add readme

docker/evaluation/README.md

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+# CSGHUB Nginx Images Building
+
+## Login Container Registry
+```bash
+OPENCSG_ACR="opencsg-registry.cn-beijing.cr.aliyuncs.com"
+OPENCSG_ACR_USERNAME=""
+OPENCSG_ACR_PASSWORD=""
+echo "$OPENCSG_ACR_PASSWORD" | docker login $OPENCSG_ACR -u $OPENCSG_ACR_USERNAME --password-stdin
+```
+
+## Build Multi-Platform Images
+```bash
+export BUILDX_NO_DEFAULT_ATTESTATIONS=1
+export IMAGE_TAG=0.3.5
+docker buildx build --platform linux/amd64,linux/arm64 \
+  -t ${OPENCSG_ACR}/public/opencompass:${IMAGE_TAG} \
+  -t ${OPENCSG_ACR}/public/opencompass:latest \
+  -f Dockerfile.opencompass \
+  --push .
+export IMAGE_TAG=0.4.6
+docker buildx build --platform linux/amd64,linux/arm64 \
+  -t ${OPENCSG_ACR}/public/lm-evaluation-harness:${IMAGE_TAG} \
+  -t ${OPENCSG_ACR}/public/lm-evaluation-harness:latest \
+  -f Dockerfile.lm-evaluation-harness \
+  --push .
+```
+*The above command will create `linux/amd64` and `linux/arm64` images with the tags `${IMAGE_TAG}` and `latest` at the same time.*
+
+## Test the opencompass Image
+```bash
+docker run \
+  -e ACCESS_TOKEN=xxxx  \
+  -e MODEL_ID="OpenCSG/csg-wukong-1B" \
+  -e DATASET_IDS="xzgan/hellaswag" \
+  -e HF_ENDPOINT=https://hub.opencsg.com \
+  -e ASCEND_VISIBLE_DEVICES=7 \
+  -e S3_ACCESS_ID="xxxx" \
+  -e S3_ACCESS_SECRET="xxxx" \
+  -e S3_BUCKET="xxxxx" \
+  -e S3_ENDPOINT="xxxxx" \
+  -e S3_SSL_ENABLED="true" \
+  ${OPENCSG_ACR}/public/opencompass:${IMAGE_TAG}
+```
+
+## Test the lm-evaluation-harness Image
+```bash
+export IMAGE_TAG=0.4.6
+docker run \
+  --gpus device=7 \
+  -e ACCESS_TOKEN=xxxx  \
+  -e MODEL_ID="OpenCSG/csg-wukong-1B" \
+  -e DATASET_IDS="Rowan/hellaswag" \
+  -e HF_ENDPOINT=https://hub.opencsg.com\
+  -e S3_ACCESS_ID="xxx" \
+  -e S3_ACCESS_SECRET="xxx" \
+  -e S3_BUCKET="xxx" \
+  -e S3_ENDPOINT="xxx" \
+  -e S3_SSL_ENABLED="true" \
+  ${OPENCSG_ACR}/public/lm-evaluation-harness:${IMAGE_TAG}
+```
+
+## inference image name, version and cuda version
+| Latest Image | Version | CUDA Version |
+| --- | --- | --- |
+| opencompass | 0.3.5 | 12.4 |
+| lm-evaluation-harness | 0.4.6 | 12.4 |