o wi@sdZddlmZddlZddlmZmZmZmZddl m Z ddl m Z ddl m Z mZmZmZmZmZddlmZdd lmZdd lmZdd lmZmZmZdd lmZdd lm Z ddl!m"Z"m#Z#ddl$m%Z%ddl&m'Z'ddl(m)Z*ddl+m,Z,ddl-m.Z.ddl/m0Z0ddl1m2Z2ddl3m4Z4ddl5m6Z6e rddl7m8Z8ddl9m:Z:ddl;mZ>m?Z?m@Z@ddlAmBZBmCZCmDZDddlEmFZFddlGmHZHedZIe dd d@d#d$ZJGd%d&d&e"d'eKfZLGd(d)d)e"d*ZMGd+d,d,ZNGd-d.d.e#d/ZOGd0d1d1e#d/ZPGd2d3d3ZQGd4d5d5eeIZRGd6d7d7eeIZSGd8d9d9e#d:ZTGd;d<dd>e#d?ZVdS)Az}W&B Public API for Artifact objects. This module provides classes for interacting with W&B artifacts and their collections. ) annotationsN) CollectionIterableMappingSequence)copy) lru_cache) TYPE_CHECKINGAnyClassVarListLiteralTypeVar)override)gql) always_list) ConnectionConnectionWithTotalEdge)nameof)normalize_exceptions)RelayPaginatorSizedRelayPaginator)UnsupportedError)termlog)wandb_internal_pb2) Deprecatedserver_supports)ArtifactCollectionData)warn_and_record_deprecation)File) gql_compat)Document)RetryingClient)ArtifactAliasFragmentArtifactCollectionFragmentArtifactFragmentArtifactTypeFragment FileFragment)ArtifactCollectionConnectionArtifactFileConnectionArtifactTypeConnectionArtifact)RunTNode)maxsizereturn$dict[Literal['logged', 'used'], str]cCsddlm}m}||dS)zLazily import and cache the run artifact GQL query strings. This keeps import-time light and only loads the generated GQL when RunArtifacts is actually used. rRUN_INPUT_ARTIFACTS_GQLRUN_OUTPUT_ARTIFACTS_GQL)loggedused)wandb.sdk.artifacts._generatedr6r7r5r;O/home/ubuntu/.local/lib/python3.10/site-packages/wandb/apis/public/artifacts.py_run_artifacts_mode_to_gql:s r=csPeZdZUdZdZded<ded< ddfdd ZdddZdddZZ S)_ArtifactCollectionAliasesz`An internal iterator of collection alias names. NClassVar[Document | None]QUERYz(Connection[ArtifactAliasFragment] | None last_responseclientr% collection_idstrper_pageintcsB|jdurddlm}t|t|_d|i}tj|||ddS)Nr)ARTIFACT_COLLECTION_ALIASES_GQLid variablesrF)r@r:rHrtypesuper__init__)selfrCrDrFrHrK __class__r;r<rNRs  z#_ArtifactCollectionAliases.__init__r3NonecCsnddlm}m}|jj|j|jd}||}|j}r!|j }s-t dt t |dt |||_dS)Nr)r&ArtifactCollectionAliasesvariable_valuesUnable to parse  response data)r:r&rSrCexecuter@rKmodel_validateartifact_collectionaliases ValueErrorrrLrrA)rOr&rSdataresultcollconnr;r;r<_update_response`s  z+_ArtifactCollectionAliases._update_responsenoder&cCs|jSN)aliasrOrbr;r;r<_convertosz#_ArtifactCollectionAliases._convert)rB)rCr%rDrErFrGr3rR)rbr&r3rE) __name__ __module__ __qualname____doc__r@__annotations__rNrarf __classcell__r;r;rPr<r>Is   r>r&csTeZdZUdZdZded<ded< ddfdd ZedddZdddZ Z S) ArtifactTypeszsAn lazy iterator of `ArtifactType` objects for a specific project. Nr?r@zArtifactTypeConnection | NonerA2rCr%entityrEprojectrFrGcsP|jdurddlm}t|t|_||_||_||d}tj|||ddS)Nr)PROJECT_ARTIFACT_TYPES_GQL)rprqrJ) r@r:rrrrLrprqrMrN)rOrCrprqrFrrrKrPr;r<rN|s   zArtifactTypes.__init__r3rRcCrddlm}ddlm}|jj|j|jd}||}|j }r%|j }s1t dt t |d|||_dS):Fetch and validate the response data for the current page.r)ProjectArtifactTypes)r-rTrVrWN)r:ru&wandb.sdk.artifacts._models.paginationr-rCrXr@rKrYrqartifact_typesr\rrLrA)rOrur-r]r^projr`r;r;r<ras   zArtifactTypes._update_responserbr) ArtifactTypecCst|j|j|j|j|dS)N)rCrprq type_nameattrs)ryrCrprqnamerer;r;r<rfszArtifactTypes._convertro)rCr%rprErqrErFrGrg)rbr)r3ry rhrirjrkr@rlrNrrarfrmr;r;rPr<rnss   rn)r)ryc@sxeZdZUdZded< d&d'd dZd(ddZed)ddZed)ddZ e   d*d+ddZ d,d"d#Z d)d$d%Z dS)-ryaAn artifact object that satisfies query based on the specified type. Args: client: The client instance to use for querying W&B. entity: The entity (user or team) that owns the project. project: The name of the project to query for artifact types. type_name: The name of the artifact type. attrs: Optional attributes to initialize the ArtifactType. If omitted, the object will load its attributes from W&B upon initialization. r)_attrsNrCr%rprErqrzr{ArtifactTypeFragment | NonecCs<ddlm}||_||_||_||_||p||_dS)Nr)r)) r:r)rCrprqrLrYloadr)rOrCrprqrzr{r)r;r;r<rNs zArtifactType.__init__r3c Csvddlm}m}m}t|}|j|j|jd}|jj ||d}| |}|j}r.|j } s6t d|j| | S)z_Load the artifact type attributes from W&B. r)PROJECT_ARTIFACT_TYPE_GQLr)ProjectArtifactType)rprqrLrTCould not find artifact type ) r:rr)rrrprqrLrCrXrY artifact_typer\) rOrr)rgql_opgql_varsr]r^rxrr;r;r<rs  zArtifactType.loadcC|jjS)z+The unique identifier of the artifact type.)rrIrOr;r;r<rIzArtifactType.idcCr)zThe name of the artifact type.)rr|rr;r;r<r|rzArtifactType.namerofiltersMapping[str, Any] | Noneorder str | NonerFrGArtifactCollectionsc Cst|j|j|j|||j|dS)aAGet all artifact collections associated with this artifact type. Args: filters (dict): Optional mapping of filters to apply to the query. order (str): Optional string to specify the order of the results. If you prepend order with a + order is ascending (default). If you prepend order with a - order is descending. The default order is the collection ID in descending order. per_page (int): The number of artifact collections to fetch per page. Default is 50. )rprqrrrzrF)rrCrprqrL)rOrrrFr;r;r< collectionsszArtifactType.collectionsr|ArtifactCollectioncCst|j|j|j||jdS)zGet a specific artifact collection by name. Args: name (str): The name of the artifact collection to retrieve. )rprqr|rL)rrCrprqrLrOr|r;r;r< collectionszArtifactType.collectioncCsd|jdS)Nz)rLrr;r;r<__repr__szArtifactType.__repr__rc) rCr%rprErqrErzrEr{r)r3r)r3rENNro)rrrrrFrGr3r)r|rEr3r)rhrirjrkrlrNrpropertyrIr|rrrrr;r;r;r<rys"     rycsXeZdZUdZdZded<ded<   dd fdd Zed!ddZd"ddZ Z S)#raArtifact collections of a specific type in a project. Args: client: The client instance to use for querying W&B. entity: The entity (user or team) that owns the project. project: The name of the project to query for artifact collections. type_name: The name of the artifact type for which to fetch collections. filters: Optional mapping of filters to apply to the query. order: Optional string to specify the order of the results. If you prepend order with a + order is ascending (default). If you prepend order with a - order is descending. per_page: The number of artifact collections to fetch per page. Default is 50. Nr?r@#ArtifactCollectionConnection | NonerArorCr%rprErqrzrrrrrFrGc s|jdurddlm}t|t|_|dus|dur$t|tjs$td||_ ||_ ||_ ||_ ||_ |||||} r@t| ndd} tj|| |ddS)Nr)&ARTIFACT_TYPE_ARTIFACT_COLLECTIONS_GQLFiltering and ordering of artifact collections is not supported on this wandb server version. Please upgrade your server version or contact support at support@wandb.com.)rprqrLrrrJ)r@r:rrrLrpb&ARTIFACT_COLLECTIONS_FILTERING_SORTINGrrprqrzrrjsondumpsrMrN) rOrCrprqrzrrrFrfrKrPr;r<rN*s* zArtifactCollections.__init__r3rRcCs|ddlm}ddlm}|jj|j|jd}||}|j }r*|j }r*|j }s6t dt t|d|||_dS)rtr)ArtifactTypeArtifactCollections)r+rTrVrWN)r:rrvr+rCrXr@rKrYrqrartifact_collectionsr\rrLrA)rOrr+r]r^rxrr`r;r;r<raQs   z$ArtifactCollections._update_responserbr'ArtifactCollection | NonecC0|jsdSt|j|jjj|jj|j|jj|dSN)rCrprqr|rLr{rqrrCrpr|rLrer;r;r<rfdzArtifactCollections._convertr)rCr%rprErqrErzrErrrrrFrGrgrbr'r3rr~r;r;rPr<rs  ' r)r'rcsXeZdZUdZdZded<ded<   ddfdd Zed ddZd!ddZ Z S)"ProjectArtifactCollectionsaArtifact collections in a project. Args: client: The client instance to use for querying W&B. entity: The entity (user or team) that owns the project. project: The name of the project to query for artifact collections. filters: Optional mapping of filters to apply to the query. order: Optional string to specify the order of the results. If you prepend order with a + order is ascending (default). If you prepend order with a - order is descending. per_page: The number of artifact collections to fetch per page. Default is 50. Nr?r@rrArorCr%rprErqrrrrrFrGc s|dus|durt|tjstd|jdur=ddlm}t|tjr%dndh}t|tjr0dndh} t|| |dt|_||_ ||_ ||_ ||_ ||||} rUt | ndd} tj|| |ddS) Nrr) PROJECT_ARTIFACT_COLLECTIONS_GQL totalCountr)omit_variables omit_fields)rprqrrrJ)rrrrr@r:rr#rLrprqrrrrrMrN) rOrCrprqrrrFrrrrrKrPr;r<rNs>      z#ProjectArtifactCollections.__init__r3rRcCrs)rtr)r)#ProjectArtifactCollectionConnectionrTrVrWN)r:rrvrrCrXr@rKrYrqrr\rrLrA)rOrrr]r^rxr`r;r;r<ras   z+ProjectArtifactCollections._update_responserbr'rcCrrrrer;r;r<rfrz#ProjectArtifactCollections._convertr) rCr%rprErqrErrrrrFrGrgrr~r;r;rPr<rqs  3 rc@seZdZUdZded< ded<  dTdUddZdVddZedWddZedWddZ edWddZ e dXdYd#d$Z edZd&d'Z edWd(d)Zed[d*d+Zd\d-d.Ze d]d0d1Zd^d3d4Ze d_d5d6Zed[d7d8Zejd`d:d8ZedZd;d<Zejdad?d<ZedWd@dAZejdbdBdAZedCdDZejdcdEdDZd_dFdGZd_dHdIZdddLdMZdddNdOZe d_dPdQZdWdRdSZdS)eraAn artifact collection that represents a group of related artifacts. Args: client: The client instance to use for querying W&B. entity: The entity (user or team) that owns the project. project: The name of the project to query for artifact collections. name: The name of the artifact collection. type: The type of the artifact collection (e.g., "dataset", "model"). organization: Optional organization name if applicable. attrs: Optional mapping of attributes to initialize the artifact collection. If not provided, the object will load its attributes from W&B upon initialization. r_saved_currentNrCr%rprErqr|rL organizationrr{!ArtifactCollectionFragment | NonecCs*||_||p|||||||_dSrc)rC _update_datarr)rOrCrprqr|rLrr{r;r;r<rNs  zArtifactCollection.__init__fragmentr'r3rRcCs"t|}||_|jdd|_dS)zUpdate the saved/current state of this collection with the given fragment. Can be used after receiving a GraphQL response with ArtifactCollection data. 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Default is 50. tags: Optional string or list of strings to filter artifacts by tags. r$r@z!_ArtifactConnectionGeneric | NonerANrorCr%rprErqrrLrrrrrFrGrstr | list[str] | Nonec sddlm} t| |_||_||_||_||_|durddin||_t | p&g|_ ||_ |j|j|j |j|jt |jd} tj|| |ddS)Nr)PROJECT_ARTIFACTS_GQLstate COMMITTED)rprqrrLrrrJ)r:rrr@rprrLrqrrrrrrrMrN) rOrCrprqrrLrrrFrrrKrPr;r<rNIs"  zArtifacts.__init__r3rRc Csddlm}m}|jj|j|jd}||}|j}r+|j }r+|j }r+|j }s7t dt t|dt|||_dS)Nr)r(ProjectArtifactsrTrVrW)r:r(rrCrXr@rKrYrqrrZrr\rrLrrA) rOr(rr]r^rxrrr`r;r;r<rajs" zArtifacts._update_responseedge&_ArtifactEdgeGeneric[ArtifactFragment]r/cCsHddlm}ddlm}|j||j|j|jd|jd|j |j dS)NrFullArtifactPathr.:prefixrqr|pathsrc_artrC) rrwandb.sdk.artifacts.artifactr/ _from_attrsrprqrrrbrC)rOrrr/r;r;r<rfs  zArtifacts._convertlist[Artifact]csFj}dur gSfdd|jD}tjpgfdd|DS)zxConvert the raw response data into a list of wandb.Artifact objects. Nc3s |] }|jr|VqdSrc)rbrf)rrrr;r< sz,Artifacts.convert_objects..csg|] }|jr|qSr;)issubsetr)rart) required_tagsr;r<rsz-Artifacts.convert_objects..)rArrr)rOr`rr;)r+rOr<convert_objectss zArtifacts.convert_objects)NNroN)rCr%rprErqrErrErLrErrrrrFrGrrrg)rrr3r/)r3r') rhrirjrkrlrNrrarfr,rmr;r;rPr<r0s  !  r)r(r/csReZdZUdZded<ded<  ddfdd ZedddZdddZZ S) RunArtifactsztAn iterable collection of artifacts associated with a specific run. r$r@z,ConnectionWithTotal[ArtifactFragment] | NonerAr8rorCr%runr0modeLiteral['logged', 'used']rFrGcs^zt|}Wn tytdwt||_||_|j|j|jd}t j |||ddS)Nzmode must be logged or used)rprqr.rJ) r= LookupErrorr\rr@r.rprqrIrMrN)rOrCr.r/rF query_strrKrPr;r<rNs  zRunArtifacts.__init__r3rRcCs@ddlm}|jj|j|jd}|ddd}|||_dS)Nr)RunArtifactConnectionrTrqr.r)rvr3rCrXr@rKrYrA)rOr3r] inner_datar;r;r<ras zRunArtifacts._update_responserbr(Artifact | NonecCsbddlm}ddlm}|jjdurdS|j||jjjj|jjj|jjd|j d||j dS)Nrrr.z:vr r") rrr%r/artifact_sequencerqr&rpr| version_indexrC)rOrbrr/r;r;r<rfs    zRunArtifacts._convert)r8ro)rCr%r.r0r/r0rFrGrg)rbr(r3r5) rhrirjrkrlrNrrarfrmr;r;rPr<r-s   r-csjeZdZUdZded<ded<  d!d"fdd Zed#ddZed$ddZ d%ddZ d&dd Z Z S)' ArtifactFileszVA paginator for files in an artifact. r$r@zArtifactFileConnection | NonerANrorCr%artifactr/namesSequence[str] | NonerFrGc sddlm}m}ddlm}||tj|_||_|jr/|}|j |j |j dd|j |d} n|}|j|j|j|j|d} ||tjrEdndh} t|| d|_tj|| |d dS) Nr)GET_ARTIFACT_FILES_GQL!GET_ARTIFACT_MEMBERSHIP_FILES_GQLrr)rprqrrd fileNames)rprqr|rLr>r)rrJ)r:r<r=wandb.sdk.artifacts._gqlutilsrr$ARTIFACT_COLLECTION_MEMBERSHIP_FILESquery_via_membershipr9rprqr|splitr source_entitysource_project source_namerLTOTAL_COUNT_IN_FILE_CONNECTIONr#r@rMrN) rOrCr9r:rFr<r=rr2rKrrPr;r<rNs6  zArtifactFiles.__init__r3rRcCsddlm}m}ddlm}|jj|j|jd}|j r'| |}|j j j j}n | |}|j jjj}|durBtdtt|d| ||_dS)Nr)GetArtifactFilesGetArtifactMembershipFiles)r,rTrVrW)r:rGrHrvr,rCrXr@rKrArYrqrZartifact_membershipfilesrr9r\rrLrA)rOrGrHr,r]r^r`r;r;r<ras    zArtifactFiles._update_responsercCs|jj|jj|jjgS)z!Returns the path of the artifact.)r9rprqr|rr;r;r<r#%szArtifactFiles.pathrbr*r"cCst|j|jdddS)NT) exclude_unset)r{)r"rCrrer;r;r<rf*r zArtifactFiles._convertrEcCsJd|j}zt|}Wntyd|dYSwd|d|dS)N/zrnryrrrrrrr-r8r;r;r;r<sd                       *3 n ]fSr6