jwUdZddlZddlZddlZddlZddlZddlZddlZddlm Z m Z m Z m Z m Z ddlmZmZddlmZmZej(eZdaej0Zej4ZdZdZdZe dd lm Z e ejHZ%e e&e&fe'd <ejPZ)e e&e*fe'd <ga+e e&e'd <ddgdgdgdgdggdgddggddgd Z,iZ-e e.e e e&e ffe'd<dZ/dWdZ0 dXde e e&de e e&d e1d!e1de e e&e ff d"Z2 dXde e e&de e e&d e1d!e1de e e&e ff d#Z3de4fd$Z5hd%Z6d&d'hZ7ejpd(ejrZ:ejpd)ejvZ<ejpd*ejvZ=ejpd+ej|Z?d,Z@d-e&de&fd.ZAd/e&d0e e&e fde e&e ffd1ZBdYd2e&d3e*dzfd4ZCd3e*dzde1fd5ZDd2e&d6eEfd7ZFdZd2e&d8e1fd9ZGd2e&fd:ZHd;e de.e&e e&e e&ffd<ZIddddddddddd= d>e&d?e e&e fd;e d@e e&dAe e&dBe e&dCe e&dDe e&dEe4dFe e&dGe e&dHe e&dIe e e e&e fddfdJZJ d[d>e&d?e e&e fd@e e&dBe e&dAe e&dCe e&dDe e&dKe e&dLe e e&dMe1dNe1dOe e e e&e fde e e&de e e&de&fdPZKde e&fdQZLd/e&de e&fdRZMde e&e*ffdSZNde e&e1ffdTZOdZdUe1de e e&e e*ffdVZPy#e!$rZ"ejGd e"YdZ"["dZ"["wwxYw)\a Model Tools Module Thin orchestration layer over the tool registry. Each tool file in tools/ self-registers its schema, handler, and metadata via tools.registry.register(). This module triggers discovery (by importing all tool modules), then provides the public API that run_agent.py, cli.py, batch_runner.py, and the RL environments consume. Public API (signatures preserved from the original 2,400-line version): get_tool_definitions(enabled_toolsets, disabled_toolsets, quiet_mode) -> list handle_function_call(function_name, function_args, task_id, user_task) -> str TOOL_TO_TOOLSET_MAP: dict (for batch_runner.py) TOOLSET_REQUIREMENTS: dict (for cli.py, doctor.py) get_all_tool_names() -> list get_toolset_for_tool(name) -> str get_available_toolsets() -> dict check_toolset_requirements() -> dict check_tool_availability(quiet) -> tuple N)DictAnyListOptionalTuple)discover_builtin_toolsregistry)resolve_toolsetvalidate_toolsetct5ttjrtjatcdddS#1swYyxYw)a^Return a long-lived event loop for running async tool handlers. Using a persistent loop (instead of asyncio.run() which creates and *closes* a fresh loop every time) prevents "Event loop is closed" errors that occur when cached httpx/AsyncOpenAI clients attempt to close their transport on a dead loop during garbage collection. N)_tool_loop_lock _tool_loop is_closedasyncionew_event_loop/home/cube/projects/richard/traning coach/.omo/evidence/nutricoach-v150-combined/st_01a0560c-r63-installed-wheel-first-claim-qa/venv/lib/python3.12/site-packages/model_tools.py_get_tool_loopr/s3   !5!5!7 //1J s 4AActtdd}||jr4tj}tj ||t_|S)uReturn a persistent event loop for the current worker thread. Each worker thread (e.g., delegate_task's ThreadPoolExecutor threads) gets its own long-lived loop stored in thread-local storage. This prevents the "Event loop is closed" errors that occurred when asyncio.run() was used per-call: asyncio.run() creates a loop, runs the coroutine, then *closes* the loop — but cached httpx/AsyncOpenAI clients remain bound to that now-dead loop and raise RuntimeError during garbage collection or subsequent use. By keeping the loop alive for the thread's lifetime, cached clients stay valid and their cleanup runs on a live loop. loopN)getattr_worker_thread_localrrrset_event_loopr)rs r_get_worker_loopr>sK ' 6D |t~~'%%'t$$(! Krc: tj}|r|jrsddl}d t j  fd}|jjd}|j|} |jd|jd St j"t j$urt' j)St+}|j)S#t$rd}YwxYw#|jj$r]jd rI G tj D]} j|j  #t$rYwxYwwxYw#|jd wxYw) aRun an async coroutine from a sync context. If the current thread already has a running event loop (e.g., inside the gateway's async stack or Atropos's event loop), we spin up a disposable thread so asyncio.run() can create its own loop without conflicting. For the common CLI path (no running loop), we use a persistent event loop so that cached async clients (httpx / AsyncOpenAI) remain bound to a live loop and don't trigger "Event loop is closed" on GC. When called from a worker thread (parallel tool execution), we use a per-thread persistent loop to avoid both contention with the main thread's shared loop AND the "Event loop is closed" errors caused by asyncio.run()'s create-and-destroy lifecycle. This is the single source of truth for sync->async bridging in tool handlers. Each handler is self-protecting via this function. Nrc ntjj tjj  tj }|D]}|j |r$j tj|ddijS#t$rYwxYw# tj }|D]}|j |r$j tj|ddin#t$rYnwxYwjwxYw)Nreturn_exceptionsT) rrsetrrun_until_complete all_taskscancelgather Exceptionclose)pendingtcoro loop_ready worker_loops r_run_in_workerz"_run_async.._run_in_workerxs!002K NN  $&&{3"55d; &// )>)@@&( --d33 I  ' ' --G P!!.. s+ 0G$..{;#88B< $    MMuM %sMC<:D < D  D  -F;5E21F2 E>;F=E>>FFF)discover_pluginszPlugin discovery failed: %sTOOL_TO_TOOLSET_MAPTOOLSET_REQUIREMENTS_last_resolved_tool_names web_search web_extractterminalvision_analyzemixture_of_agentsimage_generate) skills_list skill_view skill_manage) browser_navigatebrowser_snapshot browser_click browser_typebrowser_scroll browser_back browser_pressbrowser_get_imagesbrowser_visionbrowser_consolecronjob) read_file write_filepatch search_filestext_to_speech) web_toolsterminal_tools vision_tools moa_tools image_tools skills_tools browser_tools cronjob_tools file_tools tts_tools_tool_defs_cachereturnc,tjy)zDrop memoized get_tool_definitions() results. Called when dynamic schema dependencies change (e.g. discord capability cache reset, execute_code sandbox reconfigured).N)rkclearrrr_clear_tool_defs_cacherp srenabled_toolsetsdisabled_toolsets quiet_modeskip_tool_search_assemblyc |r ddlm}|}|j}|j|jf}| t|nd|r t|ndtj|ttjjdt|f}tj|} | !| D cgc] } | dd c} at#| St%||||} |rUt'tt(k\r+tj+t-t/t| t<t#| S| S#t t tf$rd}YwxYwcc} w)a Get tool definitions for model API calls with toolset-based filtering. All tools must be part of a toolset to be accessible. Args: enabled_toolsets: Only include tools from these toolsets. disabled_toolsets: Exclude tools from these toolsets (if enabled_toolsets is None). quiet_mode: Suppress status prints. skip_tool_search_assembly: When True, return the pre-assembly tool list (raw schemas for every enabled tool). Used internally by the tool_search / tool_describe bridge handlers so they can read the real catalog, not the already-collapsed one. Public callers should leave this False. Returns: Filtered list of OpenAI-format tool definitions. r)get_config_pathNHERMES_KANBAN_TASKfunctionname)rt)hermes_cli.configrvstat st_mtime_nsst_sizeFileNotFoundErrorOSError ImportError frozensetr _generationboolosenvirongetrkrGlist_compute_tool_definitionslen_TOOL_DEFS_CACHE_MAXpopnextiter) rqrrrsrtrvcfg_pathcfg_statcfg_fp cache_keycachedr'r9s rget_tool_definitionsrsP@  9&(H}}H**H,<,<=F,<+GI& 'T,=I' (4    45 6 * +  "%%i0  IO(O1:v)>(O %<  &'79JJAZ\F  $8 8  d+;&&,#F| MK"7K8 F )Ps5D83E8EEc  t}|t|}tjj drd|vr|j d|D]}t |rDt|}|j||r-td|d|rdj|ndR|tvr>t|}|j||rwtd|ddj||rtd |n,d d l m } | D]} |jt| |r|D]}t |rDt|}|j||r-td |d|rdj|ndR|tvr>t|}|j||rwtd |ddj||rtd |tj ||} | D chc] } | dd } } d| vr_d dlm}m}m}|| z}|||}t+| D]3\}}|j dij ddk(s+d|d| |<nddd}|D]}|| vs d dlm}t1|||}|}|E| D cgc](} | j dij d|k7r| *} } | j5|lt+| D]3\}}|j dij d|k(s+d|d| |<d| vrzddh| z}|sqt+| D]c\}}|j dij ddk(s+|dj dd}|j7dd}di|dd|id| |<n|sL| r?| D cgc] } | dd }} tdt9| d dj|n td!| D cgc] } | dd c} a d d"lm}|| } d d$l"m#}m$} | }!|sq|!jJd%k7rbtM}"|| |"|!&}#|#jNr5|s3td'|#jPd(|#jRd)|#jTd*|#jV} | Scc} w#t2$rd}YwxYwcc} wcc} wcc} w#t2$r }t@jCd#|Yd}~d}~wwxYw#t2$r!}t@jCd+|Yd}~| Sd}~wwxYw),z8Uncached implementation of :func:`get_tool_definitions`.Nrwkanbanu✅ Enabled toolset 'z': z, zno toolsu✅ Enabled legacy toolset 'u⚠️ Unknown toolset: r)get_all_toolsetsu🚫 Disabled toolset 'u🚫 Disabled legacy toolset 'quietrxry execute_code)SANDBOX_ALLOWED_TOOLSbuild_execute_code_schema_get_execution_mode)mode)typerxget_dynamic_schema_coreget_dynamic_schema_admin)discord discord_admin) discord_toolrQrHrI descriptionzV For simple information retrieval, prefer web_search or web_extract (faster, cheaper).u🛠️ Final tool selection (z tools): u<🛠️ No tools selected (all filtered out or unavailable))sanitize_tool_schemaszSchema sanitization skipped: %s)assemble_tool_defs load_configoff)context_lengthconfigu🔎 Tool Search: z MCP/plugin tools deferred (~z6 tokens) behind tool_search/describe/call. Threshold ~z tokens.z Tool search assembly skipped: %s),rrrrrappendr r updateprintjoin_LEGACY_TOOLSET_MAPtoolsetsrdifference_updater get_definitionstools.code_execution_toolrrr enumeratetoolsrrr$discardreplacerrGtools.schema_sanitizerrloggerwarningtools.tool_searchrrenabled_resolve_active_context_length activateddeferred_countdeferred_tokensthreshold_tokens tool_defs)$rqrrrsrttools_to_includeeffective_enabled_toolsets toolset_nameresolved legacy_toolsrts_namefiltered_toolsr'available_tool_namesrrrsandbox_enableddynamic_schemaitd_discord_schema_fnsdiscord_tool_name_dt schema_fndynamicweb_tools_availabledesc tool_namesrer_load_ts_configts_cfgrassemblys$ rrr^s E#%)*:%;" ::>>. /HD^4^ ' - -h 76L -*<8 ''1!1,sZb499XCVhrBstu!442<@  '' 5!8c$))T`JaIbcd1,@A7 .')G  # #OG$< =*-L -*<8 228<!3L>\dTYYxEXjtDuvw!442<@  22<@!:<.DIIVbLcKdef1,@A.*--.>jQN aAjM&1>J --ss/2FF2?I\I^_~.EArvvj"%))&1^C-7^$Tq!/-31  4 4 5#C)<=N)OP #+-"-!uuZ,008?&~6EArvvj"-11&9=NN5?W,Uq)71011+];>RR"">2266*b)--f59KKj>--mR@D<<pD !+$Kr*~$K}d$K)N1%3  9GHA!J-/JH 3C4G3H RVR[R[\fRgQhi j P QAO O1:v!6 O=@.~>>X "(V^^u-D;=N)-H !!*()@)@(AB!1123""*";";!91== >s[0R4R-R' R,*R1=R6 BS" R$#R$6 S?SS" T +TT c ddlm}|xsi}t|jdtr|jdni}t|tsi}|jdxs|jdxsdj }|syddlm}t||xsdS#t$r }tjd|Yd}~yd}~wwxYw) uLook up the active model's context length for the tool-search gate. Returns 0 when the model can't be resolved — ``should_activate`` falls back to a fixed token cutoff in that case. r)rmodeldefaultr)get_model_context_lengthz+Could not resolve active context length: %sN) rzr isinstancerdictstripagent.model_metadatarintr$rdebug)_loadcfg model_cfgmodel_idrrs rrrs :gm(237773CT(JCGGG$PR )T*IMM'*LimmI.FL"SSUA+H5:;;  BAFsB B+B++ C4CC>todomemory delegate_tasksession_searchr\r_zRz%^\s*```(?:json|xml|html|markdown)?\s*z \s*```\s*$zi error_msgc|sytjd|}tjd|}tjd|}tjd|}t |t kDr|dt dz dz}d|S)zStrip structural framing tokens from a tool error before showing it to the model. See _TOOL_ERROR_ROLE_TAG_RE docstring above for rationale. z [TOOL_ERROR] rNz...)_TOOL_ERROR_ROLE_TAG_REsub_TOOL_ERROR_FENCE_OPEN_RE_TOOL_ERROR_FENCE_CLOSE_RE_TOOL_ERROR_CDATA_REr_TOOL_ERROR_MAX_LEN)r sanitizeds r_sanitize_tool_errorrWs '++B :I)--b)numberintegerr) integer_onlybooleanrobject) r rlowerrrr_coerce_number_coerce_boolean _coerce_jsonr)r  expected_typerr'r9s rrrs 6"u{{}':':'<'F-&A"5!F;FU"  --e=I3MOO !u%%E4(( E4((5;;=#6#6#8F#B LrcVt|tsy|jd}|dk(ryt|trd|vry|jddurydD]S}|j|}t|ts%|D]*}t|ts|jddk(s)yUy)z@Return True when a JSON Schema fragment explicitly permits null.FrrTnullable)anyOfoneOf)rrrr)r schema_type union_keyvariantsvariants rr r s fd #**V$Kf+t$;)> zz*%' ::i((D) G'4(W[[-@F-J ( rexpected_python_typect tj|}t||r"tjd|j |Stj dt|j |j |S#ttf$r-}tj d|j ||cYd}~Sd}~wwxYw)aJParse *value* as JSON when the schema expects an array or object. 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Returns original string on failure.trueTfalseF)rr)r lows rrr%s/ ++-   C f} g~ Lrr9c t|trtj|n|}t|tr.|j drddt|j dfSy#t $rYywxYw)Nerror tool_error)okNN)rrr'r(rrr$)r9 parsed_results r_tool_result_observer_fieldsr;/sp .8.E 6*6 mT *}/@/@/IL#m.?.?.H*II I     sA$A(( A43A4) task_id session_id tool_call_idturn_idapi_request_id duration_msstatus error_type error_messagemiddleware_trace function_name function_argsr<r=r>r?r@rArBrCrDrEc  ddlm} m}| dsy| t|\} } } |d||||xsd|xsd|xsd|xsd|xsd|| | | t | xsgy#t $r }t jd|Yd}~yd}~wwxYw)uEmit the ``post_tool_call`` observer hook. No-ops cheaply when no plugin has registered for ``post_tool_call`` — the ``has_hook`` gate skips both the result-field derivation and the payload dispatch so the no-listener path costs one dict lookup. 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Args: function_name: Name of the function to call. function_args: Arguments for the function. task_id: Unique identifier for terminal/browser session isolation. user_task: The user's original task (for browser_snapshot context). enabled_tools: Tool names enabled for this session. When provided, execute_code uses this list to determine which sandbox tools to generate. Falls back to the process-global ``_last_resolved_tool_names`` for backward compat. enabled_toolsets: The session's enabled toolsets. Used to scope the Tool Search bridge catalog so ``tool_search`` / ``tool_describe`` / ``tool_call`` only see and invoke tools the session was actually granted. ``None`` means "no restriction" (the caller scopes to every toolset), matching ``get_tool_definitions`` semantics. disabled_toolsets: The session's disabled toolsets, applied as a subtraction when scoping the bridge catalog. Returns: Function result as a JSON string. Nr) tool_searchT)rqrrrsrt)current_tool_defsr7ztool_call could not be resolvedF) ensure_ascii'zO' is not available in this session. 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