. Build LVM Images
 
 Build lvm-llava image
 
@@ -48,13 +41,13 @@ Build lvm-llava image
 docker build --no-cache -t opea/lvm-llava:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/lvms/llava/dependency/Dockerfile .
 ```
 
-### 4. Build dataprep-multimodal-redis Image
+### 3. Build dataprep-multimodal-redis Image
 
 ```bash
 docker build --no-cache -t opea/dataprep-multimodal-redis:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/dataprep/multimodal/redis/langchain/Dockerfile .
 ```
 
-### 5. Build MegaService Docker Image
+### 4. Build MegaService Docker Image
 
 To construct the Mega Service, we utilize the [GenAIComps](https://github.com/opea-project/GenAIComps.git) microservice pipeline within the [multimodalqna.py](../../../../multimodalqna.py) Python script. Build MegaService Docker image via below command:
 
@@ -65,7 +58,7 @@ docker build --no-cache -t opea/multimodalqna:latest --build-arg https_proxy=$ht
 cd ../..
 ```
 
-### 6. Build UI Docker Image
+### 5. Build UI Docker Image
 
 Build frontend Docker image via below command:
 
@@ -75,7 +68,7 @@ docker build --no-cache -t opea/multimodalqna-ui:latest --build-arg https_proxy=
 cd ../../../
 ```
 
-### 7. Pull TGI AMD ROCm Image
+### 6. Pull TGI AMD ROCm Image
 
 ```bash
 docker pull ghcr.io/huggingface/text-generation-inference:2.4.1-rocm