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c6afb12 bed709e c6afb12 614eca7 c6afb12 236e9a2 c6afb12 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 | import { SUPPORTED_BUCKET_SCHEMA_VERSION } from './types';
import type { LocalizedString } from '$lib/types/i18n';
import type {
BucketDrilldownMetric,
BucketGroupedBars,
BucketGroupedBarsModel,
BucketHeatmap,
BucketLatencyMs,
BucketMetricMap,
BucketPareto,
BucketParetoModel,
BucketPerformance,
BucketPerformanceRow,
BucketRadar,
BucketRobustness,
BucketRobustnessRow,
BucketScatter,
BucketScatterPoint,
BucketScatterRowId,
BucketSchemaVersion,
BucketVisualizationBase,
BucketVisualizationWithSubtitle
} from './types';
function record(value: unknown, field: string): Record<string, unknown> {
if (typeof value !== 'object' || value === null || Array.isArray(value)) {
throw new Error(`Field "${field}" must be an object.`);
}
return value as Record<string, unknown>;
}
function array(value: unknown, field: string): unknown[] {
if (!Array.isArray(value)) throw new Error(`Field "${field}" must be an array.`);
return value;
}
function string(value: unknown, field: string) {
if (typeof value !== 'string' || value.trim() === '') {
throw new Error(`Field "${field}" must be a non-empty string.`);
}
return value;
}
function nullableString(value: unknown, field: string) {
return value === null ? null : string(value, field);
}
function stringArray(value: unknown, field: string) {
return array(value, field).map((item, index) => string(item, `${field}[${index}]`));
}
function finiteNumber(value: unknown, field: string) {
if (typeof value !== 'number' || !Number.isFinite(value)) {
throw new Error(`Field "${field}" must be a finite number.`);
}
return value;
}
function nullableNumber(value: unknown, field: string) {
return value === null ? null : finiteNumber(value, field);
}
function positiveInteger(value: unknown, field: string) {
const parsed = finiteNumber(value, field);
if (!Number.isInteger(parsed) || parsed < 1) {
throw new Error(`Field "${field}" must be a positive integer.`);
}
return parsed;
}
function localized(value: unknown, field: string): LocalizedString {
const item = record(value, field);
return { en: string(item.en, `${field}.en`), ru: string(item.ru, `${field}.ru`) };
}
function optionalLocalized(value: unknown, field: string) {
return value === undefined ? undefined : localized(value, field);
}
function schema(value: unknown, field: string): BucketSchemaVersion {
const version = string(value, field);
if (version !== SUPPORTED_BUCKET_SCHEMA_VERSION) {
throw new Error(
`Unsupported schema "${version}" in ${field}; expected "${SUPPORTED_BUCKET_SCHEMA_VERSION}".`
);
}
return version as BucketSchemaVersion;
}
function base(value: unknown, field: string): BucketVisualizationBase {
const item = record(value, field);
return {
schema_version: schema(item.schema_version, `${field}.schema_version`),
title: localized(item.title, `${field}.title`)
};
}
function baseWithSubtitle(value: unknown, field: string): BucketVisualizationWithSubtitle {
const item = record(value, field);
return {
...base(item, field),
subtitle: optionalLocalized(item.subtitle, `${field}.subtitle`)
};
}
function metricMap(value: unknown, field: string): BucketMetricMap {
return Object.fromEntries(
Object.entries(record(value, field)).map(([rowId, row]) => [
rowId,
Object.fromEntries(
Object.entries(record(row, `${field}.${rowId}`)).map(([modelId, metric]) => [
modelId,
nullableNumber(metric, `${field}.${rowId}.${modelId}`)
])
)
])
);
}
function latency(value: unknown, field: string): BucketLatencyMs {
const item = record(value, field);
return {
p50: nullableNumber(item.p50, `${field}.p50`),
p95: nullableNumber(item.p95, `${field}.p95`),
p99: nullableNumber(item.p99, `${field}.p99`)
};
}
function drilldownMetric(value: unknown, field: string): BucketDrilldownMetric {
const metric = string(value, field);
if (metric !== 'score' && metric !== 'f1' && metric !== 'fpr' && metric !== 'fnr') {
throw new Error(`Field "${field}" has an unsupported metric.`);
}
return metric;
}
function scatterRowId(value: unknown, field: string): BucketScatterRowId {
const rowId = string(value, field);
if (rowId !== 'fpr' && rowId !== 'fnr' && rowId !== 'overall') {
throw new Error(`Field "${field}" has an unsupported row id.`);
}
return rowId;
}
function parseScatterValues(
value: unknown,
rowIds: readonly BucketScatterRowId[],
field: string
): Record<BucketScatterRowId, Record<string, number | null>> {
const item = record(value, field);
const values: Partial<Record<BucketScatterRowId, Record<string, number | null>>> = {};
for (const rowId of rowIds) {
values[rowId] = Object.fromEntries(
Object.entries(record(item[rowId], `${field}.${rowId}`)).map(([modelId, metric]) => [
modelId,
nullableNumber(metric, `${field}.${rowId}.${modelId}`)
])
);
}
return values as Record<BucketScatterRowId, Record<string, number | null>>;
}
function parseScatterPoint(value: unknown, index: number): BucketScatterPoint {
const field = `scatter.points[${index}]`;
const item = record(value, field);
return {
model_id: string(item.model_id, `${field}.model_id`),
fpr: nullableNumber(item.fpr, `${field}.fpr`),
fnr: nullableNumber(item.fnr, `${field}.fnr`),
tooltip: nullableString(item.tooltip, `${field}.tooltip`)
};
}
function parseGroupedBarsModel(value: unknown, index: number): BucketGroupedBarsModel {
const field = `grouped_bars.models[${index}]`;
const item = record(value, field);
return {
model_id: string(item.model_id, `${field}.model_id`),
groups: Object.fromEntries(
Object.entries(record(item.groups, `${field}.groups`)).map(([groupId, groupMetrics]) => {
const metrics = record(groupMetrics, `${field}.groups.${groupId}`);
return [
groupId,
{
recall: nullableNumber(metrics.recall, `${field}.groups.${groupId}.recall`),
precision: nullableNumber(metrics.precision, `${field}.groups.${groupId}.precision`),
f1: nullableNumber(metrics.f1, `${field}.groups.${groupId}.f1`)
}
];
})
)
};
}
function parseParetoModel(value: unknown, modelId: string): BucketParetoModel {
const field = `pareto.by_model_id.${modelId}`;
const item = record(value, field);
return {
latency_ms: latency(item.latency_ms, `${field}.latency_ms`),
integral: nullableNumber(item.integral, `${field}.integral`),
fpr: nullableNumber(item.fpr, `${field}.fpr`)
};
}
function parsePerformanceRow(value: unknown, index: number): BucketPerformanceRow {
const field = `performance.rows[${index}]`;
const item = record(value, field);
return {
model_id: string(item.model_id, `${field}.model_id`),
rank: positiveInteger(item.rank, `${field}.rank`),
latency_ms: latency(item.latency_ms, `${field}.latency_ms`),
error_rate: nullableNumber(item.error_rate ?? null, `${field}.error_rate`),
integral: nullableNumber(item.integral, `${field}.integral`)
};
}
function parseRobustnessRow(value: unknown, index: number): BucketRobustnessRow {
const field = `robustness.rows[${index}]`;
const item = record(value, field);
return {
model_id: string(item.model_id, `${field}.model_id`),
score_real: nullableNumber(item.score_real, `${field}.score_real`),
score_robust: nullableNumber(item.score_robust, `${field}.score_robust`),
delta_score: nullableNumber(item.delta_score, `${field}.delta_score`),
fnr_real: nullableNumber(item.fnr_real, `${field}.fnr_real`),
fnr_robust: nullableNumber(item.fnr_robust, `${field}.fnr_robust`),
delta_fnr: nullableNumber(item.delta_fnr, `${field}.delta_fnr`),
fpr_real: nullableNumber(item.fpr_real ?? null, `${field}.fpr_real`),
fpr_robust: nullableNumber(item.fpr_robust ?? null, `${field}.fpr_robust`),
delta_fpr: nullableNumber(item.delta_fpr ?? null, `${field}.delta_fpr`),
category_label: localized(item.category_label, `${field}.category_label`)
};
}
export function parseBucketRadar(value: unknown): BucketRadar {
const item = record(value, 'radar');
return {
...baseWithSubtitle(item, 'radar'),
model_ids: stringArray(item.model_ids, 'radar.model_ids'),
group_ids: stringArray(item.group_ids, 'radar.group_ids'),
default_model_ids: stringArray(item.default_model_ids, 'radar.default_model_ids'),
values: metricMap(item.values, 'radar.values'),
f1_values: metricMap(item.f1_values, 'radar.f1_values')
};
}
export function parseBucketScatter(value: unknown): BucketScatter {
const item = record(value, 'scatter');
const rowIds = array(item.row_ids, 'scatter.row_ids').map((rowId, index) =>
scatterRowId(rowId, `scatter.row_ids[${index}]`)
);
return {
...base(item, 'scatter'),
x_axis: localized(item.x_axis, 'scatter.x_axis'),
y_axis: localized(item.y_axis, 'scatter.y_axis'),
points: array(item.points, 'scatter.points').map(parseScatterPoint),
row_ids: rowIds,
values: parseScatterValues(item.values, rowIds, 'scatter.values')
};
}
export function parseBucketHeatmap(value: unknown): BucketHeatmap {
const item = record(value, 'heatmap');
return {
...baseWithSubtitle(item, 'heatmap'),
metric: drilldownMetric(item.metric, 'heatmap.metric'),
row_ids: stringArray(item.row_ids, 'heatmap.row_ids'),
column_ids: stringArray(item.column_ids, 'heatmap.column_ids'),
values: metricMap(item.values, 'heatmap.values')
};
}
export function parseBucketGroupedBars(value: unknown): BucketGroupedBars {
const item = record(value, 'grouped_bars');
return {
...baseWithSubtitle(item, 'grouped_bars'),
group_ids: stringArray(item.group_ids, 'grouped_bars.group_ids'),
models: array(item.models, 'grouped_bars.models').map(parseGroupedBarsModel)
};
}
export function parseBucketPareto(value: unknown): BucketPareto {
const item = record(value, 'pareto');
return {
...baseWithSubtitle(item, 'pareto'),
x_axis: localized(item.x_axis, 'pareto.x_axis'),
y_axis: localized(item.y_axis, 'pareto.y_axis'),
by_model_id: Object.fromEntries(
Object.entries(record(item.by_model_id, 'pareto.by_model_id')).map(([modelId, model]) => [
modelId,
parseParetoModel(model, modelId)
])
)
};
}
export function parseBucketPerformance(value: unknown): BucketPerformance {
const item = record(value, 'performance');
return {
...base(item, 'performance'),
rows: array(item.rows, 'performance.rows').map(parsePerformanceRow)
};
}
export function parseBucketRobustness(value: unknown): BucketRobustness {
const item = record(value, 'robustness');
return {
...base(item, 'robustness'),
rows: array(item.rows, 'robustness.rows').map(parseRobustnessRow)
};
}
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