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docs(versions): update README and versions for r26.06 (#1026) (#1027)
Strip dev suffixes for the 26.06 release and align container train. - VERSION 1.55.0dev -> 1.55.0 - Dockerfile MODEL_ANALYZER_VERSION 1.55.0dev -> 1.55.0 - Dockerfile MODEL_ANALYZER_CONTAINER_VERSION 26.06dev -> 26.06 - BASE/SDK image tags and docs/helm/config refs 26.05 -> 26.06 Part of TRI-1404.
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Dockerfile

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# SPDX-FileCopyrightText: Copyright (c) 2020-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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# SPDX-License-Identifier: Apache-2.0
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ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:26.05-py3
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ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:26.06-py3
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ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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ARG MODEL_ANALYZER_VERSION=1.56.0dev
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ARG MODEL_ANALYZER_CONTAINER_VERSION=26.07dev

docs/bls_quick_start.md

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**1. Pull the SDK container:**
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```
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docker pull nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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docker pull nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**2. Run the SDK container**
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--shm-size 2G \
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-v /var/run/docker.sock:/var/run/docker.sock \
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-v $(pwd)/examples/quick-start:$(pwd)/examples/quick-start \
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--net=host nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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--net=host nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**Important:** The example above uses a single GPU. If you are running on multiple GPUs, you may need to increase the shared memory size accordingly<br><br>
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---
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The [examples/quick-start](../examples/quick-start) directory is an example [Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.05/docs/user_guide/model_repository.md) that contains the BLS model `bls` which calculates the sum of two inputs using `add` model.
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The [examples/quick-start](../examples/quick-start) directory is an example [Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.06/docs/user_guide/model_repository.md) that contains the BLS model `bls` which calculates the sum of two inputs using `add` model.
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An example model analyzer YAML config that performs a BLS model search
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docs/config.md

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[ reload_model_disable: <bool> | default: false]
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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:26.05-py3 ]
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[ triton_docker_image: <string> | default: nvcr.io/nvidia/tritonserver:26.06-py3 ]
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# Triton Server HTTP endpoint url used by Model Analyzer client"
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[ triton_http_endpoint: <string> | default: localhost:8000 ]

docs/ensemble_quick_start.md

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**1. Pull the SDK container:**
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```
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docker pull nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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docker pull nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**2. Run the SDK container**
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--shm-size 1G \
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-v /var/run/docker.sock:/var/run/docker.sock \
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-v $(pwd)/examples/quick-start:$(pwd)/examples/quick-start \
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--net=host nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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--net=host nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**Important:** The example above uses a single GPU. If you are running on multiple GPUs, you may need to increase the shared memory size accordingly<br><br>
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---
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The [examples/quick-start](../examples/quick-start) directory is an example [Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.05/docs/user_guide/model_repository.md) that contains the ensemble model `ensemble_add_sub`, which calculates the sum and difference of two inputs using `add` and `sub` models.
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The [examples/quick-start](../examples/quick-start) directory is an example [Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.06/docs/user_guide/model_repository.md) that contains the ensemble model `ensemble_add_sub`, which calculates the sum and difference of two inputs using `add` and `sub` models.
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Run the Model Analyzer `profile` subcommand inside the container with:
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docs/kubernetes_deploy.md

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triton:
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image: nvcr.io/nvidia/tritonserver
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tag: 26.05-py3
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tag: 26.06-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.

docs/mm_quick_start.md

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**1. Pull the SDK container:**
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```
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docker pull nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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docker pull nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**2. Run the SDK container**
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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 $(pwd)/examples/quick-start:$(pwd)/examples/quick-start \
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--net=host nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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--net=host nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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## `Step 3:` Profile both models concurrently
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The [examples/quick-start](../examples/quick-start) directory is an example
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[Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.05/docs/user_guide/model_repository.md) that contains two libtorch models: `add_sub` & `resnet50_python`
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[Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.06/docs/user_guide/model_repository.md) that contains two libtorch models: `add_sub` & `resnet50_python`
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Run the Model Analyzer `profile` subcommand inside the container with:
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docs/quick_start.md

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**1. Pull the SDK container:**
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```
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docker pull nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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docker pull nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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**2. Run the SDK container**
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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 $(pwd)/examples/quick-start:$(pwd)/examples/quick-start \
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--net=host nvcr.io/nvidia/tritonserver:26.05-py3-sdk
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--net=host nvcr.io/nvidia/tritonserver:26.06-py3-sdk
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```
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## `Step 3:` Profile the `add_sub` model
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The [examples/quick-start](../examples/quick-start) directory is an example
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[Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.05/docs/user_guide/model_repository.md) that contains a simple libtorch model which calculates
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[Triton Model Repository](https://github.com/triton-inference-server/server/blob/r26.06/docs/user_guide/model_repository.md) that contains a simple libtorch model which calculates
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the sum and difference of two inputs.
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Run the Model Analyzer `profile` subcommand inside the container with:

helm-chart/values.yaml

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triton:
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tag: 26.05-py3
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tag: 26.06-py3

model_analyzer/config/input/config_defaults.py

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DEFAULT_CONCURRENCY_SWEEP_DISABLE = False
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DEFAULT_DCGM_DISABLE = False
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DEFAULT_TRITON_LAUNCH_MODE = "local"
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DEFAULT_TRITON_DOCKER_IMAGE = "nvcr.io/nvidia/tritonserver:26.05-py3"
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DEFAULT_TRITON_DOCKER_IMAGE = "nvcr.io/nvidia/tritonserver:26.06-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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