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Adds audio querying to MultimodalQ&A Example (#1225)
Signed-off-by: Melanie Buehler <melanie.h.buehler@intel.com> Signed-off-by: okhleif-IL <omar.khleif@intel.com> Signed-off-by: dmsuehir <dina.s.jones@intel.com> Co-authored-by: Omar Khleif <omar.khleif@intel.com> Co-authored-by: Dina Suehiro Jones <dina.s.jones@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Abolfazl Shahbazi <12436063+ashahba@users.noreply.github.com>
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‎MultimodalQnA/docker_compose/intel/cpu/xeon/README.md

Lines changed: 46 additions & 11 deletions
Original file line numberDiff line numberDiff line change
@@ -78,6 +78,9 @@ export https_proxy=${your_http_proxy}
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export EMBEDDER_PORT=6006
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export MMEI_EMBEDDING_ENDPOINT="http://${host_ip}:$EMBEDDER_PORT/v1/encode"
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export MM_EMBEDDING_PORT_MICROSERVICE=6000
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export ASR_ENDPOINT=http://$host_ip:7066
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export ASR_SERVICE_PORT=3001
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export ASR_SERVICE_ENDPOINT="http://${host_ip}:${ASR_SERVICE_PORT}/v1/audio/transcriptions"
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export REDIS_URL="redis://${host_ip}:6379"
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export REDIS_HOST=${host_ip}
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export INDEX_NAME="mm-rag-redis"
@@ -144,7 +147,21 @@ docker build --no-cache -t opea/lvm-llava-svc:latest --build-arg https_proxy=$ht
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docker build --no-cache -t opea/dataprep-multimodal-redis:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/dataprep/multimodal/redis/langchain/Dockerfile .
145148
```
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### 5. Build MegaService Docker Image
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### 5. Build asr images
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Build whisper server image
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```bash
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docker build --no-cache -t opea/whisper:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/asr/whisper/dependency/Dockerfile .
156+
```
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Build asr image
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```bash
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docker build --no-cache -t opea/asr:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/asr/whisper/Dockerfile .
162+
```
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### 6. Build MegaService Docker Image
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To construct the Mega Service, we utilize the [GenAIComps](https://github.com/opea-project/GenAIComps.git) microservice pipeline within the [multimodalqna.py](../../../../multimodalqna.py) Python script. Build MegaService Docker image via below command:
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@@ -155,7 +172,7 @@ docker build --no-cache -t opea/multimodalqna:latest --build-arg https_proxy=$ht
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cd ../..
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```
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### 6. Build UI Docker Image
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### 7. Build UI Docker Image
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Build frontend Docker image via below command:
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@@ -165,16 +182,19 @@ docker build --no-cache -t opea/multimodalqna-ui:latest --build-arg https_proxy=
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cd ../../../
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```
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Then run the command `docker images`, you will have the following 8 Docker Images:
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Then run the command `docker images`, you will have the following 11 Docker Images:
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1. `opea/dataprep-multimodal-redis:latest`
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2. `opea/lvm-llava-svc:latest`
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3. `opea/lvm-llava:latest`
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4. `opea/retriever-multimodal-redis:latest`
174-
5. `opea/embedding-multimodal:latest`
175-
6. `opea/embedding-multimodal-bridgetower:latest`
176-
7. `opea/multimodalqna:latest`
177-
8. `opea/multimodalqna-ui:latest`
191+
5. `opea/whisper:latest`
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6. `opea/asr:latest`
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7. `opea/redis-vector-db`
194+
8. `opea/embedding-multimodal:latest`
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9. `opea/embedding-multimodal-bridgetower:latest`
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10. `opea/multimodalqna:latest`
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11. `opea/multimodalqna-ui:latest`
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## 🚀 Start Microservices
180200

@@ -240,7 +260,16 @@ curl http://${host_ip}:7000/v1/multimodal_retrieval \
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-d "{\"text\":\"test\",\"embedding\":${your_embedding}}"
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```
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4. lvm-llava
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4. asr
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```bash
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curl ${ASR_SERVICE_ENDPOINT} \
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-X POST \
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-H "Content-Type: application/json" \
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-d '{"byte_str" : "UklGRigAAABXQVZFZm10IBIAAAABAAEARKwAAIhYAQACABAAAABkYXRhAgAAAAEA"}'
270+
```
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5. lvm-llava
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```bash
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curl http://${host_ip}:${LLAVA_SERVER_PORT}/generate \
@@ -249,7 +278,7 @@ curl http://${host_ip}:${LLAVA_SERVER_PORT}/generate \
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-d '{"prompt":"Describe the image please.", "img_b64_str": "iVBORw0KGgoAAAANSUhEUgAAAAoAAAAKCAYAAACNMs+9AAAAFUlEQVR42mP8/5+hnoEIwDiqkL4KAcT9GO0U4BxoAAAAAElFTkSuQmCC"}'
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```
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5. lvm-llava-svc
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6. lvm-llava-svc
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```bash
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curl http://${host_ip}:9399/v1/lvm \
@@ -274,7 +303,7 @@ curl http://${host_ip}:9399/v1/lvm \
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-d '{"retrieved_docs": [], "initial_query": "What is this?", "top_n": 1, "metadata": [], "chat_template":"The caption of the image is: '\''{context}'\''. {question}"}'
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```
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6. dataprep-multimodal-redis
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7. dataprep-multimodal-redis
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Download a sample video, image, and audio file and create a caption
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@@ -348,7 +377,7 @@ curl -X POST \
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${DATAPREP_DELETE_FILE_ENDPOINT}
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```
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7. MegaService
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8. MegaService
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```bash
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curl http://${host_ip}:8888/v1/multimodalqna \
@@ -357,6 +386,12 @@ curl http://${host_ip}:8888/v1/multimodalqna \
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-d '{"messages": "What is the revenue of Nike in 2023?"}'
358387
```
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```bash
390+
curl http://${host_ip}:8888/v1/multimodalqna \
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-H "Content-Type: application/json" \
392+
-d '{"messages": [{"role": "user", "content": [{"type": "audio", "audio": "UklGRigAAABXQVZFZm10IBIAAAABAAEARKwAAIhYAQACABAAAABkYXRhAgAAAAEA"}]}]}'
393+
```
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```bash
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curl http://${host_ip}:8888/v1/multimodalqna \
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-H "Content-Type: application/json" \

‎MultimodalQnA/docker_compose/intel/cpu/xeon/compose.yaml

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@@ -2,6 +2,27 @@
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# SPDX-License-Identifier: Apache-2.0
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services:
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whisper-service:
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image: ${REGISTRY:-opea}/whisper:${TAG:-latest}
7+
container_name: whisper-service
8+
ports:
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- "7066:7066"
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ipc: host
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environment:
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no_proxy: ${no_proxy}
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http_proxy: ${http_proxy}
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https_proxy: ${https_proxy}
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restart: unless-stopped
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asr:
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image: ${REGISTRY:-opea}/asr:${TAG:-latest}
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container_name: asr-service
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ports:
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- "${ASR_SERVICE_PORT}:9099"
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ipc: host
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environment:
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ASR_ENDPOINT: ${ASR_ENDPOINT}
24+
ASR_SERVICE_PORT: ${ASR_SERVICE_PORT}
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ASR_SERVICE_ENDPOINT: ${ASR_SERVICE_ENDPOINT}
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redis-vector-db:
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image: redis/redis-stack:7.2.0-v9
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container_name: redis-vector-db
@@ -102,6 +123,7 @@ services:
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- embedding-multimodal
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- retriever-multimodal-redis
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- lvm-llava-svc
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- asr
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ports:
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- "8888:8888"
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environment:
@@ -113,6 +135,8 @@ services:
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MM_EMBEDDING_PORT_MICROSERVICE: ${MM_EMBEDDING_PORT_MICROSERVICE}
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MM_RETRIEVER_SERVICE_HOST_IP: ${MM_RETRIEVER_SERVICE_HOST_IP}
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LVM_SERVICE_HOST_IP: ${LVM_SERVICE_HOST_IP}
138+
ASR_SERVICE_PORT: ${ASR_SERVICE_PORT}
139+
ASR_SERVICE_ENDPOINT: ${ASR_SERVICE_ENDPOINT}
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ipc: host
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restart: always
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multimodalqna-ui:

‎MultimodalQnA/docker_compose/intel/cpu/xeon/set_env.sh

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@@ -12,6 +12,9 @@ export https_proxy=${your_http_proxy}
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export EMBEDDER_PORT=6006
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export MMEI_EMBEDDING_ENDPOINT="http://${host_ip}:$EMBEDDER_PORT/v1/encode"
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export MM_EMBEDDING_PORT_MICROSERVICE=6000
15+
export ASR_ENDPOINT=http://$host_ip:7066
16+
export ASR_SERVICE_PORT=3001
17+
export ASR_SERVICE_ENDPOINT="http://${host_ip}:${ASR_SERVICE_PORT}/v1/audio/transcriptions"
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export REDIS_URL="redis://${host_ip}:6379"
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export REDIS_HOST=${host_ip}
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export INDEX_NAME="mm-rag-redis"

‎MultimodalQnA/docker_compose/intel/hpu/gaudi/README.md

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Original file line numberDiff line numberDiff line change
@@ -37,6 +37,9 @@ export LVM_MODEL_ID="llava-hf/llava-v1.6-vicuna-13b-hf"
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export WHISPER_MODEL="base"
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export MM_EMBEDDING_SERVICE_HOST_IP=${host_ip}
3939
export MM_RETRIEVER_SERVICE_HOST_IP=${host_ip}
40+
export ASR_ENDPOINT=http://$host_ip:7066
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export ASR_SERVICE_PORT=3001
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export ASR_SERVICE_ENDPOINT="http://${host_ip}:${ASR_SERVICE_PORT}/v1/audio/transcriptions"
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export LVM_SERVICE_HOST_IP=${host_ip}
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export MEGA_SERVICE_HOST_IP=${host_ip}
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export BACKEND_SERVICE_ENDPOINT="http://${host_ip}:8888/v1/multimodalqna"
@@ -95,7 +98,21 @@ docker build --no-cache -t opea/lvm-tgi:latest --build-arg https_proxy=$https_pr
9598
docker build --no-cache -t opea/dataprep-multimodal-redis:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/dataprep/multimodal/redis/langchain/Dockerfile .
9699
```
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98-
### 5. Build MegaService Docker Image
101+
### 5. Build asr images
102+
103+
Build whisper server image
104+
105+
```bash
106+
docker build --no-cache -t opea/whisper:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/asr/whisper/dependency/Dockerfile .
107+
```
108+
109+
Build asr image
110+
111+
```bash
112+
docker build --no-cache -t opea/asr:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f comps/asr/whisper/Dockerfile .
113+
```
114+
115+
### 6. Build MegaService Docker Image
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100117
To construct the Mega Service, we utilize the [GenAIComps](https://github.com/opea-project/GenAIComps.git) microservice pipeline within the [multimodalqna.py](../../../../multimodalqna.py) Python script. Build MegaService Docker image via below command:
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@@ -114,16 +131,19 @@ cd GenAIExamples/MultimodalQnA/ui/
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docker build --no-cache -t opea/multimodalqna-ui:latest --build-arg https_proxy=$https_proxy --build-arg http_proxy=$http_proxy -f ./docker/Dockerfile .
115132
```
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117-
Then run the command `docker images`, you will have the following 8 Docker Images:
134+
Then run the command `docker images`, you will have the following 11 Docker Images:
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119136
1. `opea/dataprep-multimodal-redis:latest`
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2. `opea/lvm-tgi:latest`
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3. `ghcr.io/huggingface/tgi-gaudi:2.0.6`
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4. `opea/retriever-multimodal-redis:latest`
123-
5. `opea/embedding-multimodal:latest`
124-
6. `opea/embedding-multimodal-bridgetower:latest`
125-
7. `opea/multimodalqna:latest`
126-
8. `opea/multimodalqna-ui:latest`
140+
5. `opea/whisper:latest`
141+
6. `opea/asr:latest`
142+
7. `opea/redis-vector-db`
143+
8. `opea/embedding-multimodal:latest`
144+
9. `opea/embedding-multimodal-bridgetower:latest`
145+
10. `opea/multimodalqna:latest`
146+
11. `opea/multimodalqna-ui:latest`
127147

128148
## 🚀 Start Microservices
129149

@@ -189,7 +209,16 @@ curl http://${host_ip}:7000/v1/multimodal_retrieval \
189209
-d "{\"text\":\"test\",\"embedding\":${your_embedding}}"
190210
```
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192-
4. TGI LLaVA Gaudi Server
212+
4. asr
213+
214+
```bash
215+
curl ${ASR_SERVICE_ENDPOINT} \
216+
-X POST \
217+
-H "Content-Type: application/json" \
218+
-d '{"byte_str" : "UklGRigAAABXQVZFZm10IBIAAAABAAEARKwAAIhYAQACABAAAABkYXRhAgAAAAEA"}'
219+
```
220+
221+
5. TGI LLaVA Gaudi Server
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194223
```bash
195224
curl http://${host_ip}:${LLAVA_SERVER_PORT}/generate \
@@ -198,7 +227,7 @@ curl http://${host_ip}:${LLAVA_SERVER_PORT}/generate \
198227
-H 'Content-Type: application/json'
199228
```
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5. lvm-tgi
230+
6. lvm-tgi
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203232
```bash
204233
curl http://${host_ip}:9399/v1/lvm \
@@ -223,7 +252,7 @@ curl http://${host_ip}:9399/v1/lvm \
223252
-d '{"retrieved_docs": [], "initial_query": "What is this?", "top_n": 1, "metadata": [], "chat_template":"The caption of the image is: '\''{context}'\''. {question}"}'
224253
```
225254

226-
6. Multimodal Dataprep Microservice
255+
7. Multimodal Dataprep Microservice
227256

228257
Download a sample video, image, and audio file and create a caption
229258

@@ -297,7 +326,7 @@ curl -X POST \
297326
${DATAPREP_DELETE_FILE_ENDPOINT}
298327
```
299328
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7. MegaService
329+
8. MegaService
301330
302331
```bash
303332
curl http://${host_ip}:8888/v1/multimodalqna \

‎MultimodalQnA/docker_compose/intel/hpu/gaudi/compose.yaml

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@@ -8,6 +8,27 @@ services:
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ports:
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- "6379:6379"
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- "8001:8001"
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whisper-service:
12+
image: ${REGISTRY:-opea}/whisper:${TAG:-latest}
13+
container_name: whisper-service
14+
ports:
15+
- "7066:7066"
16+
ipc: host
17+
environment:
18+
no_proxy: ${no_proxy}
19+
http_proxy: ${http_proxy}
20+
https_proxy: ${https_proxy}
21+
restart: unless-stopped
22+
asr:
23+
image: ${REGISTRY:-opea}/asr:${TAG:-latest}
24+
container_name: asr-service
25+
ports:
26+
- "${ASR_SERVICE_PORT}:9099"
27+
ipc: host
28+
environment:
29+
ASR_ENDPOINT: ${ASR_ENDPOINT}
30+
ASR_SERVICE_PORT: ${ASR_SERVICE_PORT}
31+
ASR_SERVICE_ENDPOINT: ${ASR_SERVICE_ENDPOINT}
1132
dataprep-multimodal-redis:
1233
image: ${REGISTRY:-opea}/dataprep-multimodal-redis:${TAG:-latest}
1334
container_name: dataprep-multimodal-redis
@@ -119,6 +140,7 @@ services:
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- embedding-multimodal
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- retriever-multimodal-redis
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- lvm-tgi
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- asr
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ports:
123145
- "8888:8888"
124146
environment:
@@ -130,6 +152,8 @@ services:
130152
MM_EMBEDDING_PORT_MICROSERVICE: ${MM_EMBEDDING_PORT_MICROSERVICE}
131153
MM_RETRIEVER_SERVICE_HOST_IP: ${MM_RETRIEVER_SERVICE_HOST_IP}
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LVM_SERVICE_HOST_IP: ${LVM_SERVICE_HOST_IP}
155+
ASR_SERVICE_PORT: ${ASR_SERVICE_PORT}
156+
ASR_SERVICE_ENDPOINT: ${ASR_SERVICE_ENDPOINT}
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ipc: host
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restart: always
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multimodalqna-ui:

‎MultimodalQnA/docker_compose/intel/hpu/gaudi/set_env.sh

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Original file line numberDiff line numberDiff line change
@@ -12,6 +12,9 @@ export https_proxy=${your_http_proxy}
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export EMBEDDER_PORT=6006
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export MMEI_EMBEDDING_ENDPOINT="http://${host_ip}:$EMBEDDER_PORT/v1/encode"
1414
export MM_EMBEDDING_PORT_MICROSERVICE=6000
15+
export ASR_ENDPOINT=http://$host_ip:7066
16+
export ASR_SERVICE_PORT=3001
17+
export ASR_SERVICE_ENDPOINT="http://${host_ip}:${ASR_SERVICE_PORT}/v1/audio/transcriptions"
1518
export REDIS_URL="redis://${host_ip}:6379"
1619
export REDIS_HOST=${host_ip}
1720
export INDEX_NAME="mm-rag-redis"

‎MultimodalQnA/docker_image_build/build.yaml

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dockerfile: comps/dataprep/multimodal/redis/langchain/Dockerfile
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extends: multimodalqna
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image: ${REGISTRY:-opea}/dataprep-multimodal-redis:${TAG:-latest}
62+
whisper:
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build:
64+
context: GenAIComps
65+
dockerfile: comps/asr/whisper/dependency/Dockerfile
66+
extends: multimodalqna
67+
image: ${REGISTRY:-opea}/whisper:${TAG:-latest}
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asr:
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build:
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context: GenAIComps
71+
dockerfile: comps/asr/whisper/Dockerfile
72+
extends: multimodalqna
73+
image: ${REGISTRY:-opea}/asr:${TAG:-latest}

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