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* Container explorer ("Quality by Container"): sortable container table with
* risk presets. Drilling into a container opens the forensic object table —
* intentionally the deepest level of the app — plus nearest-neighbor
* "similar containers" retrieval for casting a wider net.
*/
import { useState } from 'react';
import Box from '@mui/material/Box';
import Button from '@mui/material/Button';
import CircularProgress from '@mui/material/CircularProgress';
import MenuItem from '@mui/material/MenuItem';
import Table from '@mui/material/Table';
import TableBody from '@mui/material/TableBody';
import TableCell from '@mui/material/TableCell';
import TableHead from '@mui/material/TableHead';
import TableRow from '@mui/material/TableRow';
import TextField from '@mui/material/TextField';
import Typography from '@mui/material/Typography';
import { ArrowLeft, Search, ShieldAlert } from 'lucide-react';
import type { ContainerSortPreset, SimilarityResponse } from '../../types/megaeval';
import {
findSimilarContainers,
fmtCompact,
getContainerObjects,
getRunContainers,
} from '../../services/megaeval';
import { usePoll } from '../../services/labeleval';
import { ErrorNote, LoadingBox, SectionCard, fmtNum, fmtPct } from '../labeleval/shared';
import { HeadCell } from '../help/InfoTip';
import { ContainerStatusIcon, DimChips, OutcomeChip } from './shared';
const SORT_PRESETS: Array<{ value: ContainerSortPreset; label: string }> = [
{ value: 'highest_risk', label: 'Highest risk' },
{ value: 'worst_recall', label: 'Worst recall' },
{ value: 'worst_precision', label: 'Worst precision' },
{ value: 'worst_iou', label: 'Worst IoU' },
{ value: 'most_anomalies', label: 'Most anomalies' },
{ value: 'least_verified', label: 'Least verified' },
];
// ---------------------------------------------------------------- forensic view
function ForensicView({
runId,
containerId,
onBack,
onDrill,
}: {
runId: string;
containerId: number;
onBack: () => void;
onDrill: (cid: number) => void;
}) {
const objects = usePoll(() => getContainerObjects(runId, containerId), null, [runId, containerId]);
const [similar, setSimilar] = useState<SimilarityResponse | null>(null);
const [simBusy, setSimBusy] = useState(false);
const [simError, setSimError] = useState<string | null>(null);
const findSimilar = async () => {
setSimBusy(true);
setSimError(null);
try {
setSimilar(await findSimilarContainers({ run_id: runId, container_id: containerId, k: 10 }));
} catch (err) {
setSimError(err instanceof Error ? err.message : String(err));
} finally {
setSimBusy(false);
}
};
return (
<Box sx={{ display: 'flex', gap: 2, flexWrap: 'wrap', alignItems: 'flex-start' }}>
<SectionCard
title={
<Box sx={{ display: 'flex', alignItems: 'center', gap: 1 }}>
<Button size="small" startIcon={<ArrowLeft size={14} />} onClick={onBack}>
Containers
</Button>
<span>Forensic object table · container #{containerId}</span>
</Box>
}
action={
<Button
size="small"
variant="outlined"
startIcon={simBusy ? <CircularProgress size={14} color="inherit" /> : <Search size={14} />}
disabled={simBusy}
onClick={() => void findSimilar()}
>
Find similar containers
</Button>
}
help="Every annotation in this one container with its evaluation outcome. This is the deepest level of the app — per-object data is loaded on demand only here, never scanned in aggregate views. The shield icon marks safety-critical objects."
sx={{ flex: '2 1 620px' }}
>
<Typography variant="caption" sx={{ color: '#8a949e', display: 'block', mb: 1 }}>
Deepest drill-down level: individual annotations, loaded on demand for this container only.
</Typography>
{objects.error ? <ErrorNote error={objects.error} /> : null}
{objects.loading && !objects.data ? <LoadingBox /> : null}
{objects.data ? (
<Box sx={{ maxHeight: 460, overflowY: 'auto' }}>
<Table size="small" stickyHeader>
<TableHead>
<TableRow>
<TableCell>
<HeadCell
label="Outcome"
title="Outcome"
detail="Evaluation verdict for this annotation: TP (correct), FN (missed object), FP (phantom), LOCALIZATION (matched but geometry off), LOW_CONF. Hover each chip for its definition."
/>
</TableCell>
<TableCell>Class</TableCell>
<TableCell align="right">
<HeadCell label="IoU" term="iou_3d" />
</TableCell>
<TableCell align="right">
<HeadCell label="Conf" term="confidence" />
</TableCell>
<TableCell align="center">
<HeadCell label="Anomaly" term="anomaly_score" />
</TableCell>
<TableCell>
<HeadCell
label="Dims"
title="Dimensions"
detail="The cohort dimensions this object belongs to (weather, lighting, scenario, sensor, distance band, occlusion) plus evidence flags like sensor-disagree."
/>
</TableCell>
</TableRow>
</TableHead>
<TableBody>
{objects.data.objects.map((o) => (
<TableRow key={o.annotation_id} hover>
<TableCell>
<Box sx={{ display: 'flex', alignItems: 'center', gap: 0.5 }}>
<OutcomeChip outcome={o.outcome} />
{o.safety_critical ? <ShieldAlert size={14} color="#ef5350" /> : null}
</Box>
</TableCell>
<TableCell sx={{ fontWeight: 600 }}>{o.class}</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtNum(o.iou, 3)}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtNum(o.confidence, 2)}
</TableCell>
<TableCell align="center">
{o.anomaly ? (
<Typography component="span" sx={{ color: '#ec407a', fontSize: 13 }}>
●
</Typography>
) : (
<Typography component="span" sx={{ color: '#37474f', fontSize: 13 }}>
○
</Typography>
)}
</TableCell>
<TableCell>
<DimChips
values={[
o.weather,
o.lighting,
o.scenario,
o.sensor,
o.distance_band,
o.occlusion,
o.sensor_disagree ? 'sensor-disagree' : undefined,
]}
/>
</TableCell>
</TableRow>
))}
</TableBody>
</Table>
</Box>
) : null}
</SectionCard>
{simError ? (
<Box sx={{ flex: '1 1 340px' }}>
<ErrorNote error={simError} />
</Box>
) : null}
{similar ? (
<SectionCard
title={`Similar containers${similar.retrieval ? ` · ${similar.retrieval}` : ''}`}
helpTerm="embedding_similarity"
sx={{ flex: '1 1 380px' }}
>
<Table size="small">
<TableHead>
<TableRow>
<TableCell>Container</TableCell>
<TableCell align="right">Similarity</TableCell>
<TableCell>Context</TableCell>
<TableCell align="right">FN/FP</TableCell>
<TableCell align="right">Risk</TableCell>
</TableRow>
</TableHead>
<TableBody>
{similar.results.map((s) => (
<TableRow key={s.container_id} hover onClick={() => onDrill(s.container_id)} sx={{ cursor: 'pointer' }}>
<TableCell sx={{ fontFamily: 'monospace', color: '#4fc3f7' }}>#{s.container_id}</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtPct(s.similarity)}
</TableCell>
<TableCell>
<DimChips values={[s.scenario, s.lighting, s.weather]} />
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{s.fn}/{s.fp}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtNum(s.risk_score, 2)}
</TableCell>
</TableRow>
))}
</TableBody>
</Table>
</SectionCard>
) : null}
</Box>
);
}
// ---------------------------------------------------------------- containers table
export default function ContainersTab({
runId,
refreshKey,
drillContainerId,
onDrill,
}: {
runId: string;
refreshKey: number;
drillContainerId: number | null;
onDrill: (cid: number | null) => void;
}) {
const [sort, setSort] = useState<ContainerSortPreset>('highest_risk');
const containers = usePoll(() => getRunContainers(runId, sort, 50), null, [runId, sort, refreshKey]);
if (drillContainerId !== null) {
return (
<ForensicView
runId={runId}
containerId={drillContainerId}
onBack={() => onDrill(null)}
onDrill={(cid) => onDrill(cid)}
/>
);
}
return (
<SectionCard
title="Quality by container"
helpTerm="container"
action={
<Box sx={{ display: 'flex', alignItems: 'center', gap: 1 }}>
{containers.data ? (
<Typography variant="caption" sx={{ color: '#8a949e' }}>
{fmtCompact(containers.data.total)} containers (exact) · showing top {containers.data.rows.length}
</Typography>
) : null}
<TextField
select
size="small"
label="Sort"
value={sort}
onChange={(e) => setSort(e.target.value as ContainerSortPreset)}
sx={{ minWidth: 180 }}
>
{SORT_PRESETS.map((p) => (
<MenuItem key={p.value} value={p.value}>
{p.label}
</MenuItem>
))}
</TextField>
</Box>
}
>
{containers.error ? <ErrorNote error={containers.error} /> : null}
{containers.loading && !containers.data ? <LoadingBox /> : null}
{containers.data ? (
<Box sx={{ maxHeight: 520, overflowY: 'auto' }}>
<Table size="small" stickyHeader>
<TableHead>
<TableRow>
<TableCell />
<TableCell>
<HeadCell label="Container" term="container" />
</TableCell>
<TableCell>Context</TableCell>
<TableCell align="right">Objects</TableCell>
<TableCell align="right">
<HeadCell label="Verified" term="status_verified" />
</TableCell>
<TableCell align="right">
<HeadCell label="Precision" term="precision" />
</TableCell>
<TableCell align="right">
<HeadCell label="Recall" term="recall" />
</TableCell>
<TableCell align="right">
<HeadCell label="Mean IoU" term="iou_3d" />
</TableCell>
<TableCell align="right">
<HeadCell label="Anomalies" term="anomaly_score" />
</TableCell>
<TableCell align="right">
<HeadCell label="Risk" term="risk_score" />
</TableCell>
</TableRow>
</TableHead>
<TableBody>
{containers.data.rows.map((c) => (
<TableRow key={c.container_id} hover onClick={() => onDrill(c.container_id)} sx={{ cursor: 'pointer' }}>
<TableCell sx={{ width: 30 }}>
<ContainerStatusIcon status={c.status} />
</TableCell>
<TableCell sx={{ fontFamily: 'monospace', color: '#4fc3f7' }}>#{c.container_id}</TableCell>
<TableCell>
<DimChips values={[c.scenario, c.lighting, c.weather, c.road_type]} />
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtCompact(c.n_objects)}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{c.verified}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtPct(c.precision)}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtPct(c.recall)}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtNum(c.mean_iou, 3)}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace', color: c.anomalies > 0 ? '#ec407a' : undefined }}>
{c.anomalies}
</TableCell>
<TableCell align="right" sx={{ fontFamily: 'monospace' }}>
{fmtNum(c.risk_score, 2)}
</TableCell>
</TableRow>
))}
</TableBody>
</Table>
</Box>
) : null}
<Typography variant="caption" sx={{ color: '#8a949e', display: 'block', mt: 1 }}>
Click a container to open its forensic object table (deepest drill-down).
</Typography>
</SectionCard>
);
}
|