LKi)9SSKJrJrJr SSKrSSKJr SSKJr SSK J r SSK Jr SSKrSSKJrJrJr SSKJrJrJr SS KJr SS KJrJrJrJrJrJ r J!r!J"r"J#r#J$r$J%r%J&r&J'r'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2J3r3J4r4J5r5J6r6J7r7J8r8J9r9 SS K:J;r; SS Kr>J?r?J@r@ SS KAJBrB SSKCrC/SQrDSSKEJFrF \R"\H5rI\"5qJSrKS\L4SjrM\M"5rNSrOSSKPJQrQ \QrO\O(d}SSKSrS\SRS:ai\N(aZSSKUrUSSKVrV\UR"\VRSSSS/5 \Y"S5 \VRRS5\VRS'O\\"S5eS:Sjr]S\4Sjr^S\\4S\\S \_S!\_S\4S"jjr`S#S\\4S$\\_\B4S\\S \_S!\_S\4 S%jjraSS\\4S$\\_S\\S \_S!\_S\4 S&jjrbS'S(SSS\\4S)\_S*\cS+\LS,\\\_\_4S\\S \_S!\_S\4S-jjrdS'S(SSS\\4S)\_S*\cS+\LS,\\\_\_4S\\S \_S!\_S\4S.jjreS;S/S0S1S2.S \\_S!\\_S3\\_S\\S4\_S5\cS6\LS\4S7jjjrf[\\4S\S \_S!\_S\4S8jjr\"54S\S\4S9jjrg!\Ra SrOGNf=f)<)DictOptionalUnionN)Client) AdminClient) AsyncClient)TokenTransportHeader)DEFAULT_DATABASEDEFAULT_TENANTSettings)AdminAPIAsyncClientAPI ClientAPI) Collection)CmekCollectionMetadataUpdateMetadata DocumentsEmbeddingFunction EmbeddingsURIURIsIDsIncludeMetadata Metadatas ReadLevelWhere QueryResult GetResult WhereDocumentUpdateCollectionMetadata SparseVector SparseVectorsSparseEmbeddingFunctionSchemaVectorIndexConfigHnswIndexConfigSpannIndexConfigFtsIndexConfigSparseVectorIndexConfigStringInvertedIndexConfigIntInvertedIndexConfigFloatInvertedIndexConfigBoolInvertedIndexConfig)Search)KeyKKnnRrf)Path)%rrrrrr!rrrrrrrrrr"rr r r0r1r2r3r4r#r$r%r&r'r(r)r*r+r,r-r.r/)CloudClientArgz1.5.1returnc.SSKng![a gf=f)NrTF) google.colab ImportError)googles S/var/www/html/dynamic-report/venv/lib/python3.13/site-packages/chromadb/__init__.py is_in_colabr=ss s  F)is_thin_client)#rz-mpipinstallzpysqlite3-binary pysqlite3sqlite3zYour system has an unsupported version of sqlite3. Chroma requires sqlite3 >= 3.35.0. Please visit https://docs.trychroma.com/troubleshooting#sqlite to learn how to upgrade.c D[RR"S0UD6qg)zGOverride Chroma's default settings, environment variables or .env filesN)chromadbconfigr __settings)kwargss r< configurerKs))3F3Jc[$)N)rIrFrLr< get_settingsrNs rLsettingstenantdatabasecjUc [5nSUl[U5n[U5n[XUS9$)aCreate an in-memory client for local use. This client stores all data in memory and does not persist to disk. It is intended for testing and development. Args: settings: Optional settings to override defaults. tenant: Tenant name to use for requests. Defaults to the default tenant. database: Database name to use for requests. Defaults to the default database. Returns: ClientAPI: A configured client instance. FrOrPrQ)r is_persistentstr ClientCreatorrSs r<EphemeralClientrWs:$:"H[F8}H (H MMrLz./chromapathcUc [5n[U5UlSUl[U5n[U5n[ X#US9$)aCreate a persistent client that stores data on disk. This client is intended for local development and testing. For production, prefer a server-backed Chroma instance. Args: path: Directory to store persisted data. settings: Optional settings to override defaults. tenant: Tenant name to use for requests. database: Database name to use for requests. Returns: ClientAPI: A configured client instance. TrPrQrO)r rUpersist_directoryrTrVrXrOrPrQs r<PersistentClientr]sF(:!$TH!H[F8}H H MMrLcUc [5nSUlUSLUlU=(d SUl[ U5n[ U5n[ X#US9$)a Creates an ephemeral or persistance instance of Chroma that saves to disk. This is useful for testing and development, but not recommended for production use. Args: path: An optional directory to save Chroma's data to. The client is ephemeral if a None value is provided. Defaults to None. tenant: The tenant to use for this client. database: The database to use for this client. Nz!chromadb.api.rust.RustBindingsAPIrZ)r chroma_api_implrTr[rUrVr\s r< RustClientrasS:BH!-H!%H[F8}H H MMrL localhosti@hostportsslheaderscUc [5n[U5n[U5n[U5n[U5n[U5nSUlUR (a,UR U:wa[ SUR SUS35eXlUR(a,URU:wa[ SURSUS35eXlX$lX4l [XVUS9$)a Create a client that connects to a Chroma server. Args: host: Hostname of the Chroma server. port: HTTP port of the Chroma server. ssl: Whether to enable SSL for the connection. headers: Optional headers to send with each request. settings: Optional settings to override defaults. tenant: Tenant name to use for requests. database: Database name to use for requests. Returns: ClientAPI: A configured client instance. Raises: ValueError: If settings specify a different host or port. chromadb.api.fastapi.FastAPI(Chroma server host provided in settings[3] is different to the one provided in HttpClient: []-Chroma server http port provided in settings[rZ) r rUintboolr`chroma_server_host ValueErrorchroma_server_http_portchroma_server_ssl_enabledchroma_server_headersrVrcrdrerfrOrPrQs r< HttpClientrus6: t9D t9D s)C [F8}H=H""x'B'Bd'J6x7R7R6STGHLGMMN O  #'''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,$),&%," H MMrLc# Uc [5n[U5n[U5n[U5n[U5n[U5nSUlUR (a,UR U:wa[ SUR SUS35eXlUR(a,URU:wa[ SURSUS35eXlX$lX4l [R"XVUS9IShvN $N7f)aCreate an async client that connects to a Chroma HTTP server. This supports multiple clients connecting to the same server and is the recommended production configuration. Args: host: Hostname of the Chroma server. port: HTTP port of the Chroma server. ssl: Whether to enable SSL for the connection. headers: Optional headers to send with each request. settings: Optional settings to override defaults. tenant: Tenant name to use for requests. database: Database name to use for requests. Returns: AsyncClientAPI: A configured async client instance. Raises: ValueError: If settings specify a different host or port. Nz'chromadb.api.async_fastapi.AsyncFastAPIrirjrkrlrZ) r rUrmrnr`rorprqrrrsAsyncClientCreatorcreaterts r<AsyncHttpClientry8s0<: t9D t9D s)C [F8}HHH""x'B'Bd'J6x7R7R6STGHLGMMN O  #'''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,$),&%,"#**8  sC6C?8C=9C?zapi.trychroma.comiT) cloud_host cloud_port enable_sslapi_keyrzr{r|c  [SSUS9/n[UVs/sHoRPM sn5(dJUHDnUR=(d) [RR UR 5UlMF UVs/sHoRbMUPM n nU (ac[SSRU Vs/sHoRPM sn5SSRU Vs/sHoR PM sn535eUc [5nU=(d [RR S5nUb [U5nU=(d [RR S5nUb [U5n[U5n[U5n[U5n[U5nS UlXClXSlXclS UlX#l[(R*UlS Ul[1XUS 9$s snfs snfs snfs snf) a;Create a client for Chroma Cloud. If not provided, `tenant`, `database`, and `api_key` will be inferred from the environment variables `CHROMA_TENANT`, `CHROMA_DATABASE`, and `CHROMA_API_KEY`. Args: tenant: Tenant name to use, or None to infer from credentials. database: Database name to use, or None to infer from credentials. api_key: API key for Chroma Cloud. settings: Optional settings to override defaults. Returns: ClientAPI: A configured client instance. Raises: ValueError: If no API key is provided or available in the environment. r}CHROMA_API_KEY)nameenv_varvaluezMissing required arguments: z, z8. Please provide them or set the environment variables: CHROMA_TENANTCHROMA_DATABASErhz1chromadb.auth.token_authn.TokenAuthClientProviderTrZ)r6allrosenvirongetrrpjoinrr rUrmrnr`rorqrrchroma_client_auth_providerchroma_client_auth_credentialsr X_CHROMA_TOKEN"chroma_auth_token_transport_header;chroma_overwrite_singleton_tenant_database_access_from_authrV) rPrQr}rOrzr{r| required_argsarg missing_argss r< CloudClientrss8 I/?wOM ]3]c ]3 4 4 C @RZZ^^CKK%@CI!$1F=CIIC=LF*499,5W,3hh,5W+X*YZEEIYYgsOtgs`cP[P[gsOtEuDv x  : 6rzz~~o6F V<2::>>*;r:rDsqlite_version_info subprocesssys check_call executable __import__modulespop RuntimeErrorrKrNrUrWr]rarmruryrrFrLr<rs0((7H:FF<<5         F6 ) V*   8 $ Z  T =  6I""Z/     ! !ui9KL  { #%([[__[%ACKK "( 4 h $( $Nx N NN N<(#' $ N T Nx N N N  NB#' $ N 3-Nx N N N  N<(,#' $3N 3N 3N 3Nd38n % 3N x 3N  3N3N3Nn(,#' $8 8 8 8d38n % 8 x 8  888x!"!#' FN *FN SMFNsmFNc]FNx FN  FNFNFNFNT$ $NN NN N&&.Z1(1H1Y IsI%%I10I1