uPj vUddlZddlZddlZddlmZmZmZddlmZddl m Z m Z m Z m Z mZddlZddlmZddlZddlmZmZmZmZmZmZmZmZmZmZddlmZddl m!Z!dd l"m#Z#dd l$m%Z%m&Z&dd l'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0m1Z1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9dd l:m;Z;mZ>m?Z?m@Z@mAZAmBZBmCZCmDZDmEZEmFZFdd lGmHZHmIZIddlJmKZKmLZLmMZMmNZNddlJmOZPddlQmRZRmSZSmTZTmUZUmVZVmWZWmXZXmYZYmZZZddl[m\Z\m]Z]m^Z^m_Z_e r ddl`Z`ddlambZcecZdne ZdejdZfe egd<dZhe egd<eddddddddZie eejee gekffegd <d!eeje fd"ekfd#Zld$Zme egd%<d&ejd"ejfd'Znd(eoejd"epeqejejfeqejejfffd)Zrd*d*d+d,d-d.d/Zse eqejejfegd0<d1Zte egd2<d3Zue egd4<d5Zve egd6<Gd7d8e]e%Zwd9ejd"ekfd:Zxy);N)CallableMappingSequence)MappingProxyType) TYPE_CHECKINGAnyFinalNoReturncast)ValidationError) $ANTHROPIC_MIN_THINKING_BUDGET_TOKENS"ANTHROPIC_WEB_SEARCH_TOOL_MAX_USES!DEFAULT_ANTHROPIC_CHAT_MAX_TOKENS-DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,DEFAULT_REASONING_EFFORT_LOW_THINKING_BUDGET,DEFAULT_REASONING_EFFORT_MAX_THINKING_BUDGET/DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET0DEFAULT_REASONING_EFFORT_MINIMAL_THINKING_BUDGET.DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGETRESPONSE_FORMAT_TOOL_NAME)map_finish_reason)#sanitize_input_schema_for_anthropictype_to_response_format_param) BaseConfigBaseLLMException)ANTHROPIC_ADVISOR_TOOL_TYPEANTHROPIC_BETA_HEADER_VALUESANTHROPIC_HOSTED_TOOLSAllAnthropicMessageValuesAllAnthropicToolsValuesAnthropicCodeExecutionToolAnthropicComputerToolAnthropicHostedToolsAnthropicInputSchemaAnthropicMcpServerToolAnthropicMessagesToolAnthropicMessagesToolChoiceAnthropicOutputSchemaAnthropicOutputTokensDetailsAnthropicSystemMessageContentAnthropicThinkingParamAnthropicWebSearchToolAnthropicWebSearchUserLocation) REASONING_EFFORTAllMessageValuesChatCompletionCachedContent#ChatCompletionRedactedThinkingBlockChatCompletionSystemMessageChatCompletionThinkingBlockChatCompletionToolCallChunk#ChatCompletionToolCallFunctionChunkChatCompletionToolParam OpenAIChatCompletionFinishReasonOpenAIMcpServerToolOpenAIWebSearchOptions)OutputCodeInterpreterCall"build_code_interpreter_log_outputs)CacheCreationTokenDetailsCompletionTokensDetailsWrapperPromptTokensDetailsWrapper ServerToolUse)Message) ModelResponseUsageadd_dummy_tool)any_assistant_message_has_thinking_blocksget_max_tokenshas_tool_call_blocks5last_assistant_with_tool_calls_has_no_thinking_blockssupports_reasoning token_counter)AnthropicErrorAnthropicModelInfoprocess_anthropic_headers"strip_advisor_blocks_from_messages)Loggingz[^a-zA-Z0-9_-]"_ANTHROPIC_TOOL_NAME_INVALID_CHARS_ANTHROPIC_TOOL_NAME_MAX_LENc |duSNvs o/home/oem/CyberBrain26-unified/.venv/lib/python3.12/site-packages/litellm/llms/anthropic/chat/transformation.pyrZs !t)c"t|tSrU) isinstanceboolrWs rYrZrZs Z40r[cHt|txrt|t SrU)r]intr^rWs rYrZrZsZ3/K 1d8K4Kr[cTt|ttfxrt|t SrU)r]r`floatr^rWs rYrZrZs Jq3,7S 1d@Sz5_enum_conflicts_with_declared_type..s(O%u(Os)getr]rgrqall)rr enum_values declared_typerzs @rY"_enum_conflicts_with_declared_typerslF+K!::f-M k4 (M,A-&$((7E   OS(O;(O%O!OOr[_anthropic_tool_name_map#ANTHROPIC_TOOL_NAME_REVERSE_MAP_KEYnamecdt|tr|s|Stjd|dtS)aLossy: replace [^a-zA-Z0-9_-] with '_' and truncate to 128. Used as a candidate generator for the per-request forward map. Callers should NOT use this directly for translation -- always go through the forward map so collisions are resolved. _N)r]rerQsubrS)rs rY#_basic_sanitize_anthropic_tool_namers1 dC  - 1 1#t <=Z>Z [[r[original_namesci}t}|D]7}t|tr|st|}||k(s'|j |9|D]s}t|tr|st|}||k(r'||vr,|}d}||vr*|dz }d|}|dt t |z }||}||vr*|||<|j |u|jD cic]\} } | |  } } } || fScc} } w)aBuild (forward, reverse) tool-name maps for a single request. forward[original] = sanitized -- only present when name was rewritten reverse[sanitized] = original -- inverse of `forward` Properties: - All sanitized names satisfy ^[a-zA-Z0-9_-]{1,128}$. - Sanitized names are unique within the request (no two originals collide on the wire). - A name that's already valid AND doesn't collide with another tool's sanitized form passes through untouched and is absent from the maps. That's the key correctness property: response-side translation only runs on entries we actually rewrote, so a tool legitimately named `foo_bar` is never incorrectly retyped to `foo/bar` just because some *other* request had that pair. - Order-dependent: when two originals would clash, the *second* one seen gets the disambiguating suffix. Callers should preserve the caller's tool order (we do). rN)setr]reraddrSlenitems) rforwardusedoriginal candidateuniquensuffixheadkrXreverses rY_build_anthropic_tool_name_mapsrs.,&(GuD# (C( 7A  HHY   #(C( 7A   w   n FAWFI;c&kIJDvfX&F n # /0(/}}7tq!ad7G7 G 8s C(lowmediumhighxhighmaxrminimalrrrr(REASONING_EFFORT_TO_OUTPUT_CONFIG_EFFORTzDropping unsupported `output_config` for model=%s (drop_params=True). Effort is only supported on Opus 4.5+, Sonnet 4.6+, and Mythos Preview.&DROP_UNSUPPORTED_OUTPUT_CONFIG_WARNINGzfDropping adaptive `thinking` for model=%s: max_tokens is too small to fit the minimum thinking budget.*DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNINGzpDropping unsupported `speed` for model=%s (drop_params=True). Fast mode is only supported on select Opus models.DROP_UNSUPPORTED_SPEED_WARNINGc eZdZUdZdZedzed<dZedzed<dZ edzed<dZ edzed<dZ edzed<dZ e dzed<dZedzed < ddedzdedzdedzdedzdedzde dzd edzd dfd Zed edzfd Zed efd ZedddedzffdZeddedzd efdZede eefded efdZeded efdZeded efdZedededed efdZedededzded edzfdZededed efdZ eddededzd efdZ!e ddede dededzd df d Z"eded!ed"ed e#fd#Z$defd$Z%ed%e eefd e eeffd&Z&d'ee zdzd e dzfd(Z'd e fd)Z(d*edzd+edzd e)dzfd,Z*d-e+d e,e-dze.dzffd.Z/d-e0d e.fd/Z1d0ed e,ee-ee.ffd1Z2ed2ee3d3e eefd ee3fd4Z4ed0ed e,e eefe eefffd5Z5ede eefd e,e eefe eefffd6Z6d0edzd efd7Z7d0ed e,eeffd8Z8d9ed:ed efd;Z9de;ezdzdeded"ed ed!e dzd e dzfdBZ?d!e dzd e@dzfdCZAd!e dzde dDed eBdzfdEZCd!eDd eEfdFZFedGee eefe eefzd e eefdzfdHZGdIe de deded e f dJZH ddKe dzd eBfdLZId efdMZJd2ee3d eeKfdNZLd2eeMd0ee-e zd ee-e zfdOZNdPe dQed dfdRZOdPe dGePd dfdSZQdPe de d e fdTZRded2ee3de dUe dPe d e f dVZSdWe dede d dfdXZTdYedzdZeed e,eUdzeeedzffd[ZVd\e d e,eeedzeeWeXzdzedzeeeedzeedzeedzffd]ZYed^eZeePfd edzfd_Z[ed\eZeePfdzd efd`Z\d^eZeePfdae]ePdzdbedcedzd\eZeePfdzd e^f ddZ_dae]ePd edzfdeZ`ed^e d efdfZaedae]eZeefd ebdzfdgZcedheZeefd ebdzfdiZd dd^eZeefdcedzd\e dzdjedzd eef dkZfdZeed e eeffdlZgdmeedne eefdoedzd eehfdpZid\e dqeedzdreeWeXzdzdseedzdmeedzdteedzdZeed e eeffduZj dd\e dvekjdwemdYedzdxedzdjedzdye eefdzfdzZnd2ee3d edzfd{Zo ddedvekjdwemd|epd}e d2ee3de dUe d~ddedzdYedzd emfdZqedZeed eUdzfdZrdededPe ekjzd etfdZuxZvS)AnthropicConfigz Reference: https://docs.anthropic.com/claude/reference/messages_post to pass metadata to anthropic, it's {"user_id": "any-relevant-information"} N max_tokensstop_sequences temperaturetop_ptop_kmetadatasystemrsctj}|jD]%\} } | dk7s | t|j| | 'y)Nself)localscopyrsetattr __class__) rrrrrrrrlocals_keyrys rY__init__zAnthropicConfig.__init__sF !--/ 4JCf}!2U3 4r[cyN anthropicrVrs rYcustom_llm_providerz#AnthropicConfig.custom_llm_provider#sr[c"|jxsdSrrrs rY_resolved_providerz"AnthropicConfig._resolved_provider's''6;6r[modelrcnt|}|jd|j||d<|S)Nr)super get_configr|get_max_tokens_for_model)clsrconfigrs rYrzAnthropicConfig.get_config+s;*, ::l # +#&#?#?#FF<  r[ch|tS t|}|tS|S#t$r tcYSwxYw)z Get the max output tokens for a given model. 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Args: anthropic_tool_content: Anthropic tool_use content block with format: {"type": "tool_use", "id": "...", "name": "...", "input": {...}} index: The index of this tool call Returns: ChatCompletionToolCallChunk in OpenAI format idfunctionrinput)r arguments)rrvrrcaller)r5r6jsondumpsr rirer)rr tool_calls rY!convert_tool_use_to_openai_formatz1AnthropicConfig.convert_tool_use_to_openai_formatEsp 7%d+8+F3**%;G%DE  - -"&tCH~7Mh7W"XIh r[cL|jtfddDS)z3Check if the model is specifically Claude Opus 4.6.c3&K|]}|v ywrUrVrxrX model_lowers rYr{z5AnthropicConfig._is_opus_4_6_model..g^1 #^)zopus-4-6opus_4_6zopus-4.6zopus_4.6loweranyrrs @rY_is_opus_4_6_modelz"AnthropicConfig._is_opus_4_6_modelc"#[[] ^-]^^^r[cL|jtfddDS)z3Check if the model is specifically Claude Opus 4.7.c3&K|]}|v ywrUrVrs rYr{z5AnthropicConfig._is_opus_4_7_model..mrr)zopus-4-7opus_4_7zopus-4.7zopus_4.7rrs @rY_is_opus_4_7_modelz"AnthropicConfig._is_opus_4_7_modelirr[levelrc8tj|d|d|S)z=Check ``supports_{level}_reasoning_effort`` in the model map. supports__reasoning_effort)r_supports_model_capability)rrrs rY_supports_effort_levelz&AnthropicConfig._supports_effort_levelos)99 Yug%679L  r[effortc|dk(r2tj||stj|d|sd|S|dk(rtj|d|sd|Sy)zMReturn ``None`` if ``effort`` is allowed on ``model``, else an error message.rz8effort='max' is not supported by this model. Got model: rz:effort='xhigh' is not supported by this model. Got model: N)r_is_adaptive_thinking_modelr)rrrs rY_validate_effort_for_modelz*AnthropicConfig._validate_effort_for_modelvsh U?  7 7?R S55eUDWXMeWU U W _%K%KESZ\o%pOPUwW Wr[c`tjdrytfddDS)agWhether the model accepts ``output_config.effort`` at all. A model qualifies if its map entry advertises ``supports_output_config`` or any ``supports_*_reasoning_effort`` flag. The two are independent signals: e.g. Claude Opus 4.5 supports ``output_config`` without advertising a non-default (max/xhigh) effort level. supports_output_configTc3LK|]}tj|ywrU)rr)rxrrrs rYr{z?AnthropicConfig._model_supports_effort_param..s)   2 25%AT U s!$r)rrrrrs``rY_model_supports_effort_paramz,AnthropicConfig._model_supports_effort_params6  5 5e=UWj k M   r[cB||dk7rytj|dduS)aWhether the model accepts Anthropic's ``speed`` parameter (fast mode). Fast mode is direct Anthropic API-only (not Bedrock, Vertex, or Azure). Those providers strip their prefix before this shared transform runs, so a bare ``claude-opus-4-8`` would otherwise resolve to the direct-API entry; the routed provider is checked explicitly to keep them out. rFsupports_speedT)rM_get_exact_model_capabilityrs rY_model_supports_speed_paramz+AnthropicConfig._model_supports_speed_params/  */Bk/Q!==eEUVZ^^^r[optional_params drop_paramsc<d|vrytj||rytjs:|s8|j d}tj j |d|ddtjjt||jddy)Nspeedz does not support speed=z?. To drop unsupported params, set `litellm.drop_params = True`.)message status_code) rrlitellmrr|utilsUnsupportedParamsErrorverbose_loggerwarningrpop)rrrr speed_values rY_maybe_drop_speed_paramz'AnthropicConfig._maybe_drop_speed_params / )   6 6u>Q R ##{!0!4!4W!=K--66g5k_E44 7  && *   GT*r[ry llm_providercNtjjd|d||)aRaise a ``BadRequestError`` for an unrecognised ``reasoning_effort``. Args: model: The model id the request was routed to (surfaced in the error). value: The offending ``reasoning_effort`` value supplied by the caller. llm_provider: Provider tag for the raised exception (``"anthropic"``, ``"bedrock_converse"``, ``"databricks"``, ...). Raises: litellm.exceptions.BadRequestError: Always. zInvalid reasoning_effort: zL. Must be one of: 'minimal', 'low', 'medium', 'high', 'xhigh', 'max', 'none'rrr)r exceptionsBadRequestErrorrryrs rY_raise_invalid_reasoning_effortz/AnthropicConfig._raise_invalid_reasoning_efforts;  00,UI612%1  r[cgd}d|vs7tj||jst||jr"|j d|j d|S)N)streamstoprrrmax_completion_tokenstools tool_choice extra_headersparallel_tool_callsresponse_formatuserweb_search_optionsrcontext_management cache_controlzclaude-3-7-sonnetrthinkingreasoning_effort)rrrrIrappend)rrparamss rYget_supported_openai_paramsz+AnthropicConfig.get_supported_openai_paramss] ( 5 (::5$BYBYZ!$($<$< MM* % MM, - r[rrc t|ts|Siddddddddd d d d d ddddddddddddddddddd d!d"d#d$d%d&d'd(d)d*d+}t|}g}|jD]o\}}||vr ||}t|tr|s#t|tt frt j|n|}|j|j|qi}|r<|jd,d-} d.d/j|zd0z} | r | d1z| z|d,<n| |d,<t|} |jD]\} }| |vr | d2k(r| r| d,k(rd,|vr| d3k(rKt|tr;|jD cic]\} }| tj|c}} || <n| d4k(r)t|trtj||| <| d5k(rKt|tr;|jD cic]\} }| tj|c}} || <| d6k(rKt|t r;|jd6g|Dcgc]}tj|c}z|d6<<| d7k(r8t|t r(|Dcgc]}tj|c}|| <y| d8k(rKt|t r;|jd6g|Dcgc]}tj|c}z|d6<||| <|jd2d9k(rd:|d;<|Scc}} wcc}} wcc}wcc}wcc}w)`e`k`k`mnX\XY[\q/"P"PQR"SSns Jud$;-LLUSs Jud$;`e`k`k`mnX\XY[\q/"P"PQR"SSns Jud$;"(**Wb"9UZ=MQOBB4H=#wJud$;`efX\MMdSfs Jud$;#)**Wb"9UZ=MQOBB4H=#w$s 9 $@ ::f  )-2F) * 3oo=g=s L) L/L5L: L?rct|dS)Nz/$defs/{model}) ref_templater)rrs rY$get_json_schema_from_pydantic_objectz4AnthropicConfig.get_json_schema_from_pydantic_object|s, *:  r[c ddiS)Nzanthropic-versionz 2023-06-01rVrs rYget_cache_control_headersz)AnthropicConfig.get_cache_control_headerss   r[rparallel_tool_usecd}|dk(r td}n|dk(r td}n|dk(r td}nt|trd|vrPd|vrL|jd}|dk(r td}n]|dk(s|dk(r td}nF|dk(rAtd}n4|jdijd}|td }||d<| |dk(r |S|| |d <|Std| }|S) Nautorvrequiredrnonervrrtooldisable_parallel_tool_use)rvr`)r(r]rir|)rrrY _tool_choice tool_type _tool_names rY_map_tool_choicez AnthropicConfig._map_tool_choices4 <@ & 6LJ &6EBL F "6FCL  T *$;)F#.??6#: &#>F#KL*, U0B#>E#JL&(#>F#KL$/OOJ$C$G$G$O )#>F#KL+5L(  (f$)@Q|jdd(}|d)vr(|||d'<n |t|t*rt-d2i||d'<jd*d}jdijd*d}|[|jdd(}|d+vrE|!t|t.s t d,||d*<n"| t|t.s t d,||d*<jd-d}jdijd-d}||jdd(}|d+vri|3t|t0rt3d.|Ds t d/||d-<n4|2t|t0rt3d0|Ds t d/||d-<jd1d} jdijd1d}!|R|jdd(}|dk(s |d(k(r6d|vr2| t| t0r | |d1<||fS|!t|!t0r|!|d1<||fS)3Nrvrcustom parametersrp)rvr@r)r input_schemarvr; computer_z&Missing required parameter: parametersdisplay_width_pxdisplay_height_pxzAMissing required parameter: display_width_px or display_height_pxcomputer)rvrrjrkdisplay_numberc3FK|]}dj|ywrvN) startswith)rxtr_s rYr{z3AnthropicConfig._map_tool_helper..s Lf((+Ls!z Missing required parameter: namervrurlmcptool_search_tool_regex_20251119r)AnthropicToolSearchToolRegextool_search_tool_regexz'Tool search tool must have a valid nametool_search_tool_bm25_20251119)AnthropicToolSearchToolBM25tool_search_tool_bm25)AnthropicAdvisorToolrz$Advisor tool must have a valid modeladvisor)rvrrmax_usescachingzUnsupported tool type: rr<rurx defer_loading)rurxcomputer_20241022computer_20250124zdefer_loading must be a booleanallowed_callersc3<K|]}t|tywrUrdrxrSs rYr{z3AnthropicConfig._map_tool_helper..YsI26 4-Iz)allowed_callers must be a list of stringsc3<K|]}t|tywrUrdrs rYr{z3AnthropicConfig._map_tool_helper.._sR26 4-Rrinput_examplesrV)r|rr'rp ValueErrorr#rrr]rerr$r&_map_openai_mcp_server_toolr r9litellm.types.llms.anthropicrvryrr{rir1r^rgr})"rr_ returned_tool mcp_server _input_schemainput_anthropic_schema_tool _description_display_width_px_display_height_px_computer_tool_display_numberfunction_name_obj function_nameadditional_tool_paramsrrXrv tool_name_obj tool_nameryr{ _tool_dict advisor_model _advisor_tool_cache_control_cache_control_functionrb_defer_loading_defer_loading_function_allowed_callers_allowed_callers_function_input_examples_input_examples_functions" ` rY_map_tool_helperz AnthropicConfig._map_tool_helpers9= 48 <: %f)A#' #3#7#7$"$$M-PP],^ "0*%f-3E #'z"2"6"6}"EL''3m$!M &\ $ $[ 14 #33 !IJJ37 3CL3Q3U3UVh3i 484D\4R4V4VWj4k  (,>,F !dee$9&\*%))&*=!2"4 %N&**%5l%C%G%GHX%YO*3B/0*M L5KL L'+xxR8P8T8TU[8\']  ( ;Lc0R !CDD#4M,. "  21;1;01*1- 21&\")M &\U "/7$7J &\U "99$?RTX:YZJ &\> > Q HHV-EFMmS1 !JKK%I86M&\= = P HHV-DEMmS1 !JKK%I75M&\8 8 I $T4 0J#->>'#:MmS1 !GHH#70#$M ~~j)5,6z,B j)~~i(4+5i+@ i()M  Z%76tF|nEF F!%$ ?)-*b)A)E)EoW[)\  $%))&"5I!"-5CM/2,8ZH_ae=f5P5kSj5kM/2!%$ ?)-*b)A)E)EoW[)\  $%))&"5I! "-%nd;()JKK5CM/2,8%&=tD()JKK5LM/2#'((+h6NM"23j((r[c,ddlm}|jdd}d}|||jdd}|jdi}d}|&|jdd}||jdd}t d |d |d  }|||d <|||d<|S)Nr)#AnthropicMcpServerToolConfiguration allowed_tools)rheaders AuthorizationzBearer r<rs server_url server_label)rvrsrtool_configurationauthorization_token)rrr|replacer&) rr_rrrrr bearer_token initial_tools rYrz+AnthropicConfig._map_openai_mcp_server_toolssT#xx> IM  $!D"hh=" )R0*.  ")++ot"DL'&2&:&:9b&I#4\"n%  )1CL- .  *2EL. /r[rc g}g}|D]z}|jddk(r|jdxsgD]}d|vr|j|d|vrd|vrtt|jdd|j Dcic]\}}|dk7s ||c}}d}|j |\} } | |j| | |j| d|vs|j tt|\} } | |j| | |j| (d|vr|j|?|j |\} } | |j| | j|j| }||fScc}}w)Nrv namespacerrhrr)rvr)r|rr r7rr) rranthropic_tools mcp_serversr_nestedrrXwrapped nested_tool nested_mcpnew_toolmcp_server_tools rY _map_toolszAnthropicConfig._map_toolss"$ % 8Dxx;.#hhw/52;F%/'..v6#61f6F#'3(. 6:(F>Dlln,\daPQU[P[QT,\#372G2G2P/ Z&2+22;?%1'..z:#v-262G2GMdflHm2n/ Z&2+22;?%1'..z:1;2 4'&&t,,0,A,A$,G)/'#**84".&&7K% 8L ++/-]s  F F messagesname_forward_mapc|s|Sg}|D]}t|ts|j|&|jd}|jd}|s|s|j|^t|}t|trg}|D]}t|ts|j|%|jd} t| tr| jdnd} t| trIt| t r9| |vr5t| } || | d<t|} | | d<|j| |j|||d<t|tr|jdnd} t|tr,t| t r| |vrt|}|| |d<||d<|jt t||S)aReturn a copy of `messages` with tool_call/function_call names rewritten using the per-request forward map. Only mutates messages whose tool_call/function_call name is *in* the forward map. Names absent from the map (already valid, no collision) round-trip untouched. We only deep-copy the entries we actually change to keep this O(turns-with-rewritten-tools), not O(history). tool_calls function_callrrN)r]rirr|rgrer r0)rr new_messagesmsgrrnew_msg new_callstcfnfn_namenew_fnnew_tcfc_namenew_fcs rY_rewrite_tool_names_in_messagesz/AnthropicConfig._rewrite_tool_names_in_messagess O68  ACc4(##C(.JGGO4Mm##C(3iG*d+ $ -B%b$/!((,  +B0:2t0DbffVn$G!"d+ 7C0HWXhMh!%b)9')Bv!%b-3z*!((0!((, -)2 %3=mT3Rm''/X\G-.:gs3KPW[kPkm,!1'!:v+1(   %5w ? @A ABr[cHg}|xsgD]}t|tst|jdtr!|jdijdnd}||jd}t|tsz|s}|j |t |S)aBuild the (forward, reverse) tool-name maps for an OpenAI tools list. Operates on **OpenAI-format** tool dicts (pre-``_map_tools``). The production sanitization path uses ``_sanitize_tool_names_in_request`` instead, which operates on **Anthropic-format** tools (post- ``_map_tools``, where ``type == "custom"``). This helper exists for callers that need to compute the maps from the raw OpenAI shape -- e.g. test setup or future pre-mapping consumers. See _build_anthropic_tool_name_maps for the collision rules. Pulls the original name out of either ``{"function": {"name": ...}}`` (legacy OpenAI shape) or ``{"name": ...}`` (rare top-level shape). rrN)r]rir|rerr)rrr_rs rY_build_request_tool_name_mapsz-AnthropicConfig._build_request_tool_name_mapss",.KR 0DdD)?I$((S]J^`d?etxx B/33F;koH88F+(C(X%%h/ 0/~>>r[c4|jd}t|tr|siifSg}|D]^}t|ts|jddk7r)|jd}t|tsK|sN|j |`|siifSt |\}}|s||fSg}|D]{}t|trX|jddk(rDt|jdtr%|d|vr|j i|d||dik|j |}||d<|jd}t|trG|jddk(r3|jd} t| tr| |vri|d|| i|d<||fS)aDSanitize ``optional_params['tools']`` and ``optional_params['tool_choice']`` in place so every name matches Anthropic's ``^[a-zA-Z0-9_-]{1,128}$``. Returns ``(forward, reverse)`` for use by message-history rewriting and response translation. ``forward[original] = sanitized`` is only populated for names that were actually rewritten -- i.e. either contained an invalid character or collided with another tool's sanitized form. Names already valid AND unique pass through and are absent from both maps. Only ``type == "custom"`` tools (the OpenAI function-tool shape) are considered. Hosted tools (``web_search``, ``bash``, ``code_execution``, ``computer_*``, ``mcp``, ...) own reserved names defined by Anthropic and must not be touched. rrvrfrrr_)r|r]rgrirerr) rrrrqrrr new_toolsrtc_names rY_sanitize_tool_names_in_requestz/AnthropicConfig._sanitize_tool_names_in_request s&'**73%&er6M ,. ,Aa&uuV}(55=D$$%%d+ ,r6M:>JG# # ')  $A1d#EE&MX-quuV}c2fI(  !BA!Bvwqy/A!BC  # $$- -00? k4 ([__V-D-N(__V4G'3'Gw,>2!2GG,2 . r[cH|sy|D]}|jdd}|dvsyy)z9Check if tool search tools are present in the tools list.Frvr<rTr|)rrr_rbs rY_detect_tool_search_toolsz)AnthropicConfig._detect_tool_search_toolsXs> D,I  r[cg}g}|D]7}|jddr|j|'|j|9||fS)z Separate tools into deferred and non-deferred lists. Returns: Tuple of (non_deferred_tools, deferred_tools) rF)r|r)rr non_deferreddeferredr_s rY_separate_deferred_toolsz(AnthropicConfig._separate_deferred_toolsfsR!  *Dxx/%##D)  * X%%r[contentdeferred_toolsc|s|Si}|D]>}|jdxs!|jdijd}|s:|||<@g}|D]u}t|trR|jddk(r>|jd}|r||vr|j||S|j|e|j|w|S)a7 Expand tool_reference blocks to full tool definitions. When Anthropic's tool search returns results, it includes tool_reference blocks that reference tools by name. This method expands those references to full tool definitions from the deferred_tools catalog. Args: content: Response content that may contain tool_reference blocks deferred_tools: List of deferred tools that can be referenced Returns: Content with tool_reference blocks expanded to full tool definitions rrrvtool_referencer)r|r]rir)rrrtool_mapr_rexpanded_contentrSs rY_expand_tool_referencesz'AnthropicConfig._expand_tool_referencesxs&N" +D(PDHHZ,D,H,H,PI&*# + #% .D$%$((6*:>N*N HH[1 h!6$++HY,?@%++D1 ''- . r[rc6d}t|tr)|jrtjdur|S|g}|St|t rMg}|D]6}|jrtjdur&|j |8t|dkDr|}|S)NTr)r]reisspacerrrgrr)rrnew_stopnew_vrXs rY_map_stop_sequencesz#AnthropicConfig._map_stop_sequencess%) dC  7#6#6$#>vHd #E IIKG$7$74$? Q  5zA~ r[rc||dk(rytj||r tddS|dk(rtdtS|d k(rtdtS|d k(rtdt S|d k(rtdt S|d k(rtdtS|d k(rtdtttStjjd|d||)zpCapability probes read the cost map under ``custom_llm_provider``; ``llm_provider`` only tags raised exceptions.Nr^adaptive summarized)rvdisplayrenabledrv budget_tokensrrrrrzUnmapped reasoning effort: zM. Must be one of: 'minimal', 'low', 'medium', 'high', 'xhigh', 'max', 'none'.r )rrr,rrrrrrrr rr r rrrrs rY_map_reasoning_effortz%AnthropicConfig._map_reasoning_efforts0  #'76'A  6 6u>Q R*$  &)J  ))M  ')K  ()L  &)J  *)!D8 $$4412B1EF./)5 r[rc|jd}|t|ts|S|tkry||kr|St |jdd|dz S)a+Cap a legacy ``thinking.budget_tokens`` below ``max_tokens`` (Anthropic requires ``max_tokens > budget_tokens``). Returns the (possibly capped) thinking dict, or ``None`` when ``max_tokens`` is too small to fit even the minimum thinking budget and thinking should be dropped.rNrvrrr)r|r]r`r r,)rrbudgets rY!cap_thinking_budget_to_max_tokensz1AnthropicConfig.cap_thinking_budget_to_max_tokenss^! _5  Z%<O = = J O%8<< +JZdghZhiir[c>|yd}d|vr|d}|Sd|vr|dd}|S)Nresponse_schema json_schemarrrV)rryrs rY)_extract_json_schema_from_response_formatz9AnthropicConfig._extract_json_schema_from_response_formatsI =#'  % 12Ke # .x8Kr[c|j|}|yddl}ddlm}m}|j |}|j d|j di}|r |||||j|}td|S)Nr)DEFS_MAX_INLINED_BYTES unpack_defsrA definitions)max_inlined_bytesr)rvrr) rr8litellm.litellm_core_utils.prompt_templates.common_utilsrrdeepcopyrrHr))rryrrrrdefsfiltered_schemas rY.map_response_format_to_anthropic_output_formatz>AnthropicConfig.map_response_format_to_anthropic_output_formats#'#Q#QRW#X    mmK0 !oog{}b/QR   T=S T"&!D!D[!Q$"  r[is_thinking_enabledcndg}||d|vry|j|}|y |j|}|S)Ntextrv)r)r*_create_json_tool_call_for_response_format)rryrrignore_response_format_typesrrs rY%map_response_format_to_anthropic_toolz5AnthropicConfig.map_response_format_to_anthropic_tool-sa06h$ =E&M-II*.*X*XY^*_   FF#G  r[cxtt|}tdd}|jd}|jt d}tj j }|jd}|-|jD]\}} ||vs |dk7s| ||<||d<|jd} | t| |d <|S) Nweb_search_20250305 web_searchrr user_location approximater\rvsearch_context_sizer}) r r:r-r|r.__annotations__keysrr) rry value_typedhosted_web_search_toolr anthropic_user_locationanthropic_user_location_keysuser_location_approximateruser_location_valuer s rYmap_web_search_toolz#AnthropicConfig.map_web_search_toolDs""8%@ (>&)  +?  $-KQ^-_ #2P2`2`2e2e2g (/rvr)r]rirgr|r`rbr)ranthropic_editsentry entry_typeanthropic_editrrs rY*map_openai_context_management_to_anthropicz:AnthropicConfig.map_openai_context_management_to_anthropic_s, ($ /G?Q4Q% % ($ /%'O+ ;!%."YYv. -6<>P5QN(- 2E(F%(4DUX[]bWc9d$2%():%;5y1 #9%16aN1- 9$**>:- ;011r[non_default_paramsc  |j|}|jD]\}}|dk(s|dk(r4t|tr|nt dtt ||d<E|dk(r0|j |\}} |j||}| st| |d<z|dk(s|d k(r:|j|jd|jd  } | | |d<|d k(r |d ur||d <|d k(rO$45-'5G+;55$3 +$ 6++ 5$0G"==7++ &*%X%XY^%_N%1;I8 FFuo_rsE} .$=$*( :F 6&*&H&HYhqvpw&H&xO/3 ,%uc*"5)/8%.@ +*$ud+ &)Z7+GGtOfOfg"4!7!78O!P!xTfTjTjkwTxJ&5&K&K)1#,0,C,C%)%<%< 'L'O+6(II/[ef!$ '26E 3..66F!(++J=27OJ/,, % lD1#/#3#3H#=L!,4"1"G"G%1(,(?(?!%!8!8 #H# #*#'' D9#''>2AOJ/&BB5$JaJab(P(T(TUa(b (0+KK&+&2-1-D-DL =Em;T8..:eT3J)-)A)A$G]_dBe)f&22?[qZr2s/)380..edD\2373b3bch3i03?@\(<='!j&<+0(77$3 +(,(@(@ 8 /)j.E380kU 9p 881? 9 r[rctd}| d|d<i|d<n|jtt|tt|}|S)a3 Handles creating a tool call for getting responses in JSON format. Args: json_schema (Optional[dict]): The JSON schema the response should be in Returns: AnthropicMessagesTool: The tool call to send to Anthropic API to get responses in JSON format rpr\TrEr@)rrh)r%updater r'r)rrrrs rYrz:AnthropicConfig._create_json_tool_call_for_response_formatJsZ6J6   59M0 1*,M, '  &:K!H I,2KZgh r[cy)a! Whether to drop x-anthropic-billing-header system blocks before sending upstream. The first-party Anthropic API uses these blocks for Claude Code attribution, so the base config keeps them. Providers that reject them (e.g. Bedrock) override this to True. FrVrs rYshould_strip_billing_metadataz-AnthropicConfig.should_strip_billing_metadatafsr[c&g}g}t|D]N\}}|ddk(s|j|td i|}t|dtrY|dsE|j r|dj drjtd|d}d|vr|d|d<|j|t|dts|dD]}|jd} |jddk(r| s+|j r(|jddk(r| r| j drct|jd| }d|vr|d|d<|j|Qt|d kDr!t|D]}|j||S) a Translate system message to anthropic format. Removes system message from the original list and returns a new list of anthropic system message content. When should_strip_billing_metadata() is True, x-anthropic-billing-header system blocks are dropped. rolerrzx-anthropic-billing-header:r)rvrrrvrrV) enumeraterr3r]rer@rpr+rgr|rreversedr) rrsystem_prompt_indicesanthropic_system_message_listidxrsystem_message_block anthropic_system_message_content_content text_values rYtranslate_system_messagez(AnthropicConfig.translate_system_messageos(*TV%%h/' _LCv(*%,,S1'B'MW'M$29=sC/ : 99;@TU^@_@j@j5A!7T#1)<84'*>>L`apLq8I1889YZ 2D9$+I$6_%-\\&%9 #<</69*$ >>@ ( V 4 > * * 5 56S T$;X!)f!5!+<8+h6PXYhPi<_M5<<=]^'_)' _R $ % ) 56 " S! "-,r[chd}|D]J}|jdd}|st|ts)|D]}|jdd}|dk(sd}JL|r^|D]=}|jdd} | st| ts)| j ds;|cS|j t dd |S) z:if 'container_upload' in messages, add code_execution toolFrNrvcontainer_uploadTcode_executioncode_execution_20250522r*)r|r]rgrerprr") rrradd_code_execution_toolrmessage_contentr content_typer_rbs rYrQz'AnthropicConfig.add_code_execution_tools #( G%kk)T:O:ot#D.G#*;;vt#>((2N2f2f2l2lm  r[litellm_paramsc : ddlm}d|vr.|,t|r!|jt d\|d<}|j dY|Wt |rLt|sAtjr1|jddtjjdtj||tjxs|j d d u|j t#j$|||j& |j)|| }|j+|\}} |r|j-||}| rt/|t0r | |t2<|j5|} t7| dkDr| |d< ||||j&} |j dxsg} t=d| D}|s t?| } tAtBtDt0zdz|j dxsg}|jG| |}t7|dkDr||d<tjjI|}|jKD]\}}||vs |||<|j dd}|r1t/|t0r!d|vr|dtM|dr d|di|d<d|vrBt/|dt0r/|dj d}|d|i|d<n|jd|jdd|jdd|jdd}|,tjO||d||j d d ud|| d|}|jQ||| |S#t8$r} t;d| d|d} ~ wwxYw)!z9 Translate messages to anthropic format. r)anthropic_messages_ptrNrrrzDropping 'thinking' param because the last assistant message with tool_calls has no thinking_blocks. The model won't use extended thinking for this turn.rTr.)rrr)rr)rrr)rrrrz Received Messages=)rrc3pK|].}t|txr|jdtk(0ywro)r]rir|r)rxrqs rYr{z4AnthropicConfig.transform_request..s.tde:a._155=D_3__ts46)rrrrrr,rfclient_metadatarr%)rr)datarr))3litellm.litellm_core_utils.prompt_templates.factoryrrrGrrDr|rHrEr modify_paramsrrrrrrrrMmaybe_drop_disabled_thinkingrrorrr]rirrLrrrLrrOr rgr!rQrrr2r1_apply_output_config)rrrrrprrrr_name_forward_map_name_reverse_maprFanthropic_messagese _all_tools _has_advisorrnrrrrX_litellm_metadata_user_idrrvs rYtransform_requestz!AnthropicConfig.transform_requests" U  / )h.BG[\dGe*.//.]h:i*j 'OG $a    + 7$EhO=hG$$##J5&&..c //+++X~/A/A-/PTX/X $ 8 8 0  77+ $ 7 7 BB7dsBt,04/S/S+0T0 ,, ;;HFWXH ND!ABSN> ?04/L/LV^/L/_% , - 1(EOH % !6!!44" ,//8>B tistt !CDV!W  ,t34t;##G,   33=OW]3^ u:>',OG $ //:::GLLN 'DAq(%&"  '$2#5#5j$#G ,d3..!),80;<+46G 6R*SOJ '  (Z 8SUY-Z-j9==iHH#/8(.C +##J/ /6-t4 '**7D9    1 1 /*..}=E" 2 *   !!t5/!Z ]  #1(<  s M:: NNNrvczd|vry|jd}|rt|tsytjdure|j ||j sItjjt||jdd|jddy|jd}gd}|4||vr0tjjd|d||j |j|||j }|,tjj|||j ||d<y) z5Validate and apply output_config to the request data.r-NTr)rrrrrzInvalid effort value: z9. Must be one of: 'high', 'medium', 'low', 'xhigh', 'max'r )r|r]rirrrrrrrrr r r)rrvrrr-r valid_efforts gate_errors rYrzz$AnthropicConfig._apply_output_configsB / 1 .22?C J}d$C    $ &t/P/PQVX\XoXo/p  " " * *6     6 HH_d + %))(3H  & "=$$441&;tu!445  !;;E64KbKbc  !$$44"!445  !._r[r+rc6|dus|sd|dfSt|Dcgc]0\}}|jdijdtk(s/|2}}}|sd|dfSt|t|k(rJ||d}|jdijdd|dfStj |g}|gdfS||d}tj |g} | | j nd} t|Dcgc] \}}||vs |} }}d| | fScc}}wcc}}w)zaStrip internal response_format tool calls; merge payload into content when mixed with user tools.TNrrrr)r)rCr|rrr!_convert_tool_response_to_messager) rr+rirq json_indices json_tool_message first_jsonjson_msg extra_contentfiltered_toolss rY _resolve_json_mode_non_streamingz0AnthropicConfig._resolve_json_mode_non_streamingsK D T) )$J/ !Q155R3H3L3LV3TXq3qA  T) ) | J /),q/:I}}Z,00=EZ---OO\e[fOgHR% %&|A7 )KKZLY?G?S8+;+;Y] /8/D ^tq!Q]H] ^ ^^]22# !_s0D D6 DDcompletion_responsec d}d}d}d}g}d}d}d} t|dD]z\} } | ddk(r || dz }n| ddk(s| ddk(r)tj| | } |j| n| dj drE| dd k(ro| dd k(s| dd k(r|g}|j| n|g}|j| n| j dd k(r$|g}|jt t| nI| dd k(r$|g}|jt t| n| ddk(r| g} | j| | j d?|g}|j| dD cgc]} i| d| j ddic} }|3d}|D],}t tdz|j d }|(||z }.|||||||| fScc} w)Nr<rrvrtool_useserver_tool_use)rr _tool_resulttool_search_tool_resultweb_search_tool_resultweb_fetch_tool_resultrredacted_thinkingr citationssupported_text) rCrrrendswithr|r r4r2re)rr text_contentrthinking_blocksreasoning_contentrweb_search_results tool_resultscompaction_blocksrGrrcitationblockthinking_contents rYextract_response_contentz(AnthropicConfig.extract_response_content s &* jn(,?A /3)- .2%&9)&DE6 LCv&(/ J.'&/EV2V+MM+2N !!),)).96?&??6?&>>'&/UlBl)1-/*&--g6$+')  ''0V$ 2"*&(O&&t,G'QR$77"*&(O&&t,OQX'YZL0$,(*%!((1{{;'3$ "I  )0 (<  % &,gkk&".E]6 n  & " ( :#'d EIIj4I#J #/%)99% :          s4G usage_objectc|jd}t|tsy tj|j S#t $rYywxYw)Noutput_tokens_details)r|r]rr*model_validatethinking_tokensr )rdetailss rYthinking_tokens_from_usagez*AnthropicConfig.thinking_tokens_from_usagegsN%))*AB'7+ />>wGWW W  sA AAcp|y|jd}t|tsytd|DS)NFrc3fK|])}t|txr|jddv+yw)rv)rrN)r]rr|)rxrs rYr{z?AnthropicConfig._response_has_thinking_block..xs3 fkJug & a599V+<@a+a a s/1)r|r]rgr)rrs rY_response_has_thinking_blockz,AnthropicConfig._response_has_thinking_blockqsB  &,00;'4( ov   r[ iterationscompletion_tokensrcv|r|j|nd}||n|j|}|&ttd||}t |||z S|r;tt |d|} t td| |td| z S|j |r t ddSt d|S)Nr)reasoning_tokens text_tokensT)rcount_response_tokens)_sum_iteration_thinking_tokensrminrr>rJr) rrrrrriteration_thinking_tokensreported_thinking_tokenscapped_reported estimateds rY_build_completion_token_detailsz/AnthropicConfig._build_completion_token_details|s_i4+N+Nz+Znr!)4 &00> ! $ /%(Q0H)IK\%]O1!0-?  "#4DQ! I2!$Q !2-Ay0AA   , ,-@ A14UYZ Z-qN_``r[ctfd|D}td|D}t|t|k(r t|SdS)Nc3dK|]'}t|trj|nd)ywrU)r]rr)rx iterationrs rYr{zAAnthropicConfig._sum_iteration_thinking_tokens..s5% ;EYPW:XD + +I 6^b b% s-0c3&K|] }|| ywrUrV)rxtokenss rYr{zAAnthropicConfig._sum_iteration_thinking_tokens..sY6fFXYs)tuplersum)rr per_iterationreporteds` rYrz.AnthropicConfig._sum_iteration_thinking_tokenssK$% '%   Y]YY #H ]1C Cs8}MMr[c>dvsdvrytfddDS)aJAnthropic reports prompt cache tokens as top-level ``cache_read_input_tokens`` / ``cache_creation_input_tokens``; no other API surface uses those keys, and the Responses API mapping would silently drop them. Requiring a cache key is deliberate: Responses API usage also carries top-level ``input_tokens``, so the cache keys are the only shape discriminator between the two. A cache-free Anthropic payload falls through to the Responses API mapping, which is safe because both mappings agree whenever no cache tokens are present. prompt_tokensrFc3&K|]}|v ywrUrV)rxrrs rYr{z.sm33,&mr)cache_read_input_tokenscache_creation_input_tokens)r)rs`rYis_anthropic_usage_objectz)AnthropicConfig.is_anthropic_usage_objects) l *nL.Pm2lmmmr[ctdd|DD}|sytd|D}td|D}td|D}t||z |z d}t||z|S)Nc3BK|]}t|ts|ywrU)r]rrxcs rYr{zJAnthropicConfig._aggregate_cache_creation_token_details..s!w`jklnu`v!!wsc3>K|]}|jdyw)cache_creationNrrxits rYr{zJAnthropicConfig._aggregate_cache_creation_token_details..s-\2bff5E.F-\sc3XK|]"}t|jdxsd$yw)ephemeral_5m_input_tokensrNr`r|rs rYr{zJAnthropicConfig._aggregate_cache_creation_token_details..% bRSQUU+F%G%L1!M b(*c3XK|]"}t|jdxsd$yw)ephemeral_1h_input_tokensrNrrs rYr{zJAnthropicConfig._aggregate_cache_creation_token_details..rrc3XK|]"}t|jdxsd$ywrrNrrs rYr{zJAnthropicConfig._aggregate_cache_creation_token_details..s$`r3rvv&CDIJ`rrrr)rrrr=)r breakdowns detailed_5m detailed_1htotal undetaileds rY'_aggregate_cache_creation_token_detailsz7AnthropicConfig._aggregate_cache_creation_token_detailss"!w-\Q[-\!ww  bWa bb  bWa bb `U_`` 3k A1E (&1J&>&1  r[usagec|jd}|rtj|}||S|jd}t|tsyt |jd|jdS)Nrrrrr)r|rrr]rr=)rr aggregatedrs rY%_resolve_cache_creation_token_detailsz5AnthropicConfig._resolve_cache_creation_token_detailssw!IIl3  / W WXb cJ%!! % *: ;.'2(&4&8&89T&U&4&8&89T&U  r[rc|jddxsd}t|ttfr t|nd}|jddxsd}t|ttfr t|nd}|} d} d} |j | } d} d}d}d| vr | d| d}t t dz| jd}| jd}t|t r|n|}| jd}|rPtd|D}td |D}td |D} td |D} || | zz }|s&d | vr| d  | d } || z }d | vr| d  | d } || z }d| vrO| dJd| dvr| ddt t| dd} d| dvr| ddt t| dd}|S|Qd}|jdgD]3}|jddk(s|jdd}d|vs/|dz }5|dkDr|}|| z | z }t| | | |}|j| ||||}||z}t||||| | ||| | t| |nd||| }|S)Nrr output_tokens inference_geo service_tierrrc3HK|]}|jddxsdyw)rrNrrs rYr{z2AnthropicConfig.calculate_usage..s#T2~q 9 >Q >T "c3HK|]}|jddxsdyw)rrNrrs rYr{z2AnthropicConfig.calculate_usage..s##YBFF?A$>$C!$C#Yrc3HK|]}|jddxsdywrrrs rYr{z2AnthropicConfig.calculate_usage..s'-q`bbff5RTU.V.[Z[.[-qrc3HK|]}|jddxsdyw)rrNrrs rYr{z2AnthropicConfig.calculate_usage..s&)iXZ"&&1JA*N*SRS*S)irrrrweb_search_requeststool_search_requestsrrvrr< tool_searchr) cached_tokenscache_creation_tokenscache_creation_token_detailsr)rrrrr)rr) rr total_tokensprompt_tokens_detailsrrcompletion_tokens_detailsrrrrr) r|r]r`rbrr rerr?rrCr@)rrrrrraw_prompt_tokensrraw_completion_tokensr_usagerrrrrrr raw_speedresolved_speedrtool_search_countrrraw_input_tokensrcompletion_token_detailsrrs rYcalculate_usagezAnthropicConfig.calculate_usagesk$0#3#3NA#F#K!7ABSVY[`Ua7bS!23hi '3'7'7'K'Pq?IJ_beglam?n%:!;tu$+,#'(.2.X.XY_.`$*.+/$( f $)@)L"?3M" $J JJ~ & "::g. -7 3-G U.4jj.F TTTM ##Yj#Y Y *--qfp-q*q '&))i^h)i&i # 8;RR RM,66B_;`;l.45R.S+!<< (F2v>W7X7d*01J*K'!88  &62C+D+P%0A)BB,-.CDP&*37H0IJ_0`&a#&&1B*CC,-.DEQ'+C8I1JKa1b'c$ ',?,K ! .229bA /;;v&*;; ' FB 7I$ 1)Q.)  / !1$'8$"/2I"ILg"g'A1"=)E( (  +/*N*N!// 3 +O+  ,.?? '/%"7(C$;&>! (37K7W (;)= ' %' * r[c6i}|D]} tj|jdijdd}|jd}|jdd}t|trt|tr|nd||<|S#t $rYwxYw)Nrrz{}rcommandr<)rloadsr|r]rer)rr code_by_idrargscall_idrs rY_build_code_by_id_mapz%AnthropicConfig._build_code_by_id_map= s,.  B zz"&&R"8"<"<[$"OP&&,((9b1gs+5?5M'SUJw'    sA?B  BBrr container_idc g}|D]v}|jddk7r|jdd}|jdi}t|}|jtd||j|d|d|x|S) Nrvbash_code_execution_tool_result tool_use_idr<rcode_interpreter_call completed)rvrcoder statusoutputs)r|r<rr;) rrrr code_interpreter_resultstrr r log_outputss rY_build_code_interpreter_resultsz/AnthropicConfig._build_code_interpreter_resultsJ s +-  Bvvf~!BBff]B/GffY+GQ ) R         !Z  >+5b$+?RVVJ'T:veS)e7L.L!6u!=BvJ  >  % ++M:88(<7L*.*N*N       +  IMHmHm!InI E13E#(b >I+(::OaK??-'4%=+/  -E)  (17  .(H,4q!)=PQZ=[%%&9:26 , 1-@ A3 q!/ ++,W5/ 3 ,  /!$TYY[!127;5M12(6%r[ct|dk(ry|d}|jd}|ddk(r$|jddrt|tr|Sy) z Get the prefix prompt from the messages. Check last message - if it's assistant message, with 'prefix': true, return the content E.g. : {"role": "assistant", "content": "Argentina", "prefix": True} rNrrB assistantprefixF)rr|r]re)rrrrRs rYget_prefix_promptz!AnthropicConfig.get_prefix_prompt sW x=A !"!(Y!7 6?k )gkk(E.JzZiknOo" "r[ logging_obj request_dataencodingztiktoken.Encoding | Noneapi_keyc |j|| |jd|i |j} |j|}|jd}d}t|tr'|jt}t|tr|}|j| ||| ||| }|S#t$r:} t |dd}t d| d|j|j |d} ~ wwxYw) Ncomplete_input_dict)rr=r&additional_argsrzUnable to get json response - z, Original Response: r$rsr)rrrr+rrr ) post_callrrrr'rLrr9r|r]rirr4)rrrrr:r;rrrpr<r=r+rr~r.rrr  _candidates rYtransform_responsez"AnthropicConfig.transform_response s *//2LA   )5):):)<  $55x5H &**737; nd + . 2 23V WJ*d+(2%77 3%)'"78 3 &-lIt&L  8;PQ]QbQbPcd(44(  sB)) C,25C''C,c|ddjd} |tj|}t|tr>|jdx}+t j tj|}|St j tj|}|S y#tj$rt j |cYSwxYw)z In JSON mode, Anthropic API returns JSON schema as a tool call, we need to convert it to a message to follow the OpenAI format rrrNvalues)r) r|rrr]rirrArJSONDecodeError)rjson_mode_content_strr rErs rYrz1AnthropicConfig._convert_tool_response_to_message> s4>a=3L3P3PQ\3] B$0"jj)>?dD)(9K/Kv.X&tzz&7IJH#O 'tzz$7GHH#O1## B??+@A A BsA$B+>*B++)CC error_messagercNt||ttj|S)N)rrr)rLr httpxHeaders)rrHrrs rYget_error_classzAnthropicConfig.get_error_classX s##!0  r[)NNNNNNNrU)r)NN)NNNN)w__name__ __module__ __qualname____doc__rr`rrrgrrrrrirrerpropertyrr classmethodr staticmethodrrr5rr^rrrrrrrr rr rHrVrXr(rdr7rr!r&rr9rrr0rrrrrrrr/r,rrrr)rr'rr:r-rr"r<rr@r+rLr rQr\rprdrorrzLitellmMessagerr4r2rrrrrr>rrrr=rrrCrr r;rrrJResponserBr4r9 LoggingClassrCrrKrrL __classcell__)rs@rYrrs  "Jd !"&ND4K&"Kt"E3:E3: HdTk FC$J"&&*"&  $! 4$J 4t  44Z 4 Tz 4 Tz 4+ 4d  4  4S4Z7C77/3#* 5d 5c 5 5 $S#X %:_#_$__ _#_$__  c # C TX   # sTz X[ `cfj`j    C  c  d     _3 _S4Z _[_ _ _ +/ ++++!4Z +  ++4 s 3 c V^  ,BGtCH~G$sCx.GGR C$JQUDU Z^aeZe  4 )4Z) $;) %t + )V})%}) &-/E/LL M})~0CH^:,,,, t+,d3I.JJ K,,\0'(0sCx.0  00d?? tCH~tCH~- .??6H c3hH tCH~tCH~- .H H T td{ t &d&uT4Z7H&$+ + +   + Zd3i$(>49tCS( ( :*S047::!: : $ & ::xj(j69Djj $ &jj td{ tVZ{  D4K TilpTp 6D[37NR  %.&%& &66 c3h04S>A6 c3h$ 66pp pp p  p  ph$(D[ 8t6-6F1G6-DQnLo6-p01+d23 %, - <I4ISITI""d"X^"cg"H4Z^cgBmm'(m m  m  m m^..c.D.UY.@3$;3453  () d    3@[ #'[   S D (+N NORVV d  () S D S D S D  [ zf1E#PT* '#v+:NQU:U Z^  ac6k*aV$t+a a : a %S&[1D8 a (aBN&9INcTXjN n n n n  WS#X./  "T )      WS#X5F  KdgkKk    $,0 hc3h'h:h"D[ h Tz h  hT 5P0Q VZ[^`c[cVd (3i(cN(Dj ( ' ( (2((!((9t#((9<__`cgg (( !I, (( 3i$& (( 9t+((45(( c3h((^"&$( 7;h!hnnh& h $; h Tz hTzh $CH~4hT$/?*@S4Z<#!%22nn2& 2 " 2  2'(222-2t2$;2 2h45 $ 2 S s TTYTaTaMa fv r[rr,chd}d}tj||rytj||ryy)z Validate that user_id is not an email or phone number. 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