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85 changes: 48 additions & 37 deletions python/hyperion_diagnostics/report.py
Original file line number Diff line number Diff line change
Expand Up @@ -14,6 +14,48 @@
import numpy as np


def _format_markdown_value(value: Any) -> str:
if isinstance(value, float):
return f"{value:.4f}"
return str(value)


def _render_configuration(config: dict[str, Any]) -> list[str]:
lines = ["## Configuration"]
for key, value in config.items():
lines.append(f"- **{key}:** {value}")
return lines


def _render_summary_table(summary_stats: dict[str, dict[str, float]]) -> list[str]:
lines = ["## Parameter Summary", ""]
headers = None
for param, stats in summary_stats.items():
if headers is None:
headers = list(stats.keys())
lines.append("| Parameter | " + " | ".join(headers) + " |")
lines.append("|" + "|".join(["---"] * (len(headers) + 1)) + "|")
vals = " | ".join(_format_markdown_value(stats.get(h, "N/A")) for h in headers)
lines.append(f"| {param} | {vals} |")
return lines


def _render_convergence_metrics(metrics: dict[str, float]) -> list[str]:
lines = ["## Convergence Metrics"]
for key, value in metrics.items():
lines.append(f"- **{key}:** {_format_markdown_value(value)}")
return lines


def _render_bullet_section(title: str, items: list[str], *, prefix: str = "") -> list[str]:
if not items:
return []
lines = ["", f"## {title}"]
for item in items:
lines.append(f"- {prefix}{item}")
return lines


@dataclass
class DiagnosticsReport:
"""Структурированный отчёт: модель, метод, конфиг, summary, convergence, варнинги, выводы."""
Expand Down Expand Up @@ -50,48 +92,17 @@ def to_markdown(self) -> str:
f"**Method:** {self.inference_method}",
f"**Timestamp:** {self.timestamp}",
"",
"## Configuration",
*_render_configuration(self.config),
]
for k, v in self.config.items():
lines.append(f"- **{k}:** {v}")

lines.append("")
lines.append("## Parameter Summary")
lines.append("")

if self.summary_stats:
headers = None
for param, stats in self.summary_stats.items():
if headers is None:
headers = list(stats.keys())
lines.append("| Parameter | " + " | ".join(headers) + " |")
lines.append("|" + "|".join(["---"] * (len(headers) + 1)) + "|")
vals = " | ".join(
f"{stats.get(h, 'N/A'):.4f}" if isinstance(stats.get(h), float)
else str(stats.get(h, 'N/A'))
for h in headers
)
lines.append(f"| {param} | {vals} |")
lines.extend(_render_summary_table(self.summary_stats))

lines.append("")
lines.append("## Convergence Metrics")
for k, v in self.convergence_metrics.items():
if isinstance(v, float):
lines.append(f"- **{k}:** {v:.4f}")
else:
lines.append(f"- **{k}:** {v}")

if self.warnings:
lines.append("")
lines.append("## Warnings")
for w in self.warnings:
lines.append(f"- ⚠ {w}")

if self.conclusions:
lines.append("")
lines.append("## Conclusions")
for c in self.conclusions:
lines.append(f"- {c}")
lines.extend(_render_convergence_metrics(self.convergence_metrics))

lines.extend(_render_bullet_section("Warnings", self.warnings, prefix="⚠ "))
lines.extend(_render_bullet_section("Conclusions", self.conclusions))

return "\n".join(lines)

Expand Down
52 changes: 52 additions & 0 deletions python/tests/test_diagnostics/test_report_rendering.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,52 @@
from __future__ import annotations

from hyperion_diagnostics.report import DiagnosticsReport


def test_report_markdown_preserves_section_order() -> None:
report = DiagnosticsReport(
model_name="ordered_model",
inference_method="nuts",
timestamp="2026-05-09T10:00:00",
config={"num_samples": 100},
summary_stats={"mu": {"mean": 0.0, "std": 1.0}},
convergence_metrics={"mu/ess": 120.0},
warnings=["Low BFMI"],
conclusions=["Review diagnostics."],
)

markdown = report.to_markdown()

assert markdown.index("## Configuration") < markdown.index("## Parameter Summary")
assert markdown.index("## Parameter Summary") < markdown.index("## Convergence Metrics")
assert markdown.index("## Convergence Metrics") < markdown.index("## Warnings")
assert markdown.index("## Warnings") < markdown.index("## Conclusions")


def test_report_markdown_omits_empty_optional_sections() -> None:
report = DiagnosticsReport(
model_name="minimal_model",
inference_method="laplace",
timestamp="2026-05-09T10:00:00",
)

markdown = report.to_markdown()

assert "## Warnings" not in markdown
assert "## Conclusions" not in markdown


def test_report_markdown_formats_numeric_and_text_values() -> None:
report = DiagnosticsReport(
model_name="format_model",
inference_method="smc",
timestamp="2026-05-09T10:00:00",
summary_stats={"theta": {"mean": 1.23456, "status": "ok"}},
convergence_metrics={"particles": 256, "ess": 101.12345},
)

markdown = report.to_markdown()

assert "| theta | 1.2346 | ok |" in markdown
assert "- **particles:** 256" in markdown
assert "- **ess:** 101.1235" in markdown
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