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2 changes: 2 additions & 0 deletions tensorboard/webapp/runs/data_source/BUILD
Original file line number Diff line number Diff line change
Expand Up @@ -48,7 +48,9 @@ tf_ts_library(
"runs_data_source_test.ts",
],
deps = [
":backend_types",
":data_source",
":testing",
"//tensorboard/webapp/angular:expect_angular_core_testing",
"//tensorboard/webapp/webapp_data_source:http_client_testing",
"@npm//@types/jasmine",
Expand Down
173 changes: 164 additions & 9 deletions tensorboard/webapp/runs/data_source/runs_data_source.ts
Original file line number Diff line number Diff line change
Expand Up @@ -13,21 +13,71 @@ See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
import {Injectable} from '@angular/core';
import {Observable, of} from 'rxjs';
import {map} from 'rxjs/operators';
import {TBHttpClient} from '../../webapp_data_source/tb_http_client';
import {Observable, of, throwError} from 'rxjs';
import {catchError, map, mergeMap} from 'rxjs/operators';
import {
HttpErrorResponse,
TBHttpClient,
} from '../../webapp_data_source/tb_http_client';
import * as backendTypes from './runs_backend_types';
import {
Domain,
DomainType,
HparamsAndMetadata,
HparamSpec,
HparamValue,
MetricSpec,
Run,
RunsDataSource,
RunToHparamsAndMetrics,
} from './runs_data_source_types';

const HPARAMS_HTTP_PATH_PREFIX = 'data/plugin/hparams';

type BackendGetRunsResponse = string[];

function runToRunId(run: string, experimentId: string) {
return `${experimentId}/${run}`;
}

function transformBackendHparamSpec(
hparamInfo: backendTypes.HparamSpec
): HparamSpec {
let domain: Domain;
if (backendTypes.isDiscreteDomainHparamSpec(hparamInfo)) {
domain = {type: DomainType.DISCRETE, values: hparamInfo.domainDiscrete};
} else if (backendTypes.isIntervalDomainHparamSpec(hparamInfo)) {
domain = {...hparamInfo.domainInterval, type: DomainType.INTERVAL};
} else {
domain = {
type: DomainType.INTERVAL,
minValue: -Infinity,
maxValue: Infinity,
};
}
return {
description: hparamInfo.description,
displayName: hparamInfo.displayName,
name: hparamInfo.name,
type: hparamInfo.type,
domain,
};
}

function transformBackendMetricSpec(
metricInfo: backendTypes.MetricSpec
): MetricSpec {
const {name, ...otherSpec} = metricInfo;
return {
...otherSpec,
tag: name.tag,
};
}

declare interface GetExperimentHparamRequestPayload {
experimentName: string;
}

@Injectable()
export class TBRunsDataSource implements RunsDataSource {
constructor(private readonly http: TBHttpClient) {}
Expand All @@ -48,11 +98,116 @@ export class TBRunsDataSource implements RunsDataSource {
}

fetchHparamsMetadata(experimentId: string): Observable<HparamsAndMetadata> {
// Return a stub implementation.
return of({
hparamSpecs: [],
metricSpecs: [],
runToHparamsAndMetrics: {},
});
const requestPayload: GetExperimentHparamRequestPayload = {
experimentName: experimentId,
};
return this.http
.post<backendTypes.BackendHparamsExperimentResponse>(
`/experiment/${experimentId}/${HPARAMS_HTTP_PATH_PREFIX}/experiment`,
requestPayload,
{},
'request'
)
.pipe(
map((response) => {
const colParams: backendTypes.BackendListSessionGroupRequest['colParams'] =
[];

for (const hparamInfo of response.hparamInfos) {
colParams.push({hparam: hparamInfo.name});
}
for (const metricInfo of response.metricInfos) {
colParams.push({metric: metricInfo.name});
}

const listSessionRequestParams: backendTypes.BackendListSessionGroupRequest =
{
experimentName: experimentId,
allowedStatuses: [
backendTypes.RunStatus.STATUS_FAILURE,
backendTypes.RunStatus.STATUS_RUNNING,
backendTypes.RunStatus.STATUS_SUCCESS,
backendTypes.RunStatus.STATUS_UNKNOWN,
],
colParams,
startIndex: 0,
// arbitrary large number so it does not get clipped.
sliceSize: 1e6,
};

return {
experimentHparamsInfo: response,
listSessionRequestParams,
};
}),
mergeMap(({experimentHparamsInfo, listSessionRequestParams}) => {
return this.http
.post<backendTypes.BackendListSessionGroupResponse>(
`/experiment/${experimentId}/${HPARAMS_HTTP_PATH_PREFIX}/session_groups`,
listSessionRequestParams,
{},
'request'
)
.pipe(
map((sessionGroupsList) => {
return {experimentHparamsInfo, sessionGroupsList};
})
);
}),
map(({experimentHparamsInfo, sessionGroupsList}) => {
const runToHparamsAndMetrics: RunToHparamsAndMetrics = {};

// Reorganize the sessionGroup/session into run to <hparams,
// metrics>.
for (const sessionGroup of sessionGroupsList.sessionGroups) {
const hparams: HparamValue[] = Object.entries(
sessionGroup.hparams
).map((keyValue) => {
const [hparam, value] = keyValue;
return {name: hparam, value};
});

for (const session of sessionGroup.sessions) {
for (const metricValue of session.metricValues) {
const runName = metricValue.name.group
? `${session.name}/${metricValue.name.group}`
: session.name;
const runId = `${experimentId}/${runName}`;
const hparamsAndMetrics = runToHparamsAndMetrics[runId] || {
metrics: [],
hparams,
};
hparamsAndMetrics.metrics.push({
tag: metricValue.name.tag,
trainingStep: metricValue.trainingStep,
value: metricValue.value,
});
runToHparamsAndMetrics[runId] = hparamsAndMetrics;
}
}
}
return {
hparamSpecs: experimentHparamsInfo.hparamInfos.map(
transformBackendHparamSpec
),
metricSpecs: experimentHparamsInfo.metricInfos.map(
transformBackendMetricSpec
),
runToHparamsAndMetrics,
};
}),
catchError((error) => {
// HParams plugin return 400 when there are no hparams for an
// experiment.
if (error instanceof HttpErrorResponse && error.status === 400) {
return of({
hparamSpecs: [],
metricSpecs: [],
runToHparamsAndMetrics: {},
});
}
return throwError(error);
})
);
}
}
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