Files
agent-framework/python/scripts/integration_test_report/aggregate.py
Giles Odigwe c06af9a1b3 .NET: Python: Add dotnet integration test report to CI (#5515)
* Add dotnet integration test report to CI

- Add --report-junit flag to dotnet integration test step to generate
  JUnit XML alongside TRX, with explicit --results-directory to
  centralize output in IntegrationTestResults/
- Upload JUnit XML artifacts from each matrix leg (net10.0/ubuntu,
  net472/windows) as dotnet-test-results-{framework}-{os}
- Add dotnet-integration-test-report job that downloads artifacts,
  runs the existing aggregate.py script, posts markdown to Job Summary,
  and saves trend history via actions/cache
- Refactor aggregate.py to discover JUnit XML files recursively,
  supporting both pytest (pytest.xml) and xunit (*.junit.xml) layouts
- Handle provider name derivation for dotnet artifact naming convention
- Fix nodeid collision when same test runs under multiple frameworks
  by qualifying keys with provider when collisions are detected
- Improve module extraction for dotnet C# classnames (recognizes
  IntegrationTests/UnitTests namespace segments)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: trigger dotnet CI for report validation

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: use .junit extension (not .junit.xml) for xunit v3 output

xUnit v3 generates files with .junit extension, not .junit.xml.
Update upload glob and aggregate.py discovery to match.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: use deterministic provider-qualified keys for dotnet tests

Always prefix dotnet test keys with provider (e.g. net10.0 (ubuntu)::TestName)
to ensure stable, comparable counts across runs regardless of file parse order.
Also show Executed (passed+failed) instead of Total in summary table.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: match Python report summary format (Total, passed/total, etc.)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat: split dotnet report into per-framework tables

Dotnet tests run on multiple frameworks (net10.0, net472). Instead of
one combined table with unstable totals, show separate sections per
framework — each with its own summary row and per-test table. Python
reports retain the original single-table format.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Re-enable 7 flaky dotnet integration tests with increased timeouts

Increase timeouts to reduce timing-related flakiness in LLM-backed
integration tests (issue #4971):

- ExternalClientTests: 60s -> 120s default timeout
- SamplesValidationBase: 60s -> 120s default timeout
- ConsoleAppSamplesValidation: 90s -> 150s for long-running tests
- AzureFunctions SamplesValidation: 2min -> 3min orchestration timeout,
  60s -> 90s per-step WaitForConditionAsync timeouts

Remove all Skip=Flaky annotations and unused SkipFlakyTimingTest constants.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Re-skip LLM non-determinism flaky tests, keep timeout fixes

Re-skip SingleAgentOrchestrationHITLSampleValidationAsync and
LongRunningToolsSampleValidationAsync - these fail due to LLM producing
extra review notifications, not timeouts. Updated skip reasons to
accurately describe the root cause. Reverted unnecessary timeout change
on the skipped LongRunningTools test.

The remaining 5 re-enabled tests with timeout increases are stable.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Enable Anthropic integration tests in CI

Replace hardcoded skip with conditional skip pattern (matching
CopilotStudio approach): tests gracefully skip when ANTHROPIC_API_KEY
is missing, and run when present.

Changes:
- AnthropicChatCompletionFixture: try/catch in InitializeAsync with
  Assert.Skip on missing config (replaces hardcoded SkipReason)
- AnthropicSkillsIntegrationTests: same pattern per test method
- dotnet-build-and-test.yml: wire up ANTHROPIC_API_KEY,
  ANTHROPIC_CHAT_MODEL_NAME, and ANTHROPIC_REASONING_MODEL_NAME
  env vars to the integration test step

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix missing System using in AnthropicSkillsIntegrationTests

Add 'using System;' for InvalidOperationException in try/catch blocks.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Skip flaky SingleAgentOrchestrationChainingSampleValidationAsync

LLM non-determinism causes Assert.NotNull failures on orchestration
results. Skip until test logic is hardened against non-deterministic
LLM responses.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Re-enable HITL and LongRunningTools tests with timeout and flexibility fixes

- Remove Skip attribute from SingleAgentOrchestrationHITLSampleValidationAsync
- Remove Skip attribute from LongRunningToolsSampleValidationAsync
- Increase timeout from 120s/90s to 180s to accommodate 2+ LLM round-trips
- Replace rigid 2-cycle assertion with flexible approval logic that handles
  extra review cycles from LLM non-determinism

Fixes the two failure modes identified in #4971:
1. Timeout: 120s/90s was insufficient for multiple LLM calls under CI load
2. Extra notifications: Assert.Fail on 3rd+ review cycle was too rigid

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Increase AzureFunctions LongRunningTools test timeouts from 90s to 180s

The LongRunningToolsSampleValidationAsync test in the AzureFunctions integration
tests was failing in CI with TimeoutException at the 'Content published
notification is logged' step. The 90-second timeouts are too tight for CI
environments where LLM calls and orchestration overhead can be slow.

Increased all three WaitForConditionAsync timeouts from 90s to 180s:
- Waiting for human feedback notification
- Waiting for publish notification (the step that was failing)
- Waiting for orchestration completion

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Merge main and fix dotnet report path after flaky_report rename

Merge upstream/main which renamed scripts/flaky_report/ to
scripts/integration_test_report/ (from Python PR #5454). Update the
dotnet-build-and-test workflow to reference the new path.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add RetryFact to DurableTask and AzureFunctions integration tests

These tests interact with LLMs via stdin/stdout (DurableTask) or HTTP
(AzureFunctions) and are inherently non-deterministic. Unlike the Python
side which uses pytest-retry, the dotnet tests had no retry mechanism
and a single transient failure would fail the entire CI run.

Changes:
- Switch [Fact] to [RetryFact(2, 5000)] on all LLM-dependent tests
  across ConsoleAppSamplesValidation, ExternalClientTests,
  WorkflowConsoleAppSamplesValidation, and AzureFunctions SamplesValidation
- Add re-prompt mechanism to LongRunningToolsSampleValidationAsync:
  if the LLM doesn't invoke the tool within 60s, re-send the prompt
  (up to 2 retries) instead of burning the full timeout
- Reduce LongRunningTools timeout from 240s to 180s (re-prompt makes
  the extra buffer unnecessary)
- Leave simple/deterministic tests as [Fact] (SingleAgent, unit tests)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add persist-credentials: false to Integration Test Report checkout step

Matches the convention used by other checkout steps in this workflow
to avoid leaving GITHUB_TOKEN credentials in the local git config.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* small fixes

* disable anthropic failing tests

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
2026-05-07 20:39:32 +00:00

563 lines
19 KiB
Python

# Copyright (c) Microsoft. All rights reserved.
"""Aggregate per-provider JUnit XML test results and generate a trend report.
Parses JUnit XML files produced by CI jobs — both ``pytest.xml`` (Python) and
xunit v3 ``*.junit`` (dotnet) — merges them into a single run, combines
with historical data, and generates a markdown trend table.
Usage (from CI):
python aggregate.py <reports-dir> <history-file> <output-file>
The reports directory is expected to contain artifact subdirectories. Two
layouts are supported:
- **Python (pytest):** ``test-results-<provider>/pytest.xml``
- **Dotnet (xunit):** ``dotnet-test-results-<tfm>-<os>/*.junit``
"""
from __future__ import annotations
import json
import sys
import xml.etree.ElementTree as ET
from datetime import datetime, timezone
from pathlib import Path
from typing import Any
MAX_HISTORY = 5
STATUS_EMOJI = {
"passed": "",
"failed": "",
"skipped": "⏭️",
"xfailed": "⚠️",
"error": "",
}
def _format_run_label(timestamp: str) -> str:
"""Format a timestamp as a compact column label (e.g. '04-16 00:57')."""
try:
dt = datetime.fromisoformat(timestamp)
return dt.strftime("%m-%d %H:%M")
except (ValueError, TypeError):
return timestamp[:16]
def _derive_provider(directory_name: str) -> str:
"""Derive a provider label from a report directory name.
Handles both Python and dotnet naming conventions:
- ``test-results-openai`` → ``OpenAI``
- ``test-results-azure-openai`` → ``Azure OpenAI``
- ``dotnet-test-results-net10.0-ubuntu-latest`` → ``net10.0 (ubuntu)``
"""
# Dotnet convention: dotnet-test-results-<framework>-<os>
if directory_name.startswith("dotnet-test-results-"):
raw = directory_name.replace("dotnet-test-results-", "")
# e.g. "net10.0-ubuntu-latest" → framework="net10.0", os="ubuntu-latest"
parts = raw.split("-", 1)
framework = parts[0]
os_label = parts[1].split("-")[0] if len(parts) > 1 else ""
return f"{framework} ({os_label})" if os_label else framework
# Python convention: test-results-<provider>
raw = directory_name.replace("test-results-", "")
known = {
"openai": "OpenAI",
"azure-openai": "Azure OpenAI",
"misc": "Misc (Anthropic, Ollama, MCP)",
"functions": "Functions",
"foundry": "Foundry",
"cosmos": "Cosmos",
"unit": "Unit",
}
if raw in known:
return known[raw]
parts = raw.split("-")
return " ".join(p.capitalize() for p in parts)
def _parse_junit_xml(xml_path: Path) -> list[dict[str, str]]:
"""Parse a JUnit XML file and return a list of test result dicts.
Each dict has keys: ``nodeid``, ``status``, ``duration``, ``message``.
"""
results: list[dict[str, str]] = []
try:
tree = ET.parse(xml_path) # noqa: S314
except ET.ParseError as exc:
print(f"Warning: failed to parse JUnit XML report '{xml_path}': {exc}", file=sys.stderr)
return results
root = tree.getroot()
# Handle both <testsuites><testsuite>... and <testsuite>... layouts
testcases: list[ET.Element] = []
if root.tag == "testsuites":
for suite in root.findall("testsuite"):
testcases.extend(suite.findall("testcase"))
elif root.tag == "testsuite":
testcases = list(root.findall("testcase"))
for tc in testcases:
classname = tc.get("classname", "")
name = tc.get("name", "")
duration = tc.get("time", "0")
# Use classname::name as a stable identifier.
# pytest writes classname as the dotted module path (possibly including
# a test class), e.g. "packages.openai.tests.openai.test_chat_client"
# or "packages.openai.tests.openai.test_chat_client.TestClass".
nodeid = f"{classname}::{name}" if classname else name
# Extract module/file name from classname for display context.
# pytest writes classname as a dotted path. For tests inside a class
# it appends the class name, e.g.:
# "packages.foundry.tests.foundry.test_foundry_embedding_client.TestFoundryEmbeddingIntegration"
# We want the file-level module: "test_foundry_embedding_client"
#
# xunit (dotnet) writes classname as the full C# type, e.g.:
# "OpenAIChatCompletion.IntegrationTests.ChatCompletionTests"
# We want the project prefix: "OpenAIChatCompletion"
if classname:
parts = classname.rsplit(".", 2)
# If the last segment starts with uppercase it's a class name — take the one before it
if len(parts) >= 2 and parts[-1][0:1].isupper():
# For dotnet: if the penultimate part is "IntegrationTests" or "UnitTests",
# use the part before that (the project name) instead
if parts[-2] in ("IntegrationTests", "UnitTests") and len(parts) >= 3:
# parts[0] may contain dots — take the last segment of it
module = parts[0].rsplit(".", 1)[-1]
else:
module = parts[-2]
else:
module = parts[-1]
else:
module = ""
# Determine status from child elements
failure = tc.find("failure")
error = tc.find("error")
skipped = tc.find("skipped")
if failure is not None:
status = "failed"
message = failure.get("message", "")
elif error is not None:
status = "error"
message = error.get("message", "")
elif skipped is not None:
# pytest marks xfail as <skipped type="pytest.xfail">
skip_type = skipped.get("type", "")
status = "xfailed" if "xfail" in skip_type else "skipped"
message = skipped.get("message", "")
else:
status = "passed"
message = ""
results.append({
"nodeid": nodeid,
"status": status,
"duration": duration,
"message": message,
"module": module,
})
return results
# ---------------------------------------------------------------------------
# Loading
# ---------------------------------------------------------------------------
def _discover_xml_files(reports_dir: Path) -> list[tuple[str, Path]]:
"""Discover JUnit XML test result files in artifact subdirectories.
Handles two directory layouts:
- **Python (pytest):** ``test-results-<provider>/pytest.xml``
- **Dotnet (xunit):** ``dotnet-test-results-<tfm>-<os>/*.junit``
Returns:
List of ``(directory_name, xml_path)`` tuples.
"""
xml_files: list[tuple[str, Path]] = []
if not reports_dir.is_dir():
return xml_files
for subdir in sorted(reports_dir.iterdir()):
if not subdir.is_dir():
continue
# Python layout: single pytest.xml per artifact
pytest_xml = subdir / "pytest.xml"
if pytest_xml.exists():
xml_files.append((subdir.name, pytest_xml))
continue
# Dotnet layout: multiple *.junit files per artifact
junit_files = sorted(subdir.rglob("*.junit"))
for jf in junit_files:
xml_files.append((subdir.name, jf))
# Fallback: any .xml file that looks like JUnit (not .trx, not cobertura)
if not junit_files:
for xf in sorted(subdir.rglob("*.xml")):
if xf.suffix == ".xml" and not xf.name.endswith(".cobertura.xml"):
xml_files.append((subdir.name, xf))
return xml_files
def load_current_run(reports_dir: Path) -> dict[str, Any]:
"""Load per-provider JUnit XML reports from the current CI run and merge.
Supports both pytest (Python) and xunit v3 (dotnet) JUnit XML formats.
Args:
reports_dir: Directory containing artifact subdirectories with XML reports.
Returns:
Merged run dict with ``timestamp``, ``summary``, ``results``.
"""
combined_results: dict[str, dict[str, str]] = {} # nodeid → {status, provider}
xml_files = _discover_xml_files(reports_dir)
if not xml_files:
print(f"Warning: No JUnit XML files found in {reports_dir}")
return {
"timestamp": datetime.now(timezone.utc).isoformat(),
"summary": {
"total": 0,
"passed": 0,
"failed": 0,
"skipped": 0,
},
"results": {},
}
# Dotnet tests always run under multiple frameworks, so we always
# qualify their keys with the provider to ensure deterministic,
# stable keys across runs regardless of file parse order.
is_dotnet = any(d.startswith("dotnet-test-results-") for d, _ in xml_files)
for dir_name, xml_file in xml_files:
print(f" Loading: {xml_file}")
provider = _derive_provider(dir_name)
tests = _parse_junit_xml(xml_file)
for test in tests:
raw_id = test["nodeid"]
key = f"{provider}::{raw_id}" if is_dotnet else raw_id
combined_results[key] = {
"status": test["status"],
"provider": provider,
"module": test.get("module", ""),
}
# Build per-provider summary counts so the report can show one row per
# framework (dotnet) or per provider (Python).
provider_counts: dict[str, dict[str, int]] = {}
for r in combined_results.values():
prov = r.get("provider", "Unknown")
if prov not in provider_counts:
provider_counts[prov] = {"total": 0, "passed": 0, "failed": 0, "skipped": 0}
provider_counts[prov]["total"] += 1
st = r["status"]
if st == "passed":
provider_counts[prov]["passed"] += 1
elif st in ("failed", "error"):
provider_counts[prov]["failed"] += 1
elif st == "skipped":
provider_counts[prov]["skipped"] += 1
# Overall summary (sum across all providers).
statuses = [r["status"] for r in combined_results.values()]
summary = {
"total": len(statuses),
"passed": statuses.count("passed"),
"failed": statuses.count("failed") + statuses.count("error"),
"skipped": statuses.count("skipped"),
}
return {
"timestamp": datetime.now(timezone.utc).isoformat(),
"summary": summary,
"provider_summaries": provider_counts,
"results": combined_results,
}
def load_history(history_path: Path) -> list[dict[str, Any]]:
"""Load previous run history from a cache file."""
if history_path.exists():
with open(history_path, encoding="utf-8") as f:
data = json.load(f)
runs = data.get("runs", [])
print(f" Loaded {len(runs)} previous run(s) from history")
return runs
print(" No previous history found")
return []
def save_history(history_path: Path, runs: list[dict[str, Any]]) -> None:
"""Save run history, keeping only the last ``MAX_HISTORY`` entries."""
history_path.parent.mkdir(parents=True, exist_ok=True)
trimmed = runs[-MAX_HISTORY:]
with open(history_path, "w", encoding="utf-8") as f:
json.dump({"runs": trimmed}, f, indent=2)
print(f" Saved {len(trimmed)} run(s) to history")
# ---------------------------------------------------------------------------
# Report generation
# ---------------------------------------------------------------------------
def _short_name(nodeid: str) -> str:
"""Extract a short test name from a full nodeid.
``packages.openai.tests.openai.test_openai_chat_client::test_integration_options``
→ ``test_integration_options``
"""
return nodeid.split("::")[-1] if "::" in nodeid else nodeid
def generate_trend_report(runs: list[dict[str, Any]]) -> str:
"""Generate a markdown trend report from run history."""
lines = [
"# 🔬 Integration Test Report",
"",
f"*Generated: {datetime.now(timezone.utc).strftime('%Y-%m-%d %H:%M UTC')}*",
"",
]
# Detect whether this is a dotnet report (provider-qualified keys).
is_dotnet = False
for run in runs:
provider_sums = run.get("provider_summaries", {})
if any(p.startswith("net") for p in provider_sums):
is_dotnet = True
break
if is_dotnet:
_generate_dotnet_report(lines, runs)
else:
_generate_python_report(lines, runs)
lines.append("")
lines.append("**Legend:** ✅ Passed · ❌ Failed · ⏭️ Skipped · ⚠️ Expected Failure (xfail) · N/A Not available")
lines.append("")
return "\n".join(lines)
def _generate_python_report(lines: list[str], runs: list[dict[str, Any]]) -> None:
"""Generate the original single-table Python report format."""
# --- Overall status table ---
lines.append("## Overall Status (Last 5 Runs)")
lines.append("")
lines.append("| Run | Total | ✅ Passed | ❌ Failed | ⏭️ Skipped |")
lines.append("|-----|-------|-----------|-----------|------------|")
for run in reversed(runs):
s = run.get("summary", {})
total = s.get("total", 0)
label = _format_run_label(run["timestamp"])
lines.append(
f"| {label} "
f"| {total} "
f"| {s.get('passed', 0)}/{total} "
f"| {s.get('failed', 0)}/{total} "
f"| {s.get('skipped', 0)}/{total} |"
)
for _ in range(MAX_HISTORY - len(runs)):
lines.append("| N/A | N/A | N/A | N/A | N/A |")
lines.append("")
# --- Single per-test results table ---
_generate_per_test_table(lines, runs, "## Per-Test Results")
def _generate_dotnet_report(lines: list[str], runs: list[dict[str, Any]]) -> None:
"""Generate per-framework tables for dotnet (net10.0, net472, etc.)."""
# Collect all providers seen across all runs, sorted for stable ordering
all_providers: set[str] = set()
for run in runs:
all_providers.update(run.get("provider_summaries", {}).keys())
providers = sorted(all_providers)
for provider in providers:
lines.append(f"## {provider}")
lines.append("")
# --- Per-provider summary table ---
lines.append("| Run | Total | ✅ Passed | ❌ Failed | ⏭️ Skipped |")
lines.append("|-----|-------|-----------|-----------|------------|")
for run in reversed(runs):
ps = run.get("provider_summaries", {}).get(provider, {})
total = ps.get("total", 0)
label = _format_run_label(run["timestamp"])
if total == 0:
lines.append(f"| {label} | N/A | N/A | N/A | N/A |")
else:
lines.append(
f"| {label} "
f"| {total} "
f"| {ps.get('passed', 0)}/{total} "
f"| {ps.get('failed', 0)}/{total} "
f"| {ps.get('skipped', 0)}/{total} |"
)
for _ in range(MAX_HISTORY - len(runs)):
lines.append("| N/A | N/A | N/A | N/A | N/A |")
lines.append("")
# --- Per-test table filtered to this provider ---
_generate_per_test_table(
lines, runs,
heading=None,
provider_filter=provider,
)
def _generate_per_test_table(
lines: list[str],
runs: list[dict[str, Any]],
heading: str | None = None,
provider_filter: str | None = None,
) -> None:
"""Emit a per-test trend table, optionally filtered to a single provider."""
if heading:
lines.append(heading)
lines.append("")
# Collect all test nodeids (and metadata) across all runs
all_tests: dict[str, str] = {} # nodeid → provider
all_modules: dict[str, str] = {} # nodeid → module
for run in runs:
for nodeid, info in run.get("results", {}).items():
if not isinstance(info, dict):
continue
prov = info.get("provider", "Unknown")
if provider_filter and prov != provider_filter:
continue
module = info.get("module", "")
all_tests[nodeid] = prov
all_modules[nodeid] = module
if not all_tests:
lines.append("*No test results available.*")
lines.append("")
return
# Build header
if provider_filter:
header = "| Test | File |"
separator = "|------|------|"
else:
header = "| Test | File | Provider |"
separator = "|------|------|----------|"
for run in reversed(runs):
label = _format_run_label(run["timestamp"])
header += f" {label} |"
separator += "------------|"
for _ in range(MAX_HISTORY - len(runs)):
header += " N/A |"
separator += "-----|"
lines.append(header)
lines.append(separator)
# Sort by module then test name
for nodeid in sorted(all_tests, key=lambda n: (all_modules.get(n, ""), n)):
module = all_modules.get(nodeid, "")
short = _short_name(nodeid)
if provider_filter:
row = f"| `{short}` | `{module}` |"
else:
provider = all_tests[nodeid]
row = f"| `{short}` | `{module}` | {provider} |"
for run in reversed(runs):
result = run.get("results", {}).get(nodeid)
if result is None:
emoji = "N/A"
else:
status = result.get("status", "N/A") if isinstance(result, dict) else result
emoji = STATUS_EMOJI.get(status, "")
row += f" {emoji} |"
for _ in range(MAX_HISTORY - len(runs)):
row += " N/A |"
lines.append(row)
lines.append("")
# ---------------------------------------------------------------------------
# CLI entry point
# ---------------------------------------------------------------------------
def main() -> int:
if len(sys.argv) != 4:
print("Usage: python aggregate.py <reports-dir> <history-file> <output-file>")
return 1
reports_dir = Path(sys.argv[1])
history_path = Path(sys.argv[2])
output_path = Path(sys.argv[3])
print("Aggregating test results from JUnit XML...")
# Load current run's per-provider XML reports
print(f"\nLoading reports from {reports_dir}:")
current_run = load_current_run(reports_dir)
s = current_run.get("summary", {})
total = s.get("total", 0)
print(
f" Current run: {s.get('passed', 0)} passed, "
f"{s.get('failed', 0)} failed, "
f"{s.get('skipped', 0)} skipped "
f"(total: {total})"
)
# Load history and append current run (skip empty runs to avoid polluting trend)
print(f"\nLoading history from {history_path}:")
runs = load_history(history_path)
if total > 0:
runs.append(current_run)
runs = runs[-MAX_HISTORY:]
else:
print(" Skipping history append (no test results in current run)")
# Save updated history
print(f"\nSaving history to {history_path}:")
save_history(history_path, runs)
# Generate trend report
print("\nGenerating trend report...")
report = generate_trend_report(runs)
output_path.parent.mkdir(parents=True, exist_ok=True)
output_path.write_text(report, encoding="utf-8")
print(f"Trend report written to {output_path}")
# Print the report to stdout for CI visibility
print("\n" + "=" * 80)
print(report)
return 0
if __name__ == "__main__":
sys.exit(main())