Update tuned_single_gaudi_with_rerank.yaml

Signed-off-by: chensuyue <suyue.chen@intel.com>

ChatQnA/benchmark/performance/helm_charts/README.md

@@ -1,6 +1,6 @@
-# ChatQnA Deployment
+# Benchmarking Deployment
 
-This document guides you through deploying ChatQnA pipelines using Helm charts. Helm charts simplify managing Kubernetes applications by packaging configuration and resources.
+This document guides you through deploying this example pipelines using Helm charts. Helm charts simplify managing Kubernetes applications by packaging configuration and resources.
 
 ## Getting Started
 
@@ -8,29 +8,19 @@ This document guides you through deploying ChatQnA pipelines using Helm charts.
 
 ```bash
 # on k8s-master node
-cd GenAIExamples/ChatQnA/benchmark/performance/helm_charts
+cd GenAIExamples/{example_name}/benchmark/performance/helm_charts
 
 # Replace the key of HUGGINGFACEHUB_API_TOKEN with your actual Hugging Face token:
-# vim customize.yaml
+# vim hpu_with_rerank.yaml or hpu_without_rerank.yaml
 HUGGINGFACEHUB_API_TOKEN: hf_xxxxx
 ```
 
-### Deploy your ChatQnA
+### Deployment
 
 ```bash
-# Deploy a ChatQnA pipeline using the specified YAML configuration.
+# Options:
-# To deploy with different configurations, simply provide a different YAML file.
+# --num_nodes choices=[1, 2, 4, 8]
-helm install chatqna helm_charts/ -f customize.yaml
+# --mode choices=["tuned", "oob"]
+# --workflow choices=["with_rerank", "without_rerank"]
+python deployment.py --workflow=with_rerank --mode=tuned --num_nodes=1
 ```
-
-Notes: The provided [BKC manifests](https://github.com/opea-project/GenAIExamples/tree/main/ChatQnA/benchmark) for single, two, and four node Kubernetes clusters are generated using this tool.
-
-## Customize your own ChatQnA pipelines. (Optional)
-
-There are two yaml configs you can specify.
-
-- customize.yaml
-  This file can specify image names, the number of replicas and CPU cores to manage your pods.
-
-- values.yaml
-  This file contains the default microservice configurations for ChatQnA. Please review and understand each parameter before making any changes.

ChatQnA/benchmark/performance/helm_charts/customize.yaml

@@ -1,71 +1,48 @@
 # Copyright (C) 2024 Intel Corporation
 # SPDX-License-Identifier: Apache-2.0
 
-HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
-
 podSpecs:
   - name: chatqna-backend-server-deploy
-    spec:
+    replicas: 2
-      image_name: opea/chatqna
+    resources:
-      image_tag: latest
+      limits:
-      replicas: 2
+        cpu: "8"
-      resources:
+        memory: "8000Mi"
-        limits:
+      requests:
-          cpu: "8"
+        cpu: "8"
-          memory: "8000Mi"
+        memory: "8000Mi"
-        requests:
-          cpu: "8"
-          memory: "8000Mi"
 
   - name: embedding-dependency-deploy
-    spec:
+    replicas: 1
-      image_name: ghcr.io/huggingface/text-embeddings-inference
+    resources:
-      image_tag: cpu-1.5
+      limits:
-      replicas: 1
+        cpu: "80"
-      resources:
+        memory: "20000Mi"
-        limits:
+      requests:
-          cpu: "80"
+        cpu: "80"
-          memory: "20000Mi"
+        memory: "20000Mi"
-        requests:
-          cpu: "80"
-          memory: "20000Mi"
 
   - name: reranking-dependency-deploy
-    spec:
+    replicas: 1
-      image_name: opea/tei-gaudi
+    resources:
-      image_tag: latest
+      limits:
-      replicas: 1
+        habana.ai/gaudi: 1
-      resources:
-        limits:
-          habana.ai/gaudi: 1
 
   - name: llm-dependency-deploy
-    spec:
+    replicas: 7
-      image_name: ghcr.io/huggingface/tgi-gaudi
+    resources:
-      image_tag: 2.0.4
+      limits:
-      replicas: 7
+        habana.ai/gaudi: 1
-      resources:
-        limits:
-          habana.ai/gaudi: 1
 
   - name: dataprep-deploy
-    spec:
+    replicas: 1
-      image_name: opea/dataprep-redis
-      image_tag: latest
-      replicas: 1
 
   - name: vector-db
-    spec:
+    replicas: 1
-      image_name: redis/redis-stack
-      image_tag: 7.2.0-v9
-      replicas: 1
 
   - name: retriever-deploy
-    spec:
+    replicas: 2
-      image_name: opea/retriever-redis
+    resources:
-      image_tag: latest
+      requests:
-      replicas: 2
+        cpu: "4"
-      resources:
+        memory: "4000Mi"
-        requests:
-          cpu: "4"
-          memory: "4000Mi"

ChatQnA/benchmark/performance/helm_charts/deployment.py

@@ -0,0 +1,168 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+import argparse
+import os
+import subprocess
+
+import yaml
+
+
+def generate_yaml(num_nodes, mode="oob", with_rerank="True"):
+
+    common_pods = [
+        "chatqna-backend-server-deploy",
+        "embedding-dependency-deploy",
+        "dataprep-deploy",
+        "vector-db",
+        "retriever-deploy",
+    ]
+
+    if with_rerank:
+        pods_list = common_pods + ["reranking-dependency-deploy", "llm-dependency-deploy"]
+    else:
+        pods_list = common_pods + ["llm-dependency-deploy"]
+
+    if num_nodes == 1:
+        replicas = [
+            {"name": "chatqna-backend-server-deploy", "replicas": 2},
+            {"name": "embedding-dependency-deploy", "replicas": 1},
+            {"name": "reranking-dependency-deploy", "replicas": 1} if with_rerank else None,
+            {"name": "llm-dependency-deploy", "replicas": 7 if with_rerank else 8},
+            {"name": "dataprep-deploy", "replicas": 1},
+            {"name": "vector-db", "replicas": 1},
+            {"name": "retriever-deploy", "replicas": 2},
+        ]
+    else:
+        replicas = [
+            {"name": "chatqna-backend-server-deploy", "replicas": 1 * num_nodes},
+            {"name": "embedding-dependency-deploy", "replicas": 1 * num_nodes},
+            {"name": "reranking-dependency-deploy", "replicas": 1} if with_rerank else None,
+            {"name": "llm-dependency-deploy", "replicas": (8 * num_nodes) - 1 if with_rerank else 8 * num_nodes},
+            {"name": "dataprep-deploy", "replicas": 1},
+            {"name": "vector-db", "replicas": 1},
+            {"name": "retriever-deploy", "replicas": 1 * num_nodes},
+        ]
+
+    resources = [
+        {
+            "name": "chatqna-backend-server-deploy",
+            "resources": {"limits": {"cpu": "16", "memory": "8000Mi"}, "requests": {"cpu": "16", "memory": "8000Mi"}},
+        },
+        {
+            "name": "embedding-dependency-deploy",
+            "resources": {"limits": {"cpu": "80", "memory": "20000Mi"}, "requests": {"cpu": "80", "memory": "20000Mi"}},
+        },
+        (
+            {"name": "reranking-dependency-deploy", "resources": {"limits": {"habana.ai/gaudi": 1}}}
+            if with_rerank
+            else None
+        ),
+        {"name": "llm-dependency-deploy", "resources": {"limits": {"habana.ai/gaudi": 1}}},
+        {"name": "retriever-deploy", "resources": {"requests": {"cpu": "8", "memory": "8000Mi"}}},
+    ]
+
+    replicas = [replica for replica in replicas if replica]
+    resources = [resource for resource in resources if resource]
+
+    tgi_params = [
+        {
+            "name": "llm-dependency-deploy",
+            "args": [
+                {"name": "--model-id", "value": "$(LLM_MODEL_ID)"},
+                {"name": "--max-input-length", "value": 1280},
+                {"name": "--max-total-tokens", "value": 2048},
+                {"name": "--max-batch-total-tokens", "value": 65536},
+                {"name": "--max-batch-prefill-tokens", "value": 4096},
+            ],
+        },
+    ]
+
+    replicas_dict = {item["name"]: item["replicas"] for item in replicas}
+    resources_dict = {item["name"]: item["resources"] for item in resources}
+    tgi_params_dict = {item["name"]: item["args"] for item in tgi_params}
+
+    dicts_to_check = [
+        {"dict": replicas_dict, "key": "replicas"},
+    ]
+    if mode == "tuned":
+        dicts_to_check.extend([{"dict": resources_dict, "key": "resources"}, {"dict": tgi_params_dict, "key": "args"}])
+
+    merged_specs = {"podSpecs": []}
+
+    for pod in pods_list:
+        pod_spec = {"name": pod}
+
+        for item in dicts_to_check:
+            if pod in item["dict"]:
+                pod_spec[item["key"]] = item["dict"][pod]
+
+        if len(pod_spec) > 1:
+            merged_specs["podSpecs"].append(pod_spec)
+
+    yaml_data = yaml.dump(merged_specs, default_flow_style=False)
+
+    print(yaml_data)
+
+    if with_rerank:
+        filename = f"{mode}_{num_nodes}_gaudi_with_rerank.yaml"
+    else:
+        filename = f"{mode}_{num_nodes}_gaudi_without_rerank.yaml"
+    with open(filename, "w") as file:
+        file.write(yaml_data)
+
+    current_dir = os.getcwd()
+    filepath = os.path.join(current_dir, filename)
+    print(f"YAML file {filepath} has been generated.")
+
+    return filepath
+
+
+def main():
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--name", help="The name of example pipelines", default="chatqna")
+    parser.add_argument("--folder", help="The path of helmcharts folder", default=".")
+    parser.add_argument(
+        "--num_nodes", help="Number of nodes to deploy", type=int, choices=[1, 2, 4, 8], default=1, required=True
+    )
+    parser.add_argument(
+        "--mode", help="set up your chatqna in the specified mode", type=str, choices=["oob", "tuned"], default="oob"
+    )
+    parser.add_argument(
+        "--workflow",
+        help="with rerank in the pipeline",
+        type=str,
+        choices=["with_rerank", "without_rerank"],
+        default="with_rerank",
+    )
+
+    parser.add_argument("--template", help="helm template", action="store_true")
+    args = parser.parse_args()
+
+    if args.workflow == "with_rerank":
+        with_rerank = True
+        workflow_file = "./hpu_with_rerank.yaml"
+    else:
+        with_rerank = False
+        workflow_file = "./hpu_without_rerank.yaml"
+
+    customize_filepath = generate_yaml(args.num_nodes, mode=args.mode, with_rerank=with_rerank)
+
+    if args.template:
+        subprocess.run(
+            ["helm", "template", args.folder, "-f", workflow_file, "-f", customize_filepath],
+            check=True,
+            text=True,
+            capture_output=False,
+        )
+    else:
+        subprocess.run(
+            ["helm", "install", args.name, args.folder, "-f", workflow_file, "-f", customize_filepath],
+            check=True,
+            text=True,
+            capture_output=False,
+        )
+
+
+if __name__ == "__main__":
+    main()

ChatQnA/benchmark/performance/helm_charts/hpu_with_rerank.yaml

@@ -0,0 +1,223 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+namespace: default
+
+config:
+  CONFIG_MAP_NAME: chatqna-config
+  NODE_SELECTOR: opea
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  INDEX_NAME: rag-redis
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  LLM_SERVER_PORT: 9009
+  RERANK_SERVER_PORT: 8808
+  EMBEDDING_SERVER_PORT: 6006
+
+microservices:
+  - name: chatqna-backend-server-deploy
+    image: opea/chatqna:latest
+    replicas: 1
+    ports:
+      - containerPort: 8888
+
+  - name: dataprep-deploy
+    image: opea/dataprep-redis:latest
+    replicas: 1
+    ports:
+      - containerPort: 6007
+
+  - name: vector-db
+    image: redis/redis-stack:7.2.0-v9
+    replicas: 1
+    ports:
+      - containerPort: 6379
+      - containerPort: 8001
+
+  - name: retriever-deploy
+    image: opea/retriever-redis:latest
+    replicas: 1
+    ports:
+      - containerPort: 7000
+
+  - name: embedding-dependency-deploy
+    image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+    replicas: 1
+    ports:
+      - containerPort: 80
+    args:
+      - name: "--model-id"
+        value: $(EMBEDDING_MODEL_ID)
+      - name: "--auto-truncate"
+    volumeMounts:
+      - mountPath: /data
+        name: model-volume
+      - mountPath: /dev/shm
+        name: shm
+    volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+
+  - name: reranking-dependency-deploy
+    image: opea/tei-gaudi:latest
+    replicas: 1
+    resources:
+      limits:
+        habana.ai/gaudi: 1
+    args:
+      - name: "--model-id"
+      - value: $(RERANK_MODEL_ID)
+      - name: "--auto-truncate"
+    env:
+      - name: OMPI_MCA_btl_vader_single_copy_mechanism
+        value: none
+      - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+        value: "true"
+      - name: runtime
+        value: habana
+      - name: HABANA_VISIBLE_DEVICES
+        value: all
+      - name: MAX_WARMUP_SEQUENCE_LENGTH
+        value: "512"
+    volumeMounts:
+      - mountPath: /data
+        name: model-volume
+      - mountPath: /dev/shm
+        name: shm
+    volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+
+  - name: llm-dependency-deploy
+    image: ghcr.io/huggingface/tgi-gaudi:2.0.4
+    replicas: 1
+    ports:
+      - containerPort: 80
+    resources:
+      limits:
+        habana.ai/gaudi: 1
+    args:
+      - name: "--model-id"
+        value: $(LLM_MODEL_ID)
+      - name: "--max-input-length"
+        value: "2048"
+      - name: "--max-total-tokens"
+        value: "4096"
+    env:
+      - name: OMPI_MCA_btl_vader_single_copy_mechanism
+        value: none
+      - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+        value: "true"
+      - name: runtime
+        value: habana
+      - name: HABANA_VISIBLE_DEVICES
+        value: all
+    volumeMounts:
+      - mountPath: /data
+        name: model-volume
+      - mountPath: /dev/shm
+        name: shm
+    volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+
+services:
+  - name: chatqna-backend-server-svc
+    spec:
+      ports:
+        - name: service
+          nodePort: 30888
+          port: 8888
+          targetPort: 8888
+      selector:
+        app: chatqna-backend-server-deploy
+      type: NodePort
+
+  - name: dataprep-svc
+    spec:
+      ports:
+        - name: port1
+          port: 6007
+          targetPort: 6007
+      selector:
+        app: dataprep-deploy
+      type: ClusterIP
+
+  - name: embedding-dependency-svc
+    spec:
+      ports:
+        - name: service
+          port: 6006
+          targetPort: 80
+      selector:
+        app: embedding-dependency-deploy
+      type: ClusterIP
+
+  - name: llm-dependency-svc
+    spec:
+      ports:
+        - name: service
+          port: 9009
+          targetPort: 80
+      selector:
+        app: llm-dependency-deploy
+      type: ClusterIP
+
+  - name: reranking-dependency-svc
+    spec:
+      ports:
+        - name: service
+          port: 8808
+          targetPort: 80
+      selector:
+        app: reranking-dependency-deploy
+      type: ClusterIP
+
+  - name: retriever-svc
+    spec:
+      ports:
+        - name: service
+          port: 7000
+          targetPort: 7000
+      selector:
+        app: retriever-deploy
+      type: ClusterIP
+
+  - name: vector-db
+    spec:
+      ports:
+        - name: vector-db-service
+          port: 6379
+          targetPort: 6379
+        - name: vector-db-insight
+          port: 8001
+          targetPort: 8001
+      selector:
+        app: vector-db
+      type: ClusterIP

ChatQnA/benchmark/performance/helm_charts/hpu_without_rerank.yaml

@@ -0,0 +1,166 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+namespace: default
+
+config:
+  CONFIG_MAP_NAME: chatqna-config
+  NODE_SELECTOR: opea
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+
+microservices:
+  - name: chatqna-backend-server-deploy
+    image: opea/chatqna-without-rerank:latest
+    replicas: 1
+    ports:
+      - containerPort: 8888
+
+  - name: dataprep-deploy
+    image: opea/dataprep-redis:latest
+    replicas: 1
+    ports:
+      - containerPort: 6007
+
+  - name: vector-db
+    image: redis/redis-stack:7.2.0-v9
+    replicas: 1
+    ports:
+      - containerPort: 6379
+      - containerPort: 8001
+
+  - name: retriever-deploy
+    image: opea/retriever-redis:latest
+    replicas: 1
+    ports:
+      - containerPort: 7000
+
+  - name: embedding-dependency-deploy
+    image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+    replicas: 1
+    ports:
+      - containerPort: 80
+    args:
+      - name: "--model-id"
+        value: $(EMBEDDING_MODEL_ID)
+      - name: "--auto-truncate"
+    volumeMounts:
+      - mountPath: /data
+        name: model-volume
+      - mountPath: /dev/shm
+        name: shm
+    volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+
+  - name: llm-dependency-deploy
+    image: ghcr.io/huggingface/tgi-gaudi:2.0.4
+    replicas: 1
+    ports:
+      - containerPort: 80
+    resources:
+      limits:
+        habana.ai/gaudi: 1
+    args:
+      - name: "--model-id"
+        value: $(LLM_MODEL_ID)
+      - name: "--max-input-length"
+        value: "2048"
+      - name: "--max-total-tokens"
+        value: "4096"
+    env:
+      - name: OMPI_MCA_btl_vader_single_copy_mechanism
+        value: none
+      - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+        value: "true"
+      - name: runtime
+        value: habana
+      - name: HABANA_VISIBLE_DEVICES
+        value: all
+    volumeMounts:
+      - mountPath: /data
+        name: model-volume
+      - mountPath: /dev/shm
+        name: shm
+    volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+
+services:
+  - name: chatqna-backend-server-svc
+    spec:
+      ports:
+        - name: service
+          nodePort: 30888
+          port: 8888
+          targetPort: 8888
+      selector:
+        app: chatqna-backend-server-deploy
+      type: NodePort
+
+  - name: dataprep-svc
+    spec:
+      ports:
+        - name: port1
+          port: 6007
+          targetPort: 6007
+      selector:
+        app: dataprep-deploy
+      type: ClusterIP
+
+  - name: embedding-dependency-svc
+    spec:
+      ports:
+        - name: service
+          port: 6006
+          targetPort: 80
+      selector:
+        app: embedding-dependency-deploy
+      type: ClusterIP
+
+  - name: llm-dependency-svc
+    spec:
+      ports:
+        - name: service
+          port: 9009
+          targetPort: 80
+      selector:
+        app: llm-dependency-deploy
+      type: ClusterIP
+
+  - name: retriever-svc
+    spec:
+      ports:
+        - name: service
+          port: 7000
+          targetPort: 7000
+      selector:
+        app: retriever-deploy
+      type: ClusterIP
+
+  - name: vector-db
+    spec:
+      ports:
+        - name: vector-db-service
+          port: 6379
+          targetPort: 6379
+        - name: vector-db-insight
+          port: 8001
+          targetPort: 8001
+      selector:
+        app: vector-db
+      type: ClusterIP

ChatQnA/benchmark/performance/helm_charts/templates/configmap.yaml

@@ -4,22 +4,22 @@
 apiVersion: v1
 kind: ConfigMap
 metadata:
-  name: qna-config
+  name: {{ .Values.config.CONFIG_MAP_NAME }}
   namespace: default
 data:
   EMBEDDING_MODEL_ID: {{ .Values.config.EMBEDDING_MODEL_ID }}
-  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: {{ .Values.config.HUGGINGFACEHUB_API_TOKEN }}
-  HUGGINGFACEHUB_API_TOKEN: {{ .Values.HUGGINGFACEHUB_API_TOKEN }}
+  NODE_SELECTOR: {{ .Values.config.NODE_SELECTOR }}
-  INDEX_NAME: rag-redis
-  LLM_MODEL_ID: {{ .Values.config.LLM_MODEL_ID }}
-  LLM_SERVER_HOST_IP: llm-dependency-svc
-  NODE_SELECTOR: chatqna-opea
-  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
   RERANK_MODEL_ID: {{ .Values.config.RERANK_MODEL_ID }}
+  LLM_MODEL_ID: {{ .Values.config.LLM_MODEL_ID }}
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
   RERANK_SERVER_HOST_IP: reranking-dependency-svc
   RETRIEVER_SERVICE_HOST_IP: retriever-svc
-  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  INDEX_NAME: rag-redis
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
   TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
-  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  LLM_SERVER_PORT: "9009"
-  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+  RERANK_SERVER_PORT: "8808"
+  EMBEDDING_SERVER_PORT: "6006"
 ---

ChatQnA/benchmark/performance/helm_charts/templates/deployment.yaml

@@ -2,33 +2,46 @@
 # SPDX-License-Identifier: Apache-2.0
 
 {{- $global := .Values }}
-{{- range $deployment := .Values.deployments }}
+{{- range $microservice := .Values.microservices }}
-{{- range $podSpec := $global.podSpecs }}
-{{- if eq $podSpec.name $deployment.name }}
 apiVersion: apps/v1
 kind: Deployment
 metadata:
-  name: {{ $deployment.name }}
+  name: {{ $microservice.name }}
   namespace: default
 spec:
-  replicas: {{ $podSpec.spec.replicas }}
+  {{- $replicas := $microservice.replicas }}
+  {{- range $podSpec := $global.podSpecs }}
+    {{- if eq $podSpec.name $microservice.name }}
+      {{- $replicas = $podSpec.replicas | default $microservice.replicas }}
+    {{- end }}
+  {{- end }}
+  replicas: {{ $replicas }}
+
   selector:
     matchLabels:
-      app: {{ $deployment.name }}
+      app: {{ $microservice.name }}
   template:
     metadata:
       annotations:
         sidecar.istio.io/rewriteAppHTTPProbers: 'true'
       labels:
-        app: {{ $deployment.name }}
+        app: {{ $microservice.name }}
     spec:
       containers:
       - envFrom:
         - configMapRef:
-            name: qna-config
+            name: {{ $global.config.CONFIG_MAP_NAME }}
-        {{- if $deployment.spec.args }}
+
+        {{- $args := $microservice.args }}
+        {{- range $podSpec := $global.podSpecs }}
+          {{- if eq $podSpec.name $microservice.name }}
+            {{- $args = $podSpec.args | default $microservice.args }}
+          {{- end }}
+        {{- end }}
+
+        {{- if $microservice.args }}
         args:
-        {{- range $arg := $deployment.spec.args }}
+        {{- range $arg := $args }}
           {{- if $arg.name }}
           - {{ $arg.name }}
           {{- end }}
@@ -38,31 +51,46 @@ spec:
         {{- end }}
         {{- end }}
 
-        {{- if $deployment.spec.env }}
+        {{- if $microservice.env }}
         env:
-        {{- range $env := $deployment.spec.env }}
+        {{- range $env := $microservice.env }}
           - name: {{ $env.name }}
             value: "{{ $env.value }}"
         {{- end }}
         {{- end }}
 
-        image: {{ $podSpec.spec.image_name }}:{{ $podSpec.spec.image_tag }}
+        {{- $image := $microservice.image }}
-        imagePullPolicy: IfNotPresent
+        {{- range $podSpec := $global.podSpecs }}
-        name: {{ $podSpec.name }}
+          {{- if eq $podSpec.name $microservice.name }}
+            {{- $image = $podSpec.image | default $microservice.image }}
+          {{- end }}
+        {{- end }}
+        image: {{ $image }}
 
-        {{- if $deployment.spec.ports }}
+        imagePullPolicy: IfNotPresent
+        name: {{ $microservice.name }}
+
+        {{- if $microservice.ports }}
         ports:
-        {{- range $port := $deployment.spec.ports }}
+        {{- range $port := $microservice.ports }}
           {{- range $port_name, $port_id := $port }}
           - {{ $port_name }}: {{ $port_id }}
           {{- end }}
         {{- end }}
         {{- end }}
 
+        {{- $resources := $microservice.resources }}
+        {{- range $podSpec := $global.podSpecs }}
+          {{- if eq $podSpec.name $microservice.name }}
+            {{- if $podSpec.resources }}
+              {{- $resources = $podSpec.resources }}
+            {{- end }}
+          {{- end }}
+        {{- end }}
 
-        {{- if $podSpec.spec.resources }}
+        {{- if $resources }}
         resources:
-        {{- range $resourceType, $resource := $podSpec.spec.resources }}
+        {{- range $resourceType, $resource := $resources }}
           {{ $resourceType }}:
           {{- range $limitType, $limit := $resource }}
             {{ $limitType }}: {{ $limit }}
@@ -70,9 +98,9 @@ spec:
         {{- end }}
         {{- end }}
 
-        {{- if $deployment.spec.volumeMounts }}
+        {{- if $microservice.volumeMounts }}
         volumeMounts:
-        {{- range $volumeMount := $deployment.spec.volumeMounts }}
+        {{- range $volumeMount := $microservice.volumeMounts }}
           - mountPath: {{ $volumeMount.mountPath }}
             name: {{ $volumeMount.name }}
         {{- end }}
@@ -80,20 +108,20 @@ spec:
 
       hostIPC: true
       nodeSelector:
-        node-type: chatqna-opea
+        node-type: {{ $global.config.NODE_SELECTOR }}
       serviceAccountName: default
       topologySpreadConstraints:
       - labelSelector:
           matchLabels:
-            app: {{ $deployment.name }}
+            app: {{ $microservice.name }}
         maxSkew: 1
         topologyKey: kubernetes.io/hostname
         whenUnsatisfiable: ScheduleAnyway
 
 
-      {{- if $deployment.spec.volumes }}
+      {{- if $microservice.volumes }}
       volumes:
-      {{- range $index, $volume := $deployment.spec.volumes }}
+      {{- range $index, $volume := $microservice.volumes }}
         - name: {{ $volume.name }}
           {{- if $volume.hostPath }}
           hostPath:
@@ -109,5 +137,3 @@ spec:
 
 ---
 {{- end }}
-{{- end }}
-{{- end }}

ChatQnA/benchmark/performance/helm_charts/values.yaml

@@ -1,203 +0,0 @@
-# Copyright (C) 2024 Intel Corporation
-# SPDX-License-Identifier: Apache-2.0
-
-namespace: default
-
-config:
-  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
-  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
-  RERANK_MODEL_ID: BAAI/bge-reranker-base
-
-deployments:
-  - name: chatqna-backend-server-deploy
-    spec:
-      ports:
-        - containerPort: 8888
-
-  - name: dataprep-deploy
-    spec:
-      ports:
-        - containerPort: 6007
-
-  - name: vector-db
-    spec:
-      ports:
-        - containerPort: 6379
-        - containerPort: 8001
-
-  - name: retriever-deploy
-    spec:
-      ports:
-        - containerPort: 7000
-
-  - name: embedding-dependency-deploy
-    spec:
-      ports:
-        - containerPort: 80
-      args:
-        - name: "--model-id"
-          value: $(EMBEDDING_MODEL_ID)
-        - name: "--auto-truncate"
-      volumeMounts:
-        - mountPath: /data
-          name: model-volume
-        - mountPath: /dev/shm
-          name: shm
-      volumes:
-        - hostPath:
-            path: /mnt/models
-            type: Directory
-          name: model-volume
-        - emptyDir:
-            medium: Memory
-            sizeLimit: 1Gi
-          name: shm
-
-  - name: reranking-dependency-deploy
-    spec:
-      args:
-        - name: "--model-id"
-        - value: $(RERANK_MODEL_ID)
-        - name: "--auto-truncate"
-      env:
-        - name: OMPI_MCA_btl_vader_single_copy_mechanism
-          value: none
-        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
-          value: "true"
-        - name: runtime
-          value: habana
-        - name: HABANA_VISIBLE_DEVICES
-          value: all
-        - name: HF_TOKEN
-          value: ${HF_TOKEN}
-        - name: MAX_WARMUP_SEQUENCE_LENGTH
-          value: "512"
-      volumeMounts:
-        - mountPath: /data
-          name: model-volume
-        - mountPath: /dev/shm
-          name: shm
-      volumes:
-        - hostPath:
-            path: /mnt/models
-            type: Directory
-          name: model-volume
-        - emptyDir:
-            medium: Memory
-            sizeLimit: 1Gi
-          name: shm
-
-  - name: llm-dependency-deploy
-    spec:
-      ports:
-        - containerPort: 80
-      resources:
-        limits:
-          habana.ai/gaudi: 1
-      args:
-        - name: "--model-id"
-          value: $(LLM_MODEL_ID)
-        - name: "--max-input-length"
-          value: "2048"
-        - name: "--max-total-tokens"
-          value: "4096"
-      env:
-        - name: OMPI_MCA_btl_vader_single_copy_mechanism
-          value: none
-        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
-          value: "true"
-        - name: runtime
-          value: habana
-        - name: HABANA_VISIBLE_DEVICES
-          value: all
-        - name: HF_TOKEN
-          value: ${HF_TOKEN}
-      volumeMounts:
-        - mountPath: /data
-          name: model-volume
-        - mountPath: /dev/shm
-          name: shm
-      volumes:
-        - hostPath:
-            path: /mnt/models
-            type: Directory
-          name: model-volume
-        - emptyDir:
-            medium: Memory
-            sizeLimit: 1Gi
-          name: shm
-
-services:
-  - name: chatqna-backend-server-svc
-    spec:
-      ports:
-        - name: service
-          nodePort: 30888
-          port: 8888
-          targetPort: 8888
-      selector:
-        app: chatqna-backend-server-deploy
-      type: NodePort
-
-  - name: dataprep-svc
-    spec:
-      ports:
-        - name: port1
-          port: 6007
-          targetPort: 6007
-      selector:
-        app: dataprep-deploy
-      type: ClusterIP
-
-  - name: embedding-dependency-svc
-    spec:
-      ports:
-        - name: service
-          port: 6006
-          targetPort: 80
-      selector:
-        app: embedding-dependency-deploy
-      type: ClusterIP
-
-  - name: llm-dependency-svc
-    spec:
-      ports:
-        - name: service
-          port: 9009
-          targetPort: 80
-      selector:
-        app: llm-dependency-deploy
-      type: ClusterIP
-
-  - name: reranking-dependency-svc
-    spec:
-      ports:
-        - name: service
-          port: 8808
-          targetPort: 80
-      selector:
-        app: reranking-dependency-deploy
-      type: ClusterIP
-
-  - name: retriever-svc
-    spec:
-      ports:
-        - name: service
-          port: 7000
-          targetPort: 7000
-      selector:
-        app: retriever-deploy
-      type: ClusterIP
-
-  - name: vector-db
-    spec:
-      ports:
-        - name: vector-db-service
-          port: 6379
-          targetPort: 6379
-        - name: vector-db-insight
-          port: 8001
-          targetPort: 8001
-      selector:
-        app: vector-db
-      type: ClusterIP

ChatQnA/benchmark/performance/oob/with_rerank/four_gaudi/oob_four_gaudi_with_rerank.yaml

@@ -29,7 +29,7 @@ metadata:
   name: chatqna-backend-server-deploy
   namespace: default
 spec:
-  replicas: 1
+  replicas: 4
   selector:
     matchLabels:
       app: chatqna-backend-server-deploy
@@ -381,7 +381,7 @@ metadata:
   name: retriever-deploy
   namespace: default
 spec:
-  replicas: 1
+  replicas: 4
   selector:
     matchLabels:
       app: retriever-deploy

ChatQnA/benchmark/performance/oob/without_rerank/four_gaudi/oob_four_gaudi_without_rerank.yaml

@@ -29,7 +29,7 @@ metadata:
   name: chatqna-backend-server-deploy
   namespace: default
 spec:
-  replicas: 1
+  replicas: 4
   selector:
     matchLabels:
       app: chatqna-backend-server-deploy
@@ -295,7 +295,7 @@ metadata:
   name: retriever-deploy
   namespace: default
 spec:
-  replicas: 1
+  replicas: 4
   selector:
     matchLabels:
       app: retriever-deploy

ChatQnA/benchmark/performance/tuned/with_rerank/eight_gaudi/eight_gaudi_with_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/with_rerank/four_gaudi/tuned_four_gaudi_with_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/with_rerank/single_gaudi/tuned_single_gaudi_with_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/with_rerank/two_gaudi/tuned_two_gaudi_with_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/without_rerank/eight_gaudi/tuned_eight_gaudi_without_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/without_rerank/four_gaudi/tuned_four_gaudi_without_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/without_rerank/single_gaudi/tuned_single_gaudi_without_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/tuned/without_rerank/two_gaudi/tuned_two_gaudi_without_rerank.yaml

@@ -167,10 +167,10 @@ spec:
         - containerPort: 80
         resources:
           limits:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
           requests:
-            cpu: 76
+            cpu: 80
             memory: 20000Mi
         volumeMounts:
         - mountPath: /data

ChatQnA/benchmark/performance/vllm/with_rerank/eight_gaudi/eight_gaudi_with_rerank.yaml

@@ -0,0 +1,507 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 63
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: reranking-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: reranking-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: reranking-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(RERANK_MODEL_ID)
+        - --auto-truncate
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        - name: MAX_WARMUP_SEQUENCE_LENGTH
+          value: '512'
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tei-gaudi:latest
+        imagePullPolicy: IfNotPresent
+        name: reranking-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: reranking-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: reranking-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 8808
+    targetPort: 80
+  selector:
+    app: reranking-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/with_rerank/four_gaudi/tuned_four_gaudi_with_rerank.yaml

@@ -0,0 +1,507 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 31
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: reranking-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: reranking-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: reranking-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(RERANK_MODEL_ID)
+        - --auto-truncate
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        - name: MAX_WARMUP_SEQUENCE_LENGTH
+          value: '512'
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tei-gaudi:latest
+        imagePullPolicy: IfNotPresent
+        name: reranking-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: reranking-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: reranking-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 8808
+    targetPort: 80
+  selector:
+    app: reranking-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/with_rerank/single_gaudi/tuned_single_gaudi_with_rerank.yaml

@@ -0,0 +1,514 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: chatqna-config
+  namespace: default
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+
+  LLM_SERVER_PORT: '9009'
+  RERANK_SERVER_PORT: '8808'
+  EMBEDDING_SERVER_PORT: '6006'
+
+---
+# Source: chatqna-charts/templates/service.yaml
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+    - name: service
+      nodePort: 30888
+      port: 8888
+      targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+    - name: port1
+      port: 6007
+      targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+    - name: service
+      port: 6006
+      targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+    - name: service
+      port: 9009
+      targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: reranking-dependency-svc
+  namespace: default
+spec:
+  ports:
+    - name: service
+      port: 8808
+      targetPort: 80
+  selector:
+    app: reranking-dependency-deploy
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+    - name: service
+      port: 7000
+      targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/service.yaml
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+    - name: vector-db-service
+      port: 6379
+      targetPort: 6379
+    - name: vector-db-insight
+      port: 8001
+      targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---
+# Source: chatqna-charts/templates/deployment.yaml
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        image: opea/chatqna-model-fixed-root:latest
+
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+          - containerPort: 8888
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        image: opea/dataprep-redis:latest
+
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+          - containerPort: 6007
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        image: redis/redis-stack:7.2.0-v9
+
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+          - containerPort: 6379
+          - containerPort: 8001
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 2
+
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        image: opea/retriever-redis:latest
+
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+          - containerPort: 7000
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        args:
+          - --model-id
+          - "$(EMBEDDING_MODEL_ID)"
+          - --auto-truncate
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+          - containerPort: 80
+        volumeMounts:
+          - mountPath: /data
+            name: model-volume
+          - mountPath: /dev/shm
+            name: shm
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+        - name: model-volume
+          hostPath:
+            path: /mnt/models
+            type: Directory
+        - name: shm
+          emptyDir:
+            medium: Memory
+            sizeLimit: 1Gi
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: reranking-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: reranking-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: reranking-dependency-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        args:
+          - --model-id
+          - "$(RERANK_MODEL_ID)"
+          - --auto-truncate
+        env:
+          - name: OMPI_MCA_btl_vader_single_copy_mechanism
+            value: "none"
+          - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+            value: "true"
+          - name: runtime
+            value: "habana"
+          - name: HABANA_VISIBLE_DEVICES
+            value: "all"
+          - name: MAX_WARMUP_SEQUENCE_LENGTH
+            value: "512"
+        image: opea/tei-gaudi:latest
+
+        imagePullPolicy: IfNotPresent
+        name: reranking-dependency-deploy
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        volumeMounts:
+          - mountPath: /data
+            name: model-volume
+          - mountPath: /dev/shm
+            name: shm
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: reranking-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+        - name: model-volume
+          hostPath:
+            path: /mnt/models
+            type: Directory
+        - name: shm
+          emptyDir:
+            medium: Memory
+            sizeLimit: 1Gi
+---
+# Source: chatqna-charts/templates/deployment.yaml
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: chatqna-config
+        command: ["/bin/bash", "-c"]
+        args: ["python3 -m vllm.entrypoints.openai.api_server --model $LLM_MODEL_ID --tensor-parallel-size 1 --host 0.0.0.0 --port 80 --block-size 128 --max-num-seqs 256 --max-seq_len-to-capture 2048"]
+        env:
+          - name: OMPI_MCA_btl_vader_single_copy_mechanism
+            value: "none"
+          - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+            value: "true"
+          - name: runtime
+            value: "habana"
+          - name: HABANA_VISIBLE_DEVICES
+            value: "all"
+        image: opea/llm-vllm-hpu:latest
+
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+          - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        volumeMounts:
+          - mountPath: /data
+            name: model-volume
+          - mountPath: /dev/shm
+            name: shm
+
+      hostIPC: true
+      nodeSelector:
+        node-type: opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+        - name: model-volume
+          hostPath:
+            path: /mnt/models
+            type: Directory
+        - name: shm
+          emptyDir:
+            medium: Memory
+            sizeLimit: 1Gi

ChatQnA/benchmark/performance/vllm/with_rerank/two_gaudi/tuned_two_gaudi_with_rerank.yaml

@@ -0,0 +1,507 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 15
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: reranking-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: reranking-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: reranking-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(RERANK_MODEL_ID)
+        - --auto-truncate
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        - name: MAX_WARMUP_SEQUENCE_LENGTH
+          value: '512'
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tei-gaudi:latest
+        imagePullPolicy: IfNotPresent
+        name: reranking-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: reranking-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: reranking-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 8808
+    targetPort: 80
+  selector:
+    app: reranking-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/without_rerank/eight_gaudi/tuned_eight_gaudi_without_rerank.yaml

@@ -0,0 +1,421 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna-without-rerank:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 64
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/without_rerank/four_gaudi/tuned_four_gaudi_without_rerank.yaml

@@ -0,0 +1,421 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna-without-rerank:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 32
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 4
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/without_rerank/single_gaudi/tuned_single_gaudi_without_rerank.yaml

@@ -0,0 +1,421 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna-without-rerank:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 8
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---

ChatQnA/benchmark/performance/vllm/without_rerank/two_gaudi/tuned_two_gaudi_without_rerank.yaml

@@ -0,0 +1,421 @@
+# Copyright (C) 2024 Intel Corporation
+# SPDX-License-Identifier: Apache-2.0
+
+apiVersion: v1
+data:
+  EMBEDDING_MODEL_ID: BAAI/bge-base-en-v1.5
+  EMBEDDING_SERVER_HOST_IP: embedding-dependency-svc
+  HUGGINGFACEHUB_API_TOKEN: ${HF_TOKEN}
+  INDEX_NAME: rag-redis
+  LLM_MODEL_ID: Intel/neural-chat-7b-v3-3
+  LLM_SERVER_HOST_IP: llm-dependency-svc
+  NODE_SELECTOR: chatqna-opea
+  REDIS_URL: redis://vector-db.default.svc.cluster.local:6379
+  RERANK_MODEL_ID: BAAI/bge-reranker-base
+  RERANK_SERVER_HOST_IP: reranking-dependency-svc
+  RETRIEVER_SERVICE_HOST_IP: retriever-svc
+  TEI_EMBEDDING_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_ENDPOINT: http://embedding-dependency-svc.default.svc.cluster.local:6006
+  TEI_RERANKING_ENDPOINT: http://reranking-dependency-svc.default.svc.cluster.local:8808
+  TGI_LLM_ENDPOINT: http://llm-dependency-svc.default.svc.cluster.local:9009
+kind: ConfigMap
+metadata:
+  name: qna-config
+  namespace: default
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: chatqna-backend-server-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: chatqna-backend-server-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: chatqna-backend-server-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/chatqna-without-rerank:latest
+        imagePullPolicy: IfNotPresent
+        name: chatqna-backend-server-deploy
+        ports:
+        - containerPort: 8888
+        resources:
+          limits:
+            cpu: 8
+            memory: 8000Mi
+          requests:
+            cpu: 8
+            memory: 8000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: chatqna-backend-server-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: chatqna-backend-server-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    nodePort: 30888
+    port: 8888
+    targetPort: 8888
+  selector:
+    app: chatqna-backend-server-deploy
+  type: NodePort
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: dataprep-deploy
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: dataprep-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: dataprep-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/dataprep-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: dataprep-deploy
+        ports:
+        - containerPort: 6007
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: dataprep-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: dataprep-svc
+  namespace: default
+spec:
+  ports:
+  - name: port1
+    port: 6007
+    targetPort: 6007
+  selector:
+    app: dataprep-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: embedding-dependency-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: embedding-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: embedding-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(EMBEDDING_MODEL_ID)
+        - --auto-truncate
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/text-embeddings-inference:cpu-1.5
+        imagePullPolicy: IfNotPresent
+        name: embedding-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            cpu: 80
+            memory: 20000Mi
+          requests:
+            cpu: 80
+            memory: 20000Mi
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: embedding-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: embedding-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 6006
+    targetPort: 80
+  selector:
+    app: embedding-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: llm-dependency-deploy
+  namespace: default
+spec:
+  replicas: 16
+  selector:
+    matchLabels:
+      app: llm-dependency-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: llm-dependency-deploy
+    spec:
+      containers:
+      - args:
+        - --model-id
+        - $(LLM_MODEL_ID)
+        - --max-input-length
+        - '1280'
+        - --max-total-tokens
+        - '2048'
+        - --max-batch-total-tokens
+        - '65536'
+        - --max-batch-prefill-tokens
+        - '4096'
+        env:
+        - name: OMPI_MCA_btl_vader_single_copy_mechanism
+          value: none
+        - name: PT_HPU_ENABLE_LAZY_COLLECTIVES
+          value: 'true'
+        - name: runtime
+          value: habana
+        - name: HABANA_VISIBLE_DEVICES
+          value: all
+        - name: HF_TOKEN
+          value: ${HF_TOKEN}
+        envFrom:
+        - configMapRef:
+            name: qna-config
+        image: ghcr.io/huggingface/tgi-gaudi:2.0.5
+        imagePullPolicy: IfNotPresent
+        name: llm-dependency-deploy
+        ports:
+        - containerPort: 80
+        resources:
+          limits:
+            habana.ai/gaudi: 1
+        securityContext:
+          capabilities:
+            add:
+            - SYS_NICE
+        volumeMounts:
+        - mountPath: /data
+          name: model-volume
+        - mountPath: /dev/shm
+          name: shm
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: llm-dependency-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+      volumes:
+      - hostPath:
+          path: /mnt/models
+          type: Directory
+        name: model-volume
+      - emptyDir:
+          medium: Memory
+          sizeLimit: 1Gi
+        name: shm
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: llm-dependency-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 9009
+    targetPort: 80
+  selector:
+    app: llm-dependency-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: retriever-deploy
+  namespace: default
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: retriever-deploy
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: retriever-deploy
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: opea/retriever-redis:latest
+        imagePullPolicy: IfNotPresent
+        name: retriever-deploy
+        ports:
+        - containerPort: 7000
+        resources:
+          requests:
+            cpu: 4
+            memory: 4000Mi
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: retriever-deploy
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: retriever-svc
+  namespace: default
+spec:
+  ports:
+  - name: service
+    port: 7000
+    targetPort: 7000
+  selector:
+    app: retriever-deploy
+  type: ClusterIP
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: vector-db
+  template:
+    metadata:
+      annotations:
+        sidecar.istio.io/rewriteAppHTTPProbers: 'true'
+      labels:
+        app: vector-db
+    spec:
+      containers:
+      - envFrom:
+        - configMapRef:
+            name: qna-config
+        image: redis/redis-stack:7.2.0-v9
+        imagePullPolicy: IfNotPresent
+        name: vector-db
+        ports:
+        - containerPort: 6379
+        - containerPort: 8001
+      hostIPC: true
+      nodeSelector:
+        node-type: chatqna-opea
+      serviceAccountName: default
+      topologySpreadConstraints:
+      - labelSelector:
+          matchLabels:
+            app: vector-db
+        maxSkew: 1
+        topologyKey: kubernetes.io/hostname
+        whenUnsatisfiable: ScheduleAnyway
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: vector-db
+  namespace: default
+spec:
+  ports:
+  - name: vector-db-service
+    port: 6379
+    targetPort: 6379
+  - name: vector-db-insight
+    port: 8001
+    targetPort: 8001
+  selector:
+    app: vector-db
+  type: ClusterIP
+---