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Update README and docs post-21.10 release (#230)
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Dockerfile

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# See the License for the specific language governing permissions and
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# limitations under the License.
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ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:21.09-py3
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ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:21.09-py3-sdk
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ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:21.10-py3
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ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:21.10-py3-sdk
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ARG MODEL_ANALYZER_VERSION=1.10.0dev
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ARG MODEL_ANALYZER_CONTAINER_VERSION=21.11dev

README.md

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2020

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**LATEST RELEASE: You are currently on the main branch which tracks
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under-development progress towards the next release. The latest
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release of the Triton Model Analyzer is 1.8.0 and is available on
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release of the Triton Model Analyzer is 1.9.0 and is available on
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branch
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[r21.09](https://github.com/triton-inference-server/model_analyzer/tree/r21.09).**
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[r21.10](https://github.com/triton-inference-server/model_analyzer/tree/r21.10).**
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Triton Model Analyzer is a CLI tool to help with better understanding of the
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compute and memory requirements of the Triton Inference Server models. These

docs/config.md

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[ perf_analyzer_max_auto_adjusts: <int> | default: 10 ]
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# Triton Docker image tag used when launching using Docker mode
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[ triton_docker_image: <string> | default: nvcr.io/nvidia/tritonserver:21.09-py3 ]
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[ triton_docker_image: <string> | default: nvcr.io/nvidia/tritonserver:21.10-py3 ]
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# Triton Server HTTP endpoint url used by Model Analyzer client. Will be ignored if server-launch-mode is not 'remote'".
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[ triton_http_endpoint: <string> | default: localhost:8000 ]

docs/install.md

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pull and run the SDK container with the following commands:
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```
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$ docker pull nvcr.io/nvidia/tritonserver:21.09-py3-sdk
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$ docker pull nvcr.io/nvidia/tritonserver:21.10-py3-sdk
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```
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If you are not planning to run Model Analyzer with
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`--triton-launch-mode=docker`, You can run the SDK container with the following
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command:
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```
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$ docker run -it --gpus all --net=host nvcr.io/nvidia/tritonserver:21.09-py3-sdk
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$ docker run -it --gpus all --net=host nvcr.io/nvidia/tritonserver:21.10-py3-sdk
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```
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You will need to build and install the Triton server binary inside the SDK
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$ docker run -it --gpus all \
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-v /var/run/docker.sock:/var/run/docker.sock \
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-v <path-to-output-model-repo>:<path-to-output-model-repo> \
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--net=host nvcr.io/nvidia/tritonserver:21.09-py3-sdk
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--net=host nvcr.io/nvidia/tritonserver:21.10-py3-sdk
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```
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Model Analyzer uses `pdfkit` for report generation. If you are running Model

docs/kubernetes_deploy.md

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triton:
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image: nvcr.io/nvidia/tritonserver
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tag: 21.09-py3
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tag: 21.10-py3
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```
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The model analyzer executable uses the config file defined in `helm-chart/templates/config-map.yaml`. This config can be modified to supply arguments to model analyzer. Only the content under the `config.yaml` section of the file should be modified.

helm-chart/values.yaml

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triton:
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image: nvcr.io/nvidia/tritonserver
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tag: 21.09-py3
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tag: 21.10-py3

model_analyzer/config/input/config_defaults.py

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DEFAULT_RUN_CONFIG_MAX_PREFERRED_BATCH_SIZE = 16
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DEFAULT_RUN_CONFIG_PREFERRED_BATCH_SIZE_DISABLE = False
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DEFAULT_TRITON_LAUNCH_MODE = 'local'
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DEFAULT_TRITON_DOCKER_IMAGE = 'nvcr.io/nvidia/tritonserver:21.09-py3'
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DEFAULT_TRITON_DOCKER_IMAGE = 'nvcr.io/nvidia/tritonserver:21.10-py3'
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DEFAULT_TRITON_HTTP_ENDPOINT = 'localhost:8000'
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DEFAULT_TRITON_GRPC_ENDPOINT = 'localhost:8001'
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DEFAULT_TRITON_METRICS_URL = 'http://localhost:8002/metrics'

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