Oj%SrSSKrSSKJrJr SSKJrJr SSKrSSK r SSK r SSK r SSK r SSK r SSKrSSKrSSKJrJrJrJrJrJr SSKJr SSKJr SS KJr \R:(aSSKrSSK r SS K!J"r" SS K!Jr SS K!Jr \ RF"S 5r$\ RJS:a+\RLr'\R,\RL4r(SSKJ)r) O\RTr'\R,4r(SSK+J)r) \R:(a SSK,J-r. SSK/J0r1 O/\r.\Rd\3S'\r1\Rd\3S'SSK,J-r. SSK/J0r1 SSSS.r5\5Rm5VVs0sHupX_M snnr7SS.S\"RpS\9S\9S\:S\94 Sjjr;S\"RpS \9S\94S!jrS%\R~S\@\R~4S&jrAS"\"RpS \9S\\94S'jrBS(\S\R4S)jrDS*\RS\R4S+jrGS,\\R\\R4S\@\R4S-jrHS.\\R\@\R4S\@\R4S/jrJS0\RS\R4S1jrKS0\RS\R4S2jrLS0\RS\R4S3jrNS4\\RS\R4S5jrQS6\\\@\R\R\@\R4S\@\R4S7jrRS8\\\\9\4S\\@\R4S9jrT\\R\R\R4rWS:\\W\RS4S\R4S;jrXS\"RpS<\\@\R\@\R\W4S\\@\9\@\R44S=jrYS<\\\R\R\R4S\@\R4S>jr\S?\R~SS4S@jr]SA\SS4SBjr^S?\S\\"RpSS4SCjr_SpSDSSE.S?\R~S\\"RpSF\\R~SG\=SH\\`\:SS4 SIjjjraSJ\S\\"RpS\R4SKjrcSA\\R\4S\)\R~4SLjreS\\"RpSA\\R\4S\\R4SMjrfSA\\R\4S\\R4SNjriSA\RS\\R4SOjrkS\"RpSA\S\\\R`\44SPjrlS\"RpSA\@\S\@\R`4SQjrmS\"RpSR\9S\94SSjrnS\"RpST\RS\R4SUjrqS\"RpST\RS\R4SVjrtSW\\9\R4S\R4SXjrwSW\x\9\4S\x\9\44SYjryS\"RpSR\9S\94SZjrzS[\9S\94S\jr{S]r|S^r}S_r~S`rS"\"RpSa\R~S\4SbjrSR\\\9\GR\GR\GR4S\94ScjrSd\9S\\GR \944SejrS:\GRS\R4SfjrS<\\\GR\GR4S\@\R4SgjrSqSh\\\\GR\GR4Si\=S\GR4SjjjrSk\\R\\R4S\GR4SljrSm\@\GRS\@\x\9\44SnjrS \9S\=4Sojrg!\4a Sr.Sr1GNf=fs snnf)rz"Transformers for Google GenAI SDK.N)IterableMapping)EnumEnumMeta)Any GenericAliasListOptionalSequenceUnion)mcp_to_gemini_tool)get_value_by_path)is_duck_type_of) _api_client)_common)typeszgoogle_genai._transformers) ) TypeGuard) ClientSession)ToolMcpClientSessionMcpToolexactMatchSpecbleuSpec rougeSpec) exact_matchbleu rouge_spec)collection_hierarchy_depthclient resource_namecollection_identifierr"returncURUS35(+=(a USU3RS5S-U:HnUR(aURS5(aU$URS5(aSURSU3$URUS35(aSURSURSU3$U(a"SURSURSUSU3$U$U(aUSU3$U$)aPrepends resource name with project, location, collection_identifier if needed. The collection_identifier will only be prepended if it's not present and the prepending won't violate the collection hierarchy depth. When the prepending condition doesn't meet, returns the input resource_name. Args: client: The API client. resource_name: The user input resource name to be completed. collection_identifier: The collection identifier to be prepended. See collection identifiers in https://google.aip.dev/122. collection_hierarchy_depth: The collection hierarchy depth. Only set this field when the resource has nested collections. For example, `users/vhugo1802/events/birthday-dinner-226`, the collection_identifier is `users` and collection_hierarchy_depth is 4. See nested collections in https://google.aip.dev/122. Example: resource_name = 'cachedContents/123' client.vertexai = True client.project = 'bar' client.location = 'us-west1' _resource_name(client, 'cachedContents/123', collection_identifier='cachedContents') returns: 'projects/bar/locations/us-west1/cachedContents/123' Example: resource_name = 'projects/foo/locations/us-central1/cachedContents/123' # resource_name = 'locations/us-central1/cachedContents/123' client.vertexai = True client.project = 'bar' client.location = 'us-west1' _resource_name(client, resource_name, collection_identifier='cachedContents') returns: 'projects/foo/locations/us-central1/cachedContents/123' Example: resource_name = '123' # resource_name = 'cachedContents/123' client.vertexai = False _resource_name(client, resource_name, collection_identifier='cachedContents') returns 'cachedContents/123' Example: resource_name = 'some/wrong/cachedContents/resource/name/123' resource_prefix = 'cachedContents' client.vertexai = False # client.vertexai = True _resource_name(client, resource_name, collection_identifier='cachedContents') returns: 'some/wrong/cachedContents/resource/name/123' Returns: The completed resource name. /r projects/z locations/ /locations/) startswithcountvertexaiprojectlocation)r#r$r%r"$should_prepend_collection_identifiers \/var/www/html/leaf-doctor-v1/venv/lib/python3.13/site-packages/google/genai/_transformers.py_resource_namer2Ls*J  " "&;% ??$# #1]O 4 : :3 ?! C # $ ' __ ,,   ! !, / /(- 99  ! !%:$;1"= > >( FOO3DAm_ UU -( FOO3DAF[E\\]^k]l mm +%&a  77 modelcU(d [S5eSU;d SU;dSU;a [S5eUR(akURS5(d,URS5(dURS5(aU$S U;aURS S 5up#SUS U3$S U3$URS5(aU$URS 5(aU$SU3$)Nzmodel is required.z..?&zinvalid model parameter.r)models/ publishers/r(r z/models/zpublishers/google/models/z tunedModels/) ValueErrorr-r+split)r#r4 publishermodel_ids r1t_modelr>s  ) ** U]cUlcUl / 00 __ %%   I & &   M * * l !KKQ/i9+XhZ 88( 00  "" l   . ) ) lug r3 api_client base_modelscHUR(a U(aggU(agg)Nzpublishers/google/modelsmodels tunedModels)r-)r?r@s r1 t_models_urlrDs '   r3responsec>U(d/$URS5nUbU$URS5nUbU$URS5nUbU$URS5bURS5c/$[RS5 [RSU5 /$)NrBrCpublisherModels httpHeaders jsonPayloadz!Cannot determine the models type.z1Cannot determine the models type for response: %s)getloggerwarningdebug)rErB tuned_modelspublisher_modelss r1t_extract_modelsrPs  I/7||H/E&  M5=\\-5P, 9A:! ll=!- ,,} % - I NN67 LLDhO Ir3cD[X5nU(dgURS5(a0UR(aSURSURSU3$URS5(a0UR(aSURSURSU3$U$)Nr9r)r*r(r8z/publishers/google/)r>r+r-r.r/)r?r4s r1t_caches_modelrRs * $%   m$$)<)< J&&'{:3F3F2GqP  ""z':': z))*+j6I6I5JJ]^c]d ee Lr3imagec^Sn[5nURS:Xa3[USS5(a!URS;aSnUR SS9 [ R "5nUR"X140UD6 UR5nSUR53n[R"XES 9$) NPNGJPEGfilename)1LRGBRGBXCMYKkeep)qualityimage/)data mime_type) dictformatgetattrmodeupdateioBytesIOsavegetvaluelowerrBlob)rS image_format save_paramsimage_io image_bytesrbs r1 pil_to_blobrrs, $+ llf %R ( ( **9 9Lv& ZZ\(**X3{3!!#+|))+,-)  ::r3function_responsecU(d [S5e[U[5(a[RR U5$[ U[R5(aU$[S[U535e)Nzfunction_response is required.zOCould not parse input as FunctionResponse. 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Unsupported blob type: )r:rrrmrurcrw __class____name__rl PIL.ImageImage ImportErrorrrrxry)rPIL PIL_Images r1rr<s ( ))T5::&& Kd :: $ $T ** ''--//))//iD!tDzlK  isC C/.C/c[U5nUR(a"URRS5(aU$[SUR<35e)Nr`Unsupported mime type: rrbr+r:rs r1 t_image_blobrVC $ ^^11(;; K,T^^,>?@@r3c[U5nUR(a"URRS5(aU$[SUR<35e)Nzaudio/rrrs r1 t_audio_blobr]rr3partcUc [S5e[U[5(a[R"US9$[ U[R 5(a_UR(aUR(d [S5e[RRURURS9$[U[5(a [RRU5$[ U[R5(aU$SURR R#5;aKSSKnUR&R&nUb-[X5(a[R"[+U5S9$[S [-U535e![Ra4 [R"[RRU5S9s$f=f![(a SnNf=f) Nzcontent part is required.)textz$file uri and mime_type are required.)file_urirb) file_datarSr) inline_datazUnsupported content part type: )r:rustrrPartrFileurirbfrom_urircrwpydanticValidationErrorFileDatarrrlrrrrrryrrrs r1t_partrdst \ 0 11c ::4  T5::&& 884>> = >> ::  DNN  KKdG ZZ & &t ,,T5::&& K ''--//))//iD!FGh7Ig.hG%h/0 __J'   gt $ $MM009' == $mmdyy *nnNP $ (  %HsC<c^^^Ub[U[5(aU(d [S5e[U[5(d [U5/$/n/nS[[ R [4S[[ R 4SjnS[ RS[4SjmS[[ RS[4U4SjjmS[[ RS [[ RSS4U4S jjmS[[ RS [[ RS [ R SS4UUU4S jjnUHn[U[ R5(d[U[5(aUT"X5 [U[5(a%UR[ R"US 95 MyURU5 MU"U5(a U"XU5 M[U[5(a0UR[ RR!U55 M[S[#U535e T"X5 U$)Nzcontents are required.rr&c[U[5(d>[U[R5(d[U[R 5(ag[U[ 5(a)U(dg[R RU5 gSURRR5;a/SSKnURRnUb[X5(agg![Ra> [RRU5 g![Ra gf=ff=f![ a SnNxf=f)NTFrSr)rurrrrrrcrwrrrrrrlrrrrs r1_is_partt_contents.._is_parts  4 4 , , 4 , , $  !!$'$..))//11IIOO   :d#>#> % % %  .. ' ' -''    s<3C+<E+D=D!!D95D=8D99D= EEc$UR(+$r)r)rs r1 _is_user_part!t_contents.._is_user_parts!! !!r3rc.>[U4SjU55$)Nc34># UH nT"U5v M g7fr).0rrs r1 6t_contents.._are_user_parts..s5ut}T""us)all)rrs r1_are_user_parts#t_contents.._are_user_partss 5u5 55r3resultaccumulated_partsc>U(dgURT"U5(a[R"US9O[R"US95 /USS&g)Nr)rrrr)rrrs r1$_append_accumulated_parts_as_content8t_contents.._append_accumulated_parts_as_contentsP   MM , - -  12   &7 8 ar3 current_partc>[U5nT"U5T"U5:XaURU5 gT"X5 U/USS&gr)rr)rrrrrrs r1_handle_current_part(t_contents.._handle_current_part!sE ,'L\"o6G&HH|,*6E*^r3rzUnsupported content type: )rurr:rr r PartUnionDictrrrboolrrrrrcrwry) rrrrrrrrrs @@@r1 t_contentsrs *Xt44X - .. Hd # # h   "&(*# %%%s* +#$$%#J"%**""6T%**-6$6 5==! ejj)    ,5==! ,ejj) ,'' , , ,&gw ..*Wd2K2K*6E GT " " e''g67 g '  6g> GT " " mmEMM009: 3DM?C DD'vA -r3schemac8URSS5S:Xa SUS'US gSU;auUSHknSU;dM USS:XdMSUS'USRSS05 [US5S:XdMEUSSR5H up#X0U'M US Mm gg) aProcess null fields in the schema so it is compatible with OpenAPI. The OpenAPI spec does not support 'type: 'null' in the schema. This function handles this case by adding 'nullable: True' to the null field and removing the {'type': 'null'} entry. https://swagger.io/docs/specification/v3_0/data-models/data-types/#null Example of schema properties before and after handling null fields: Before: { "name": { "title": "Name", "type": "string" }, "total_area_sq_mi": { "anyOf": [ { "type": "integer" }, { "type": "null" } ], "default": None, "title": "Total Area Sq Mi" } } After: { "name": { "title": "Name", "type": "string" }, "total_area_sq_mi": { "type": "integer", "nullable": true, "default": None, "title": "Total Area Sq Mi" } } ryNnullTnullableanyOfr r)rJremovelenitems)ritemkeyvals r1handle_null_fieldsrHsX ZZ'F:v&w 4DLF2!zw/0 vg 1 $ /!,224hc3K5Wo r3originc[SU35e)z2Raises an error if the schema type is unsupported.Unsupported schema type: )r:rs r1"_raise_for_unsupported_schema_typers.vh788r3cU(aJUR(d8URS5(dURS5(a [S5eggg)NadditionalPropertiesadditional_propertiesztadditionalProperties is only supported in Gemini Enterprise Agent Platform mode, , not in Gemini Developer API mode.)r-rJr:)rr#s r1'_raise_for_unsupported_mldev_propertiesrsT oo **+ , , ZZ/ 0 0 L MM1 r3Torder_propertiesvisited_dicts_pathdefsrrc ~^^^^Tc [5m[U5T;agTR[U55 URS5S:XaUS [ UT5 SH upVUR US5=ncMXpU'M" Tc8UR S05mTR 5Hup[U TTTTS9 M [U5 UR SS5=n b&URTU RS5S 5 S [RS [R4UUUU4S jjn URS 5=n b6U V s/sH o"U 5PM sn US 'TR[U55 gURS5n [U [5(a U R n [U ["5(aU R%5n URS5nUbU S:Xa U/US'US O ['S5eU S:XaURS5=nbt[)UR 55Hunn U "U 5UU'M [+UR 55S:a)T(a"SU;a[)UR-55US'URS5=nb [U[.5(a U "U5US'OUU S:XaOURS5=nb U "U5US'URS5=nbUVs/sH nU "U5PM snUS'TR[U55 gs sn fs snf)aUpdates the schema and each sub-schema inplace to be API-compatible. - Inlines the $defs. Example of a schema before and after (with mldev): Before: `schema` { 'items': { '$ref': '#/$defs/CountryInfo' }, 'title': 'Placeholder', 'type': 'array' } `defs` { 'CountryInfo': { 'properties': { 'continent': { 'title': 'Continent', 'type': 'string' }, 'gdp': { 'title': 'Gdp', 'type': 'integer'} }, } 'required':['continent', 'gdp'], 'title': 'CountryInfo', 'type': 'object' } } After: `schema` { 'items': { 'properties': { 'continent': { 'title': 'Continent', 'type': 'string' }, 'gdp': { 'title': 'Gdp', 'type': 'integer' }, } 'required':['continent', 'gdp'], 'title': 'CountryInfo', 'type': 'object' }, 'type': 'array' } NtitlePlaceholderLiteralEnum))rr)any_ofr) prefix_items prefixItems)property_orderingpropertyOrderingz$defsr$refdefs/ sub_schemar&c>URSS5=nb(TURS5Sn[U5T;a0$[UTTTTS9 U$)z@Returns the processed `sub_schema`, resolving its '$ref' if any.rNrrr)popr;idprocess_schema)rrefr#rrrs r1_recurse process_schema.._recursesb~~fd++8 '*2./j J- -  )-  r3rryconstSTRINGenumzLiteral values must be strings.OBJECT propertiesr rrrARRAYrr)setraddrJrrrrrrgr;r StringDictrrurvaluerupperr:rrkeysrc)rr#rrr from_nameto_namer_rrrr schema_typer r name additionalrprefixesprefixs ```` r1rrs%HZ%% F$ ZZ44w)&&9 i It,,9Wo \ ::gr "D    +/  &V ZZ %%c2 MM$syy)"-./7--'2D2D  7##f0>DEf x +fEF7Obj)  6"+ T""##K S!!##%K **W % hwfVn / 8 99Hjj.. ;":#3#3#56 $ #J/ 47 j !A % .&*:??+<&="#jj!788 E J % %)1*)=%&gG$$1 fWoJJ}--:>FGhFx/hGf]BvJ'SFNHs L5L:r c R^SnUHsn[UR[5(aSnM&[UR[5(aMG[ SUR S[ UR535e UmU(a@UVs/sHn[UR5PM nn[URU[S9nUm"U4SjS[R5nUR5n[Xq5 USS n[RRU5$s snf) NFTz Enum member z( value must be a string or integer, got )ryc$>\rSrSr%Y\S'Srg)"_process_enum..PlaceholderiX placeholderrNr __module__ __qualname____firstlineno____annotations____static_attributes__)enum_to_processsr1 PlaceholderrXs   r3r(r r )rurintrrxrryrrr BaseModelmodel_json_schemarrSchemarw) r r#is_integer_enummember str_membersstr_enumr( enum_schemar's @r1 _process_enumr2Ds/f&,,$$o  c * *   &6<< ! #  /37843v||$4K8DMM;S9HO!H&&!--/+%L)-8+  $ $[ 119s D$cT[U[5=(a [SU55$)zEVerifies the schema is of type dict[str, Any] for mypy type checking.c3B# UHn[U[5v M g7fr)rur)rrs r1r(_is_type_dict_str_any..es*&,sjcfs)rurcrrs r1_is_type_dict_str_anyr6as, FD ! c*&,*'r3c^T(dg[T[5(a;[T5(a+[TU5 [R R T5$[T[5(a [TU5$[T[R 5(ao[T5[[R "55:Xa [T5 TRSS9n[X 5 [R R U5$[T[5(dn[T[5(aY[T[R 5(a:TR#5n[X 5 [R R U5$[T[5(dH[T[5(d3[T[$5(d[&R("T5[*;a^"U4SjS[R 5nUR#5n[X 5 USSn[R R U5$[-ST35e)NT) exclude_unsetc$>\rSrSr%Y\S'Srg)t_schema..Placeholderir rNr!rsr1r(r:s r3r(r r r)rurcr6rrr,rwrr2rr model_dumprry issubclassrr*r+VersionedUnionTypetyping get_origin _UNION_TYPESr:)r#rrr(s ` r1t_schemarAjs  "7"?"?66" << & &v ..!!  ((VU\\** F|tELLN++)0   T  2F6" << & &v .. V\ * * VT " " VX// 0 0  % % 'F6" << & &v ..&& FD ! ! F. / /   6 "l 2h(( * * ,F6" L !- 0F << & &v ...vh788r3cU(dg[U[R5(aU$[U[5(a8[R"[R "[R "US9S9S9$[U[5(a[RRU5$[S[U535e)N) voice_name)prebuilt_voice_config) voice_configzUnsupported speechConfig type: ) rr SpeechConfigrur VoiceConfigPrebuiltVoiceConfigrcrwr:ryrs r1t_speech_configrIs  VU//00 M   &&"'";";v"N       , ,V 444T&\NCDDr3c[U[R5(aUn[U[5(a[RR U5nWR b [S5eU$)NzD + x  ::h  "D +r3statuscnUS:Xa[RR$US:Xa[RR$US:Xa[RR$US:Xa[RR $[RH n[ UR5U:XdMUs $ U$)NSTATE_UNSPECIFIEDCREATINGACTIVEFAILED)rJobStaterrrrrr)rrs r1t_tuning_job_statusrs "" >> / //  >> + ++  >> - --  >> * ** U[[ V #   Mr3c[U[5(a[RR U5$[ U[R5(aU$[ S[U5S35e)NCould not convert input (type "z") to `types.Content`)rurcrrrwrr:ry)rs r1t_content_strictrsX == ' ' 00w .. N  )$w-8MN r3c[U[5(aUVs/sHn[U5PM sn$[U5/$s snfr)rur r)rrs r1t_contents_strictrs?(##5= >X' W %X >> X & '' ?rturns turn_completecUc[R"US9$[R"[US9US9$![an[ S[ U5S35UeSnAff=f)N)r)r)rrrz") to `types.LiveClientContent`)rLiveClientContentr Exceptionr:ry)rres r1t_client_contentrsv  ]  " " ??   " "/#    )$u+7$ $    s5 AAAinputcU(d[SU35e[R"[US9S9$![an[S[ U5S35UeSnAff=f)Nz#A tool response is required, got: )r{rz$") to `types.LiveClientToolResponse`)r:rLiveClientToolResponser}rry)rrs r1t_tool_responserss  ;E7C DD  ' '/5I    )$u+7) )    s2 AAAmetricsc8/nUGHun[U[5(a [RR U5n[U[R5(a*UR5nSS/US'URU5 M0nSS/US'[US/5R5nUS:Xa0US'OUS:Xa0US'OURS 5(aURS S 5nS U0US 'Ov[US5(aWUR(aFSUR0n[US/5nU(aXS'[US/5n U (aSU 0US'XtS'O[SU35eURU5 GMx U$![ R a GNZf=f)aPrepares the metric payload for the evaluation request. Args: request_dict: The dictionary containing the request details. resolved_metrics: A list of resolved metric objects. Returns: The updated request dictionary with the prepared metric payload. AVERAGESTANDARD_DEVIATIONaggregation_metricsrrexact_match_specr bleu_specrougerrX rouge_typer prompt_templatemetric_prompt_templatejudge_model_system_instructionsystem_instructionreturn_raw_outputcustom_output_format_configpointwise_metric_specz0Unsupported metric type or invalid metric name: )rurcr UnifiedMetricrwrrr;rgetvrlr+replacehasattrrr:) rmetrics_payloadmetricunified_metric_payloadmetric_payload_item metric_namerpointwise_specrrs r1 t_metricsr'sO FD ! ! &&55f=& FE// 0 0171B1B1D  9 45 56,.  4/0 &*002k  %24./ & +-K(  ! !' * * ((b1 -9:,FL) 6, - -&2H2H2F4J4JK! 56  1C- . ()  !#4; .6 78F34 A+ O  01ij a''   sFFFc<SU;=(a US:g=(d SU;$)Ngeminizgemini-embedding-001maasr)r4s r1t_is_vertex_embed_content_modelrms(%;E%;; 5 r3r)NT)__doc__base64collections.abcrrr rrrRrhloggingrtsysrr builtin_typesr>rrr r r r _mcp_utilsrrrrr TYPE_CHECKINGrrrrXr getLoggerrK version_info UnionTyper=r@r_UnionGenericAliastyping_extensionsmcprr mcp.typesrrTyper%rmetric_name_sdk_api_maprmetric_name_api_sdk_map BaseApiClientrr)r2r>rrDrrrPrRrmrrFunctionResponseOrDictrvrzr}BlobImageUnionDictrrr BlobOrDictrrrrrrrr ContentDict ContentTyperrContentListUnionContentListUnionDictrrrrrrr,r2SchemaUnionDictr6rASpeechConfigUnionDictrFrISpeechConfigOrDictrMrWr`rcBatchJobSourceUnionDictrrrxEmbeddingsBatchJobSourceOrDictrzr{BatchJobDestinationOrDictr~rrcrrrrrrrrrrrrrr ContentOrDictrrrrrrMetricSubclassrr)kvs00r1rs  ) -   EE*.$    7 8w$..,, 7 78,00,,,) 3'"%FKK%'6;;5)$  -D,I,I,KL,KDA14,KL'( Z  % %ZZ Z !$ Z  ZzK--cc4 )) 8<     '  >))25 c]";s;uzz;& 33    5 $$--. 0 5  % ! 5 ))40H0H+II J %**))ejj4Au//AEJJAAu''AEJJAC%--.C5::C<   d5&&')<)NNO   %** (738#456 d5''()&EMM5#4#4e6I6IIJ * ; 1 147 8* ]]*8  % % D'e.?.?)@+MN  49d5==) )* 4i e$$e&@&@%--OPi %-- iX8w118d8v9s9t9 M  M!+";";< M  M"*.l( "-1 l(   l( [.. /l( 7%% &l(  l( !S* l( l(\2 2$[%>%>?2 \\2: %'', -w!!"-9 [.. /-9 %'', --9ell-9`E %--s2 3E e  !E&   $ $  e  !    % %/2 eEJJO$%*  % %/3Cy %**:N+";";N3N3N81  % %81  & &81 81v>  % %>  - -> ##>.9 U444 59 92tCH~$sCx."9[669c9c9$ss&%(!$(!#))3:3E3E< 5ejj%++u7K7KKL MD  ennc.A(B  e11emm(HU00153F3FFG( %--(    hu**+U-@-@@A       *  $$--. 0   !!  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