feat(tests): migrate to global "setups" system for test configuration (#3390)

This PR refactors the integration test system to use global "setups"
which provides better separation of concerns:

**suites = what to test, setups = how to configure.**

NOTE: if you naming suggestions, please provide feedback

Changes:
- New `tests/integration/setups.py` with global, reusable configurations
(ollama, vllm, gpt, claude)
- Modified `scripts/integration-tests.sh` options to match with the
underlying pytest options
    - Updated documentation to reflect the new global setup system

The main benefit is that setups can be reused across multiple suites
(e.g., use "gpt" with any suite) even though sometimes they could
specifically tailored for a suite (vision <> ollama-vision). It is now
easier to add new configurations without modifying existing suites.

Usage examples:
    - `pytest tests/integration --suite=responses --setup=gpt`
- `pytest tests/integration --suite=vision` # auto-selects
"ollama-vision" setup
    - `pytest tests/integration --suite=base --setup=vllm`

.github/actions/run-and-record-tests/action.yml

@@ -5,21 +5,22 @@ inputs:
   stack-config:
     description: 'Stack configuration to use'
     required: true
-  provider:
+  setup:
-    description: 'Provider to use for tests'
+    description: 'Setup to use for tests (e.g., ollama, gpt, vllm)'
-    required: true
+    required: false
+    default: ''
   inference-mode:
     description: 'Inference mode (record or replay)'
     required: true
-  test-suite:
+  suite:
     description: 'Test suite to use: base, responses, vision, etc.'
     required: false
     default: ''
-  test-subdirs:
+  subdirs:
-    description: 'Comma-separated list of test subdirectories to run; overrides test-suite'
+    description: 'Comma-separated list of test subdirectories to run; overrides suite'
     required: false
     default: ''
-  test-pattern:
+  pattern:
     description: 'Regex pattern to pass to pytest -k'
     required: false
     default: ''
@@ -37,14 +38,23 @@ runs:
     - name: Run Integration Tests
       shell: bash
       run: |
-        uv run --no-sync ./scripts/integration-tests.sh \
+        SCRIPT_ARGS="--stack-config ${{ inputs.stack-config }} --inference-mode ${{ inputs.inference-mode }}"
-          --stack-config '${{ inputs.stack-config }}' \
+
-          --provider '${{ inputs.provider }}' \
+        # Add optional arguments only if they are provided
-          --test-subdirs '${{ inputs.test-subdirs }}' \
+        if [ -n '${{ inputs.setup }}' ]; then
-          --test-pattern '${{ inputs.test-pattern }}' \
+          SCRIPT_ARGS="$SCRIPT_ARGS --setup ${{ inputs.setup }}"
-          --inference-mode '${{ inputs.inference-mode }}' \
+        fi
-          --test-suite '${{ inputs.test-suite }}' \
+        if [ -n '${{ inputs.suite }}' ]; then
-          | tee pytest-${{ inputs.inference-mode }}.log
+          SCRIPT_ARGS="$SCRIPT_ARGS --suite ${{ inputs.suite }}"
+        fi
+        if [ -n '${{ inputs.subdirs }}' ]; then
+          SCRIPT_ARGS="$SCRIPT_ARGS --subdirs ${{ inputs.subdirs }}"
+        fi
+        if [ -n '${{ inputs.pattern }}' ]; then
+          SCRIPT_ARGS="$SCRIPT_ARGS --pattern ${{ inputs.pattern }}"
+        fi
+
+        uv run --no-sync ./scripts/integration-tests.sh $SCRIPT_ARGS | tee pytest-${{ inputs.inference-mode }}.log
 
 
     - name: Commit and push recordings
@@ -58,7 +68,7 @@ runs:
           echo "New recordings detected, committing and pushing"
           git add tests/integration/recordings/
 
-          git commit -m "Recordings update from CI (test-suite: ${{ inputs.test-suite }})"
+          git commit -m "Recordings update from CI (suite: ${{ inputs.suite }})"
           git fetch origin ${{ github.ref_name }}
           git rebase origin/${{ github.ref_name }}
           echo "Rebased successfully"

.github/actions/setup-ollama/action.yml

@@ -1,7 +1,7 @@
 name: Setup Ollama
 description: Start Ollama
 inputs:
-  test-suite:
+  suite:
     description: 'Test suite to use: base, responses, vision, etc.'
     required: false
     default: ''
@@ -11,7 +11,7 @@ runs:
     - name: Start Ollama
       shell: bash
       run: |
-        if [ "${{ inputs.test-suite }}" == "vision" ]; then
+        if [ "${{ inputs.suite }}" == "vision" ]; then
           image="ollama-with-vision-model"
         else
           image="ollama-with-models"

.github/actions/setup-test-environment/action.yml

@@ -8,11 +8,11 @@ inputs:
   client-version:
     description: 'Client version (latest or published)'
     required: true
-  provider:
+  setup:
-    description: 'Provider to setup (ollama or vllm)'
+    description: 'Setup to configure (ollama, vllm, gpt, etc.)'
-    required: true
+    required: false
     default: 'ollama'
-  test-suite:
+  suite:
     description: 'Test suite to use: base, responses, vision, etc.'
     required: false
     default: ''
@@ -30,13 +30,13 @@ runs:
         client-version: ${{ inputs.client-version }}
 
     - name: Setup ollama
-      if: ${{ inputs.provider == 'ollama' && inputs.inference-mode == 'record' }}
+      if: ${{ (inputs.setup == 'ollama' || inputs.setup == 'ollama-vision') && inputs.inference-mode == 'record' }}
       uses: ./.github/actions/setup-ollama
       with:
-        test-suite: ${{ inputs.test-suite }}
+        suite: ${{ inputs.suite }}
 
     - name: Setup vllm
-      if: ${{ inputs.provider == 'vllm' && inputs.inference-mode == 'record' }}
+      if: ${{ inputs.setup == 'vllm' && inputs.inference-mode == 'record' }}
       uses: ./.github/actions/setup-vllm
 
     - name: Build Llama Stack

.github/workflows/integration-tests.yml

@@ -28,8 +28,8 @@ on:
         description: 'Test against both the latest and published versions'
         type: boolean
         default: false
-      test-provider:
+      test-setup:
-        description: 'Test against a specific provider'
+        description: 'Test against a specific setup'
         type: string
         default: 'ollama'
 
@@ -42,18 +42,18 @@ jobs:
 
   run-replay-mode-tests:
     runs-on: ubuntu-latest
-    name: ${{ format('Integration Tests ({0}, {1}, {2}, client={3}, {4})', matrix.client-type, matrix.provider, matrix.python-version, matrix.client-version, matrix.test-suite) }}
+    name: ${{ format('Integration Tests ({0}, {1}, {2}, client={3}, {4})', matrix.client-type, matrix.setup, matrix.python-version, matrix.client-version, matrix.suite) }}
 
     strategy:
       fail-fast: false
       matrix:
         client-type: [library, server]
-        # Use vllm on weekly schedule, otherwise use test-provider input (defaults to ollama)
+        # Use vllm on weekly schedule, otherwise use test-setup input (defaults to ollama)
-        provider: ${{ (github.event.schedule == '1 0 * * 0') && fromJSON('["vllm"]') || fromJSON(format('["{0}"]', github.event.inputs.test-provider || 'ollama')) }}
+        setup: ${{ (github.event.schedule == '1 0 * * 0') && fromJSON('["vllm"]') || fromJSON(format('["{0}"]', github.event.inputs.test-setup || 'ollama')) }}
         # Use Python 3.13 only on nightly schedule (daily latest client test), otherwise use 3.12
         python-version: ${{ github.event.schedule == '0 0 * * *' && fromJSON('["3.12", "3.13"]') || fromJSON('["3.12"]') }}
         client-version: ${{ (github.event.schedule == '0 0 * * *' || github.event.inputs.test-all-client-versions == 'true') && fromJSON('["published", "latest"]') || fromJSON('["latest"]') }}
-        test-suite: [base, vision]
+        suite: [base, vision]
 
     steps:
       - name: Checkout repository
@@ -64,14 +64,14 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
           client-version: ${{ matrix.client-version }}
-          provider: ${{ matrix.provider }}
+          setup: ${{ matrix.setup }}
-          test-suite: ${{ matrix.test-suite }}
+          suite: ${{ matrix.suite }}
           inference-mode: 'replay'
 
       - name: Run tests
         uses: ./.github/actions/run-and-record-tests
         with:
           stack-config: ${{ matrix.client-type == 'library' && 'ci-tests' || 'server:ci-tests' }}
-          provider: ${{ matrix.provider }}
+          setup: ${{ matrix.setup }}
           inference-mode: 'replay'
-          test-suite: ${{ matrix.test-suite }}
+          suite: ${{ matrix.suite }}

.github/workflows/record-integration-tests.yml

@@ -10,19 +10,19 @@ run-name: Run the integration test suite from tests/integration
 on:
   workflow_dispatch:
     inputs:
-      test-provider:
+      test-setup:
-        description: 'Test against a specific provider'
+        description: 'Test against a specific setup'
         type: string
         default: 'ollama'
-      test-suite:
+      suite:
         description: 'Test suite to use: base, responses, vision, etc.'
         type: string
         default: ''
-      test-subdirs:
+      subdirs:
-        description: 'Comma-separated list of test subdirectories to run; overrides test-suite'
+        description: 'Comma-separated list of test subdirectories to run; overrides suite'
         type: string
         default: ''
-      test-pattern:
+      pattern:
         description: 'Regex pattern to pass to pytest -k'
         type: string
         default: ''
@@ -39,10 +39,10 @@ jobs:
         run: |
           echo "::group::Workflow Inputs"
           echo "branch: ${{ github.ref_name }}"
-          echo "test-provider: ${{ inputs.test-provider }}"
+          echo "test-setup: ${{ inputs.test-setup }}"
-          echo "test-suite: ${{ inputs.test-suite }}"
+          echo "suite: ${{ inputs.suite }}"
-          echo "test-subdirs: ${{ inputs.test-subdirs }}"
+          echo "subdirs: ${{ inputs.subdirs }}"
-          echo "test-pattern: ${{ inputs.test-pattern }}"
+          echo "pattern: ${{ inputs.pattern }}"
           echo "::endgroup::"
 
       - name: Checkout repository
@@ -55,16 +55,16 @@ jobs:
         with:
           python-version: "3.12"  # Use single Python version for recording
           client-version: "latest"
-          provider: ${{ inputs.test-provider || 'ollama' }}
+          setup: ${{ inputs.test-setup || 'ollama' }}
-          test-suite: ${{ inputs.test-suite }}
+          suite: ${{ inputs.suite }}
           inference-mode: 'record'
 
       - name: Run and record tests
         uses: ./.github/actions/run-and-record-tests
         with:
           stack-config: 'server:ci-tests'  # recording must be done with server since more tests are run
-          provider: ${{ inputs.test-provider || 'ollama' }}
+          setup: ${{ inputs.test-setup || 'ollama' }}
           inference-mode: 'record'
-          test-suite: ${{ inputs.test-suite }}
+          suite: ${{ inputs.suite }}
-          test-subdirs: ${{ inputs.test-subdirs }}
+          subdirs: ${{ inputs.subdirs }}
-          test-pattern: ${{ inputs.test-pattern }}
+          pattern: ${{ inputs.pattern }}

scripts/get_setup_env.py

@@ -0,0 +1,71 @@
+#!/usr/bin/env python3
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+#
+# This source code is licensed under the terms described in the LICENSE file in
+# the root directory of this source tree.
+
+"""
+Small helper script to extract environment variables from a test setup.
+Used by integration-tests.sh to set environment variables before starting the server.
+"""
+
+import argparse
+import sys
+
+from tests.integration.suites import SETUP_DEFINITIONS, SUITE_DEFINITIONS
+
+
+def get_setup_env_vars(setup_name, suite_name=None):
+    """
+    Get environment variables for a setup, with optional suite default fallback.
+
+    Args:
+        setup_name: Name of the setup (e.g., 'ollama', 'gpt')
+        suite_name: Optional suite name to get default setup if setup_name is None
+
+    Returns:
+        Dictionary of environment variables
+    """
+    # If no setup specified, try to get default from suite
+    if not setup_name and suite_name:
+        suite = SUITE_DEFINITIONS.get(suite_name)
+        if suite and suite.default_setup:
+            setup_name = suite.default_setup
+
+    if not setup_name:
+        return {}
+
+    setup = SETUP_DEFINITIONS.get(setup_name)
+    if not setup:
+        print(
+            f"Error: Unknown setup '{setup_name}'. Available: {', '.join(sorted(SETUP_DEFINITIONS.keys()))}",
+            file=sys.stderr,
+        )
+        sys.exit(1)
+
+    return setup.env
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Extract environment variables from a test setup")
+    parser.add_argument("--setup", help="Setup name (e.g., ollama, gpt)")
+    parser.add_argument("--suite", help="Suite name to get default setup from if --setup not provided")
+    parser.add_argument("--format", choices=["bash", "json"], default="bash", help="Output format (default: bash)")
+
+    args = parser.parse_args()
+
+    env_vars = get_setup_env_vars(args.setup, args.suite)
+
+    if args.format == "bash":
+        # Output as bash export statements
+        for key, value in env_vars.items():
+            print(f"export {key}='{value}'")
+    elif args.format == "json":
+        import json
+
+        print(json.dumps(env_vars))
+
+
+if __name__ == "__main__":
+    main()

scripts/github/schedule-record-workflow.sh

@@ -14,7 +14,7 @@ set -euo pipefail
 # Default values
 BRANCH=""
 TEST_SUBDIRS=""
-TEST_PROVIDER="ollama"
+TEST_SETUP="ollama"
 TEST_SUITE="base"
 TEST_PATTERN=""
 
@@ -27,24 +27,24 @@ Trigger the integration test recording workflow remotely. This way you do not ne
 
 OPTIONS:
     -b, --branch BRANCH         Branch to run the workflow on (defaults to current branch)
-    -p, --test-provider PROVIDER Test provider to use: vllm or ollama (default: ollama)
+    -t, --suite SUITE           Test suite to use: base, responses, vision, etc. (default: base)
-    -t, --test-suite SUITE      Test suite to use: base, responses, vision, etc. (default: base)
+    -p, --setup SETUP           Test setup to use: vllm, ollama, gpt, etc. (default: ollama)
-    -s, --test-subdirs DIRS     Comma-separated list of test subdirectories to run (overrides suite)
+    -s, --subdirs DIRS          Comma-separated list of test subdirectories to run (overrides suite)
-    -k, --test-pattern PATTERN  Regex pattern to pass to pytest -k
+    -k, --pattern PATTERN       Regex pattern to pass to pytest -k
     -h, --help                  Show this help message
 
 EXAMPLES:
     # Record tests for current branch with agents subdirectory
-    $0 --test-subdirs "agents"
+    $0 --subdirs "agents"
 
     # Record tests for specific branch with vision tests
-    $0 -b my-feature-branch --test-suite vision
+    $0 -b my-feature-branch --suite vision
 
-    # Record multiple test subdirectories with specific provider
+    # Record multiple test subdirectories with specific setup
-    $0 --test-subdirs "agents,inference" --test-provider vllm
+    $0 --subdirs "agents,inference" --setup vllm
 
     # Record tests matching a specific pattern
-    $0 --test-subdirs "inference" --test-pattern "test_streaming"
+    $0 --subdirs "inference" --pattern "test_streaming"
 
 EOF
 }
@@ -63,19 +63,19 @@ while [[ $# -gt 0 ]]; do
             BRANCH="$2"
             shift 2
             ;;
-        -s|--test-subdirs)
+        -s|--subdirs)
             TEST_SUBDIRS="$2"
             shift 2
             ;;
-        -p|--test-provider)
+        -p|--setup)
-            TEST_PROVIDER="$2"
+            TEST_SETUP="$2"
             shift 2
             ;;
-        -t|--test-suite)
+        -t|--suite)
             TEST_SUITE="$2"
             shift 2
             ;;
-        -k|--test-pattern)
+        -k|--pattern)
             TEST_PATTERN="$2"
             shift 2
             ;;
@@ -93,21 +93,16 @@ done
 
 # Validate required parameters
 if [[ -z "$TEST_SUBDIRS" && -z "$TEST_SUITE" ]]; then
-    echo "Error: --test-subdirs or --test-suite is required"
+    echo "Error: --subdirs or --suite is required"
     echo "Please specify which test subdirectories to run or test suite to use, e.g.:"
-    echo "  $0 --test-subdirs \"agents,inference\""
+    echo "  $0 --subdirs \"agents,inference\""
-    echo "  $0 --test-suite vision"
+    echo "  $0 --suite vision"
     echo ""
     exit 1
 fi
 
-# Validate test provider
+# Validate test setup (optional - setups are validated by the workflow itself)
-if [[ "$TEST_PROVIDER" != "vllm" && "$TEST_PROVIDER" != "ollama" ]]; then
+# Common setups: ollama, vllm, gpt, etc.
-    echo "❌ Error: Invalid test provider '$TEST_PROVIDER'"
-    echo "   Supported providers: vllm, ollama"
-    echo "   Example: $0 --test-subdirs \"agents\" --test-provider vllm"
-    exit 1
-fi
 
 # Check if required tools are installed
 if ! command -v gh &> /dev/null; then
@@ -237,7 +232,7 @@ fi
 # Build the workflow dispatch command
 echo "Triggering integration test recording workflow..."
 echo "Branch: $BRANCH"
-echo "Test provider: $TEST_PROVIDER"
+echo "Test setup: $TEST_SETUP"
 echo "Test subdirs: $TEST_SUBDIRS"
 echo "Test suite: $TEST_SUITE"
 echo "Test pattern: ${TEST_PATTERN:-"(none)"}"
@@ -245,16 +240,16 @@ echo ""
 
 # Prepare inputs for gh workflow run
 if [[ -n "$TEST_SUBDIRS" ]]; then
-    INPUTS="-f test-subdirs='$TEST_SUBDIRS'"
+    INPUTS="-f subdirs='$TEST_SUBDIRS'"
 fi
-if [[ -n "$TEST_PROVIDER" ]]; then
+if [[ -n "$TEST_SETUP" ]]; then
-    INPUTS="$INPUTS -f test-provider='$TEST_PROVIDER'"
+    INPUTS="$INPUTS -f test-setup='$TEST_SETUP'"
 fi
 if [[ -n "$TEST_SUITE" ]]; then
-    INPUTS="$INPUTS -f test-suite='$TEST_SUITE'"
+    INPUTS="$INPUTS -f suite='$TEST_SUITE'"
 fi
 if [[ -n "$TEST_PATTERN" ]]; then
-    INPUTS="$INPUTS -f test-pattern='$TEST_PATTERN'"
+    INPUTS="$INPUTS -f pattern='$TEST_PATTERN'"
 fi
 
 # Run the workflow

scripts/integration-tests.sh

@@ -13,10 +13,10 @@ set -euo pipefail
 
 # Default values
 STACK_CONFIG=""
-PROVIDER=""
+TEST_SUITE="base"
+TEST_SETUP=""
 TEST_SUBDIRS=""
 TEST_PATTERN=""
-TEST_SUITE="base"
 INFERENCE_MODE="replay"
 EXTRA_PARAMS=""
 
@@ -27,29 +27,30 @@ Usage: $0 [OPTIONS]
 
 Options:
     --stack-config STRING    Stack configuration to use (required)
-    --provider STRING        Provider to use (ollama, vllm, etc.) (required)
+    --suite STRING           Test suite to run (default: 'base')
-    --test-suite STRING      Comma-separated list of test suites to run (default: 'base')
+    --setup STRING           Test setup (models, env) to use (e.g., 'ollama', 'ollama-vision', 'gpt', 'vllm')
     --inference-mode STRING  Inference mode: record or replay (default: replay)
-    --test-subdirs STRING    Comma-separated list of test subdirectories to run (overrides suite)
+    --subdirs STRING         Comma-separated list of test subdirectories to run (overrides suite)
-    --test-pattern STRING    Regex pattern to pass to pytest -k
+    --pattern STRING         Regex pattern to pass to pytest -k
     --help                   Show this help message
 
-Suites are defined in tests/integration/suites.py. They are used to narrow the collection of tests and provide default model options.
+Suites are defined in tests/integration/suites.py and define which tests to run.
+Setups are defined in tests/integration/setups.py and provide global configuration (models, env).
 
 You can also specify subdirectories (of tests/integration) to select tests from, which will override the suite.
 
 Examples:
     # Basic inference tests with ollama
-    $0 --stack-config server:ci-tests --provider ollama
+    $0 --stack-config server:ci-tests --suite base --setup ollama
 
     # Multiple test directories with vllm
-    $0 --stack-config server:ci-tests --provider vllm --test-subdirs 'inference,agents'
+    $0 --stack-config server:ci-tests --subdirs 'inference,agents' --setup vllm
 
     # Vision tests with ollama
-    $0 --stack-config server:ci-tests --provider ollama --test-suite vision
+    $0 --stack-config server:ci-tests --suite vision  # default setup for this suite is ollama-vision
 
     # Record mode for updating test recordings
-    $0 --stack-config server:ci-tests --provider ollama --inference-mode record
+    $0 --stack-config server:ci-tests --suite base --inference-mode record
 EOF
 }
 
@@ -60,15 +61,15 @@ while [[ $# -gt 0 ]]; do
             STACK_CONFIG="$2"
             shift 2
             ;;
-        --provider)
+        --setup)
-            PROVIDER="$2"
+            TEST_SETUP="$2"
             shift 2
             ;;
-        --test-subdirs)
+        --subdirs)
             TEST_SUBDIRS="$2"
             shift 2
             ;;
-        --test-suite)
+        --suite)
             TEST_SUITE="$2"
             shift 2
             ;;
@@ -76,7 +77,7 @@ while [[ $# -gt 0 ]]; do
             INFERENCE_MODE="$2"
             shift 2
             ;;
-        --test-pattern)
+        --pattern)
             TEST_PATTERN="$2"
             shift 2
             ;;
@@ -96,11 +97,13 @@ done
 # Validate required parameters
 if [[ -z "$STACK_CONFIG" ]]; then
     echo "Error: --stack-config is required"
+    usage
     exit 1
 fi
 
-if [[ -z "$PROVIDER" ]]; then
+if [[ -z "$TEST_SETUP" && -n "$TEST_SUBDIRS" ]]; then
-    echo "Error: --provider is required"
+    echo "Error: --test-setup is required when --test-subdirs is provided"
+    usage
     exit 1
 fi
 
@@ -111,7 +114,7 @@ fi
 
 echo "=== Llama Stack Integration Test Runner ==="
 echo "Stack Config: $STACK_CONFIG"
-echo "Provider: $PROVIDER"
+echo "Setup: $TEST_SETUP"
 echo "Inference Mode: $INFERENCE_MODE"
 echo "Test Suite: $TEST_SUITE"
 echo "Test Subdirs: $TEST_SUBDIRS"
@@ -129,21 +132,25 @@ echo ""
 
 # Set environment variables
 export LLAMA_STACK_CLIENT_TIMEOUT=300
-export LLAMA_STACK_TEST_INFERENCE_MODE="$INFERENCE_MODE"
-
-# Configure provider-specific settings
-if [[ "$PROVIDER" == "ollama" ]]; then
-    export OLLAMA_URL="http://0.0.0.0:11434"
-    export TEXT_MODEL="ollama/llama3.2:3b-instruct-fp16"
-    export SAFETY_MODEL="ollama/llama-guard3:1b"
-    EXTRA_PARAMS="--safety-shield=llama-guard"
-else
-    export VLLM_URL="http://localhost:8000/v1"
-    export TEXT_MODEL="vllm/meta-llama/Llama-3.2-1B-Instruct"
-    EXTRA_PARAMS=""
-fi
 
 THIS_DIR=$(dirname "$0")
+
+if [[ -n "$TEST_SETUP" ]]; then
+    EXTRA_PARAMS="--setup=$TEST_SETUP"
+fi
+
+# Apply setup-specific environment variables (needed for server startup and tests)
+echo "=== Applying Setup Environment Variables ==="
+
+# the server needs this
+export LLAMA_STACK_TEST_INFERENCE_MODE="$INFERENCE_MODE"
+
+SETUP_ENV=$(PYTHONPATH=$THIS_DIR/.. python "$THIS_DIR/get_setup_env.py" --suite "$TEST_SUITE" --setup "$TEST_SETUP" --format bash)
+echo "Setting up environment variables:"
+echo "$SETUP_ENV"
+eval "$SETUP_ENV"
+echo ""
+
 ROOT_DIR="$THIS_DIR/.."
 cd $ROOT_DIR
 
@@ -162,6 +169,18 @@ fi
 
 # Start Llama Stack Server if needed
 if [[ "$STACK_CONFIG" == *"server:"* ]]; then
+    stop_server() {
+        echo "Stopping Llama Stack Server..."
+        pids=$(lsof -i :8321 | awk 'NR>1 {print $2}')
+        if [[ -n "$pids" ]]; then
+            echo "Killing Llama Stack Server processes: $pids"
+            kill -9 $pids
+        else
+            echo "No Llama Stack Server processes found ?!"
+        fi
+        echo "Llama Stack Server stopped"
+    }
+
     # check if server is already running
     if curl -s http://localhost:8321/v1/health 2>/dev/null | grep -q "OK"; then
         echo "Llama Stack Server is already running, skipping start"
@@ -185,14 +204,16 @@ if [[ "$STACK_CONFIG" == *"server:"* ]]; then
         done
         echo ""
     fi
+
+    trap stop_server EXIT ERR INT TERM
 fi
 
 # Run tests
 echo "=== Running Integration Tests ==="
 EXCLUDE_TESTS="builtin_tool or safety_with_image or code_interpreter or test_rag"
 
-# Additional exclusions for vllm provider
+# Additional exclusions for vllm setup
-if [[ "$PROVIDER" == "vllm" ]]; then
+if [[ "$TEST_SETUP" == "vllm" ]]; then
     EXCLUDE_TESTS="${EXCLUDE_TESTS} or test_inference_store_tool_calls"
 fi
 
@@ -229,20 +250,22 @@ if [[ -n "$TEST_SUBDIRS" ]]; then
     echo "Total test files: $(echo $TEST_FILES | wc -w)"
 
     PYTEST_TARGET="$TEST_FILES"
-    EXTRA_PARAMS="$EXTRA_PARAMS --text-model=$TEXT_MODEL --embedding-model=sentence-transformers/all-MiniLM-L6-v2"
 else
     PYTEST_TARGET="tests/integration/"
     EXTRA_PARAMS="$EXTRA_PARAMS --suite=$TEST_SUITE"
 fi
 
 set +e
+set -x
 pytest -s -v $PYTEST_TARGET \
     --stack-config="$STACK_CONFIG" \
+    --inference-mode="$INFERENCE_MODE" \
     -k "$PYTEST_PATTERN" \
     $EXTRA_PARAMS \
     --color=yes \
     --capture=tee-sys
 exit_code=$?
+set +x
 set -e
 
 if [ $exit_code -eq 0 ]; then
@@ -260,18 +283,5 @@ echo "=== System Resources After Tests ==="
 free -h 2>/dev/null || echo "free command not available"
 df -h
 
-# stop server
-if [[ "$STACK_CONFIG" == *"server:"* ]]; then
-    echo "Stopping Llama Stack Server..."
-    pids=$(lsof -i :8321 | awk 'NR>1 {print $2}')
-    if [[ -n "$pids" ]]; then
-        echo "Killing Llama Stack Server processes: $pids"
-        kill -9 $pids
-    else
-        echo "No Llama Stack Server processes found ?!"
-    fi
-    echo "Llama Stack Server stopped"
-fi
-
 echo ""
 echo "=== Integration Tests Complete ==="

tests/integration/README.md

@@ -6,9 +6,7 @@ Integration tests verify complete workflows across different providers using Lla
 
 ```bash
 # Run all integration tests with existing recordings
-LLAMA_STACK_TEST_INFERENCE_MODE=replay \
+uv run --group test \
-  LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings \
-  uv run --group test \
   pytest -sv tests/integration/ --stack-config=starter
 ```
 
@@ -42,25 +40,35 @@ Model parameters can be influenced by the following options:
 Each of these are comma-separated lists and can be used to generate multiple parameter combinations. Note that tests will be skipped
 if no model is specified.
 
-### Suites (fast selection + sane defaults)
+### Suites and Setups
 
-- `--suite`: comma-separated list of named suites that both narrow which tests are collected and prefill common model options (unless you pass them explicitly).
+- `--suite`: single named suite that narrows which tests are collected.
 - Available suites:
-  - `responses`: collects tests under `tests/integration/responses`; this is a separate suite because it needs a strong tool-calling model.
+  - `base`: collects most tests (excludes responses and post_training)
-  - `vision`: collects only `tests/integration/inference/test_vision_inference.py`; defaults `--vision-model=ollama/llama3.2-vision:11b`, `--embedding-model=sentence-transformers/all-MiniLM-L6-v2`.
+  - `responses`: collects tests under `tests/integration/responses` (needs strong tool-calling models)
-- Explicit flags always win. For example, `--suite=responses --text-model=<X>` overrides the suite’s text model.
+  - `vision`: collects only `tests/integration/inference/test_vision_inference.py`
+- `--setup`: global configuration that can be used with any suite. Setups prefill model/env defaults; explicit CLI flags always win.
+  - Available setups:
+    - `ollama`: Local Ollama provider with lightweight models (sets OLLAMA_URL, uses llama3.2:3b-instruct-fp16)
+    - `vllm`: VLLM provider for efficient local inference (sets VLLM_URL, uses Llama-3.2-1B-Instruct)
+    - `gpt`: OpenAI GPT models for high-quality responses (uses gpt-4o)
+    - `claude`: Anthropic Claude models for high-quality responses (uses claude-3-5-sonnet)
 
-Examples:
+Examples
 
 ```bash
-# Fast responses run with defaults
+# Fast responses run with a strong tool-calling model
-pytest -s -v tests/integration --stack-config=server:starter --suite=responses
+pytest -s -v tests/integration --stack-config=server:starter --suite=responses --setup=gpt
 
-# Fast single-file vision run with defaults
+# Fast single-file vision run with Ollama defaults
-pytest -s -v tests/integration --stack-config=server:starter --suite=vision
+pytest -s -v tests/integration --stack-config=server:starter --suite=vision --setup=ollama
 
-# Combine suites and override a default
+# Base suite with VLLM for performance
-pytest -s -v tests/integration --stack-config=server:starter --suite=responses,vision --embedding-model=text-embedding-3-small
+pytest -s -v tests/integration --stack-config=server:starter --suite=base --setup=vllm
+
+# Override a default from setup
+pytest -s -v tests/integration --stack-config=server:starter \
+  --suite=responses --setup=gpt --embedding-model=text-embedding-3-small
 ```
 
 ## Examples
@@ -127,14 +135,13 @@ pytest tests/integration/
 ### RECORD Mode
 Captures API interactions for later replay:
 ```bash
-LLAMA_STACK_TEST_INFERENCE_MODE=record \
+pytest tests/integration/inference/test_new_feature.py --inference-mode=record
-pytest tests/integration/inference/test_new_feature.py
 ```
 
 ### LIVE Mode
 Tests make real API calls (but not recorded):
 ```bash
-LLAMA_STACK_TEST_INFERENCE_MODE=live pytest tests/integration/
+pytest tests/integration/ --inference-mode=live
 ```
 
 By default, the recording directory is `tests/integration/recordings`. You can override this by setting the `LLAMA_STACK_TEST_RECORDING_DIR` environment variable.
@@ -155,15 +162,14 @@ cat recordings/responses/abc123.json | jq '.'
 #### Remote Re-recording (Recommended)
 Use the automated workflow script for easier re-recording:
 ```bash
-./scripts/github/schedule-record-workflow.sh --test-subdirs "inference,agents"
+./scripts/github/schedule-record-workflow.sh --subdirs "inference,agents"
 ```
 See the [main testing guide](../README.md#remote-re-recording-recommended) for full details.
 
 #### Local Re-recording
 ```bash
 # Re-record specific tests
-LLAMA_STACK_TEST_INFERENCE_MODE=record \
+pytest -s -v --stack-config=server:starter tests/integration/inference/test_modified.py --inference-mode=record
-pytest -s -v --stack-config=server:starter tests/integration/inference/test_modified.py
 ```
 
 Note that when re-recording tests, you must use a Stack pointing to a server (i.e., `server:starter`). This subtlety exists because the set of tests run in server are a superset of the set of tests run in the library client.

tests/integration/conftest.py

@@ -15,7 +15,7 @@ from dotenv import load_dotenv
 
 from llama_stack.log import get_logger
 
-from .suites import SUITE_DEFINITIONS
+from .suites import SETUP_DEFINITIONS, SUITE_DEFINITIONS
 
 logger = get_logger(__name__, category="tests")
 
@@ -63,19 +63,33 @@ def pytest_configure(config):
         key, value = env_var.split("=", 1)
         os.environ[key] = value
 
-    suites_raw = config.getoption("--suite")
+    inference_mode = config.getoption("--inference-mode")
-    suites: list[str] = []
+    os.environ["LLAMA_STACK_TEST_INFERENCE_MODE"] = inference_mode
-    if suites_raw:
+
-        suites = [p.strip() for p in str(suites_raw).split(",") if p.strip()]
+    suite = config.getoption("--suite")
-        unknown = [p for p in suites if p not in SUITE_DEFINITIONS]
+    if suite:
-        if unknown:
+        if suite not in SUITE_DEFINITIONS:
+            raise pytest.UsageError(f"Unknown suite: {suite}. Available: {', '.join(sorted(SUITE_DEFINITIONS.keys()))}")
+
+    # Apply setups (global parameterizations): env + defaults
+    setup = config.getoption("--setup")
+    if suite and not setup:
+        setup = SUITE_DEFINITIONS[suite].default_setup
+
+    if setup:
+        if setup not in SETUP_DEFINITIONS:
             raise pytest.UsageError(
-                f"Unknown suite(s): {', '.join(unknown)}. Available: {', '.join(sorted(SUITE_DEFINITIONS.keys()))}"
+                f"Unknown setup '{setup}'. Available: {', '.join(sorted(SETUP_DEFINITIONS.keys()))}"
             )
-    for suite in suites:
+
-        suite_def = SUITE_DEFINITIONS.get(suite, {})
+        setup_obj = SETUP_DEFINITIONS[setup]
-        defaults: dict = suite_def.get("defaults", {})
+        logger.info(f"Applying setup '{setup}'{' for suite ' + suite if suite else ''}")
-        for dest, value in defaults.items():
+        # Apply env first
+        for k, v in setup_obj.env.items():
+            if k not in os.environ:
+                os.environ[k] = str(v)
+        # Apply defaults if not provided explicitly
+        for dest, value in setup_obj.defaults.items():
             current = getattr(config.option, dest, None)
             if not current:
                 setattr(config.option, dest, value)
@@ -120,6 +134,13 @@ def pytest_addoption(parser):
         default=384,
         help="Output dimensionality of the embedding model to use for testing. Default: 384",
     )
+
+    parser.addoption(
+        "--inference-mode",
+        help="Inference mode: { record, replay, live } (default: replay)",
+        choices=["record", "replay", "live"],
+        default="replay",
+    )
     parser.addoption(
         "--report",
         help="Path where the test report should be written, e.g. --report=/path/to/report.md",
@@ -127,14 +148,18 @@ def pytest_addoption(parser):
 
     available_suites = ", ".join(sorted(SUITE_DEFINITIONS.keys()))
     suite_help = (
-        "Comma-separated integration test suites to narrow collection and prefill defaults. "
+        f"Single test suite to run (narrows collection). Available: {available_suites}. Example: --suite=responses"
-        "Available: "
-        f"{available_suites}. "
-        "Explicit CLI flags (e.g., --text-model) override suite defaults. "
-        "Examples: --suite=responses or --suite=responses,vision."
     )
     parser.addoption("--suite", help=suite_help)
 
+    # Global setups for any suite
+    available_setups = ", ".join(sorted(SETUP_DEFINITIONS.keys()))
+    setup_help = (
+        f"Global test setup configuration. Available: {available_setups}. "
+        "Can be used with any suite. Example: --setup=ollama"
+    )
+    parser.addoption("--setup", help=setup_help)
+
 
 MODEL_SHORT_IDS = {
     "meta-llama/Llama-3.2-3B-Instruct": "3B",
@@ -221,16 +246,12 @@ pytest_plugins = ["tests.integration.fixtures.common"]
 
 def pytest_ignore_collect(path: str, config: pytest.Config) -> bool:
     """Skip collecting paths outside the selected suite roots for speed."""
-    suites_raw = config.getoption("--suite")
+    suite = config.getoption("--suite")
-    if not suites_raw:
+    if not suite:
         return False
 
-    names = [p.strip() for p in str(suites_raw).split(",") if p.strip()]
+    sobj = SUITE_DEFINITIONS.get(suite)
-    roots: list[str] = []
+    roots: list[str] = sobj.get("roots", []) if isinstance(sobj, dict) else getattr(sobj, "roots", [])
-    for name in names:
-        suite_def = SUITE_DEFINITIONS.get(name)
-        if suite_def:
-            roots.extend(suite_def.get("roots", []))
     if not roots:
         return False
 

tests/integration/suites.py

@@ -8,46 +8,112 @@
 # For example:
 #
 # ```bash
-# pytest tests/integration/ --suite=vision
+# pytest tests/integration/ --suite=vision --setup=ollama
 # ```
 #
-# Each suite can:
+"""
-# - restrict collection to specific roots (dirs or files)
+Each suite defines what to run (roots). Suites can be run with different global setups defined in setups.py.
-# - provide default CLI option values (e.g. text_model, embedding_model, etc.)
+Setups provide environment variables and model defaults that can be reused across multiple suites.
+
+CLI examples:
+  pytest tests/integration --suite=responses --setup=gpt
+  pytest tests/integration --suite=vision --setup=ollama
+  pytest tests/integration --suite=base --setup=vllm
+"""
 
 from pathlib import Path
 
+from pydantic import BaseModel, Field
+
 this_dir = Path(__file__).parent
-default_roots = [
+
+
+class Suite(BaseModel):
+    name: str
+    roots: list[str]
+    default_setup: str | None = None
+
+
+class Setup(BaseModel):
+    """A reusable test configuration with environment and CLI defaults."""
+
+    name: str
+    description: str
+    defaults: dict[str, str] = Field(default_factory=dict)
+    env: dict[str, str] = Field(default_factory=dict)
+
+
+# Global setups - can be used with any suite "technically" but in reality, some setups might work
+# only for specific test suites.
+SETUP_DEFINITIONS: dict[str, Setup] = {
+    "ollama": Setup(
+        name="ollama",
+        description="Local Ollama provider with text + safety models",
+        env={
+            "OLLAMA_URL": "http://0.0.0.0:11434",
+            "SAFETY_MODEL": "ollama/llama-guard3:1b",
+        },
+        defaults={
+            "text_model": "ollama/llama3.2:3b-instruct-fp16",
+            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+            "safety_model": "ollama/llama-guard3:1b",
+            "safety_shield": "llama-guard",
+        },
+    ),
+    "ollama-vision": Setup(
+        name="ollama",
+        description="Local Ollama provider with a vision model",
+        env={
+            "OLLAMA_URL": "http://0.0.0.0:11434",
+        },
+        defaults={
+            "vision_model": "ollama/llama3.2-vision:11b",
+            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+        },
+    ),
+    "vllm": Setup(
+        name="vllm",
+        description="vLLM provider with a text model",
+        env={
+            "VLLM_URL": "http://localhost:8000/v1",
+        },
+        defaults={
+            "text_model": "vllm/meta-llama/Llama-3.2-1B-Instruct",
+            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+        },
+    ),
+    "gpt": Setup(
+        name="gpt",
+        description="OpenAI GPT models for high-quality responses and tool calling",
+        defaults={
+            "text_model": "openai/gpt-4o",
+            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+        },
+    ),
+}
+
+
+base_roots = [
     str(p)
     for p in this_dir.glob("*")
     if p.is_dir()
     and p.name not in ("__pycache__", "fixtures", "test_cases", "recordings", "responses", "post_training")
 ]
 
-SUITE_DEFINITIONS: dict[str, dict] = {
+SUITE_DEFINITIONS: dict[str, Suite] = {
-    "base": {
+    "base": Suite(
-        "description": "Base suite that includes most tests but runs them with a text Ollama model",
+        name="base",
-        "roots": default_roots,
+        roots=base_roots,
-        "defaults": {
+        default_setup="ollama",
-            "text_model": "ollama/llama3.2:3b-instruct-fp16",
+    ),
-            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+    "responses": Suite(
-        },
+        name="responses",
-    },
+        roots=["tests/integration/responses"],
-    "responses": {
+        default_setup="gpt",
-        "description": "Suite that includes only the OpenAI Responses tests; needs a strong tool-calling model",
+    ),
-        "roots": ["tests/integration/responses"],
+    "vision": Suite(
-        "defaults": {
+        name="vision",
-            "text_model": "openai/gpt-4o",
+        roots=["tests/integration/inference/test_vision_inference.py"],
-            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
+        default_setup="ollama-vision",
-        },
+    ),
-    },
-    "vision": {
-        "description": "Suite that includes only the vision tests",
-        "roots": ["tests/integration/inference/test_vision_inference.py"],
-        "defaults": {
-            "vision_model": "ollama/llama3.2-vision:11b",
-            "embedding_model": "sentence-transformers/all-MiniLM-L6-v2",
-        },
-    },
 }