PL j#dZddlmZddlZddlZddlZddlZddlZddlZddl Z ddl m Z ddl m Z ddl mZmZmZmZddlmZmZmZddlmZdd lmZdd lmZdd lmZmZmZm Z m!Z!dd l"m#Z#dd l$m%Z%ddl&m'Z'ddl(m)Z)m*Z*m+Z+ddl,m-Z-ddl.m/Z/ddl0m1Z1ddl2m3Z3m4Z4ddl5m6Z6ej7dZ8dZ9 djdkdhZ:digZ;dS)luQImplementation of :meth:`AIAgent.__init__` — extracted as a module function. ``AIAgent.__init__`` is one of the longest methods in the codebase (60+ parameters, ~1,400 lines of attribute initialization, provider auto-detection, credential resolution, context-engine bootstrap, etc.). Keeping it in ``run_agent.py`` bloats that file with code that's mostly "setup state, then forget". After this extraction the body lives here as ``init_agent(agent, ...)`` and :meth:`AIAgent.__init__` is a thin wrapper that calls ``init_agent(self, ...)``. All imports the body needs at module-load time are listed below; the body also performs many lazy imports inside its own scope that come along unchanged. Symbols that tests patch on ``run_agent.*`` (``OpenAI``, ``cleanup_vm``, etc.) are resolved through :func:`_ra` so the patch contract is preserved. ) annotationsN)datetime)Path)AnyDictListOptional)urlparseparse_qs urlunparse)ContextCompressor)IterationBudget)StreamingContextScrubber)MINIMUM_CONTEXT_LENGTHfetch_model_metadataget_model_context_lengthis_local_endpointquery_ollama_num_ctx)_install_safe_stdio)SubdirectoryHintTracker)StreamingThinkScrubber)ToolCallGuardrailConfigToolCallGuardrailControllerToolGuardrailDecision)cfg_get)get_provider_request_timeout)get_hermes_home)check_toolset_requirementsget_tool_definitions)base_url_host_matches run_agentcddl}|S)zLazy reference to ``run_agent`` so callers can patch ``run_agent.OpenAI`` / ``run_agent.cleanup_vm`` / ... and have those patches reach this code path. rNr!r#s 4/home/kuhnn/.hermes/hermes-agent/agent/agent_init.py_rar%As  Z?Fd base_urlstrapi_keyproviderapi_mode acp_commandacp_argslist[str] | Nonecommandargsmodelmax_iterationsint 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pd|jte|jddn?#tV$r2}tmjd|Yd}~nd}~wwxYwtAtojdpd|_!d|_"d|_#d|_$d|_%d|_&d|_'d|_(d|_)d|_*d|_+d|_,d |_-dv|_.d|_/d}t7|tr|rd }|Y t||_/nA#ttf$r+tmjd |YnwxYw|j/|jrta|jrv tc|j|j|jpd }|r|dkr||_/n?#tV$r2}tmjd |Yd}~nd}~wwxYw|j/rG|rE|C|j/|kr7tmjd|j/|||_/|j/r5|js.tmjd|j/|jso|rJt9d|jj2drdt|dzd|jj3drd3n#t9d|jj2drdd|_4|5|j}|j|j|j|j#te|dedt|j|jm|jnte|dd|jte|dh|jte|dedte|dc|j|j2|j3d|_6|j#dkr2|j67|j|j|jddSdS(a Initialize the AI Agent. Args: base_url (str): Base URL for the model API (optional) api_key (str): API key for authentication (optional, uses env var if not provided) provider (str): Provider identifier (optional; used for telemetry/routing hints) api_mode (str): API mode override: "chat_completions" or "codex_responses" model (str): Model name to use (default: "anthropic/claude-opus-4.6") max_iterations (int): Maximum number of tool calling iterations (default: 90) tool_delay (float): Delay between tool calls in seconds (default: 1.0) enabled_toolsets (List[str]): Only enable tools from these toolsets (optional) disabled_toolsets (List[str]): Disable tools from these toolsets (optional) save_trajectories (bool): Whether to save conversation trajectories to JSONL files (default: False) verbose_logging (bool): Enable verbose logging for debugging (default: False) quiet_mode (bool): Suppress progress output for clean CLI experience (default: False) ephemeral_system_prompt (str): System prompt used during agent execution but NOT saved to trajectories (optional) log_prefix_chars (int): Number of characters to show in log previews for tool calls/responses (default: 100) log_prefix (str): Prefix to add to all log messages for identification in parallel processing (default: "") providers_allowed (List[str]): OpenRouter providers to allow (optional) providers_ignored (List[str]): OpenRouter providers to ignore (optional) providers_order (List[str]): OpenRouter providers to try in order (optional) provider_sort (str): Sort providers by price/throughput/latency (optional) openrouter_min_coding_score (float): Coding-score floor (0.0-1.0) for the openrouter/pareto-code router. Only applied when model == "openrouter/pareto-code". None or empty = let OpenRouter pick the strongest available coder. session_id (str): Pre-generated session ID for logging (optional, auto-generated if not provided) tool_progress_callback (callable): Callback function(tool_name, args_preview) for progress notifications clarify_callback (callable): Callback function(question, choices) -> str for interactive user questions. Provided by the platform layer (CLI or gateway). If None, the clarify tool returns an error. max_tokens (int): Maximum tokens for model responses (optional, uses model default if not set) reasoning_config (Dict): OpenRouter reasoning configuration override (e.g. {"effort": "none"} to disable thinking). If None, defaults to {"enabled": True, "effort": "medium"} for OpenRouter. Set to disable/customize reasoning. prefill_messages (List[Dict]): Messages to prepend to conversation history as prefilled context. Useful for injecting a few-shot example or priming the model's response style. Example: [{"role": "user", "content": "Hi!"}, {"role": "assistant", "content": "Hello!"}] NOTE: Anthropic Sonnet 4.6+ and Opus 4.6+ reject a conversation that ends on an assistant-role message (400 error). For those models use structured outputs or output_config.format instead of a trailing-assistant prefill. platform (str): The interface platform the user is on (e.g. "cli", "telegram", "discord", "whatsapp"). Used to inject platform-specific formatting hints into the system prompt. skip_context_files (bool): If True, skip auto-injection of SOUL.md, AGENTS.md, and .cursorrules into the system prompt. Use this for batch processing and data generation to avoid polluting trajectories with user-specific persona or project instructions. load_soul_identity (bool): If True, still use ~/.hermes/SOUL.md as the primary identity even when skip_context_files=True. Project context files from the cwd remain skipped. N r'>codex_responsesbedrock_conversechat_completionscodex_app_serveranthropic_messagesz openai-codexry> xai-oauthxaiz chatgpt.comz/backend-api/codexzapi.x.air anthropiczapi.anthropic.comr}/z /anthropicbedrockzbedrock-runtime.z amazonaws.comrzr{r)_AGGREGATOR_PROVIDERSnormalize_model_for_providerz copilot-acpz acp://copilotz acp+tcp://)r1_transport_cache openrouterTzopenrouter-prewarm)targetdaemonnameF5m) load_configprompt_caching cache_ttl>1hr initializing) setup_loggingsetup_verbose_logging) hermes_homez=Verbose logging enabled (third-party library logs suppressed))build_anthropic_clientresolve_anthropic_token)build_anthropic_bedrock_clientzbedrock-runtime\.([a-z0-9-]+)\.z us-east-1zaws-sdku&🤖 AI Agent initialized with model: z& (AWS Bedrock + AnthropicBedrock SDK, ))_is_oauth_token)timeoutz (Anthropic native) u🔑 Using token: z... guardrailguardrail_identifierguardrail_version)guardrailIdentifierguardrailVersionstream_processing_modestreamProcessingModetracez + Guardrailsz (AWS Bedrock, )queryc&i|]\}}||dS)r).0kvs r$ zinit_agent..Ys/!!! $1Aqt!!!r&)r0r. default_query)r0r.rr6r7z openrouter.ai)build_or_headersdefault_headerszintegrate.api.nvidia.com)build_nvidia_nim_headerszapi.routermint.comzapi.githubcopilot.com)copilot_default_headersz api.kimi.comz User-Agentzclaude-code/0.1.0zportal.qwen.ai)_codex_cloudflare_headers)get_provider_profile)resolve_provider_clientauto)r8 raw_codex_custom_headers_default_headers>rcustomr_API_KEY)PROVIDER_REGISTRYcg|]C}t|t|d,|dA|DSr1r8 isinstancedictgetrfs r$ zinit_agent..s_'''"#)!T22'78uuZ7H7H'MNUUSZ^^''''r&r1r8r0key_env api_key_envr.)r8rexplicit_base_urlexplicit_api_keyz Provider 'z:' is set in config.yaml but no API key was found. 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'(uuZ'8'8! =>UU7^^! ! ! ! r&u🔄 Fallback model:  (u🔄 Fallback chain (z providers): u → c3>K|]}|dd|ddVdS)r8rr1rNrrs r$ zinit_agent..s;``Q!G*@@* @@@``````r&)r=r?rCc*h|]}|ddSfunctionrr)rtools r$ zinit_agent..+s"!S!S!St$z"26":!S!S!Sr&u🛠️ Loaded z tools: z, u ✅ Enabled toolsets: u ❌ Disabled toolsets: u@🛠️ No tools loaded (all tools filtered out or unavailable)cg|] \}}|| Srr)rr availables r$rzinit_agent..;s"ZZZyPYZZZZr&u=⚠️ Some tools may not work due to missing requirements: u📝 Trajectory saving enabled<u🔒 Ephemeral system prompt: 'z' (not saved to trajectories)znative AnthropiczAnthropic-compatible endpointzClaude via OpenRouteru💾 Prompt caching: ENABLED (z TTL)z %Y%m%d_%H%M%S_HERMES_SESSION_ID) _SESSION_IDsessions)parentsexist_oksession_z.jsonassistant_tool foreground)CheckpointManager)enabled max_snapshotsmax_total_size_mbmax_file_size_mb)r9r]r\) TodoStoretool_loop_guardrailsz&Tool loop guardrail config ignored: %sr-memorymemory_enableduser_profile_enablednudge_interval) MemoryStorememory_char_limitiuser_char_limiti_)rr) MemoryManager)load_memory_providercliprimary)rOrcr agent_context session_titlerdrerfrgrhrirj)get_active_profile_nameagent_identityhermesagent_workspacezMemory provider '%s' activatedz/Memory provider '%s' not found or not availablez&Memory provider plugin init failed: %sch|]@}t|t|didASrrrts r$rzinit_agent..T   !T"" EE*b ! ! % %f - -   r&rr)typerskillscreation_nudge_intervalagenttool_use_enforcementapi_max_retries compression thresholdg?) _compression_threshold_for_modelr>1yestrue target_ratiog?protect_last_nprotect_first_n auxiliary)defaultcontext_lengthr\uyInvalid model.max_tokens in config.yaml: %r — must be a positive integer (e.g. 4096). Falling back to provider default.u. ⚠ Invalid model.max_tokens in config.yaml: zO Must be a positive integer (e.g. 4096). Falling back to provider default. )fileuInvalid model.context_length in config.yaml: %r — must be a plain integer (e.g. 256000, not '256K'). Falling back to auto-detection.u2 ⚠ Invalid model.context_length in config.yaml: zf Must be a plain integer (e.g. 256000, not '256K'). Falling back to auto-detected context window. )get_compatible_custom_providerscustom_providers)"get_custom_provider_context_length)r8r.rmodelsuInvalid context_length for model %r in custom_providers: %r — must be a positive integer (e.g. 256000, not '256K'). Falling back to auto-detection.u& ⚠ Invalid context_length for model z in custom_providers: zi Must be a positive integer (e.g. 256000, not '256K'). Falling back to auto-detected context window. compressorcontextengine)load_context_enginez4Context engine load from plugins/context_engine/: %s)get_plugin_context_engineuEContext engine '%s' not found — falling back to built-in compressor)r)r.r0config_context_lengthr1r)r8rr.r0r1zUsing context engine: %s) r8threshold_percentrrsummary_target_ratiosummary_model_overriderCr.r0rr1r2)rzModel z has a context window of z$ tokens, which is below the minimum z9 required by Hermes Agent. Choose a model with at least izBK context, or set model.context_length in config.yaml to override.context_compressorch|]@}t|t|didASrrrs r$rzinit_agent..4rr&)rrcr8rz#Context engine on_session_start: %s TERMINAL_CWD) working_dirgunknownollama_num_ctxz'Invalid ollama_num_ctx config value: %r)r0z#Ollama num_ctx detection failed: %sz?Ollama num_ctx capped: %d -> %d (model.context_length override)zAOllama num_ctx: will request %d tokens (model max from /api/show)u📊 Context limit: z tokens (compress at r*z% = z# tokens (auto-compression disabled))r8r1r.r2r0 client_kwargsuse_prompt_cachinguse_native_cache_layoutcompressor_modelcompressor_base_urlcompressor_api_keycompressor_providercompressor_context_lengthcompressor_threshold_tokens)anthropic_api_keyanthropic_base_urlis_anthropic_oauthr(8rr8r9rror;r@rBrCrDrc_user_id _user_name_chat_id _chat_name _chat_type _thread_id_gateway_session_key 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