+ i4aRtH0tRt^RIt^RIt^RIt^RIt^RIHt^RIH t H t H t H t ^RI Ht^RIt^RIt^RIHt]P&!]4t]!0RkRkRkR kR kR kR kR kRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkRkR kR!kR"kR#kR$kR%kR&kR'kR(kR)kR*kR+kR,kR-kR.k4t]^k]P0!R/]P24tR0R1lt/s]^k^s]^kR2t/t]^k/t ]^kR3t!.ROt"]"^,t#/R5R6bR7R6bR8R6bR9R6bR%R:bR;RR4bR R?bR@RAbRBRAbRCRDbRERFbRR4bRGRDbR.RDbRRHbRRIR#RJRKRJRLRDRMRDRNRORPRJRQRJRRRHRSRTRUR?RVR?RWRI/ Ct$Rt%Rt&Rt'RXRYlt(RZR[lt)R\R]lt*/R^R_bR`R_bRaRbRbR bRcR bRdR bReRbRfRbRgRbRhRbRiR bRjRbRkRbRlR bRmR bRnRobt+]^kRpRqlt,RrRslt-RtRult.RvRwlt/RxRylt0RRzR{llt1R|R}lt2R~Rlt3RRlt4RRlt5RRlt6RRRllt7RRRllt8RRlt9RRlt:RRlt;RRltRRlt?RRlt@RRltARRltBRRltCRRRlltDRRltERRltFRRRR/RRlltGR#)zModel metadata, context lengths, and token estimation utilities. Pure utility functions with no AIAgent dependency. Used by ContextCompressor and run_agent.py for pre-flight context checks. NPath)AnyDictListOptional)urlparse)OPENROUTER_MODELS_URL openrouternousz openai-codexcopilotz copilot-acpgeminizaiz kimi-codingminimaxz minimax-cn anthropicdeepseekz opencode-zenz opencode-goz ai-gatewaykilocodealibabacustomlocalgooglez google-geminizgoogle-ai-studioglmzz-aizz.aizhipugithubzgithub-copilotz github-modelskimimoonshotclaudez deep-seekopencodezengovercelkilo dashscopealiyunqwenzE^(\d+\.?\d*b|latest|stable|q\d|fp?\d|instruct|chat|coder|vision|text)c0V^8dQhR\R\/#modelreturnstr)formats"1/home/ubuntu/hermes-agent/agent/model_metadata.py __annotate__r.,s##cRV9gVPR4'dV#VPR^4wrVP4P4pV\9d.\ P VP44'dV#V#V#)uMStrip a recognised provider prefix from a model string. ``"local:my-model"`` → ``"my-model"`` ``"qwen3.5:27b"`` → ``"qwen3.5:27b"`` (unchanged — not a provider prefix) ``"qwen:0.5b"`` → ``"qwen:0.5b"`` (unchanged — Ollama model:tag) ``"deepseek:latest"``→ ``"deepseek:latest"``(unchanged — Ollama model:tag) :http) startswithsplitstriplower_PROVIDER_PREFIXES_OLLAMA_TAG_PATTERNmatch)r(prefixsuffix prefix_lowers& r-_strip_provider_prefixr=,sv %5++F33 [[a(NF<<>'')L))  $ $V\\^ 4 4L Lr/ii,zclaude-opus-4-6i@Bzclaude-sonnet-4-6zclaude-opus-4.6zclaude-sonnet-4.6i@ zgpt-4.1izgpt-5zgpt-4iz gemma-4-31biz gemma-4-26bzgemma-3igemmai llamai iitrinityzQwen/Qwen3.5-397B-A17BzQwen/Qwen3.5-35B-A3Bzdeepseek-ai/DeepSeek-V3.2izmoonshotai/Kimi-K2.5zmoonshotai/Kimi-K2-ThinkingzMiniMaxAI/MiniMax-M2.5zXiaomiMiMo/MiMo-V2-Flashiz mimo-v2-proz mimo-v2-omniz zai-org/GLM-5c0V^8dQhR\R\/#r'base_urlr)r*)r,s"r-r.r.s00#0#0r/cTT;'gRP4PR4#)/)r5rstriprDs&r-_normalize_base_urlrJs" NN ! ! # * *3 //r/c0V^8dQhR\R\/#rCr+bool)r,s"r-r.r.sDDcDdDr/c:R\V4P49#) openrouter.ai)rJr6rIs&r-_is_openrouter_base_urlrPs 1(;AAC CCr/c0V^8dQhR\R\/#rCrL)r,s"r-r.r.sHH#H$Hr/c^\V4p\V4;'d\V4'*#N)rJrMrP)rD normalizeds& r-_is_custom_endpointrUs($X.J   G G$;J$G GGr/zapi.openai.comopenaiz chatgpt.comapi.anthropic.comzapi.z.aizapi.moonshot.aiz api.kimi.comz api.minimaxzdashscope.aliyuncs.comzdashscope-intl.aliyuncs.comrOz!generativelanguage.googleapis.comzinference-api.nousresearch.comzapi.deepseek.comzapi.githubcopilot.comzmodels.github.aizapi.fireworks.ai fireworkscFV^8dQhR\R\\,/#rCr+r)r,s"r-r.r.ssx}r/c$\V4pV'gR#\RV9dTMRV 24pVPP4;'gVPP4p\ P 4FwrEWC9gK Vu# R#)zInfer the models.dev provider name from a base URL. This allows context length resolution via models.dev for custom endpoints like DashScope (Alibaba), Z.AI, Kimi, etc. without requiring the user to explicitly set the provider name in config. N://zhttps://)rJrnetlocr6path_URL_TO_PROVIDERitems)rDrTparsedhosturl_partproviders& r-_infer_provider_from_urlres{%X.J  EZ$7jx |=T UF ==   7 7FKK$5$5$7D.446  O7 r/c0V^8dQhR\R\/#rCrL)r,s"r-r.r.s::#:$:r/c\V4RJ#rS)rerIs&r-_is_known_provider_base_urlrhs #H -T 99r/c0V^8dQhR\R\/#rCrL)r,s"r-r.r.s!!!!r/c\V4pV'gR#RV9dTMRV 2p\V4pVP;'gRpT\9dR#^RIpTP T4pTP;'g!TP;'g TP# \dR#i;i \dMi;iTPR4p\T4^8Xdl\T^,4\T^,4rT^ 8XdR#T^8Xd^T u;8:d ^8:dR#T^8Xd T ^8XdR#R# \dR#i;iR#)zOReturn True if base_url points to a local machine (localhost / RFC-1918 / WSL).Fr\zhttp://rFTN.)rJrhostname Exception _LOCAL_HOSTS ipaddress ip_address is_private is_loopback is_link_local ValueErrorr4lenint) rDrTurlrarbroaddrpartsfirstseconds & r-is_local_endpointr|sB$X.J +*7:,1GC#$$" | ##D)HH$"2"2HHd6H6HH      JJsOE 5zQ aM3uQx=6{|f 2 2!3|#       sSBB#B/<B/ B/ B,+B,/ B=<B="*D:D:'D:: E E cFV^8dQhR\R\\,/#rCrZ)r,s"r-r.r.s88s8x}8r/c^RIp\V4pTpVPR4'dVRRpVPRR7;_uu_4pVP V R24pVP ^8Xd RRR4R#VP V R24pVP ^8Xd%VP4pRV9d RRR4R #MVP V R 24pVP ^8wdVP V R 24pVP ^8XdR VP9d RRR4R #TP T R24pTP ^8Xd#TP4pRT9d RRR4R#RRR4R# \ dELi;i \ dLi;i \ dLi;i \ dLi;i \ dL\i;i +'giR#;i \ dR#i;i)zDetect which local server is running at base_url by probing known endpoints. Returns one of: "ollama", "lm-studio", "vllm", "llamacpp", or None. N/v1g@timeout/api/v1/models lm-studioz /api/tagsmodelsollama /v1/props/propsdefault_generation_settingsllamacppz/versionversionvllm) httpxrJendswithClientget status_codermjsontext)rDrrT server_urlclientrdatas& r-detect_local_server_typers $X.JJ5!!_ * \\#\ & && JJ*^<===C'& ' &( JJ*Y78==C' vvx#t+#+#' & ,( JJ*Y78==C' j\#89A==C',IQVV,S%9' &@ JJ*X67==C'668D D(%K' & &V K  %      M' &V     sG* G %F1G*;G=%F##F;G*GAF4$G*/-_extract_pricing...ls@u *sTFN)any)raliasesrTs& r-r#_extract_pricing..ls1cPbW33@@333@@@@PbsA A  A TF)rinputinput_cost_per_tokenprompt_token_cost)routputoutput_cost_per_tokencompletion_token_cost)r request_cost)r cached_promptinput_cache_readcache_read_cost_per_token)rcache_creationinput_cache_writecache_write_cost_per_token)NrF)rr`r+r6rr) r alias_maprrrpricingtargetrrrTs & @r-_extract_pricingrbsR`.fk I&g.@G P*#c#hnn&-P scPYP`P`PbcssscPYP`P`Pbccc "$(0OF J&:e+>Q9R!+r/c zV'g<\'d0\P!4\, \8d\#\P !\ ^ R7pVP4VP4p/pVP R.4FpVP RR4pRVP RR4RVP R/4P RR 4R VP R V4R VP R /4/p\W5V4VP R R4pV'gKWu8wgK\W7V4K Vs\P!4s\PR \V44V# \d4p\P!RT 24\;'g/uRp?#Rp?ii;i)z9Fetch model metadata from OpenRouter (cached for 1 hour).rridrFcontext_lengthr>max_completion_tokens top_providerinamercanonical_slugz.Fetched metadata for %s models from OpenRouterz0Failed to fetch model metadata from OpenRouter: N)_model_metadata_cachetime_model_metadata_cache_time_MODEL_CACHE_TTLrequestsrr raise_for_statusrrloggerdebugrurmloggingwarning) rresponserrr(rr canonicales & r-fetch_model_metadatarsd 22 F`8`dt7t$$+<< 5rB!!#}}XXfb)Eyyr*H %)),2)F)J)JKbdh)i &(3599Y3 E u 6 "2B7IyY2"5U;*!&%)YY[" Es5zR +J1#NO$***+s,C"E<,E<4AE<< F:(F5/F:5F:rFc V^8dQhR\R\R\R\\\\\3,3,/#)r'rDapi_keyrr))r+rMrr)r,s"r-r.r.sHXXX XX #tCH~  Xr/c\V4pV'd\V4'd/#V'gW\PV4p\PV^4pVe(\ P !4V, \ 8dV#V.pVPR4'dVRRPR4pM VR,pV'dWv9dVPV4V'dRRV 2/M/pRp VEFtp V PR4R,p \P!W^ R7p V P4V P4p /pV PR.4Fp\V\4'gKVPR 4pV'gK6R VPR V4/p\V4pVeVVR &\!V4pVeVVR &\#V4pV'dVVR &\%VVV4K \&;QJd,RV PR.44F 'gK RM! RM!RV PR.444pV'dV PR4P)RR4p\P!VR,V^R7pVP*'g!\P!VR,V^R7pVP*'diVP4pVPR/4pVPR4pVPRR4pV'dV'dVV9d VVV,R &V\V&\ P !4\V&Vu# V 'd\.P1RW94/\V&\ P !4\V&/# \,dL}i;i \,dpTp Rp?EKRp?ii;i)zFetch model metadata from an OpenAI-compatible ``/models`` endpoint. This is used for explicit custom endpoints where hardcoded global model-name defaults are unreliable. Results are cached in memory per base URL. NrrG AuthorizationzBearer z/modelsheadersrrrrrrrc3z"TF1p\V\4'gKVPR4R8HxK3 R#5i)owned_byrN)rrr)rms& r-r0fetch_endpoint_model_metadata..s00AJq$4G0j!Z/0s;;TFrFrrrn_ctx model_aliasz1Failed to fetch model metadata from %s/models: %sr)rJrP_endpoint_model_metadata_cacher#_endpoint_model_metadata_cache_timer_ENDPOINT_MODEL_CACHE_TTLrrHappendrrrrrrrrrrrokrmrr)rDrrrTcached cached_at candidates alternater  last_error candidaterwrrrr(rrrrr is_llamacppbase props_respprops gen_settingsrrexcs&&& r-fetch_endpoint_model_metadatar!sM%X.J 0<< /33J?7;;JJ  499;#:>W"WMJ5!!sO**3/ & Y0)$8?'' 34RG&*J s#i/1 ||C"EH  % % 'mmoG/1E VR0!%.. 99T?)/681L(M!8!?!-.Biik / ;Lc j H*a13":.6:iik' 3 I!  J sjA?OA1O!O$,OAN/%1N/A N/$N/,N/?&O/ N=:O<N==O O OOc$V^8dQhR\/#r'r)r)r,s"r-r.r.s555r/c\\PPR\P!4R, 44pVR, #)z8Return path to the persistent context length cache file. HERMES_HOMEz.hermeszcontext_length_cache.yaml)rosenvironrhome) hermes_homes r-_get_context_cache_pathr*s2rzz~~mTYY[95LMNK 4 44r/cFV^8dQhR\\\3,/#r#)rr+rv)r,s"r-r.r.s  T#s(^ r/cj\4pVP4'g/#\V4;_uu_4p\P!V4;'g/pRRR4XP R/4# +'giL";i \ d#p\PRT4/uRp?#Rp?ii;i)z:Load the model+provider -> context_length cache from disk.Ncontext_lengthsz'Failed to load context length cache: %s) r*existsopenyaml safe_loadrrmrr)r^frrs r-_load_context_cacher3s " $D ;;==  $ZZ1>>!$**Dxx)2..Z  >B s4B!A2B2 B =B B2B-'B2-B2c@V^8dQhR\R\R\RR/#)r'r(rDlengthr)Nr+rv)r,s"r-r.r.s.CCsCcC3C4Cr/cV RV 2p\4pVPV4V8XdR#W$V&\4pVPP RRR7\ VR4;_uu_4p\ P!RV/VRR7RRR4\PR W2R 4R# +'giL*;i \d"p\PR T4Rp?R#Rp?ii;i) zPersist a discovered context length for a model+provider combo. Cache key is ``model@base_url`` so the same model name served from different providers can have different limits. @NT)parentsexist_okwr-F)default_flow_stylez%Cached context length %s -> %s tokensrz'Failed to save context length cache: %s) r3rr*parentmkdirr/r0dumprinformr)r(rDr5rrr^r2rs&&& r-save_context_lengthrAs G1XJ C  !E yy~#J " $DC $6 $__ II(%0! N ;SAJP_ C >BBCs/1B;*B( B;( B8 3B;; C'C""C'cRV^8dQhR\R\R\\,/#r'r(rDr)r+rrv)r,s"r-r.r.(s%SCHSMr/cFV RV 2p\4pVPV4#)zBLook up a previously discovered context length for model+provider.r8)r3r)r(rDrrs&& r-get_cached_context_lengthrF(s( G1XJ C  !E 99S>r/cFV^8dQhR\R\\,/#)r'current_lengthr))rvr)r,s"r-r.r./s r/c4\F pW8gK Vu# R#)z@Return the next lower probe tier, or None if already at minimum.N)CONTEXT_PROBE_TIERS)rHtiers& r-get_next_probe_tierrL/s#  K$ r/cFV^8dQhR\R\\,/#)r' error_msgr)rD)r,s"r-r.r.7schsmr/cVP4p.ROpVFTp\P!W14pV'gK#\VP ^44pRTu;8:dR8:gKNVu#KV R#)a'Try to extract the actual context limit from an API error message. Many providers include the limit in their error text, e.g.: - "maximum context length is 32768 tokens" - "context_length_exceeded: 131072" - "Maximum context size 32768 exceeded" - "model's max context length is 65536" 逖N)zY(?:max(?:imum)?|limit)\s*(?:context\s*)?(?:length|size|window)?\s*(?:is|of|:)?\s*(\d{4,})z:context\s*(?:length|size|window)\s*(?:is|of|:)?\s*(\d{4,})z)(\d{4,})\s*(?:token)?\s*(?:context|limit)z">\s*(\d{4,})\s*(?:max|limit|token)z(\d{4,})\s*(?:max(?:imum)?)\b)r6researchrvgroup)rN error_lowerpatternspatternr9limits& r-parse_context_limit_from_errorrY7sd//#KH '/ 5 A'Eu* * +  r/c<V^8dQhR\R\R\/#)r' candidate_id lookup_modelr)rL)r,s"r-r.r.Ss!Cstr/cdW8XdR#RV9d!VPR^4^,V8XdR#R#)aReturn True if *candidate_id* (from server) matches *lookup_model* (configured). Supports two forms: - Exact match: "nvidia-nemotron-super-49b-v1" == "nvidia-nemotron-super-49b-v1" - Slug match: "nvidia/nvidia-nemotron-super-49b-v1" matches "nvidia-nemotron-super-49b-v1" (the part after the last "/" equals lookup_model) This covers LM Studio's native API which stores models as "publisher/slug" while users typically configure only the slug after the "local:" prefix. TrGF)rsplit)r[r\s&&r-_model_id_matchesr_Ss4# l|223:1=M r/cRV^8dQhR\R\R\\,/#rCrD)r,s"r-r.r.fs*WWsWcWhsmWr/c & ^RIp\V4pVPR4pVPR4'dVRRp\ V4pVP RR7;_uu_4pVR8XEd(VPV R2RV/R 7pVP^8XdVP4pVPR /4pVP4FAwrR V 9gK\V \\34'gK,\V 4uuuRRR4# VPR R 4p RV 9doV PR4FYp RV 9gK V P!4P4p \#V 4^8gK<\V R,4uuuRRR4# VR8XEdzVPV R24pVP^8XEdTVP4pVPR.4EF,p\'VPRR 4V4'g%\'VPRR 4V4'gKJVPR.4FepVPR/4pVPR 4pV'gK0\V\\34'gKN\V4uuuuRRR4# VPR4;'gVPR 4pV'gK\V\\34'gEK\V4uuuRRR4# VPV RV 24pVP^8XdVP4pVPR4;'g+VPR 4;'gVPR4pV'd2\V\\34'd\V4uuRRR4#VPV R24pVP^8XdVP4pVPR.4pVFp\'VPRR 4V4'gK'VPR4;'g+VPR 4;'gVPR4pV'gKt\V\\34'gK\V4uuuRRR4# RRR4R# \ dRpELi;i \$dEKi;i +'giR#;i \ dR#i;i)z4Query a local server for the model's context length.NrGrg@rrz /api/showr)r model_infor parametersrFnum_ctx rrrrrloaded_instancesconfigmax_context_lengthz /v1/models/ max_model_len max_tokensz /v1/modelsrr)rr=rHrrrmrpostrrrr`rrvfloatr4r5rurtr_)r(rDrr server_typerresprrbrrparamslineryr instcfgctx models_lists&& r-_query_local_context_lengthrvfs3 #5 )E%J5!!_ .x8 C \\#\ & &&h&{{j\#;65/{R##s*99;D!%,!;J&0&6&6&8 +s2z%#u7V7V#&u:-' &'9"XXlB7F F*$*LL$6D(D0(, (:(:(<#&u:?%-/259~(='' &%7k)zzZL"?@##s*99;D!XXh3,QUU5"-=uEEIZ[\[`[`aegi[jlqIrIr().@"(E&*hhx&<&)gg.>&?#&3:cC<+H+H+.s8OO' &F)F #$%%(<"="X"XGWAXC"sz#U|'D'D'*3xW' &@4:: Kw?@D3&yy{hh/gg488N8OffSTSXSXYeSf3:cC<#@#@#&s8OA' &x%y'H Q  0,6%-(,%-)' &H     s S T$A-S-S-4 S- T 3S-+S-4SS- TBS-.=S-0S-S- T'S-S-S-< S- TAS-$S-=S-&S-= TA+S-8S-S-)S-S-# S-/ T:S-<T SS S* %S-)S* *S-- S> 8T>T TTc0V^8dQhR\R\/#r&r*)r,s"r-r.r.s##C#C#r/c&VPRR4#)zNormalize version separators for matching. Nous uses dashes: claude-opus-4-6, claude-sonnet-4-5 OpenRouter uses dots: claude-opus-4.6, claude-sonnet-4.5 Normalize both to dashes for comparison. rk-)r)r(s&r-_normalize_model_versionrzs ==c ""r/c ^V^8dQhR\R\R\R\\,/#)r'r(rDrr)rD)r,s"r-r.r.s/3#PXY\P]r/cXV'dVPR4'dR#VPR4pVPR4'dVRRpV R2pRVRR/p\P!WE^ R 7pVP ^8wdR#VP 4pVP R .4FOpVP R 4V8XgKVP R 4p \V \4'gKDV ^8gKMV u# R# \d"p \PR T 4Rp ? R#Rp ? ii;i)zQuery Anthropic's /v1/models endpoint for context length. Only works with regular ANTHROPIC_API_KEY (sk-ant-api*). OAuth tokens (sk-ant-oat*) from Claude Code return 401. z sk-ant-oatNrGrz/v1/models?limit=1000z x-api-keyzanthropic-versionz 2023-06-01rrrmax_input_tokensz%Anthropic /v1/models query failed: %sr) r3rHrrrrrrrvrmrr) r(rDrrrwr rorr rtrs &&& r-_query_anthropic_context_lengthr~s g((66As# ==  9D+,   ||C"=   s "yy{&"%AuuT{e#ee./c3''C!GJ &  A r s I##E**I#e*, #e*0E0Nyy!122 !t) r/c nV^8dQhR\R\R\R\R,R\R\/#)r'r(rDrconfig_context_lengthNrdr)r6)r,s"r-r.r. sP$$ $$$: $  $  $r/cVe \V\4'd V^8dV#\V4pV'd\W4pVeV#\ V4'Ed2\ V4'Eg \ WR7pVPV4pV'g]\V4^8Xd$\\VP444pM)VP4FwrW9g W9gKT pM V'd*VPR4p \V \4'dV #\ V4'g]\V4'd)\W4p V 'dV ^8d\WV 4V #\ P#RW\$R 4\$#VR8XgV'd(RV9d!\'Y;'gRV4p V 'dV #Tp V 'dV R9dV'd\)V4pV'dTp V R8Xd\+V4p V 'dV #V 'd^R IHpV!W4p V 'dV #\14pVV9dVV,PRR 4#VP34p\5\6P4R R R 7FwppVV9gKVu# V'd:\V4'd)\W4p V 'dV ^8d\WV 4V #\$#)a3Get the context length for a model. Resolution order: 0. Explicit config override (model.context_length or custom_providers per-model) 1. Persistent cache (previously discovered via probing) 2. Active endpoint metadata (/models for explicit custom endpoints) 3. Local server query (for local endpoints) 4. Anthropic /v1/models API (API-key users only, not OAuth) 5. OpenRouter live API metadata 6. Nous suffix-match via OpenRouter cache 7. models.dev registry lookup (provider-aware) 8. Thin hardcoded defaults (broad family patterns) 9. Default fallback (128K) )rruCould not detect context length for model %r at %s — defaulting to %s tokens (probe-down). Set model.context_length in config.yaml to override.rrrWzhttps://api.anthropic.comr )lookup_models_dev_contextr>c&\V^,4#)ru)xs&r-*get_model_context_length..|s s1Q4yr/T)rreverse)r r)rrvr=rFrUrhr!rrunextiterrr`r|rvrArr@DEFAULT_FALLBACK_CONTEXTr~reragent.models_devrrr6sortedDEFAULT_CONTEXT_LENGTHS)r(rDrrrdrendpoint_metadatamatchedrrr local_ctxrteffective_providerinferredrrr default_modelr5s&&&&& r-get_model_context_lengthr s,(Z8Ms-S-SXmpqXq$$ #5 )E*5;  M8$$-H-R-R9(T#''.$%*t$5$<$<$>?@#4"9"9";JC|s|"'#< $[[)9:N.#..%%*844 **7H Q'C$$ KK.$'(:B J$%H ""#3V<< ++-K!'%%'-@$" v K 'M "%h///@ Q  ;  $#r/c0V^8dQhR\R\/#)r'rr)r6)r,s"r-r.r.sr/c:V'g^#\V4^,#)zr/chV^8dQhR\\\\3,,R\/#)r'messagesr))rrr+rrv)r,s"r-r.r.s'T$sCx.-Acr/c8\RV44pV^,#)z:Rough token estimate for a message list (pre-flight only).c3J"TFp\\V44xK R#5irSrur+rmsgs& r-r1estimate_messages_tokens_rough..s8xc#c(mmx!#)sum)r total_charss& r-estimate_messages_tokens_roughrs8x88K ! r/ system_prompttoolsc V^8dQhR\\\\3,,R\R\\\\\3,,,R\ /#)r'rrrr))rrr+rrrv)r,s"r-r.r.sQ4S>" Dc3h( )   r/c^pV'dV\V4, pV'dV\RV44, pV'dV\\V44, pV^,#)u(Rough token estimate for a full chat-completions request. Includes the major payload buckets Hermes sends to providers: system prompt, conversation messages, and tool schemas. With 50+ tools enabled, schemas alone can add 20-30K tokens — a significant blind spot when only counting messages. c3J"TFp\\V44xK R#5irSrrs& r-r0estimate_request_tokens_rough..s=HS3s3x==Hr)rurr+)rrrrs&$$ r-estimate_request_tokens_roughrsSKs=)) s=H===  s3u:& ! r/c V^8dQh/^\9d\\,;R&^\9d,\\\\\3,3,;R&^\9d \ ;R&^\9d=\\\\\\\3,3,3,;R&^\9d\\\ 3,;R&^\9d\\\3,;R&#)r'r7rrrrr_)__conditional_annotations__ frozensetr+rrrm)r,s"r-r.r.s0  IcN 1|65tCc3h/05}~&%E%BJIS$sDcN/B*C%C DICD;:T#u*%5:EX$sCx.Yr/)r>ii}i>i@) rcontext_windowrhmax_position_embeddingsrir}max_sequence_length max_seq_len n_ctx_trainr)rmax_output_tokensrj) localhostz 127.0.0.1z::1z0.0.0.0)rPrQ)F)rFF)rFrFNrF)Ir__doc__rr&rRrpathlibrtypingrrrr urllib.parserrr0hermes_constantsr getLogger__name__rrr7compile IGNORECASEr8r=rrrrrrrJrrrrrnrJrPrUr_rerhr|rrrrrrrrrr!r*r3rArFrLrYr_rvrzr~rrrrrr.)rs@r-rs  ,,! 2   8 $ &/ 0 0 0( 0*3 05B 0  0 0" 0$- 0/; 0=H 0JT 0 0" 0$0 02< 0>G 0 0 0  0  0 2 0  0  0 0# 0%- 0/? 0 0 0( 0*2 04? 0 0 0 0& 0(. 00; 0=E 0GM 0 & jjLMM &465$%%GII8:#: /q1 / w /  /w// f/w/ V/ V/  g!/$6%/&6'/(v)/* T+/.//2 V3/6 F7/:v;/> 6 F vfFF!6f7GV]/b < 0DH $h$8$$ $ } $ M $9$i$"9$\$($%f$ $Y$ $  !$($:!H8v0  ==.,!+HXv5 C*8&Wt#>B$D -1 r/