feat(server): improve context metadata & matching (#12064)

fix AI-20

<!-- This is an auto-generated comment: release notes by coderabbit.ai -->
## Summary by CodeRabbit

- **New Features**
  - Enhanced file metadata with MIME type, blob ID, and file name across context and workspace, now visible in UI and API.
  - Added workspace-level matching for files and documents with configurable thresholds and workspace scoping in search queries.
  - Introduced a new error type and user-friendly messaging for global workspace context matching failures.

- **Bug Fixes**
  - Improved consistent handling of file MIME types and nullable context IDs for accurate metadata.

- **Documentation**
  - Updated GraphQL schema, queries, and mutations to include new metadata fields, optional parameters, and error types.

- **Style**
  - Added new localization strings for global context matching error messages.

- **Tests**
  - Extended test coverage with new and updated snapshot tests for metadata and matching logic.
<!-- end of auto-generated comment: release notes by coderabbit.ai -->
This commit is contained in:
darkskygit
2025-05-14 06:32:29 +00:00
parent 04c5fd6dfc
commit cecf545590
36 changed files with 465 additions and 108 deletions
@@ -0,0 +1,2 @@
-- AlterTable
ALTER TABLE "ai_workspace_files" ADD COLUMN "blob_id" VARCHAR NOT NULL DEFAULT '';
+1
View File
@@ -518,6 +518,7 @@ model AiWorkspaceIgnoredDocs {
model AiWorkspaceFiles {
workspaceId String @map("workspace_id") @db.VarChar
fileId String @map("file_id") @db.VarChar
blobId String @map("blob_id") @db.VarChar @default("")
fileName String @map("file_name") @db.VarChar
mimeType String @map("mime_type") @db.VarChar
size Int @db.Integer
@@ -1316,7 +1316,11 @@ test('should be able to manage context', async t => {
// file record
{
await storage.put(userId, session.workspaceId, 'blob', buffer);
const file = await session.addFile('blob', 'sample.pdf');
const file = await session.addFile(
'blob',
'sample.pdf',
'application/pdf'
);
const handler = Sinon.spy(event, 'emit');
@@ -1345,7 +1349,7 @@ test('should be able to manage context', async t => {
'should list file id'
);
const result = await session.matchFileChunks('test', 1, undefined, 1);
const result = await session.matchFiles('test', 1, undefined, 1);
t.is(result.length, 1, 'should match context');
t.is(result[0].fileId, file.id, 'should match file id');
}
@@ -1499,13 +1503,13 @@ test('should be able to manage workspace embedding', async t => {
});
const contextSession = await context.create(sessionId);
const ret = await contextSession.matchFileChunks('test', 1, undefined, 1);
const ret = await contextSession.matchFiles('test', 1, undefined, 1);
t.is(ret.length, 1, 'should match workspace context');
t.is(ret[0].content, 'content', 'should match content');
await workspace.update(ws.id, { enableDocEmbedding: false });
const ret2 = await contextSession.matchFileChunks('test', 1, undefined, 1);
const ret2 = await contextSession.matchFiles('test', 1, undefined, 1);
t.is(ret2.length, 0, 'should not match workspace context');
}
});
@@ -6,6 +6,17 @@ Generated by [AVA](https://avajs.dev).
## should insert embedding by doc id
> should match file embedding
[
{
chunk: 0,
content: 'content',
distance: 0,
fileId: 'file-id',
},
]
> should return empty array when embedding deleted
[]
@@ -54,3 +54,18 @@ Generated by [AVA](https://avajs.dev).
docId: 'new_doc',
},
]
## should insert and search embedding
> should match workspace file embedding
[
{
blobId: 'blob1',
chunk: 0,
content: 'content',
distance: 0,
mimeType: 'text/plain',
name: 'file1',
},
]
@@ -111,8 +111,7 @@ test('should insert embedding by doc id', async t => {
1,
1
);
t.is(ret.length, 1);
t.is(ret[0].content, 'content');
t.snapshot(ret, 'should match file embedding');
}
{
@@ -107,6 +107,7 @@ test('should insert and search embedding', async t => {
{
const { fileId } = await t.context.copilotWorkspace.addFile(workspace.id, {
fileName: 'file1',
blobId: 'blob1',
mimeType: 'text/plain',
size: 1,
});
@@ -129,8 +130,10 @@ test('should insert and search embedding', async t => {
1,
1
);
t.is(ret.length, 1);
t.is(ret[0].content, 'content');
t.snapshot(
cleanObject(ret, ['fileId']),
'should match workspace file embedding'
);
}
}
});
@@ -714,6 +714,12 @@ export const USER_FRIENDLY_ERRORS = {
message: ({ contextId, content, message }) =>
`Failed to match context ${contextId} with "${escape(content)}": ${message}`,
},
copilot_failed_to_match_global_context: {
type: 'internal_server_error',
args: { workspaceId: 'string', content: 'string', message: 'string' },
message: ({ workspaceId, content, message }) =>
`Failed to match context in workspace ${workspaceId} with "${escape(content)}": ${message}`,
},
copilot_embedding_disabled: {
type: 'action_forbidden',
message: `Embedding feature is disabled, please contact the administrator to enable it in the workspace settings.`,
@@ -780,6 +780,18 @@ export class CopilotFailedToMatchContext extends UserFriendlyError {
super('internal_server_error', 'copilot_failed_to_match_context', message, args);
}
}
@ObjectType()
class CopilotFailedToMatchGlobalContextDataType {
@Field() workspaceId!: string
@Field() content!: string
@Field() message!: string
}
export class CopilotFailedToMatchGlobalContext extends UserFriendlyError {
constructor(args: CopilotFailedToMatchGlobalContextDataType, message?: string | ((args: CopilotFailedToMatchGlobalContextDataType) => string)) {
super('internal_server_error', 'copilot_failed_to_match_global_context', message, args);
}
}
export class CopilotEmbeddingDisabled extends UserFriendlyError {
constructor(message?: string) {
@@ -1078,6 +1090,7 @@ export enum ErrorNames {
COPILOT_CONTEXT_FILE_NOT_SUPPORTED,
COPILOT_FAILED_TO_MODIFY_CONTEXT,
COPILOT_FAILED_TO_MATCH_CONTEXT,
COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT,
COPILOT_EMBEDDING_DISABLED,
COPILOT_EMBEDDING_UNAVAILABLE,
COPILOT_TRANSCRIPTION_JOB_EXISTS,
@@ -1114,5 +1127,5 @@ registerEnumType(ErrorNames, {
export const ErrorDataUnionType = createUnionType({
name: 'ErrorDataUnion',
types: () =>
[GraphqlBadRequestDataType, HttpRequestErrorDataType, QueryTooLongDataType, ValidationErrorDataType, WrongSignInCredentialsDataType, UnknownOauthProviderDataType, InvalidOauthCallbackCodeDataType, MissingOauthQueryParameterDataType, InvalidEmailDataType, InvalidPasswordLengthDataType, WorkspacePermissionNotFoundDataType, SpaceNotFoundDataType, MemberNotFoundInSpaceDataType, NotInSpaceDataType, AlreadyInSpaceDataType, SpaceAccessDeniedDataType, SpaceOwnerNotFoundDataType, SpaceShouldHaveOnlyOneOwnerDataType, DocNotFoundDataType, DocActionDeniedDataType, DocUpdateBlockedDataType, VersionRejectedDataType, InvalidHistoryTimestampDataType, DocHistoryNotFoundDataType, BlobNotFoundDataType, ExpectToGrantDocUserRolesDataType, ExpectToRevokeDocUserRolesDataType, ExpectToUpdateDocUserRoleDataType, NoMoreSeatDataType, UnsupportedSubscriptionPlanDataType, SubscriptionAlreadyExistsDataType, SubscriptionNotExistsDataType, SameSubscriptionRecurringDataType, SubscriptionPlanNotFoundDataType, CopilotDocNotFoundDataType, CopilotMessageNotFoundDataType, CopilotPromptNotFoundDataType, CopilotProviderSideErrorDataType, CopilotInvalidContextDataType, CopilotContextFileNotSupportedDataType, CopilotFailedToModifyContextDataType, CopilotFailedToMatchContextDataType, CopilotFailedToAddWorkspaceFileEmbeddingDataType, RuntimeConfigNotFoundDataType, InvalidRuntimeConfigTypeDataType, InvalidLicenseToActivateDataType, InvalidLicenseUpdateParamsDataType, UnsupportedClientVersionDataType, MentionUserDocAccessDeniedDataType] as const,
[GraphqlBadRequestDataType, HttpRequestErrorDataType, QueryTooLongDataType, ValidationErrorDataType, WrongSignInCredentialsDataType, UnknownOauthProviderDataType, InvalidOauthCallbackCodeDataType, MissingOauthQueryParameterDataType, InvalidEmailDataType, InvalidPasswordLengthDataType, WorkspacePermissionNotFoundDataType, SpaceNotFoundDataType, MemberNotFoundInSpaceDataType, NotInSpaceDataType, AlreadyInSpaceDataType, SpaceAccessDeniedDataType, SpaceOwnerNotFoundDataType, SpaceShouldHaveOnlyOneOwnerDataType, DocNotFoundDataType, DocActionDeniedDataType, DocUpdateBlockedDataType, VersionRejectedDataType, InvalidHistoryTimestampDataType, DocHistoryNotFoundDataType, BlobNotFoundDataType, ExpectToGrantDocUserRolesDataType, ExpectToRevokeDocUserRolesDataType, ExpectToUpdateDocUserRoleDataType, NoMoreSeatDataType, UnsupportedSubscriptionPlanDataType, SubscriptionAlreadyExistsDataType, SubscriptionNotExistsDataType, SameSubscriptionRecurringDataType, SubscriptionPlanNotFoundDataType, CopilotDocNotFoundDataType, CopilotMessageNotFoundDataType, CopilotPromptNotFoundDataType, CopilotProviderSideErrorDataType, CopilotInvalidContextDataType, CopilotContextFileNotSupportedDataType, CopilotFailedToModifyContextDataType, CopilotFailedToMatchContextDataType, CopilotFailedToMatchGlobalContextDataType, CopilotFailedToAddWorkspaceFileEmbeddingDataType, RuntimeConfigNotFoundDataType, InvalidRuntimeConfigTypeDataType, InvalidLicenseToActivateDataType, InvalidLicenseUpdateParamsDataType, UnsupportedClientVersionDataType, MentionUserDocAccessDeniedDataType] as const,
});
@@ -46,6 +46,7 @@ export const ContextFileSchema = z.object({
id: z.string(),
chunkSize: z.number(),
name: z.string(),
mimeType: z.string().optional(),
status: ContextEmbedStatusSchema,
error: z.string().nullable(),
blobId: z.string(),
@@ -100,6 +101,9 @@ export type ChunkSimilarity = {
export type FileChunkSimilarity = ChunkSimilarity & {
fileId: string;
blobId: string;
name: string;
mimeType: string;
};
export type DocChunkSimilarity = ChunkSimilarity & {
@@ -108,6 +112,7 @@ export type DocChunkSimilarity = ChunkSimilarity & {
export const CopilotWorkspaceFileSchema = z.object({
fileName: z.string(),
blobId: z.string(),
mimeType: z.string(),
size: z.number(),
});
@@ -1,6 +1,7 @@
import { randomUUID } from 'node:crypto';
import { Injectable } from '@nestjs/common';
import { Transactional } from '@nestjs-cls/transactional';
import { Prisma } from '@prisma/client';
import { CopilotSessionNotFound } from '../base';
@@ -179,9 +180,9 @@ export class CopilotContextModel extends BaseModel {
contextId: string,
topK: number,
threshold: number
): Promise<FileChunkSimilarity[]> {
): Promise<Omit<FileChunkSimilarity, 'blobId' | 'name' | 'mimeType'>[]> {
const similarityChunks = await this.db.$queryRaw<
Array<FileChunkSimilarity>
Array<Omit<FileChunkSimilarity, 'blobId' | 'name' | 'mimeType'>>
>`
SELECT "file_id" as "fileId", "chunk", "content", "embedding" <=> ${embedding}::vector as "distance"
FROM "ai_context_embeddings"
@@ -217,6 +218,7 @@ export class CopilotContextModel extends BaseModel {
});
}
@Transactional()
async matchWorkspaceEmbedding(
embedding: number[],
workspaceId: string,
@@ -232,6 +234,18 @@ export class CopilotContextModel extends BaseModel {
ORDER BY "distance" ASC
LIMIT ${topK};
`;
return similarityChunks.filter(c => Number(c.distance) <= threshold);
const matchedChunks = similarityChunks.filter(
c => Number(c.distance) <= threshold
);
const matchedDocIds = Array.from(new Set(matchedChunks.map(c => c.docId)));
if (!matchDocIds?.length && matchedDocIds.length) {
const ignoredDocs = await this.models.copilotWorkspace.checkIgnoredDocs(
workspaceId,
matchedDocIds
);
return matchedChunks.filter(c => !ignoredDocs.includes(c.docId));
}
return matchedChunks;
}
}
@@ -16,6 +16,25 @@ import type {
@Injectable()
export class CopilotWorkspaceConfigModel extends BaseModel {
@Transactional()
private async listIgnoredDocIds(
workspaceId: string,
options?: PaginationInput
) {
return await this.db.aiWorkspaceIgnoredDocs.findMany({
where: {
workspaceId,
},
select: {
docId: true,
createdAt: true,
},
orderBy: { createdAt: 'desc' },
skip: options?.offset,
take: options?.first,
});
}
@Transactional()
async updateIgnoredDocs(
workspaceId: string,
@@ -23,7 +42,7 @@ export class CopilotWorkspaceConfigModel extends BaseModel {
remove: string[] = []
) {
const removed = new Set(remove);
const ignored = await this.listIgnoredDocs(workspaceId).then(
const ignored = await this.listIgnoredDocIds(workspaceId).then(
r => new Set(r.map(r => r.docId).filter(id => !removed.has(id)))
);
const added = add.filter(id => !ignored.has(id));
@@ -51,25 +70,11 @@ export class CopilotWorkspaceConfigModel extends BaseModel {
return added.length + ignored.size;
}
@Transactional()
async listIgnoredDocs(
workspaceId: string,
options?: {
includeRead?: boolean;
} & PaginationInput
options?: PaginationInput
): Promise<IgnoredDoc[]> {
const row = await this.db.aiWorkspaceIgnoredDocs.findMany({
where: {
workspaceId,
},
select: {
docId: true,
createdAt: true,
},
orderBy: { createdAt: 'desc' },
skip: options?.offset,
take: options?.first,
});
const row = await this.listIgnoredDocIds(workspaceId, options);
const ids = row.map(r => ({ workspaceId, docId: r.docId }));
const docs = await this.models.doc.findMetas(ids);
const docsMap = new Map(
@@ -106,7 +111,7 @@ export class CopilotWorkspaceConfigModel extends BaseModel {
@Transactional()
async checkIgnoredDocs(workspaceId: string, docIds: string[]) {
const ignored = await this.listIgnoredDocs(workspaceId).then(
const ignored = await this.listIgnoredDocIds(workspaceId).then(
r => new Set(r.map(r => r.docId))
);
@@ -214,9 +219,19 @@ export class CopilotWorkspaceConfigModel extends BaseModel {
const similarityChunks = await this.db.$queryRaw<
Array<FileChunkSimilarity>
>`
SELECT "file_id" as "fileId", "chunk", "content", "embedding" <=> ${embedding}::vector as "distance"
FROM "ai_workspace_file_embeddings"
WHERE workspace_id = ${workspaceId}
SELECT
e."file_id" as "fileId",
f."file_name" as "name",
f."blob_id" as "blobId",
f."mime_type" as "mimeType",
e."chunk",
e."content",
e."embedding" <=> ${embedding}::vector as "distance"
FROM "ai_workspace_file_embeddings" e
JOIN "ai_workspace_files" f
ON e."workspace_id" = f."workspace_id"
AND e."file_id" = f."file_id"
WHERE e.workspace_id = ${workspaceId}
ORDER BY "distance" ASC
LIMIT ${topK};
`;
@@ -23,6 +23,7 @@ import {
CallMetric,
CopilotEmbeddingUnavailable,
CopilotFailedToMatchContext,
CopilotFailedToMatchGlobalContext,
CopilotFailedToModifyContext,
CopilotSessionNotFound,
EventBus,
@@ -117,8 +118,8 @@ class RemoveContextFileInput {
@ObjectType('CopilotContext')
export class CopilotContextType {
@Field(() => ID)
id!: string;
@Field(() => ID, { nullable: true })
id!: string | undefined;
@Field(() => String)
workspaceId!: string;
@@ -169,6 +170,9 @@ class CopilotContextFile implements ContextFile {
@Field(() => String)
name!: string;
@Field(() => String)
mimeType!: string;
@Field(() => SafeIntResolver)
chunkSize!: number;
@@ -190,6 +194,15 @@ class ContextMatchedFileChunk implements FileChunkSimilarity {
@Field(() => String)
fileId!: string;
@Field(() => String)
blobId!: string;
@Field(() => String)
name!: string;
@Field(() => String)
mimeType!: string;
@Field(() => SafeIntResolver)
chunk!: number;
@@ -283,6 +296,15 @@ export class CopilotContextRootResolver {
}
}
if (copilot.workspaceId) {
return [
{
id: undefined,
workspaceId: copilot.workspaceId,
},
];
}
return [];
}
@@ -387,6 +409,9 @@ export class CopilotContextResolver {
async collections(
@Parent() context: CopilotContextType
): Promise<CopilotContextCategory[]> {
if (!context.id) {
return [];
}
const session = await this.context.get(context.id);
const collections = session.collections;
await this.models.copilotContext.mergeDocStatus(
@@ -404,6 +429,9 @@ export class CopilotContextResolver {
async tags(
@Parent() context: CopilotContextType
): Promise<CopilotContextCategory[]> {
if (!context.id) {
return [];
}
const session = await this.context.get(context.id);
const tags = session.tags;
await this.models.copilotContext.mergeDocStatus(
@@ -419,6 +447,9 @@ export class CopilotContextResolver {
})
@CallMetric('ai', 'context_file_list')
async docs(@Parent() context: CopilotContextType): Promise<CopilotDocType[]> {
if (!context.id) {
return [];
}
const session = await this.context.get(context.id);
const docs = session.docs;
await this.models.copilotContext.mergeDocStatus(session.workspaceId, docs);
@@ -433,6 +464,9 @@ export class CopilotContextResolver {
async files(
@Parent() context: CopilotContextType
): Promise<CopilotContextFile[]> {
if (!context.id) {
return [];
}
const session = await this.context.get(context.id);
return session.files;
}
@@ -593,7 +627,11 @@ export class CopilotContextResolver {
const session = await this.context.get(options.contextId);
try {
const file = await session.addFile(options.blobId, content.filename);
const file = await session.addFile(
options.blobId,
content.filename,
content.mimetype
);
const buffer = await readStream(content.createReadStream());
await this.storage.put(
@@ -664,6 +702,8 @@ export class CopilotContextResolver {
@Args('content') content: string,
@Args('limit', { type: () => SafeIntResolver, nullable: true })
limit?: number,
@Args('scopedThreshold', { type: () => Float, nullable: true })
scopedThreshold?: number,
@Args('threshold', { type: () => Float, nullable: true })
threshold?: number
): Promise<ContextMatchedFileChunk[]> {
@@ -671,22 +711,46 @@ export class CopilotContextResolver {
return [];
}
const session = await this.context.get(context.id);
try {
return await session.matchFileChunks(
if (!context.id) {
return await this.context.matchWorkspaceFiles(
context.workspaceId,
content,
limit,
this.getSignal(ctx.req),
threshold
);
}
const session = await this.context.get(context.id);
return await session.matchFiles(
content,
limit,
this.getSignal(ctx.req),
scopedThreshold,
threshold
);
} catch (e: any) {
throw new CopilotFailedToMatchContext({
contextId: context.id,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
// passthrough user friendly error
if (e instanceof UserFriendlyError) {
throw e;
}
if (context.id) {
throw new CopilotFailedToMatchContext({
contextId: context.id,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
} else {
throw new CopilotFailedToMatchGlobalContext({
workspaceId: context.workspaceId,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
}
}
}
@@ -711,20 +775,38 @@ export class CopilotContextResolver {
}
try {
const session = await this.context.get(context.id);
await this.ac
.user(user.id)
.workspace(session.workspaceId)
.workspace(context.workspaceId)
.allowLocal()
.assert('Workspace.Copilot');
const allowEmbedding = await this.models.workspace.allowEmbedding(
session.workspaceId
context.workspaceId
);
if (!allowEmbedding) {
return [];
}
const chunks = await session.matchWorkspaceChunks(
if (!context.id) {
return await this.context.matchWorkspaceDocs(
context.workspaceId,
content,
limit,
this.getSignal(ctx.req),
threshold
);
}
const session = await this.context.get(context.id);
if (session.workspaceId !== context.workspaceId) {
throw new CopilotFailedToMatchContext({
contextId: context.id,
// don't record the large content
content: content.slice(0, 512),
message: 'context not in the same workspace',
});
}
const chunks = await session.matchWorkspaceDocs(
content,
limit,
this.getSignal(ctx.req),
@@ -748,12 +830,22 @@ export class CopilotContextResolver {
if (e instanceof UserFriendlyError) {
throw e;
}
throw new CopilotFailedToMatchContext({
contextId: context.id,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
if (context.id) {
throw new CopilotFailedToMatchContext({
contextId: context.id,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
} else {
throw new CopilotFailedToMatchGlobalContext({
workspaceId: context.workspaceId,
// don't record the large content
content: content.slice(0, 512),
message: e.message,
});
}
}
}
}
@@ -148,6 +148,48 @@ export class CopilotContextService implements OnApplicationBootstrap {
return null;
}
async matchWorkspaceFiles(
workspaceId: string,
content: string,
topK: number = 5,
signal?: AbortSignal,
threshold: number = 0.5
) {
if (!this.embeddingClient) return [];
const embedding = await this.embeddingClient.getEmbedding(content, signal);
if (!embedding) return [];
const chunks = await this.models.copilotWorkspace.matchFileEmbedding(
workspaceId,
embedding,
topK * 2,
threshold
);
return this.embeddingClient.reRank(content, chunks, topK, signal);
}
async matchWorkspaceDocs(
workspaceId: string,
content: string,
topK: number = 5,
signal?: AbortSignal,
threshold: number = 0.5
) {
if (!this.embeddingClient) return [];
const embedding = await this.embeddingClient.getEmbedding(content, signal);
if (!embedding) return [];
const workspace = await this.models.copilotContext.matchWorkspaceEmbedding(
embedding,
workspaceId,
topK * 2,
threshold
);
return this.embeddingClient.reRank(content, workspace, topK);
}
@OnEvent('workspace.doc.embed.failed')
async onDocEmbedFailed({
contextId,
@@ -52,12 +52,16 @@ export class ContextSession implements AsyncDisposable {
}
get files() {
return this.config.files.map(f => ({ ...f }));
return this.config.files.map(f => this.fulfillFile(f));
}
get docIds() {
return Array.from(
new Set([this.config.docs, this.config.categories].flat().map(d => d.id))
new Set(
[this.config.docs, this.config.categories.flatMap(c => c.docs)]
.flat()
.map(d => d.id)
)
);
}
@@ -136,14 +140,25 @@ export class ContextSession implements AsyncDisposable {
return true;
}
async addFile(blobId: string, name: string): Promise<ContextFile> {
private fulfillFile(file: ContextFile): Required<ContextFile> {
return {
...file,
mimeType: file.mimeType || 'application/octet-stream',
};
}
async addFile(
blobId: string,
name: string,
mimeType: string
): Promise<Required<ContextFile>> {
let fileId = nanoid();
const existsBlob = this.config.files.find(f => f.blobId === blobId);
if (existsBlob) {
// use exists file id if the blob exists
// we assume that the file content pointed to by the same blobId is consistent.
if (existsBlob.status === ContextEmbedStatus.finished) {
return existsBlob;
return this.fulfillFile(existsBlob);
}
fileId = existsBlob.id;
} else {
@@ -152,11 +167,12 @@ export class ContextSession implements AsyncDisposable {
blobId,
chunkSize: 0,
name,
mimeType,
error: null,
createdAt: Date.now(),
}));
}
return this.getFile(fileId) as ContextFile;
return this.fulfillFile(this.getFile(fileId) as ContextFile);
}
getFile(fileId: string): ContextFile | undefined {
@@ -181,15 +197,14 @@ export class ContextSession implements AsyncDisposable {
* @param threshold relevance threshold for the similarity score, higher threshold means more similar chunks, default 0.7, good enough based on prior experiments
* @returns list of similar chunks
*/
async matchFileChunks(
async matchFiles(
content: string,
topK: number = 5,
signal?: AbortSignal,
threshold: number = 0.85
scopedThreshold: number = 0.85,
threshold: number = 0.5
): Promise<FileChunkSimilarity[]> {
const embedding = await this.client
.getEmbeddings([content], signal)
.then(r => r?.[0]?.embedding);
const embedding = await this.client.getEmbedding(content, signal);
if (!embedding) return [];
const [context, workspace] = await Promise.all([
@@ -197,7 +212,7 @@ export class ContextSession implements AsyncDisposable {
embedding,
this.id,
topK * 2,
threshold
scopedThreshold
),
this.models.copilotWorkspace.matchFileEmbedding(
this.workspaceId,
@@ -206,10 +221,21 @@ export class ContextSession implements AsyncDisposable {
threshold
),
]);
const files = new Map(this.files.map(f => [f.id, f]));
return this.client.reRank(
content,
[...context, ...workspace],
[
...context
.filter(f => files.has(f.fileId))
.map(c => {
const { blobId, name, mimeType } = files.get(
c.fileId
) as Required<ContextFile>;
return { ...c, blobId, name, mimeType };
}),
...workspace,
],
topK,
signal
);
@@ -223,16 +249,14 @@ export class ContextSession implements AsyncDisposable {
* @param threshold relevance threshold for the similarity score, higher threshold means more similar chunks, default 0.7, good enough based on prior experiments
* @returns list of similar chunks
*/
async matchWorkspaceChunks(
async matchWorkspaceDocs(
content: string,
topK: number = 5,
signal?: AbortSignal,
scopedThreshold: number = 0.5,
threshold: number = 0.85
scopedThreshold: number = 0.85,
threshold: number = 0.5
) {
const embedding = await this.client
.getEmbeddings([content], signal)
.then(r => r?.[0]?.embedding);
const embedding = await this.client.getEmbedding(content, signal);
if (!embedding) return [];
const docIds = this.docIds;
@@ -128,6 +128,11 @@ export abstract class EmbeddingClient {
.slice(0, topK);
}
async getEmbedding(query: string, signal?: AbortSignal) {
const embedding = await this.getEmbeddings([query], signal);
return embedding?.[0]?.embedding;
}
abstract getEmbeddings(
input: string[],
signal?: AbortSignal
@@ -60,6 +60,7 @@ export class CopilotWorkspaceService implements OnApplicationBootstrap {
await this.storage.put(userId, workspaceId, blobId, buffer);
const file = await this.models.copilotWorkspace.addFile(workspaceId, {
fileName,
blobId,
mimeType: content.mimetype,
size: buffer.length,
});
@@ -55,6 +55,9 @@ export class CopilotWorkspaceFileType implements CopilotWorkspaceFile {
@Field(() => String)
fileId!: string;
@Field(() => String)
blobId!: string;
@Field(() => String)
fileName!: string;
+15 -3
View File
@@ -69,10 +69,13 @@ type ContextMatchedDocChunk {
}
type ContextMatchedFileChunk {
blobId: String!
chunk: SafeInt!
content: String!
distance: Float
fileId: String!
mimeType: String!
name: String!
}
type ContextWorkspaceEmbeddingStatus {
@@ -107,10 +110,10 @@ type CopilotContext {
"""list files in context"""
files: [CopilotContextFile!]!
id: ID!
id: ID
"""match file in context"""
matchFiles(content: String!, limit: SafeInt, threshold: Float): [ContextMatchedFileChunk!]!
matchFiles(content: String!, limit: SafeInt, scopedThreshold: Float, threshold: Float): [ContextMatchedFileChunk!]!
"""match workspace docs"""
matchWorkspaceDocs(content: String!, limit: SafeInt, scopedThreshold: Float, threshold: Float): [ContextMatchedDocChunk!]!
@@ -140,6 +143,7 @@ type CopilotContextFile {
createdAt: SafeInt!
error: String
id: ID!
mimeType: String!
name: String!
status: ContextEmbedStatus!
}
@@ -169,6 +173,12 @@ type CopilotFailedToMatchContextDataType {
message: String!
}
type CopilotFailedToMatchGlobalContextDataType {
content: String!
message: String!
workspaceId: String!
}
type CopilotFailedToModifyContextDataType {
contextId: String!
message: String!
@@ -280,6 +290,7 @@ type CopilotWorkspaceConfig {
}
type CopilotWorkspaceFile {
blobId: String!
createdAt: DateTime!
fileId: String!
fileName: String!
@@ -464,7 +475,7 @@ type EditorType {
name: String!
}
union ErrorDataUnion = AlreadyInSpaceDataType | BlobNotFoundDataType | CopilotContextFileNotSupportedDataType | CopilotDocNotFoundDataType | CopilotFailedToAddWorkspaceFileEmbeddingDataType | CopilotFailedToMatchContextDataType | CopilotFailedToModifyContextDataType | CopilotInvalidContextDataType | CopilotMessageNotFoundDataType | CopilotPromptNotFoundDataType | CopilotProviderSideErrorDataType | DocActionDeniedDataType | DocHistoryNotFoundDataType | DocNotFoundDataType | DocUpdateBlockedDataType | ExpectToGrantDocUserRolesDataType | ExpectToRevokeDocUserRolesDataType | ExpectToUpdateDocUserRoleDataType | GraphqlBadRequestDataType | HttpRequestErrorDataType | InvalidEmailDataType | InvalidHistoryTimestampDataType | InvalidLicenseToActivateDataType | InvalidLicenseUpdateParamsDataType | InvalidOauthCallbackCodeDataType | InvalidPasswordLengthDataType | InvalidRuntimeConfigTypeDataType | MemberNotFoundInSpaceDataType | MentionUserDocAccessDeniedDataType | MissingOauthQueryParameterDataType | NoMoreSeatDataType | NotInSpaceDataType | QueryTooLongDataType | RuntimeConfigNotFoundDataType | SameSubscriptionRecurringDataType | SpaceAccessDeniedDataType | SpaceNotFoundDataType | SpaceOwnerNotFoundDataType | SpaceShouldHaveOnlyOneOwnerDataType | SubscriptionAlreadyExistsDataType | SubscriptionNotExistsDataType | SubscriptionPlanNotFoundDataType | UnknownOauthProviderDataType | UnsupportedClientVersionDataType | UnsupportedSubscriptionPlanDataType | ValidationErrorDataType | VersionRejectedDataType | WorkspacePermissionNotFoundDataType | WrongSignInCredentialsDataType
union ErrorDataUnion = AlreadyInSpaceDataType | BlobNotFoundDataType | CopilotContextFileNotSupportedDataType | CopilotDocNotFoundDataType | CopilotFailedToAddWorkspaceFileEmbeddingDataType | CopilotFailedToMatchContextDataType | CopilotFailedToMatchGlobalContextDataType | CopilotFailedToModifyContextDataType | CopilotInvalidContextDataType | CopilotMessageNotFoundDataType | CopilotPromptNotFoundDataType | CopilotProviderSideErrorDataType | DocActionDeniedDataType | DocHistoryNotFoundDataType | DocNotFoundDataType | DocUpdateBlockedDataType | ExpectToGrantDocUserRolesDataType | ExpectToRevokeDocUserRolesDataType | ExpectToUpdateDocUserRoleDataType | GraphqlBadRequestDataType | HttpRequestErrorDataType | InvalidEmailDataType | InvalidHistoryTimestampDataType | InvalidLicenseToActivateDataType | InvalidLicenseUpdateParamsDataType | InvalidOauthCallbackCodeDataType | InvalidPasswordLengthDataType | InvalidRuntimeConfigTypeDataType | MemberNotFoundInSpaceDataType | MentionUserDocAccessDeniedDataType | MissingOauthQueryParameterDataType | NoMoreSeatDataType | NotInSpaceDataType | QueryTooLongDataType | RuntimeConfigNotFoundDataType | SameSubscriptionRecurringDataType | SpaceAccessDeniedDataType | SpaceNotFoundDataType | SpaceOwnerNotFoundDataType | SpaceShouldHaveOnlyOneOwnerDataType | SubscriptionAlreadyExistsDataType | SubscriptionNotExistsDataType | SubscriptionPlanNotFoundDataType | UnknownOauthProviderDataType | UnsupportedClientVersionDataType | UnsupportedSubscriptionPlanDataType | ValidationErrorDataType | VersionRejectedDataType | WorkspacePermissionNotFoundDataType | WrongSignInCredentialsDataType
enum ErrorNames {
ACCESS_DENIED
@@ -491,6 +502,7 @@ enum ErrorNames {
COPILOT_FAILED_TO_CREATE_MESSAGE
COPILOT_FAILED_TO_GENERATE_TEXT
COPILOT_FAILED_TO_MATCH_CONTEXT
COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT
COPILOT_FAILED_TO_MODIFY_CONTEXT
COPILOT_INVALID_CONTEXT
COPILOT_MESSAGE_NOT_FOUND
@@ -3,6 +3,7 @@ mutation addContextFile($content: Upload!, $options: AddContextFileInput!) {
id
createdAt
name
mimeType
chunkSize
error
status
@@ -15,6 +15,7 @@ query listContextObject(
files {
id
name
mimeType
blobId
chunkSize
error
@@ -1,14 +1,17 @@
query matchContext($contextId: String!, $content: String!, $limit: SafeInt, $threshold: Float) {
query matchContext($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchFiles(content: $content, limit: $limit, threshold: $threshold) {
matchFiles(content: $content, limit: $limit, scopedThreshold: $scopedThreshold, threshold: $threshold) {
fileId
blobId
name
mimeType
chunk
content
distance
}
matchWorkspaceDocs(content: $content, limit: $limit, threshold: $threshold) {
matchWorkspaceDocs(content: $content, limit: $limit, scopedThreshold: $scopedThreshold, threshold: $threshold) {
docId
chunk
content
@@ -1,6 +1,6 @@
query matchWorkspaceDocs($contextId: String!, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
query matchWorkspaceDocs($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchWorkspaceDocs(content: $content, limit: $limit, scopedThreshold: $scopedThreshold, threshold: $threshold) {
docId
@@ -1,9 +1,10 @@
query matchFiles($contextId: String!, $content: String!, $limit: SafeInt, $threshold: Float) {
query matchFiles($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchFiles(content: $content, limit: $limit, threshold: $threshold) {
matchFiles(content: $content, limit: $limit, scopedThreshold: $scopedThreshold, threshold: $threshold) {
fileId
blobId
chunk
content
distance
@@ -2,6 +2,7 @@ mutation addWorkspaceEmbeddingFiles($workspaceId: String!, $blob: Upload!) {
addWorkspaceEmbeddingFiles(workspaceId: $workspaceId, blob: $blob) {
fileId
fileName
blobId
mimeType
size
createdAt
@@ -11,6 +11,7 @@ query getWorkspaceEmbeddingFiles($workspaceId: String!, $pagination: PaginationI
node {
fileId
fileName
blobId
mimeType
size
createdAt
+32 -9
View File
@@ -390,6 +390,7 @@ export const addContextFileMutation = {
id
createdAt
name
mimeType
chunkSize
error
status
@@ -423,6 +424,7 @@ export const listContextObjectQuery = {
files {
id
name
mimeType
blobId
chunkSize
error
@@ -473,17 +475,30 @@ export const listContextQuery = {
export const matchContextQuery = {
id: 'matchContextQuery' as const,
op: 'matchContext',
query: `query matchContext($contextId: String!, $content: String!, $limit: SafeInt, $threshold: Float) {
query: `query matchContext($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchFiles(content: $content, limit: $limit, threshold: $threshold) {
matchFiles(
content: $content
limit: $limit
scopedThreshold: $scopedThreshold
threshold: $threshold
) {
fileId
blobId
name
mimeType
chunk
content
distance
}
matchWorkspaceDocs(content: $content, limit: $limit, threshold: $threshold) {
matchWorkspaceDocs(
content: $content
limit: $limit
scopedThreshold: $scopedThreshold
threshold: $threshold
) {
docId
chunk
content
@@ -498,9 +513,9 @@ export const matchContextQuery = {
export const matchWorkspaceDocsQuery = {
id: 'matchWorkspaceDocsQuery' as const,
op: 'matchWorkspaceDocs',
query: `query matchWorkspaceDocs($contextId: String!, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
query: `query matchWorkspaceDocs($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchWorkspaceDocs(
content: $content
@@ -522,12 +537,18 @@ export const matchWorkspaceDocsQuery = {
export const matchFilesQuery = {
id: 'matchFilesQuery' as const,
op: 'matchFiles',
query: `query matchFiles($contextId: String!, $content: String!, $limit: SafeInt, $threshold: Float) {
query: `query matchFiles($contextId: String, $workspaceId: String, $content: String!, $limit: SafeInt, $scopedThreshold: Float, $threshold: Float) {
currentUser {
copilot {
copilot(workspaceId: $workspaceId) {
contexts(contextId: $contextId) {
matchFiles(content: $content, limit: $limit, threshold: $threshold) {
matchFiles(
content: $content
limit: $limit
scopedThreshold: $scopedThreshold
threshold: $threshold
) {
fileId
blobId
chunk
content
distance
@@ -750,6 +771,7 @@ export const addWorkspaceEmbeddingFilesMutation = {
addWorkspaceEmbeddingFiles(workspaceId: $workspaceId, blob: $blob) {
fileId
fileName
blobId
mimeType
size
createdAt
@@ -774,6 +796,7 @@ export const getWorkspaceEmbeddingFilesQuery = {
node {
fileId
fileName
blobId
mimeType
size
createdAt
+33 -5
View File
@@ -109,10 +109,13 @@ export interface ContextMatchedDocChunk {
export interface ContextMatchedFileChunk {
__typename?: 'ContextMatchedFileChunk';
blobId: Scalars['String']['output'];
chunk: Scalars['SafeInt']['output'];
content: Scalars['String']['output'];
distance: Maybe<Scalars['Float']['output']>;
fileId: Scalars['String']['output'];
mimeType: Scalars['String']['output'];
name: Scalars['String']['output'];
}
export interface ContextWorkspaceEmbeddingStatus {
@@ -172,7 +175,7 @@ export interface CopilotContext {
docs: Array<CopilotContextDoc>;
/** list files in context */
files: Array<CopilotContextFile>;
id: Scalars['ID']['output'];
id: Maybe<Scalars['ID']['output']>;
/** match file in context */
matchFiles: Array<ContextMatchedFileChunk>;
/** match workspace docs */
@@ -185,6 +188,7 @@ export interface CopilotContext {
export interface CopilotContextMatchFilesArgs {
content: Scalars['String']['input'];
limit?: InputMaybe<Scalars['SafeInt']['input']>;
scopedThreshold?: InputMaybe<Scalars['Float']['input']>;
threshold?: InputMaybe<Scalars['Float']['input']>;
}
@@ -218,6 +222,7 @@ export interface CopilotContextFile {
createdAt: Scalars['SafeInt']['output'];
error: Maybe<Scalars['String']['output']>;
id: Scalars['ID']['output'];
mimeType: Scalars['String']['output'];
name: Scalars['String']['output'];
status: ContextEmbedStatus;
}
@@ -252,6 +257,13 @@ export interface CopilotFailedToMatchContextDataType {
message: Scalars['String']['output'];
}
export interface CopilotFailedToMatchGlobalContextDataType {
__typename?: 'CopilotFailedToMatchGlobalContextDataType';
content: Scalars['String']['output'];
message: Scalars['String']['output'];
workspaceId: Scalars['String']['output'];
}
export interface CopilotFailedToModifyContextDataType {
__typename?: 'CopilotFailedToModifyContextDataType';
contextId: Scalars['String']['output'];
@@ -383,6 +395,7 @@ export interface CopilotWorkspaceConfigIgnoredDocsArgs {
export interface CopilotWorkspaceFile {
__typename?: 'CopilotWorkspaceFile';
blobId: Scalars['String']['output'];
createdAt: Scalars['DateTime']['output'];
fileId: Scalars['String']['output'];
fileName: Scalars['String']['output'];
@@ -582,6 +595,7 @@ export type ErrorDataUnion =
| CopilotDocNotFoundDataType
| CopilotFailedToAddWorkspaceFileEmbeddingDataType
| CopilotFailedToMatchContextDataType
| CopilotFailedToMatchGlobalContextDataType
| CopilotFailedToModifyContextDataType
| CopilotInvalidContextDataType
| CopilotMessageNotFoundDataType
@@ -651,6 +665,7 @@ export enum ErrorNames {
COPILOT_FAILED_TO_CREATE_MESSAGE = 'COPILOT_FAILED_TO_CREATE_MESSAGE',
COPILOT_FAILED_TO_GENERATE_TEXT = 'COPILOT_FAILED_TO_GENERATE_TEXT',
COPILOT_FAILED_TO_MATCH_CONTEXT = 'COPILOT_FAILED_TO_MATCH_CONTEXT',
COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT = 'COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT',
COPILOT_FAILED_TO_MODIFY_CONTEXT = 'COPILOT_FAILED_TO_MODIFY_CONTEXT',
COPILOT_INVALID_CONTEXT = 'COPILOT_INVALID_CONTEXT',
COPILOT_MESSAGE_NOT_FOUND = 'COPILOT_MESSAGE_NOT_FOUND',
@@ -2876,6 +2891,7 @@ export type AddContextFileMutation = {
id: string;
createdAt: number;
name: string;
mimeType: string;
chunkSize: number;
error: string | null;
status: ContextEmbedStatus;
@@ -2917,6 +2933,7 @@ export type ListContextObjectQuery = {
__typename?: 'CopilotContextFile';
id: string;
name: string;
mimeType: string;
blobId: string;
chunkSize: number;
error: string | null;
@@ -2965,7 +2982,7 @@ export type ListContextQuery = {
__typename?: 'Copilot';
contexts: Array<{
__typename?: 'CopilotContext';
id: string;
id: string | null;
workspaceId: string;
}>;
};
@@ -2973,9 +2990,11 @@ export type ListContextQuery = {
};
export type MatchContextQueryVariables = Exact<{
contextId: Scalars['String']['input'];
contextId?: InputMaybe<Scalars['String']['input']>;
workspaceId?: InputMaybe<Scalars['String']['input']>;
content: Scalars['String']['input'];
limit?: InputMaybe<Scalars['SafeInt']['input']>;
scopedThreshold?: InputMaybe<Scalars['Float']['input']>;
threshold?: InputMaybe<Scalars['Float']['input']>;
}>;
@@ -2990,6 +3009,9 @@ export type MatchContextQuery = {
matchFiles: Array<{
__typename?: 'ContextMatchedFileChunk';
fileId: string;
blobId: string;
name: string;
mimeType: string;
chunk: number;
content: string;
distance: number | null;
@@ -3007,7 +3029,8 @@ export type MatchContextQuery = {
};
export type MatchWorkspaceDocsQueryVariables = Exact<{
contextId: Scalars['String']['input'];
contextId?: InputMaybe<Scalars['String']['input']>;
workspaceId?: InputMaybe<Scalars['String']['input']>;
content: Scalars['String']['input'];
limit?: InputMaybe<Scalars['SafeInt']['input']>;
scopedThreshold?: InputMaybe<Scalars['Float']['input']>;
@@ -3035,9 +3058,11 @@ export type MatchWorkspaceDocsQuery = {
};
export type MatchFilesQueryVariables = Exact<{
contextId: Scalars['String']['input'];
contextId?: InputMaybe<Scalars['String']['input']>;
workspaceId?: InputMaybe<Scalars['String']['input']>;
content: Scalars['String']['input'];
limit?: InputMaybe<Scalars['SafeInt']['input']>;
scopedThreshold?: InputMaybe<Scalars['Float']['input']>;
threshold?: InputMaybe<Scalars['Float']['input']>;
}>;
@@ -3052,6 +3077,7 @@ export type MatchFilesQuery = {
matchFiles: Array<{
__typename?: 'ContextMatchedFileChunk';
fileId: string;
blobId: string;
chunk: number;
content: string;
distance: number | null;
@@ -3321,6 +3347,7 @@ export type AddWorkspaceEmbeddingFilesMutation = {
__typename?: 'CopilotWorkspaceFile';
fileId: string;
fileName: string;
blobId: string;
mimeType: string;
size: number;
createdAt: string;
@@ -3352,6 +3379,7 @@ export type GetWorkspaceEmbeddingFilesQuery = {
__typename?: 'CopilotWorkspaceFile';
fileId: string;
fileName: string;
blobId: string;
mimeType: string;
size: number;
createdAt: string;
@@ -329,9 +329,12 @@ declare global {
abortSignal: AbortSignal
) => Promise<void>;
matchContext: (
contextId: string,
content: string,
limit?: number
contextId?: string,
workspaceId?: string,
limit?: number,
scopedThreshold?: number,
threshold?: number
) => Promise<{
files?: ContextMatchedFileChunk[];
docs?: ContextMatchedDocChunk[];
@@ -661,7 +661,7 @@ export class AIChatInput extends SignalWatcher(WithDisposable(LitElement)) {
>();
const { files: matchedFiles = [], docs: matchedDocs = [] } =
(await AIProvider.context?.matchContext(contextId, userInput)) ?? {};
(await AIProvider.context?.matchContext(userInput, contextId)) ?? {};
matchedDocs.forEach(doc => {
docContexts.set(doc.docId, {
@@ -241,7 +241,7 @@ export class CopilotClient {
sessionId,
},
});
return res.currentUser?.copilot?.contexts?.[0]?.id;
return res.currentUser?.copilot?.contexts?.[0]?.id || undefined;
}
async addContextDoc(options: OptionsField<typeof addContextDocMutation>) {
@@ -333,13 +333,23 @@ export class CopilotClient {
return res.currentUser?.copilot?.contexts?.[0];
}
async matchContext(contextId: string, content: string, limit?: number) {
async matchContext(
content: string,
contextId?: string,
workspaceId?: string,
limit?: number,
scopedThreshold?: number,
threshold?: number
) {
const res = await this.gql({
query: matchContextQuery,
variables: {
contextId,
content,
contextId,
workspaceId,
limit,
scopedThreshold,
threshold,
},
});
const { matchFiles: files, matchWorkspaceDocs: docs } =
@@ -700,11 +700,21 @@ Could you make a new website based on these notes and send back just the html fi
}
},
matchContext: async (
contextId: string,
content: string,
limit?: number
contextId?: string,
workspaceId?: string,
limit?: number,
scopedThreshold?: number,
threshold?: number
) => {
return client.matchContext(contextId, content, limit);
return client.matchContext(
content,
contextId,
workspaceId,
limit,
scopedThreshold,
threshold
);
},
});
+7
View File
@@ -8412,6 +8412,13 @@ export function useAFFiNEI18N(): {
contextId: string;
message: string;
}>): string;
/**
* `Failed to match context in workspace {{workspaceId}} with "%7B%7Bcontent%7D%7D": {{message}}`
*/
["error.COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT"](options: Readonly<{
workspaceId: string;
message: string;
}>): string;
/**
* `Embedding feature is disabled, please contact the administrator to enable it in the workspace settings.`
*/
@@ -2081,6 +2081,7 @@
"error.COPILOT_CONTEXT_FILE_NOT_SUPPORTED": "File {{fileName}} is not supported to use as context: {{message}}",
"error.COPILOT_FAILED_TO_MODIFY_CONTEXT": "Failed to modify context {{contextId}}: {{message}}",
"error.COPILOT_FAILED_TO_MATCH_CONTEXT": "Failed to match context {{contextId}} with \"%7B%7Bcontent%7D%7D\": {{message}}",
"error.COPILOT_FAILED_TO_MATCH_GLOBAL_CONTEXT": "Failed to match context in workspace {{workspaceId}} with \"%7B%7Bcontent%7D%7D\": {{message}}",
"error.COPILOT_EMBEDDING_DISABLED": "Embedding feature is disabled, please contact the administrator to enable it in the workspace settings.",
"error.COPILOT_EMBEDDING_UNAVAILABLE": "Embedding feature not available, you may need to install pgvector extension to your database",
"error.COPILOT_TRANSCRIPTION_JOB_EXISTS": "Transcription job already exists",