From 36f0b5f268f75e461d39a016ac2420b7402dd0e3 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 14:06:26 -0700
Subject: [PATCH 01/15] Testing...

---
 Dockerfile | 42 +++++-------------------------------------
 1 file changed, 5 insertions(+), 37 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index fea1cd97..bff2ac20 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,8 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.10-py3
-ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.10-py3-sdk
+ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.09-py3
+ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.09-py3-sdk
 
 ARG MODEL_ANALYZER_VERSION=1.48.0dev
 ARG MODEL_ANALYZER_CONTAINER_VERSION=25.11dev
@@ -28,33 +28,6 @@ ARG TRITONSDK_BASE_IMAGE
 # Ensure apt-get won't prompt for selecting options
 ENV DEBIAN_FRONTEND=noninteractive
 
-RUN apt-get update && \
-    apt-get install -y python3-dev
-
-RUN mkdir -p /opt/triton-model-analyzer
-
-# Install architecture-specific components
-
-# Install DCGM version 4.x. Steps from https://developer.nvidia.com/dcgm#Downloads
-# Remove any old DCGM installations
-RUN dpkg --list datacenter-gpu-manager &> /dev/null && \
-      apt purge --yes datacenter-gpu-manager || true && \
-    dpkg --list datacenter-gpu-manager-config &> /dev/null && \
-      apt purge --yes datacenter-gpu-manager-config || true
-
-RUN apt-get update && \
-    apt-get install --yes \
-      --install-recommends \
-      datacenter-gpu-manager-4-cuda13
-
-# Install Docker
-RUN curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc && \
-    echo \
-      "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu \
-      $(. /etc/os-release && echo "$VERSION_CODENAME") stable" | \
-      tee /etc/apt/sources.list.d/docker.list > /dev/null && \
-   apt-get update && apt-get install -y docker-ce-cli
-
 # Install tritonclient
 COPY --from=sdk /workspace/install/python /tmp/tritonclient
 RUN find /tmp/tritonclient -maxdepth 1 -type f -name \
@@ -62,17 +35,12 @@ RUN find /tmp/tritonclient -maxdepth 1 -type f -name \
     xargs pip3 install --upgrade && rm -rf /tmp/tritonclient/
 
 WORKDIR /opt/triton-model-analyzer
-RUN rm -fr *
-COPY --from=sdk /usr/local/bin/perf_analyzer .
-RUN chmod +x ./perf_analyzer
 
 COPY . .
 RUN chmod +x /opt/triton-model-analyzer/nvidia_entrypoint.sh
-RUN chmod +x build_wheel.sh && \
-    ./build_wheel.sh perf_analyzer true && \
-    rm -f perf_analyzer
+
 RUN python3 -m pip install nvidia-pyindex && \
-    python3 -m pip install wheels/triton_model_analyzer-*-manylinux*.whl
+    python3 -m pip install .
 # Install other pip packages
 RUN python3 -m pip install coverage
 RUN python3 -m pip install mypy
@@ -83,7 +51,7 @@ RUN python3 -m pip install mkdocs
 RUN python3 -m pip install mkdocs-htmlproofer-plugin==0.10.3
 RUN python3 -m pip install yapf==0.32.0
 
-RUN apt-get install -y wkhtmltopdf
+RUN apt-get update -qq && apt-get install -y wkhtmltopdf
 
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}

From 9fc7de5eb89f862fda2430982e197747d58f0593 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 15:21:25 -0700
Subject: [PATCH 02/15] Remove unused package

---
 Dockerfile | 2 --
 1 file changed, 2 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index bff2ac20..bd9f3f61 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -51,8 +51,6 @@ RUN python3 -m pip install mkdocs
 RUN python3 -m pip install mkdocs-htmlproofer-plugin==0.10.3
 RUN python3 -m pip install yapf==0.32.0
 
-RUN apt-get update -qq && apt-get install -y wkhtmltopdf
-
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}
 ENV MODEL_ANALYZER_CONTAINER_VERSION=${MODEL_ANALYZER_CONTAINER_VERSION}

From afc965b42dff7ab6e7f813d9475a50ffa576fdba Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 15:59:19 -0700
Subject: [PATCH 03/15] restucture file

---
 Dockerfile | 24 +++++++++++++-----------
 setup.py   |  1 +
 2 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index bd9f3f61..26702db7 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -39,17 +39,19 @@ WORKDIR /opt/triton-model-analyzer
 COPY . .
 RUN chmod +x /opt/triton-model-analyzer/nvidia_entrypoint.sh
 
-RUN python3 -m pip install nvidia-pyindex && \
-    python3 -m pip install .
-# Install other pip packages
-RUN python3 -m pip install coverage
-RUN python3 -m pip install mypy
-RUN python3 -m pip install types-PyYAML
-RUN python3 -m pip install types-requests
-RUN python3 -m pip install types-protobuf
-RUN python3 -m pip install mkdocs
-RUN python3 -m pip install mkdocs-htmlproofer-plugin==0.10.3
-RUN python3 -m pip install yapf==0.32.0
+RUN python3 setup.py bdist_wheel \
+    && python3 -m pip install ./dist/triton_model_analyzer*.whl
+
+RUN python3 -m pip install \
+        nvidia-pyindex \
+        coverage \
+        mypy \
+        types-PyYAML \
+        types-requests \
+        types-protobuf \
+        mkdocs \
+        mkdocs-htmlproofer-plugin==0.10.3 \
+        yapf==0.32.0
 
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}
diff --git a/setup.py b/setup.py
index 0fd1e06c..54013fe7 100755
--- a/setup.py
+++ b/setup.py
@@ -106,6 +106,7 @@ def get_tag(self):
         "Programming Language :: Python :: 3.9",
         "Programming Language :: Python :: 3.10",
         "Programming Language :: Python :: 3.11",
+        "Programming Language :: Python :: 3.12",
         "Environment :: Console",
         "Natural Language :: English",
         "Operating System :: POSIX :: Linux",

From 46f8454e27c7c4cf55a3cad6d2df8941f1aae879 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 16:52:04 -0700
Subject: [PATCH 04/15] Sort lines ascending

---
 Dockerfile | 9 +++++----
 1 file changed, 5 insertions(+), 4 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 26702db7..af03cf06 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -43,14 +43,15 @@ RUN python3 setup.py bdist_wheel \
     && python3 -m pip install ./dist/triton_model_analyzer*.whl
 
 RUN python3 -m pip install \
-        nvidia-pyindex \
         coverage \
+        docker \
+        mkdocs \
+        mkdocs-htmlproofer-plugin==0.10.3 \
         mypy \
+        nvidia-pyindex \
+        types-protobuf \
         types-PyYAML \
         types-requests \
-        types-protobuf \
-        mkdocs \
-        mkdocs-htmlproofer-plugin==0.10.3 \
         yapf==0.32.0
 
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]

From a2d977507f0bc0ac33eeb5d79ad215eccc0d5f55 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 16:53:20 -0700
Subject: [PATCH 05/15] Update Dockerfile base images

---
 Dockerfile | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index af03cf06..0dfec683 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -12,8 +12,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.09-py3
-ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.09-py3-sdk
+ARG BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.10-py3
+ARG TRITONSDK_BASE_IMAGE=nvcr.io/nvidia/tritonserver:25.10-py3-sdk
 
 ARG MODEL_ANALYZER_VERSION=1.48.0dev
 ARG MODEL_ANALYZER_CONTAINER_VERSION=25.11dev

From 16139204d2ae63fdf2efaa0f5bf636a2c043404c Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 17:01:36 -0700
Subject: [PATCH 06/15] Preserver docker installation

---
 Dockerfile | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/Dockerfile b/Dockerfile
index 0dfec683..9bf36f33 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -44,7 +44,6 @@ RUN python3 setup.py bdist_wheel \
 
 RUN python3 -m pip install \
         coverage \
-        docker \
         mkdocs \
         mkdocs-htmlproofer-plugin==0.10.3 \
         mypy \
@@ -54,6 +53,8 @@ RUN python3 -m pip install \
         types-requests \
         yapf==0.32.0
 
+RUN apt update -qq && apt install -y docker.io docker-buildx-plugin
+
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}
 ENV MODEL_ANALYZER_CONTAINER_VERSION=${MODEL_ANALYZER_CONTAINER_VERSION}

From e35671a1b13a38579b5f0935e112bc4b7947eb69 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 18:08:35 -0700
Subject: [PATCH 07/15] remove plugin installation

---
 Dockerfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Dockerfile b/Dockerfile
index 9bf36f33..41868023 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -53,7 +53,7 @@ RUN python3 -m pip install \
         types-requests \
         yapf==0.32.0
 
-RUN apt update -qq && apt install -y docker.io docker-buildx-plugin
+RUN apt update -qq && apt install -y docker.io
 
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}

From b151f838996b2c23be43f0d33c633335b77ce6aa Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Thu, 30 Oct 2025 21:08:27 -0700
Subject: [PATCH 08/15] Update dockerfile

---
 Dockerfile | 9 ++++-----
 1 file changed, 4 insertions(+), 5 deletions(-)

diff --git a/Dockerfile b/Dockerfile
index 41868023..8b685546 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -27,6 +27,7 @@ ARG TRITONSDK_BASE_IMAGE
 
 # Ensure apt-get won't prompt for selecting options
 ENV DEBIAN_FRONTEND=noninteractive
+RUN apt update -qq && apt install -y docker.io
 
 # Install tritonclient
 COPY --from=sdk /workspace/install/python /tmp/tritonclient
@@ -39,9 +40,6 @@ WORKDIR /opt/triton-model-analyzer
 COPY . .
 RUN chmod +x /opt/triton-model-analyzer/nvidia_entrypoint.sh
 
-RUN python3 setup.py bdist_wheel \
-    && python3 -m pip install ./dist/triton_model_analyzer*.whl
-
 RUN python3 -m pip install \
         coverage \
         mkdocs \
@@ -53,8 +51,9 @@ RUN python3 -m pip install \
         types-requests \
         yapf==0.32.0
 
-RUN apt update -qq && apt install -y docker.io
-
+RUN python3 setup.py bdist_wheel \
+    && cd dist \
+    && python3 -m pip install triton*model*analyzer*.whl
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}
 ENV MODEL_ANALYZER_CONTAINER_VERSION=${MODEL_ANALYZER_CONTAINER_VERSION}

From 79ff6240e30aff64a2869affd088d35f1955e78a Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 07:43:13 -0700
Subject: [PATCH 09/15] Refactor project

---
 Dockerfile       |  12 +++--
 build_wheel.sh   |  73 ----------------------------
 pyproject.toml   |  74 ++++++++++++++++++++++++++++
 requirements.txt |  32 -------------
 setup.py         | 122 -----------------------------------------------
 5 files changed, 82 insertions(+), 231 deletions(-)
 delete mode 100755 build_wheel.sh
 delete mode 100644 requirements.txt
 delete mode 100755 setup.py

diff --git a/Dockerfile b/Dockerfile
index 8b685546..37cf6b01 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -37,10 +37,8 @@ RUN find /tmp/tritonclient -maxdepth 1 -type f -name \
 
 WORKDIR /opt/triton-model-analyzer
 
-COPY . .
-RUN chmod +x /opt/triton-model-analyzer/nvidia_entrypoint.sh
-
 RUN python3 -m pip install \
+        build \
         coverage \
         mkdocs \
         mkdocs-htmlproofer-plugin==0.10.3 \
@@ -51,10 +49,16 @@ RUN python3 -m pip install \
         types-requests \
         yapf==0.32.0
 
-RUN python3 setup.py bdist_wheel \
+COPY . .
+
+RUN python3 -m build --wheel \
     && cd dist \
     && python3 -m pip install triton*model*analyzer*.whl
+
+RUN chmod +x /opt/triton-model-analyzer/nvidia_entrypoint.sh
+
 ENTRYPOINT ["/opt/triton-model-analyzer/nvidia_entrypoint.sh"]
+
 ENV MODEL_ANALYZER_VERSION=${MODEL_ANALYZER_VERSION}
 ENV MODEL_ANALYZER_CONTAINER_VERSION=${MODEL_ANALYZER_CONTAINER_VERSION}
 ENV TRITON_SERVER_SDK_CONTAINER_IMAGE_NAME=${TRITONSDK_BASE_IMAGE}
diff --git a/build_wheel.sh b/build_wheel.sh
deleted file mode 100755
index 29f35127..00000000
--- a/build_wheel.sh
+++ /dev/null
@@ -1,73 +0,0 @@
-#!/bin/bash
-# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-PYTHON=${PYTHON:=`which python3`}
-
-if [[ "$1" == "-h" || "$1" == "--help" ]] ; then
-    echo "usage: $0 <perf-analyzer-binary> <linux-specific>"
-    exit 1
-fi
-
-if [[ ! -f "VERSION" ]]; then
-    echo "Could not find VERSION"
-    exit 1
-fi
-
-if [[ ! -f "LICENSE" ]]; then
-    echo "Could not find LICENSE"
-    exit 1
-fi
-
-if [[ -z "$1" ]]; then
-    echo "Path to perf_analyzer binary not provided. Checking PATH..."
-    if [[ -z "$(which perf_analyzer)" ]]; then
-        echo "Could not find perf_analyzer binary"
-        exit 1
-    else
-        PERF_ANALYZER_PATH="$(which perf_analyzer)"
-    fi
-elif [[ ! -f "$1" ]]; then
-    echo "Could not find perf_analyzer binary"
-    exit 1
-else
-    PERF_ANALYZER_PATH="${1}"
-fi
-
-WHLDIR="`pwd`/wheels"
-mkdir -p ${WHLDIR}
-
-# Copy required files into WHEELDIR temporarily
-cp $PERF_ANALYZER_PATH "${WHLDIR}"
-cp VERSION "${WHLDIR}"
-cp LICENSE "${WHLDIR}"
-cp requirements.txt "${WHLDIR}"
-
-# Set platform and build wheel
-echo $(date) : "=== Building wheel"
-if [[ -z "$2" || "$2" = true ]]; then
-    PLATFORM=`uname -m`
-    if [ "$PLATFORM" = "aarch64" ] ; then
-        PLATFORM_NAME="manylinux2014_aarch64"
-    else
-        PLATFORM_NAME="manylinux1_x86_64"
-    fi
-    ${PYTHON} setup.py  bdist_wheel --plat-name $PLATFORM_NAME --dependency-dir $WHLDIR
-else
-    ${PYTHON} setup.py bdist_wheel --dependency-dir $WHLDIR
-fi
-rm -f $WHLDIR/* && cp dist/* $WHLDIR
-rm -rf build dist triton_model_analyzer.egg-info
-touch ${WHLDIR}/stamp.whl
-echo $(date) : "=== Output wheel file is in: ${WHLDIR}"
diff --git a/pyproject.toml b/pyproject.toml
index d7131f32..aee4e1bb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,6 +12,80 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+[build-system]
+requires = ["setuptools>=61.0", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "triton-model-analyzer"
+dynamic = ["version"]
+description = "Triton Model Analyzer is a tool to profile and analyze the runtime performance of one or more models on the Triton Inference Server"
+readme = {content-type = "text/markdown", text = """See the Model Analyzer's [installation documentation](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/install.md#using-pip3) for package details. The [quick start](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/quick_start.md) documentation describes how to get started with profiling and analysis using Triton Model Analyzer."""}
+license = {text = "BSD"}
+authors = [
+    {name = "NVIDIA Inc.", email = "sw-dl-triton@nvidia.com"}
+]
+keywords = ["triton", "tensorrt", "inference", "server", "service", "analyzer", "nvidia"]
+classifiers = [
+    "Intended Audience :: Developers",
+    "Intended Audience :: Science/Research",
+    "Intended Audience :: Information Technology",
+    "Topic :: Scientific/Engineering",
+    "Topic :: Scientific/Engineering :: Image Recognition",
+    "Topic :: Scientific/Engineering :: Artificial Intelligence",
+    "Topic :: Software Development :: Libraries",
+    "Topic :: Utilities",
+    "License :: OSI Approved :: BSD License",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
+    "Environment :: Console",
+    "Natural Language :: English",
+    "Operating System :: POSIX :: Linux",
+]
+requires-python = ">=3.8"
+dependencies = [
+    "cryptography>=3.3.2",
+    "distro>=1.5.0",
+    "docker>=4.3.1",
+    "gevent>=22.08.0",
+    "grpcio>=1.63.0,<1.68",
+    "httplib2>=0.19.0",
+    "importlib_metadata>=7.1.0",
+    "matplotlib>=3.3.4",
+    "numba>=0.51.2",
+    "optuna==3.6.1",
+    "pdfkit>=0.6.1",
+    "prometheus_client>=0.9.0",
+    "protobuf",
+    "psutil>=5.8.0",
+    "pyyaml>=5.3.1",
+    "requests>=2.24.0",
+    "tritonclient[all]>=2.4.0",
+    "urllib3>=2.0.7",
+]
+
+[project.urls]
+Homepage = "https://developer.nvidia.com/nvidia-triton-inference-server"
+Repository = "https://github.com/triton-inference-server/model_analyzer"
+
+[project.scripts]
+model-analyzer = "model_analyzer.entrypoint:main"
+
+
+[project.optional-dependencies]
+perf-analyzer = ["perf-analyzer"]
+
+[tool.setuptools]
+packages = {find = {exclude = ["tests"]}}
+zip-safe = false
+
+[tool.setuptools.dynamic]
+version = {file = "VERSION"}
+
 [tool.codespell]
 # note: pre-commit passes explicit lists of files here, which this skip file list doesn't override -
 # this is only to allow you to run codespell interactively
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 0e6e70f4..00000000
--- a/requirements.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-# Copyright 2020-2022, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-cryptography>=3.3.2
-distro>=1.5.0
-docker>=4.3.1
-gevent>=22.08.0
-grpcio>=1.63.0,<1.68
-httplib2>=0.19.0
-importlib_metadata>=7.1.0
-matplotlib>=3.3.4
-numba>=0.51.2
-optuna==3.6.1
-pdfkit>=0.6.1
-prometheus_client>=0.9.0
-protobuf
-psutil>=5.8.0
-pyyaml>=5.3.1
-requests>=2.24.0
-tritonclient[all]>=2.4.0
-urllib3>=2.0.7
diff --git a/setup.py b/setup.py
deleted file mode 100755
index 54013fe7..00000000
--- a/setup.py
+++ /dev/null
@@ -1,122 +0,0 @@
-#!/usr/bin/env python3
-
-# Copyright 2020-2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-import os
-import sys
-
-from setuptools import find_packages, setup
-
-if "--dependency-dir" in sys.argv:
-    idx = sys.argv.index("--dependency-dir")
-    DEPENDENCY_DIR = sys.argv[idx + 1]
-    sys.argv.pop(idx + 1)
-    sys.argv.pop(idx)
-else:
-    DEPENDENCY_DIR = "."
-
-if "--plat-name" in sys.argv:
-    PLATFORM_FLAG = sys.argv[sys.argv.index("--plat-name") + 1]
-else:
-    PLATFORM_FLAG = "any"
-
-
-def version(filename="VERSION"):
-    with open(os.path.join(filename)) as f:
-        project_version = f.read()
-    return project_version
-
-
-def req_file(filename):
-    with open(os.path.join(filename)) as f:
-        content = f.readlines()
-    return [x.strip() for x in content if not x.startswith("#")]
-
-
-project_version = version()
-install_requires = req_file("requirements.txt")
-
-try:
-    from wheel.bdist_wheel import bdist_wheel as _bdist_wheel
-
-    class bdist_wheel(_bdist_wheel):
-        def finalize_options(self):
-            _bdist_wheel.finalize_options(self)
-            self.root_is_pure = False
-
-        def get_tag(self):
-            pyver, abi, plat = "py3", "none", PLATFORM_FLAG
-            return pyver, abi, plat
-
-except ImportError:
-    bdist_wheel = None
-
-data_files = [
-    ("", [os.path.join(DEPENDENCY_DIR, "LICENSE")]),
-]
-
-if PLATFORM_FLAG != "any":
-    data_files += [("bin", [os.path.join(DEPENDENCY_DIR, "perf_analyzer")])]
-
-setup(
-    name="triton-model-analyzer",
-    version=project_version,
-    author="NVIDIA Inc.",
-    author_email="sw-dl-triton@nvidia.com",
-    description="Triton Model Analyzer is a tool to profile and analyze the runtime performance of one or more models on the Triton Inference Server",
-    long_description="""See the Model Analyzer's [installation documentation](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/install.md#using-pip3) """
-    """for package details. The [quick start](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/quick_start.md) documentation """
-    """describes how to get started with profiling and analysis using Triton Model Analyzer.""",
-    long_description_content_type="text/markdown",
-    license="BSD",
-    url="https://developer.nvidia.com/nvidia-triton-inference-server",
-    keywords=[
-        "triton",
-        "tensorrt",
-        "inference",
-        "server",
-        "service",
-        "analyzer",
-        "nvidia",
-    ],
-    classifiers=[
-        "Intended Audience :: Developers",
-        "Intended Audience :: Science/Research",
-        "Intended Audience :: Information Technology",
-        "Topic :: Scientific/Engineering",
-        "Topic :: Scientific/Engineering :: Image Recognition",
-        "Topic :: Scientific/Engineering :: Artificial Intelligence",
-        "Topic :: Software Development :: Libraries",
-        "Topic :: Utilities",
-        "License :: OSI Approved :: BSD License",
-        "Programming Language :: Python :: 3",
-        "Programming Language :: Python :: 3.8",
-        "Programming Language :: Python :: 3.9",
-        "Programming Language :: Python :: 3.10",
-        "Programming Language :: Python :: 3.11",
-        "Programming Language :: Python :: 3.12",
-        "Environment :: Console",
-        "Natural Language :: English",
-        "Operating System :: POSIX :: Linux",
-    ],
-    entry_points={
-        "console_scripts": ["model-analyzer = model_analyzer.entrypoint:main"]
-    },
-    install_requires=install_requires,
-    dependency_links=["https://pypi.ngc.nvidia.com/tritonclient"],
-    packages=find_packages(exclude=("tests",)),
-    zip_safe=False,
-    data_files=data_files,
-)

From 36be1e3c82403190e91d2b35f98f0401da8b62c8 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 13:35:20 -0700
Subject: [PATCH 10/15] Comment some progress

---
 pyproject.toml | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index aee4e1bb..fd3fd5f6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,15 +13,16 @@
 # limitations under the License.
 
 [build-system]
-requires = ["setuptools>=61.0", "wheel"]
+requires = ["setuptools >= 61.0","wheel"]
 build-backend = "setuptools.build_meta"
 
 [project]
 name = "triton-model-analyzer"
 dynamic = ["version"]
+license = "BSD-3-Clause"
+license-files = ["LICENSE"]
 description = "Triton Model Analyzer is a tool to profile and analyze the runtime performance of one or more models on the Triton Inference Server"
 readme = {content-type = "text/markdown", text = """See the Model Analyzer's [installation documentation](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/install.md#using-pip3) for package details. The [quick start](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/quick_start.md) documentation describes how to get started with profiling and analysis using Triton Model Analyzer."""}
-license = {text = "BSD"}
 authors = [
     {name = "NVIDIA Inc.", email = "sw-dl-triton@nvidia.com"}
 ]
@@ -35,7 +36,6 @@ classifiers = [
     "Topic :: Scientific/Engineering :: Artificial Intelligence",
     "Topic :: Software Development :: Libraries",
     "Topic :: Utilities",
-    "License :: OSI Approved :: BSD License",
     "Programming Language :: Python :: 3",
     "Programming Language :: Python :: 3.8",
     "Programming Language :: Python :: 3.9",
@@ -79,9 +79,10 @@ model-analyzer = "model_analyzer.entrypoint:main"
 [project.optional-dependencies]
 perf-analyzer = ["perf-analyzer"]
 
-[tool.setuptools]
-packages = {find = {exclude = ["tests"]}}
-zip-safe = false
+[tool.setuptools.packages.find]
+where = ["."]
+exclude = ["tests", "examples", "qa"]
+namespaces = false
 
 [tool.setuptools.dynamic]
 version = {file = "VERSION"}

From 5faf0e779d37b2289afbce2aa061b0401bc17e62 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 14:28:29 -0700
Subject: [PATCH 11/15] Update pyproject.toml

---
 pyproject.toml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index fd3fd5f6..459d1884 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -79,14 +79,14 @@ model-analyzer = "model_analyzer.entrypoint:main"
 [project.optional-dependencies]
 perf-analyzer = ["perf-analyzer"]
 
-[tool.setuptools.packages.find]
-where = ["."]
-exclude = ["tests", "examples", "qa"]
-namespaces = false
-
 [tool.setuptools.dynamic]
 version = {file = "VERSION"}
 
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["model_analyzer*","tests*"]
+# exclude = ["qa"]
+
 [tool.codespell]
 # note: pre-commit passes explicit lists of files here, which this skip file list doesn't override -
 # this is only to allow you to run codespell interactively

From d601c9fdcf026b904eb1ee579d8e2c85fcf6e8d8 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 14:59:22 -0700
Subject: [PATCH 12/15] Update build scenario

---
 pyproject.toml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 459d1884..4ab0fbb1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -84,8 +84,8 @@ version = {file = "VERSION"}
 
 [tool.setuptools.packages.find]
 where = ["."]
-include = ["model_analyzer*","tests*"]
-# exclude = ["qa"]
+include = ["model_analyzer*"]
+exclude = ["model_analyzer/tests*"]
 
 [tool.codespell]
 # note: pre-commit passes explicit lists of files here, which this skip file list doesn't override -

From 2302e3a08e1e8bb173f949e06037f180bd5053db Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 15:29:39 -0700
Subject: [PATCH 13/15] update patterns

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 4ab0fbb1..5be9d8fb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -85,7 +85,7 @@ version = {file = "VERSION"}
 [tool.setuptools.packages.find]
 where = ["."]
 include = ["model_analyzer*"]
-exclude = ["model_analyzer/tests*"]
+exclude = ["tests*", "examples*", "qa*"]
 
 [tool.codespell]
 # note: pre-commit passes explicit lists of files here, which this skip file list doesn't override -

From 980178f42611b1eac7c54404ccedad0492fb036f Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 15:41:20 -0700
Subject: [PATCH 14/15] Remove default file location

---
 pyproject.toml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 5be9d8fb..6c0e318a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,7 +20,6 @@ build-backend = "setuptools.build_meta"
 name = "triton-model-analyzer"
 dynamic = ["version"]
 license = "BSD-3-Clause"
-license-files = ["LICENSE"]
 description = "Triton Model Analyzer is a tool to profile and analyze the runtime performance of one or more models on the Triton Inference Server"
 readme = {content-type = "text/markdown", text = """See the Model Analyzer's [installation documentation](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/install.md#using-pip3) for package details. The [quick start](https://github.com/triton-inference-server/model_analyzer/blob/main/docs/quick_start.md) documentation describes how to get started with profiling and analysis using Triton Model Analyzer."""}
 authors = [

From 7724a6a213a6440806d9ad77cbd185bcdf7bd8d8 Mon Sep 17 00:00:00 2001
From: Misha Chornyi <mchornyi@nvidia.com>
Date: Fri, 31 Oct 2025 15:42:58 -0700
Subject: [PATCH 15/15] Update copyrights

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 6c0e318a..7a63072b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,4 +1,4 @@
-# Copyright 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
+# Copyright 2023-2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.