lQj+9ddlmZmZmZdZddlZddlmZddlm Z ddl m Z ddlmZddlZddlmZmZmZdd lmZmZmZdd lmZdd lmZmZmZmZm Z m!Z!m"Z"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:dd l;mZ>m?Z?m@Z@mAZAddlBmCZCddlDZDgdZEddlFmGZGejeIZJeaKdeLfdZMeMZNdZO ddlPmQZQeQZOeOswddlSZSeSjdkrdeNrZddlUZUddlVZVeUjeVjddddgeYdeVjjdeVjd<ne\dd:dZ]defdZ^deefdeed e_d!e_defd"Z`d#deefd$ee_eCfdeed e_d!e_def d%Zaddeefd$ee_deed e_d!e_def d&Zbd'd(dddeefd)e_d*ecd+eLd,eee_e_fdeed e_d!e_defd-Zdd'd(dddeefd)e_d*ecd+eLd,eee_e_fdeed e_d!e_defd.Ze d;d/d0d1d2d ee_d!ee_d3ee_deed4e_d5ecd6eLdefd7Zfteefded e_d!e_defd8Zefdedefd9Z y#eR$rdZOYpwxYw)<)DictOptionalUnionz1.5.9N)Client) AdminClient) AsyncClient)TokenTransportHeader)DEFAULT_DATABASEDEFAULT_TENANTSettings)AdminAPIAsyncClientAPI ClientAPI) Collection)CmekCollectionMetadataUpdateMetadata DocumentsEmbeddingFunction EmbeddingsURIURIsIDsIncludeMetadata Metadatas ReadLevelWhere QueryResult GetResult WhereDocumentUpdateCollectionMetadata SparseVector SparseVectorsSparseEmbeddingFunctionSchemaVectorIndexConfigHnswIndexConfigSpannIndexConfigFtsIndexConfigSparseVectorIndexConfigStringInvertedIndexConfigIntInvertedIndexConfigFloatInvertedIndexConfigBoolInvertedIndexConfig)Search)KeyKKnnRrf)Path)%rrrrrr!rrrrrrrrrr"rr r r0r1r2r3r4r#r$r%r&r'r(r)r*r+r,r-r.r/)CloudClientArgreturnc, ddl}y#t$rYywxYw)NrTF) google.colab ImportError)googles V/home/oem/CyberBrain26-unified/.venv/lib/python3.12/site-packages/chromadb/__init__.py is_in_colabr=us s  F)is_thin_client)#rz-mpipinstallzpysqlite3-binary pysqlite3sqlite3zYour system has an unsupported version of sqlite3. Chroma requires sqlite3 >= 3.35.0. Please visit https://docs.trychroma.com/troubleshooting#sqlite to learn how to upgrade.c Btjjdi|ay)zGOverride Chroma's default settings, environment variables or .env filesN)chromadbconfigr __settings)kwargss r< configurerKs))3F3JctS)N)rIrFrLr< get_settingsrNs rLsettingstenantdatabasecp| t}d|_t|}t|}t|||S)aCreate an in-memory client for local use. This client stores all data in memory and does not persist to disk. It is intended for testing and development. Args: settings: Optional settings to override defaults. tenant: Tenant name to use for requests. Defaults to the default tenant. database: Database name to use for requests. Defaults to the default database. Returns: ClientAPI: A configured client instance. FrOrPrQ)r is_persistentstr ClientCreatorrSs r<EphemeralClientrWs<$:"H[F8}H (6H MMrLz./chromapathc| t}t||_d|_t|}t|}t |||S)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]sH(:!$TH!H[F8}H H MMrLc| t}d|_|du|_|xsd|_t |}t |}t |||S)a Creates an ephemeral or persistance instance of Chroma that saves to disk. This is useful for testing and development, but not recommended for production use. Args: path: An optional directory to save Chroma's data to. The client is ephemeral if a None value is provided. Defaults to None. tenant: The tenant to use for this client. database: The database to use for this client. Nz!chromadb.api.rust.RustBindingsAPIrZ)r chroma_api_implrTr[rUrVr\s r< RustClientrasU:BH!-H!%H[F8}H H MMrL localhosti@hostportsslheadersc| t}t|}t|}t|}t|}t|}d|_|j r+|j |k7rt d|j d|d||_|jr+|j|k7rt d|jd|d||_||_||_ t|||S)a>Create a client that connects to a Chroma server. Args: host: Hostname of the Chroma server. port: HTTP port of the Chroma server. ssl: Whether to enable SSL for the connection. headers: Optional headers to send with each request. settings: Optional settings to override defaults. tenant: Tenant name to use for requests. database: Database name to use for requests. Returns: ClientAPI: A configured client instance. Raises: ValueError: If settings specify a different host or port. chromadb.api.fastapi.FastAPI(Chroma server host provided in settings[3] is different to the one provided in HttpClient: []-Chroma server http port provided in settings[rZ) r rUintboolr`chroma_server_host ValueErrorchroma_server_http_portchroma_server_ssl_enabledchroma_server_headersrVrcrdrerfrOrPrQs r< HttpClientrus"6: t9D t9D s)C [F8}H=H""x'B'Bd'J6x7R7R6STGHLGMMN O  #'H''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,H$),H&%,H" H MMrLcK| t}t|}t|}t|}t|}t|}d|_|j r+|j |k7rt d|j d|d||_|jr+|j|k7rt d|jd|d||_||_||_ tj|||d{S7w)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<AsyncHttpClientry:s;<: t9D t9D s)C [F8}HHH""x'B'Bd'J6x7R7R6STGHLGMMN O  #'H''H,L,LPT,T;H<\<\;]^QRVQWWX Y  (,H$),H&%,H"#**8  sC0C92C73C9zapi.trychroma.comiT) cloud_host cloud_port enable_sslapi_keyrzr{r|c tdd|g}t|Dcgc]}|jc}sC|D]>}|jxs)tjj |j |_@|Dcgc]}|j|} }| r_tddj| Dcgc]}|jc}ddj| Dcgc]}|j c}| t}|xstjj d}| t|}|xstjj d}| t|}t|}t|}t|}t|}d |_||_||_||_d |_||_t(j*|_d |_t1||| Scc}wcc}wcc}wcc}w) agCreate 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< CloudClientrus8 I/?wOM ]3c 3 4  AC @RZZ^^CKK%@CI A$1FCCII4ECFLF*499,5W3chh5W+X*YZEEIYYgsOt`cPSP[P[OtEuDv x  : 6rzz~~o6F V<2::>>*;r:rDsqlite_version_info subprocesssys check_call executable __import__modulespop RuntimeErrorrKrNrUrWr]rarmruryrrFrLr<rs4(( 7H:FF<<5         F6 ) V*   8 $ Z T =  6I""Z/    !J ! !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 IsIII