3iv9SSKJrJrJr 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/J0r0J1r1J2r2J3r3J4r4J5r5J6r6J7r7 SS K8J9r9 SS K:J;r;Jr> SS K?J@r@ SSKArA/SQrBSSKCJDrD \R"\F5rG\"5qHSrIS\J4SjrK\K"5rLSrMSSKNJOrO \OrM\M(d}SSKQrQ\QRS:ai\L(aZSSKSrSSSKTrT\SR"\TRSSSS/5 \W"S5 \TRRS5\TRS'O\Z"S5eS:Sjr[S\4Sjr\S\\4S\\S \]S!\]S\4S"jjr^S#S\\4S$\\]\@4S\\S \]S!\]S\4 S%jjr_SS\\4S$\\]S\\S \]S!\]S\4 S&jjr`S'S(SSS\\4S)\]S*\aS+\JS,\\\]\]4S\\S \]S!\]S\4S-jjrbS'S(SSS\\4S)\]S*\aS+\JS,\\\]\]4S\\S \]S!\]S\4S.jjrcS;S/S0S1S2.S \\]S!\\]S3\\]S\\S4\]S5\aS6\JS\4S7jjjrd[\\4S\S \]S!\]S\4S8jjr\"54S\S\4S9jjrg!\Pa SrMGNf=f)<)DictOptionalUnionN)Client) AdminClient) AsyncClient)TokenTransportHeader)DEFAULT_DATABASEDEFAULT_TENANTSettings)AdminAPIAsyncClientAPI ClientAPI) Collection)CollectionMetadataUpdateMetadata DocumentsEmbeddingFunction EmbeddingsURIURIsIDsIncludeMetadata MetadatasWhere QueryResult GetResult WhereDocumentUpdateCollectionMetadata SparseVector SparseVectorsSparseEmbeddingFunctionSchemaVectorIndexConfigHnswIndexConfigSpannIndexConfigFtsIndexConfigSparseVectorIndexConfigStringInvertedIndexConfigIntInvertedIndexConfigFloatInvertedIndexConfigBoolInvertedIndexConfig)Search)KeyKKnnRrf)Path)$rrrrrrrrrrrrrrr rrr r.r/r0r1r2r!r"r#r$r%r&r'r(r)r*r+r,r-)CloudClientArgz1.3.0returnc.SSKng![a gf=f)NrTF) google.colab ImportError)googles K/home/james-whalen/.local/lib/python3.13/site-packages/chromadb/__init__.py is_in_colabr;ps 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: configurerIs))3F3Jc[$)N)rGrDrJr: get_settingsrLs rJsettingstenantdatabasecjUc [5nSUl[U5n[U5n[XUS9$)a) Creates an in-memory instance of Chroma. This is useful for testing and development, but not recommended for production use. Args: tenant: The tenant to use for this client. Defaults to the default tenant. database: The database to use for this client. Defaults to the default database. FrMrNrO)r is_persistentstr ClientCreatorrQs r:EphemeralClientrUs::"H[F8}H (H MMrJz./chromapathcUc [5n[U5UlSUl[U5n[U5n[ X#US9$)a Creates a persistent instance of Chroma that saves to disk. This is useful for testing and development, but not recommended for production use. Args: path: The directory to save Chroma's data to. Defaults to "./chroma". tenant: The tenant to use for this client. Defaults to the default tenant. database: The database to use for this client. Defaults to the default database. TrNrOrM)r rSpersist_directoryrRrTrVrMrNrOs r:PersistentClientr[sF:!$TH!H[F8}H H MMrJcUc [5nSUlUSLUlU=(d SUl[ U5n[ U5n[ X#US9$)a Creates an ephemeral or persistance instance of Chroma that saves to disk. This is useful for testing and development, but not recommended for production use. Args: path: An optional directory to save Chroma's data to. The client is ephemeral if a None value is provided. Defaults to None. tenant: The tenant to use for this client. Defaults to the default tenant. database: The database to use for this client. Defaults to the default database. Nz!chromadb.api.rust.RustBindingsAPIrX)r chroma_api_implrRrYrSrTrZs r: RustClientr_sS:BH!-H!%H[F8}H H MMrJ localhosti@hostportsslheaderscUc [5n[U5n[U5n[U5n[U5n[U5nSUlUR (a,UR U:wa[ SUR SUS35eXlUR(a,URU:wa[ SURSUS35eXlX$lX4l [XVUS9$)a Creates a client that connects to a remote Chroma server. This supports many clients connecting to the same server, and is the recommended way to use Chroma in production. Args: host: The hostname of the Chroma server. Defaults to "localhost". port: The port of the Chroma server. Defaults to 8000. ssl: Whether to use SSL to connect to the Chroma server. Defaults to False. headers: A dictionary of headers to send to the Chroma server. Defaults to {}. settings: A dictionary of settings to communicate with the chroma server. tenant: The tenant to use for this client. Defaults to the default tenant. database: The database to use for this client. Defaults to the default database. chromadb.api.fastapi.FastAPI(Chroma server host provided in settings[3] is different to the one provided in HttpClient: []-Chroma server http port provided in settings[rX) r rSintboolr^chroma_server_host ValueErrorchroma_server_http_portchroma_server_ssl_enabledchroma_server_headersrTrarbrcrdrMrNrOs r: HttpClientrss0: t9D t9D s)C [F8}H=H""x'B'Bd'J6x7R7R6STGHLGMMN O  #'''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,$),&%," H MMrJc# Uc [5n[U5n[U5n[U5n[U5n[U5nSUlUR (a,UR U:wa[ SUR SUS35eXlUR(a,URU:wa[ SURSUS35eXlX$lX4l [R"XVUS9IShvN $N7f)a Creates an async client that connects to a remote Chroma server. This supports many clients connecting to the same server, and is the recommended way to use Chroma in production. Args: host: The hostname of the Chroma server. Defaults to "localhost". port: The port of the Chroma server. Defaults to 8000. ssl: Whether to use SSL to connect to the Chroma server. Defaults to False. headers: A dictionary of headers to send to the Chroma server. Defaults to {}. settings: A dictionary of settings to communicate with the chroma server. tenant: The tenant to use for this client. Defaults to the default tenant. database: The database to use for this client. Defaults to the default database. Nz'chromadb.api.async_fastapi.AsyncFastAPIrgrhrirjrX) r rSrkrlr^rmrnrorprqAsyncClientCreatorcreaterrs r:AsyncHttpClientrw(s00: t9D t9D s)C [F8}HHH""x'B'Bd'J6x7R7R6STGHLGMMN O  #'''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,$),&%,"#**8  sC6C?8C=9C?zapi.trychroma.comiT) cloud_host cloud_port enable_sslapi_keyrxryrzc  [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) a3 Creates a client to connect to a tenant and database on Chroma cloud. Args: tenant: The tenant to use for this client. Optional. If not provided, it will be inferred from the API key if the key is scoped to a single tenant. If provided, it will be validated against the API key's scope. database: The database to use for this client. Optional. If not provided, it will be inferred from the API key if the key is scoped to a single database. If provided, it will be validated against the API key's scope. api_key: The api key to use for this client. r{CHROMA_API_KEY)nameenv_varvaluezMissing required arguments: z, z8. Please provide them or set the environment variables: CHROMA_TENANTCHROMA_DATABASErfz1chromadb.auth.token_authn.TokenAuthClientProviderTrX)r4allrosenvirongetrrnjoinr~r rSrkrlr^rmrorpchroma_client_auth_providerchroma_client_auth_credentialsr X_CHROMA_TOKEN"chroma_auth_token_transport_header;chroma_overwrite_singleton_tenant_database_access_from_authrT) rNrOr{rMrxryrz required_argsarg missing_argss r: CloudClientr]s( 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::>>*;rs ((7H:FF<<5B6 ( T*   8 $ Z  T =  6I""Z/     ! !ui9KL  { #%([[__[%ACKK "( 4 h $( $Nx N NN N2(#' $ N T Nx N N N  N8#' $ N 3-Nx N N N  N<(,#' $0N 0N 0N 0Nd38n % 0N x 0N  0N0N0Nh(,#' $2 2 2 2d38n % 2 x 2  222l!"!#' >N *>N SM>Nsm>Nc]>Nx >N  >N>N>N>ND$ $NN NN N&&.Z1(1H1c IsI!!I-,I-