inventory_id: inventory-dev common_inventory: agent-test/inventory.yaml test_env: dev profile: dev-runtime-provider-pool last_updated_at: "2026-07-25" source: remote_runner: ssh: toki@toki-labs.com repo_root: /Users/toki/agent-work/iop-dev clean_sync: - git fetch origin main - git reset --hard origin/main - git clean -fd dirty_policy: discard compose: project_name: iop-dev-agent network: iop-dev-agent-net subnet: 10.89.1.0/24 env_file: .env.dev.example runtime_root: /Users/toki/agent-work/iop-dev services: - postgres - redis - control-plane - web - prometheus - grafana host_ports: web: 13001 control_plane_http: 18001 control_plane_client_ws: 19001 control_plane_edge_wire: 19002 edge_node_tcp_compose: 19003 postgres: 15401 redis: 16301 edge_metrics_native: 19101 control_plane_metrics: 19103 prometheus: 19111 grafana: 19121 observability: prometheus_config: configs/prometheus/prometheus.dev.yml control_plane_metrics_target: control-plane:9093 edge_metrics_target: host.docker.internal:19101 grafana_bind: 127.0.0.1 prometheus_bind: 127.0.0.1 edge: id: edge-toki-labs-dev config_path: build/dev-runtime/edge.yaml control_plane_http: http://127.0.0.1:18001 control_plane_status_url: http://127.0.0.1:18001/edges/edge-toki-labs-dev/status bootstrap_http_public: http://toki-labs.com:18082 openai_base_url_public: http://toki-labs.com:18083/v1 openai_base_url_runner: http://127.0.0.1:18083/v1 edge_node_tcp_public: toki-labs.com:18084 admin_addr_runner: 127.0.0.1:19093 build: binaries: edge: build/dev-runtime/bin/edge node_macos: build/dev-runtime/bin/iop-node node_linux_arm64: build/dev-runtime/bin/iop-node-linux-arm64 node_windows_amd64: build/dev-runtime/bin/iop-node-windows-amd64.exe model: alias: laguna-s:2.1 aliases: "qwen3.6:35b": status: active_edge_model_group display_name: Qwen 3.6 35B capacity_total: 2 providers: - id: mac-mlx-vllm served_model: mlx-community/Qwen3.6-35B-A3B-4bit "ornith:35b": status: active_edge_model_group display_name: Ornith 1.0 35B capacity_total: 4 providers: - id: onexplayer-lemonade served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M - id: rtx5090-lemonade served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M "laguna-s:2.1": observed_at: "2026-07-24" status: active_edge_model_group display_name: Poolside Laguna S 2.1 context_window: 262144 default_max_tokens: 65536 capacity_total: 4 providers: - id: gx10-vllm served_model: laguna-s:2.1 ornith-fast: observed_at: "2026-07-18" status: active_edge_model_group display_name: Ornith 1.0 35B Fast context_window: 262144 default_max_tokens: 32768 min_max_tokens: 16384 capacity_total: 1 capacity_accounting: independent_model_group_not_shared_with_ornith_35b providers: - id: rtx5090-lemonade served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M capacity: 1 priority: 0 rollout: candidate_validation_source_commit: cedb7fd41b94515765e20c3d9eaedf24fad7d2e0 config_check: passed refresh_dry_run: applied_without_restart refresh_apply: passed edge_process_restart: not_required_for_live_model_catalog_refresh node_process_restart: not_required_for_model_catalog_only_change changed_models: - ornith-fast models_endpoint: passed chat_completions_single: passed responses_single: passed connected_nodes: - mac-codex-node - gx10-vllm-node - onexplayer-lemonade-node - rtx5090-lemonade-node known_risk: ornith-fast and ornith:35b each admit against an independent model-group capacity counter, so one simultaneous request through each alias can target the same RTX5090 provider until provider-owned shared capacity is implemented. provider_capacity_total: 4 provider_capacity_status: verified_with_edge_routing_and_provider_metrics_2026_07_24 context_window: 262144 default_max_tokens: 65536 min_max_tokens: 0 default_thinking_token_budget: 0 qwen3_6_reference: alias: qwen3.6:35b status: registered_mac_mlx_only_after_ornith_replacement provider_capacity_total: 2 provider: mac-mlx-vllm served_model: mlx-community/Qwen3.6-35B-A3B-4bit context_window: 262144 default_max_tokens: 32768 min_max_tokens: 32768 active_edge_model_group: observed_at: "2026-07-24" id: laguna-s:2.1 display_name: Poolside Laguna S 2.1 status: active_iop_edge_group openai_base_url_public: http://toki-labs.com:18083/v1 context_window: 262144 default_max_tokens: 65536 min_max_tokens: 0 thinking_control: chat_template_kwargs.enable_thinking reasoning_history_policy: preserve_thinking_and_replay_reasoning provider_capacity_total: 4 providers: gx10-vllm: runtime_type: vllm endpoint: http://192.168.0.91:8001/v1 served_model: laguna-s:2.1 upstream_model: poolside/Laguna-S-2.1-NVFP4 upstream_url: https://huggingface.co/poolside/Laguna-S-2.1-NVFP4 upstream_revision: 07614121b31898586430f189d27a25a0be310843 draft_model: poolside/Laguna-S-2.1-DFlash-NVFP4 draft_revision: 723794750422b3efbf3a7b3af76dffb4ba035943 quantization: nvfp4 dtype: bfloat16 capacity: 4 priority: 1 long_context_capacity: 1 runtime_args: max_model_len: 262144 max_num_seqs: 4 gpu_memory_utilization: 0.70 enable_prefix_caching: true enable_auto_tool_choice: true tool_call_parser: poolside_v1 reasoning_parser: poolside_v1 chat_template: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" default_chat_template_kwargs: enable_thinking: true override_generation_config: temperature: 0.7 top_p: 0.95 speculative_config: model: poolside/Laguna-S-2.1-DFlash-NVFP4 num_speculative_tokens: 7 method: dflash observed_kv: available_kv_cache_memory_gib: 13.08 gpu_kv_cache_tokens: 373711 max_concurrency_for_262144_token_requests: 1.43 thinking_observation: parser_output_field: reasoning pi_accepted_fields: - reasoning_content - reasoning - reasoning_text stock_generation_prefix_closed_reasoning_immediately: true active_generation_prefix: "\n" simple_pi_high_reasoning_delta: passed simple_pi_off_reasoning_delta_absent: passed agentic_tool_request_reasoning_delta: passed pi_compat: thinking_format: chat-template enable_thinking_source: thinking.enabled preserve_thinking: true smoke: models_endpoint: passed direct_chat_completions: passed edge_chat_completions: passed pi_high_off_thinking_control: passed pi_agentic_tool_reasoning_stream: passed previous_ornith_group_observation: observed_at: "2026-07-18" id: ornith:35b display_name: Ornith 1.0 35B status: historical_replaced_on_gx10_by_laguna_s_2_1 openai_base_url_public: http://toki-labs.com:18083/v1 context_window: 262144 default_max_tokens: 32768 min_max_tokens: 16384 provider_capacity_total: 8 qwen_group_update: qwen3.6:35b remains registered with mac-mlx-vllm only; gx10-vllm, onexplayer-lemonade, and rtx5090-lemonade serve this Ornith group. providers: gx10-vllm: runtime_type: vllm endpoint: http://192.168.0.91:8001/v1 served_model: ornith:35b upstream_model: deepreinforce-ai/Ornith-1.0-35B-FP8 upstream_url: https://huggingface.co/deepreinforce-ai/Ornith-1.0-35B-FP8 upstream_revision: 1ab57ce0b44950e498a88756f40ad1ed4d0f30ca quantization: fp8 dtype: bfloat16 capacity: 4 priority: 1 total_context_tokens: 1048576 long_context_capacity: 4 runtime_args: max_model_len: 262144 max_num_seqs: 4 gpu_memory_utilization: 0.50 enable_prefix_caching: true enable_auto_tool_choice: true tool_call_parser: qwen3_xml reasoning_parser: qwen3 trust_remote_code: true language_model_only: true override_generation_config: temperature: 0.6 top_p: 0.95 top_k: 20 observed_kv: available_kv_cache_memory_gib: 20.79 gpu_kv_cache_tokens: 1060912 max_concurrency_for_262144_token_requests: 4.05 onexplayer-lemonade: runtime_type: lemonade endpoint: http://192.168.0.59:13305/v1 served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M response_model: ornith-1.0-35b-Q5_K_M.gguf upstream_model: LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 upstream_url: https://huggingface.co/LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 upstream_revision: c50d5d4407f70e43208dee836c66bb8a05c1be91 quantization: Q5_K_M capacity: 3 priority: 2 total_context_tokens: 524288 long_context_capacity: 2 runtime_args: ctx_size: 524288 llamacpp_backend: vulkan llamacpp_args: "--spec-type none -cb -fa on -b 4096 -ub 1024 --kv-unified --temp 0.6 --top-p 0.95 --top-k 20" fixed_parallel_slots_removed: true observed_total_slots: 4 observed_slot_n_ctx: 262144 rtx5090-lemonade: runtime_type: lemonade endpoint: http://192.168.0.111:13305/v1 served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M response_model: ornith-1.0-35b-Q5_K_M.gguf upstream_model: LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 upstream_url: https://huggingface.co/LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 upstream_revision: c50d5d4407f70e43208dee836c66bb8a05c1be91 quantization: Q5_K_M capacity: 1 priority: 0 total_context_tokens: 262144 long_context_capacity: 1 runtime_args: ctx_size: 262144 llamacpp_backend: cuda llamacpp_args: "--spec-type none -np 1 -cb -fa on -b 512 -ub 256 --kv-unified -ctk q8_0 -ctv q8_0 --temp 0.6 --top-p 0.95 --top-k 20" observed_total_slots: 1 observed_slot_n_ctx: 262144 smoke: observed_at: "2026-07-18" direct_tool_choice_auto: passed edge_chat_completions_routed: passed isolated_alias_http_status: 200 isolated_alias_elapsed_sec: 0.320 active_alias_estimated_input_tokens: 49306 active_alias_edge_elapsed_sec: 15.414 active_alias_lemonade_input_tokens: 60071 active_alias_lemonade_output_tokens: 89 active_alias_time_to_first_token_sec: 14.664143 active_alias_generation_tokens_per_sec: 174.713 concurrency_one_enforced: true overlapping_requests_routed_to_other_providers: 2 priority_rollout: observed_at: "2026-07-19" config_check: passed refresh_dry_run: applied_without_restart refresh_apply: passed restart_required: false node_results: mac-codex-node: applied gx10-vllm-node: applied onexplayer-lemonade-node: applied rtx5090-lemonade-node: applied providers: rtx5090-lemonade: 0 gx10-vllm: 1 onexplayer-lemonade: 2 smoke: models_endpoint: passed chat_completions_single: endpoint: /v1/chat/completions request_model: ornith:35b prompt: "2+2? Answer only the number." result: passed content: "4" elapsed_sec: 3.32 completion_tokens: 127 responses_single: endpoint: /v1/responses request_model: ornith:35b prompt: "2+2? Answer only the number." result: passed output_text: "4" elapsed_sec: 4.58 completion_tokens: 1 chat_completions_capacity: endpoint: /v1/chat/completions concurrent_requests: 8 success_count: 8 failure_count: 0 wall_sec: 63.97 peak_total_in_flight: 7 peak_total_queued: 2 provider_peaks: gx10-vllm: capacity: 4 max_in_flight: 4 max_queued: 1 onexplayer-lemonade: capacity: 3 max_in_flight: 3 max_queued: 1 mac-mlx-vllm: capacity: 2 max_in_flight: 0 max_queued: 0 direct_throughput_benchmarks: observed_at: "2026-07-12" benchmark_shape: direct provider OpenAI-compatible /v1/chat/completions, max_tokens=1024, temperature=0, same long-list prompt, completion_tokens divided by wall time benchmark_scope_note: throughput-only benchmark; all measured requests filled the 1024-token output budget and ended with finish_reason=length, so this is not a final-answer quality smoke. latest_concurrency_1_comparison: observed_at: "2026-07-18" execution_mode: sequential direct-provider requests with one active request per provider endpoint: /v1/chat/completions prompt_tokens: 48 request_max_tokens: 1024 temperature: 0 thinking_enabled: false metric: completion_tokens divided by total HTTP response time metric_scope: end-to-end throughput including network and time-to-first-response; Lemonade server decode timing is recorded separately when present target_resolution: current dev has no RTX4090 node; the comparison target is the newly added rtx5090-lemonade node edge_action: no config refresh, process restart, or route mutation common_result: http_status: 200 completion_tokens: 1024 finish_reason: length providers: gx10-vllm: engine: vllm quantization: fp8 elapsed_sec: 26.241519 end_to_end_tok_s: 39.022 server_decode_tok_s: null onexplayer-lemonade: engine: lemonade_llamacpp_vulkan quantization: Q5_K_M elapsed_sec: 30.315311 end_to_end_tok_s: 33.778 server_decode_tok_s: 48.10214038553302 rtx5090-lemonade: engine: lemonade_llamacpp_cuda quantization: Q5_K_M elapsed_sec: 5.092999 end_to_end_tok_s: 201.060 server_decode_tok_s: 245.83231403349612 relative_end_to_end: rtx5090_vs_gx10: 5.15 rtx5090_vs_onexplayer: 5.95 gx10_vs_onexplayer: 1.16 post_condition: edge_nodes_connected: - mac-codex-node - gx10-vllm-node - onexplayer-lemonade-node - rtx5090-lemonade-node rtx5090_capacity: 1 rtx5090_priority: 3 gx10-vllm: endpoint: http://192.168.0.91:8001/v1 model: ornith:35b engine: vllm quantization: fp8 results: concurrency_1: success_count: 1 failure_count: 0 avg_per_call_tok_s: 38.80 aggregate_tok_s: 38.80 wall_sec: 26.39 total_completion_tokens: 1024 concurrency_2: success_count: 2 failure_count: 0 avg_per_call_tok_s: 36.95 aggregate_tok_s: 73.87 wall_sec: 27.72 total_completion_tokens: 2048 concurrency_3: success_count: 3 failure_count: 0 avg_per_call_tok_s: 28.24 aggregate_tok_s: 84.68 wall_sec: 36.28 total_completion_tokens: 3072 concurrency_4: success_count: 4 failure_count: 0 avg_per_call_tok_s: 31.46 aggregate_tok_s: 125.77 wall_sec: 32.57 total_completion_tokens: 4096 onexplayer-lemonade: endpoint: http://192.168.0.59:13305/v1 model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M response_model: ornith-1.0-35b-Q5_K_M.gguf engine: lemonade_llamacpp_vulkan quantization: Q5_K_M results: concurrency_1: success_count: 1 failure_count: 0 avg_per_call_tok_s: 45.07 aggregate_tok_s: 45.07 wall_sec: 22.72 total_completion_tokens: 1024 concurrency_2: success_count: 2 failure_count: 0 avg_per_call_tok_s: 34.34 aggregate_tok_s: 68.67 wall_sec: 29.82 total_completion_tokens: 2048 concurrency_3: success_count: 3 failure_count: 0 avg_per_call_tok_s: 23.27 aggregate_tok_s: 69.81 wall_sec: 44.01 total_completion_tokens: 3072 reasoning_policy: model_native_thinking laguna_official_sampling: source: https://huggingface.co/poolside/Laguna-S-2.1 source_section: vLLM and Controlling reasoning temperature: 0.7 top_p: 0.95 top_k: 20 top_k_source: model_generation_config precedence: caller-explicit sampling parameters override provider defaults rollout_observed_at: "2026-07-24" providers: gx10-vllm: status: applied mechanism: vllm --override-generation-config plus model generation_config thinking_control: --default-chat-template-kwargs enable_thinking=true chat_template: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" reasoning_parser: poolside_v1 tool_call_parser: poolside_v1 reasoning_output_field: reasoning validation: simple_no_tool_request: result: passed_with_reasoning_delta note: The stock generation prefix emitted the closing think tag immediately. The active local template adds a newline after the opening think tag, and Pi high now emits thinking events while Pi off emits none. pi_agentic_tool_request: result: passed reasoning_delta: present tool_call: passed reasoning_after_tool_result: present final_text: present pi_thinking_control: thinking_format: chat-template enable_thinking_source: thinking.enabled preserve_thinking: true previous_ornith_official_sampling_observation: status: historical_gx10_replaced_by_laguna_s_2_1 source: https://huggingface.co/deepreinforce-ai/Ornith-1.0-35B source_section: Quickstart and Chat Completions API examples temperature: 0.6 top_p: 0.95 top_k: 20 repeat_penalty: not_set_by_official_example precedence: caller-explicit sampling parameters override provider defaults language_control_note: sampling does not force reasoning language; use the short prompt "Think in English. Final in Korean." and validate reasoning/final separately rollout_observed_at: "2026-07-23" providers: gx10-vllm: status: applied mechanism: vllm --override-generation-config onexplayer-lemonade: status: applied mechanism: saved Lemonade recipe_options llamacpp_args and run-onex-runtime.ps1 reload baseline rtx5090-lemonade: status: applied mechanism: saved Lemonade recipe_options llamacpp_args validation: prompt: "Think in English. Final in Korean. What is 2+2?" max_tokens: 1024 gx10_vllm_direct: result: passed finish_reason: stop reasoning_language: english_with_korean_answer_candidates_quoted final_content: "4입니다." onexplayer_lemonade_direct: result: passed finish_reason: stop reasoning_language: english_with_korean_answer_candidates_quoted final_content: "4입니다." rtx5090_lemonade_direct: result: passed finish_reason: stop reasoning_language: english_with_korean_answer_candidates_quoted final_content: "2 + 2 = 4입니다." edge_ornith_group: result: passed finish_reason: stop reasoning_language: english_with_korean_answer_candidates_quoted final_content: "4" strict_language_isolation: not_guaranteed_by_sampling_or_short_prompt short_prompt_comparison: recommended: "Think in English. Final in Korean." result: GX10, OneXPlayer, and RTX5090 returned finish_reason=stop with Korean final content avoid: literal think tags and longer no-quote prohibitions avoid_reason: compared variants leaked reasoning into final content or ended with finish_reason=length full_capacity_smoke: scope: full Ornith capacity is GX10 4 plus OneXPlayer 3 plus RTX5090 1 concurrent_requests: 9 chat_completions: http_200: 9 peak_in_flight: 8 peak_queued: 3 gx10_peak_in_flight: 4 onexplayer_peak_in_flight: 3 rtx5090_peak_in_flight: 1 recovered_to_zero: true responses: http_200: 9 peak_in_flight: 8 peak_queued: 3 gx10_peak_in_flight: 4 onexplayer_peak_in_flight: 3 rtx5090_peak_in_flight: 1 recovered_to_zero: true agent_tooling_policy: runtime_profile: provider_family_specific mac_vllm_mlx: tool_call_parser: qwen reasoning_parser: qwen3 default_chat_template_kwargs: enable_thinking: true gx10_vllm: model: laguna-s:2.1 tool_call_parser: poolside_v1 reasoning_parser: poolside_v1 chat_template_host_path: /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja chat_template_container_path: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" default_chat_template_kwargs: enable_thinking: true pi_chat_template_kwargs: enable_thinking: source: thinking.enabled preserve_thinking: true tool_call_parser_status: Pi read-tool multi-turn smoke passed with reasoning before the tool call and after the tool result separation_note: Keep Laguna poolside_v1, Qwen qwen/qwen3, and dev-corp Gemma parser/template profiles separate. pi_agent_profile: observed_at: "2026-07-24" config_scope: host_local_pi_agent config_dir: /config/.pi/agent current_default_provider: iop current_default_model: laguna-s:2.1 current_default_thinking_level: high current_default_api: openai-completions current_default_base_url: http://toki-labs.com:18083/v1 current_default_auth_header: true sampling_policy: explicit_parameters: false source: dev_laguna_provider_defaults provider_default: temperature: 0.7 top_p: 0.95 top_k: 20 omitted_fields: - temperature - top_p - top_k - repeat_penalty note: Pi omits these fields and the selected GX10 Laguna provider applies the model baseline. api_key_value_tracked: false endpoint_policy: current default Pi route is IOP Edge provider iop with model laguna-s:2.1. Pi does not bypass Edge to the GX10 vLLM endpoint. local_pi_providers_at_observation: - iop direct_providers_removed_at_observation: - iop-gemma - ornith-direct - ornith-lemonade iop_provider_models_at_observation: - qwen3.6:35b - ornith:35b - ornith-fast - laguna-s:2.1 pi_model_parameters: provider: iop model_id: laguna-s:2.1 display_name: IOP Poolside Laguna S 2.1 api: openai-completions context_window: 262144 max_tokens: 65536 reasoning: true thinking_level: high thinking_format: chat-template enable_thinking_source: thinking.enabled preserve_thinking: true current_laguna_parameter_alignment: model_alias: laguna-s:2.1 pi_context_window: 262144 edge_context_window: 262144 pi_max_tokens: 65536 edge_default_max_tokens: 65536 pi_output_budget_within_edge_limit: true edge_model_group_registered: true edge_group_min_max_tokens: 0 gx10_edge_capacity: 4 gx10_long_context_capacity: 1 reasoning_parser: poolside_v1 tool_call_parser: poolside_v1 quantization: nvfp4 dflash_speculative_tokens: 7 chat_template_container_path: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" note: The active GX10 runtime uses the official Laguna S 2.1 NVFP4 checkpoint and quantization-matched DFlash NVFP4 draft. Its local chat-template override adds a newline after the generation-prefix think tag so enabled requests do not immediately emit the closing think tag. qwen_runtime_parameter_alignment: alignment_policy: Pi model parameters must be kept in sync with the Edge model catalog and each provider runtime profile. Do not optimize or debug Pi behavior from the endpoint URL alone; verify the alias-to-served-model mapping, context window, max token budget, thinking/reasoning parser, chat template kwargs, and provider capacity/sequence limits together. common_requirements: model_alias: qwen3.6:35b pi_context_window: 262144 edge_context_window: 262144 pi_max_tokens: 32768 edge_default_max_tokens: 32768 edge_min_max_tokens: 32768 pi_reasoning: true edge_reasoning_policy: model_native_thinking required_template_policy: Qwen providers keep default_chat_template_kwargs.enable_thinking=true required_reasoning_parser: qwen3 engine_matrix: previous_gx10-vllm: status: historical_replaced_by_laguna_s_2_1 runtime_type: vllm served_model: nvidia/Qwen3.6-35B-A3B-NVFP4 context_match: pi contextWindow 262144 maps to vLLM max_model_len 262144 output_budget_match: pi maxTokens 32768 maps to provider default_max_tokens 32768 thinking_match: pi reasoning=true and thinking_level=high map to reasoning_parser=qwen3 and default_chat_template_kwargs.enable_thinking=true concurrency_match: provider capacity 4 maps to runtime max_num_seqs 4 tool_parser_profile: qwen3_xml mac-mlx-vllm: runtime_type: vllm-mlx served_model: mlx-community/Qwen3.6-35B-A3B-4bit context_match: pi contextWindow 262144 maps to vLLM-MLX max_request_tokens 262144 and max_kv_size 262144 output_budget_match: pi maxTokens 32768 maps to provider default_max_tokens 32768 thinking_match: pi reasoning=true and thinking_level=high map to reasoning_parser=qwen3 and default_chat_template_kwargs.enable_thinking=true concurrency_match: provider capacity 2 maps to runtime max_num_seqs 2 tool_parser_profile: qwen onexplayer-lemonade: runtime_type: lemonade served_model: Qwen3.6-35B-A3B-MTP-GGUF current_runtime_override_2026_07_12: OneXPlayer Lemonade was switched to Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M for direct Ornith validation; it is not a valid Qwen provider-pool member until Edge provider config is updated. context_match: Qwen should use the same Lemonade unified KV profile when re-enabled; keep total ctx_size 524288, omit -np, and pass --kv-unified to avoid the prior fixed 174848-token slot partitioning. output_budget_match: pi maxTokens 32768 maps to load default_max_tokens 32768 thinking_match: pi reasoning=true and thinking_level=high uses model-native thinking; Lemonade load keeps MTP disabled and tool_choice_auto_verified=true concurrency_match: provider capacity remains capped at 3 for IOP admission; with unified KV, Lemonade auto slots may report 4 runtime slots, so Edge admission must remain the concurrency guard. tool_parser_profile: lemonade_qwen_tool_choice_auto_verified qwen_reenable_profile: status: applicable_not_reloaded_while_ornith_q5_is_active ctx_size: 524288 llamacpp_args: "--spec-type none -cb -fa on -b 4096 -ub 1024 --kv-unified" removed_args: "-np 3" expected_slot_n_ctx: 262144 expected_capacity: 3 expected_long_context_capacity: 2 validation_basis: Same Lemonade llama.cpp backend and current Ornith Q5 runtime validated --kv-unified with auto slots reporting n_ctx 262144; Qwen still needs smoke validation after it is reloaded. separation_note: These alignment rules are for the dev Qwen3.6 provider pool only. Gemma4 and DiffusionGemma use separate provider/model profiles and must not inherit Qwen parser/template/context assumptions. provider_passthrough: default: pure_passthrough selector: none; request model/provider capability determines passthrough vs normalized execution verification: Chat Completions streaming probe returned HTTP 200 through the provider tunnel with provider body preserved and no IOP response envelope injected. previous_qwen_provider_pool_routing: status: historical_gx10_and_onexplayer_no_longer_in_qwen_group observed_at: "2026-07-09" caller_shape: Pi-compatible OpenAI Chat Completions streaming requests to provider/model iop/qwen3.6:35b concurrent_requests: 10 peak_total_in_flight: 9 peak_total_queued_snapshot_units: 3 final_recovery: in_flight_0_queued_0 provider_peaks: gx10-vllm: runtime_type: vllm served_model: nvidia/Qwen3.6-35B-A3B-NVFP4 capacity: 4 max_in_flight: 4 max_queued: 1 mac-mlx-vllm: runtime_type: vllm-mlx served_model: mlx-community/Qwen3.6-35B-A3B-4bit capacity: 2 max_in_flight: 2 max_queued: 1 onexplayer-lemonade: runtime_type: lemonade served_model: Qwen3.6-35B-A3B-MTP-GGUF capacity: 3 max_in_flight: 3 max_queued: 1 non_default_local_provider: provider: iop-gemma status: removed_from_pi_models_json_2026_07_12 api: openai-completions base_url: http://192.168.0.91:8002/v1 served_model: nvidia/diffusiongemma-26B-A4B-it-NVFP4 reasoning: false current_runtime_status: stopped_2026_07_12_endpoint_now_serves_laguna_s_2_1 spark_laguna_direct_profile: observed_at: "2026-07-24" provider: gx10-vllm status: active_through_iop_edge family: poolside_laguna api: openai-completions base_url: http://192.168.0.91:8001/v1 model_id: laguna-s:2.1 display_name: Poolside Laguna S 2.1 NVFP4 context_window: 262144 max_tokens: 65536 reasoning: true endpoint_policy: Pi connects through IOP Edge under laguna-s:2.1 and does not use the direct GX10 endpoint. api_key_value_tracked: false pi_current_default_at_observation: default_provider: iop default_model: laguna-s:2.1 default_api: openai-completions default_base_url: http://toki-labs.com:18083/v1 default_thinking_level: high thinking_format: chat-template enable_thinking_source: thinking.enabled preserve_thinking: true runtime_summary: host: toki@192.168.0.91 container_name: iop-vllm-laguna-s21 docker_image: iop-vllm-laguna-s21:v0.25.1-cu130 docker_image_id: sha256:4eb2bb71c0ffc6ceb54dd3381030169f5e24ac1477fb1faa1ba90e57e6996331 vllm_version: 0.25.1 torch_version: 2.11.0+cu130 transformers_version: 5.12.1 compressed_tensors_version: 0.17.0 flashinfer_python_version: 0.6.15.dev20260712 gpu: NVIDIA GB10 endpoint: http://192.168.0.91:8001/v1 hf_model: poolside/Laguna-S-2.1-NVFP4 hf_url: https://huggingface.co/poolside/Laguna-S-2.1-NVFP4 hf_revision: 07614121b31898586430f189d27a25a0be310843 hf_cache_snapshot_path: /models/.cache/huggingface/hub/models--poolside--Laguna-S-2.1-NVFP4/snapshots/07614121b31898586430f189d27a25a0be310843 draft_model: poolside/Laguna-S-2.1-DFlash-NVFP4 draft_url: https://huggingface.co/poolside/Laguna-S-2.1-DFlash-NVFP4 draft_revision: 723794750422b3efbf3a7b3af76dffb4ba035943 served_model_name: laguna-s:2.1 quantization: nvfp4 vllm_quantization_backend: compressed-tensors dtype: bfloat16 max_model_len: 262144 max_num_seqs: 4 gpu_memory_utilization: 0.70 enable_prefix_caching: true enable_chunked_prefill: true enable_auto_tool_choice: true tool_call_parser: poolside_v1 reasoning_parser: poolside_v1 chat_template_host_path: /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja chat_template_container_path: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" default_chat_template_kwargs: enable_thinking: true generation_config_override: temperature: 0.7 top_p: 0.95 speculative_config: method: dflash num_speculative_tokens: 7 model: poolside/Laguna-S-2.1-DFlash-NVFP4 attention_backend: FLASHINFER kv_cache_dtype: float8_e4m3fn available_kv_cache_memory_gib: 13.08 gpu_kv_cache_tokens: 373711 max_concurrency_for_262144_token_requests: 1.43 docker_runtime: recreated_at: "2026-07-24" host_port: 8001 container_port: 8000 network_mode: bridge ipc_mode: host restart_policy: "no" bind_mounts: /home/toki/Data/models: /models /home/toki/Data/vllm/cache/laguna-s21: /root/.cache /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja: /run/iop/laguna-s-2.1-thinking.jinja smoke: direct_models: passed direct_chat_completions: passed edge_chat_completions: passed pi_agentic_tool_reasoning_stream: passed reasoning_field: reasoning pi_high_result: thinking_start, thinking_delta, and thinking_end observed pi_off_result: no thinking event and final text observed simple_no_tool_reasoning_note: The previous stock generation prefix closed the think block immediately. The current local template uses a trailing newline and a simple Pi high request emits a non-empty thinking block. previous_spark_ornith_direct_profile: observed_at: "2026-07-12" provider: ornith-direct status: historical_runtime_replaced_by_laguna_s_2_1 family: spark_ornith api: openai-completions base_url: http://192.168.0.91:8001/v1 model_id: ornith:35b display_name: Ornith 1.0 35B FP8 Direct vLLM context_window: 262144 max_tokens: 32768 reasoning: true endpoint_policy: Historical observation only. The endpoint now serves laguna-s:2.1 through IOP Edge. api_key_value_tracked: false pi_current_default_at_observation: default_provider: iop default_model: ornith:35b default_api: openai-completions default_base_url: http://toki-labs.com:18083/v1 qwen_parameter_alignment: pi_context_window: 262144 pi_max_tokens: 32768 context_match: matches the dev Qwen Pi contextWindow and vLLM max_model_len value output_budget_match: matches the dev Qwen Pi maxTokens/default_max_tokens value runtime_summary: host: toki@192.168.0.91 container_name: iop-vllm-ornith35b-fp8 docker_image: vllm/vllm-openai:nightly-aarch64 docker_image_id: sha256:a720df3e84a89d7db47a3b7a0511cb5b312e203fc4956f7493df248299267a6f vllm_image_tag_env: vllm/vllm-openai:nightly-a346d589f5932d4234bf5bf8718f10e26d187021 vllm_version: 0.23.1rc1.dev223+ga346d589f vllm_build_commit: a346d589f5932d4234bf5bf8718f10e26d187021 vllm_build_url: https://buildkite.com/vllm/release-v2/builds/2923 torch_version: 2.11.0+cu130 transformers_version: 5.12.1 compressed_tensors_version: 0.17.0 flashinfer_python_version: 0.6.12 cuda_version_env: 13.0.2 gpu: NVIDIA GB10 nvidia_driver_version: 580.126.09 endpoint: http://192.168.0.91:8001/v1 hf_model: deepreinforce-ai/Ornith-1.0-35B-FP8 hf_url: https://huggingface.co/deepreinforce-ai/Ornith-1.0-35B-FP8 hf_revision: 1ab57ce0b44950e498a88756f40ad1ed4d0f30ca hf_ref: main revision_argument: not_set_uses_repo_default_main_at_container_start tokenizer_revision_argument: not_set_uses_model_revision hf_home: /models/.cache/huggingface hf_cache_snapshot_path: /models/.cache/huggingface/hub/models--deepreinforce-ai--Ornith-1.0-35B-FP8/snapshots/1ab57ce0b44950e498a88756f40ad1ed4d0f30ca served_model_name: ornith:35b openai_models_root: deepreinforce-ai/Ornith-1.0-35B-FP8 openai_models_max_model_len: 262144 quantization: fp8 vllm_quantization_backend: compressed-tensors model_type: qwen3_5_moe model_architecture: Qwen3_5MoeForConditionalGeneration quantization_config_source: model config.json compressed-tensors W8A8 FP8, weight channel strategy, input activation token strategy, linear_attn/embed/lm_head/shared gates ignored dtype: bfloat16 max_model_len: 262144 max_num_seqs: 4 max_num_batched_tokens: vllm_default_not_overridden gpu_memory_utilization: 0.50 enable_prefix_caching: true enable_chunked_prefill: true async_scheduling: true tensor_parallel_size: 1 pipeline_parallel_size: 1 data_parallel_size: 1 load_format: auto download_dir: null kv_cache_dtype: auto enforce_eager: false seed: 0 enable_auto_tool_choice: true tool_call_parser: qwen3_xml reasoning_parser: qwen3 reasoning_parser_enable_in_reasoning: false trust_remote_code: true language_model_only: true attention_backend: FLASH_ATTN sampling_backend: FlashInfer top-p/top-k fp8_linear_kernel: CutlassFP8ScaledMMLinearKernel for CompressedTensorsW8A8Fp8 fp8_moe_backend: TRITON generation_config_override: temperature: 0.6 top_k: 20 top_p: 0.95 eos_token_id: - 248046 - 248044 bos_token_id: 248044 docker_runtime: created_at: "2026-07-12T08:41:04Z" entrypoint: - vllm - serve container_port: 8000 host_port: 8001 network_mode: bridge ipc_mode: private shm_size_bytes: 67108864 restart_policy: "no" gpu_device_request: all bind_mounts: /home/toki/Data/models: /models /home/toki/Data/vllm/templates: /templates model_load_memory_gib: 34.43 model_load_seconds: 196.929359 weight_download_seconds: not_observed_cache_hit_restart cuda_graph_memory_estimated_gib: 0.13 cuda_graph_pool_memory_actual_gib: 0.07 available_kv_cache_memory_gib: 20.79 gpu_kv_cache_tokens: 1060912 max_concurrency_for_262144_token_requests: 4.05 startup_warnings: - vLLM command does not pin --revision; the recorded hf_revision is the downloaded snapshot observed in cache. - Prefix caching in Mamba cache align mode is experimental for this architecture. - Default MoE config for NVIDIA_GB10 FP8 was not found; vLLM used default MoE config, which may affect performance. - Model generation_config overrides vLLM defaults unless callers provide sampling params or vLLM is relaunched with --generation-config vllm. official_4bit_gguf_status: hf_model: deepreinforce-ai/Ornith-1.0-35B-GGUF hf_url: https://huggingface.co/deepreinforce-ai/Ornith-1.0-35B-GGUF hf_revision: c2e1703039380de4ce6820e97afd185682d3c16c hf_ref: main hf_cache_snapshot_path: /models/.cache/huggingface/hub/models--deepreinforce-ai--Ornith-1.0-35B-GGUF/snapshots/c2e1703039380de4ce6820e97afd185682d3c16c file: ornith-1.0-35b-Q4_K_M.gguf status: not_active reason: current vLLM GGUF plugin path exposed /v1/models but failed semantic generation smoke; active working runtime uses the official FP8 vLLM model instead. smoke: english_final_answer: passed korean_final_answer: passed pi_direct_cli: passed output_throughput: method: completion_tokens divided by end-to-end request wall time, max_tokens=768 average_completion_tok_s: 29.8 run_completion_tok_s: - 29.65 - 30.62 - 29.15 note: vLLM logs showed aggregate generation throughput around 50-61 tok/s with two running requests. ornith_lemonade_direct_profile: observed_at: "2026-07-12" provider: ornith-lemonade status: removed_from_pi_models_json_2026_07_12_runtime_still_active_as_onexplayer_iop_ornith_provider family: spark_ornith api: openai-completions base_url: http://192.168.0.59:13305/v1 model_id: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M display_name: Ornith 1.0 35B Q5 Direct Lemonade context_window: 262144 max_tokens: 32768 reasoning: true config_file: /config/.pi/agent/models.json default_profile_changed: true pi_default_provider_after_add: iop pi_default_model_after_add: ornith:35b endpoint_policy: Pi no longer connects directly to the OneXPlayer Lemonade OpenAI-compatible endpoint. This runtime remains reachable through IOP Edge under ornith:35b. api_key_value_tracked: false runtime_alignment: lemonade_runtime_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M lemonade_response_model: ornith-1.0-35b-Q5_K_M.gguf quantization: Q5_K_M ctx_size: 524288 kv_policy: unified_kv_with_np_omitted observed_slot_n_ctx: 262144 iop_capacity_guard: 3 long_context_capacity: 2 smoke: endpoint_direct_chat_completions: passed request_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M response_model: ornith-1.0-35b-Q5_K_M.gguf finish_reason: stop content: "4" completion_tokens: 2 separation_note: The host Pi default is Laguna S 2.1 through IOP Edge. Keep Laguna, Qwen, Ornith, and dev-corp Gemma parser/template/runtime settings separate. content_completion_policy: enforce_min_max_tokens: true reason: prevent reasoning-only completions from exhausting caller max_tokens before final content dispatch_policy: capacity_gate: providers at or above capacity are excluded from dispatch candidates selection_order: lower in_flight level wins among providers with available capacity same_in_flight_tiebreak: lower numeric priority first, then deterministic rotation capacity_smoke: model: laguna-s:2.1 endpoints: - /v1/responses - /v1/chat/completions concurrent_requests: 4 expected_total_in_flight: 4 expected_min_queued: 0 capacity_plus_one_concurrent_requests: 5 capacity_plus_one_expected_total_in_flight: 4 capacity_plus_one_expected_min_queued: 1 extended_concurrent_requests: 8 extended_expected_min_queued: 4 prompt_policy: long_reasoning_allowed exact_output_match: false latest_provider_snapshot: observed_at: "2026-07-24" total_capacity: 10 all_nodes_connected: true providers: gx10-vllm: capacity: 4 priority: 1 in_flight: 0 queued: 0 long_context_capacity: 1 health: healthy served_model: laguna-s:2.1 mac-mlx-vllm: capacity: 2 priority: 2 in_flight: 0 queued: 0 long_context_capacity: 1 health: healthy served_model: mlx-community/Qwen3.6-35B-A3B-4bit onexplayer-lemonade: capacity: 3 priority: 2 in_flight: 0 queued: 0 long_context_capacity: 2 health: healthy served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M rtx5090-lemonade: capacity: 1 priority: 0 in_flight: 0 queued: 0 long_context_capacity: 1 health: healthy served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M laguna_agent_tool_smoke: observed_at: "2026-07-24" model: laguna-s:2.1 request_shape: Pi openai-completions streaming with read tool result: passed reasoning_before_tool_call: present tool_call: passed reasoning_after_tool_result: present final_content: present provider_reasoning_field: reasoning pi_event: thinking_delta previous_openai_tool_call_smoke: status: historical_qwen_provider_pool_observation observed_at: "2026-07-08" request_shape: tools_plus_tool_choice_auto direct_provider_expected: http_status: 200 minimum_tool_calls: 1 direct_provider_result: gx10-vllm: http_status: 200 tool_calls: 1 mac-mlx-vllm: http_status: 200 tool_calls: 1 onexplayer-lemonade: http_status: 200 tool_calls: 1 edge_concurrency_result: endpoint: /v1/chat/completions concurrent_requests: 10 success_count: 10 failure_count: 0 tool_call_response_count: 10 finish_reason_tool_calls: 10 peak_total_in_flight: 9 peak_total_queued: 3 provider_result_counts: gx10-vllm: 5 onexplayer-lemonade: 3 mac-mlx-vllm: 2 provider_peaks: gx10-vllm: max_in_flight: 4 max_queued: 1 onexplayer-lemonade: max_in_flight: 3 max_queued: 1 mac-mlx-vllm: max_in_flight: 2 max_queued: 1 final_content_smoke: model: laguna-s:2.1 endpoint: /v1/chat/completions concurrent_requests: 5 current_capacity_total: 4 expected_peak_total_in_flight: 4 expected_min_queued: 1 request_max_tokens: 65536 effective_min_max_tokens: 65536 include_reasoning: true expected_success_count: 5 expected_finish_reason: stop expected_final_marker: true expected_empty_content: 0 expected_iop_notice: 0 previous_observed_at: "2026-07-04" previous_observed_capacity_total: 10 previous_observed_result: http_ok: 10 success_count: 10 failure_count: 0 finish_reason_stop: 10 marker_missing_count: 0 empty_content_count: 0 iop_notice_count: 0 think_tag_leak_count: 0 reasoning_present_count: 0 aggregate_completion_tok_s: 62.5 total_completion_tokens: 17933 batch_wall_sec: 286.908 avg_latency_sec: 175.074 peak_total_in_flight: 10 peak_total_queued: 0 provider_peaks: gx10-vllm: capacity: 4 max_in_flight: 4 max_queued: 0 mac-mlx-vllm: capacity: 3 max_in_flight: 3 max_queued: 0 onexplayer-lemonade: capacity: 3 max_in_flight: 3 max_queued: 0 retained_test_runtimes: - id: onexplayer-laguna-standalone host: 192.168.0.59 purpose: standalone_laguna_s_2_1_llama_server_test_runtime status: stopped_retained_for_possible_future_use iop_registration: none separation: active_iop_provider: onexplayer-lemonade relationship: separate_test_runtime_not_managed_by_iop_or_lemonade lifecycle_api: none note: Do not use an IOP /v1/load request to start or manage this runtime. last_runtime: endpoint: http://192.168.0.59:13305/v1 listen_host: 0.0.0.0 port: 13305 served_model: laguna-s:2.1 model_file: C:/Users/r0bin/.cache/huggingface/hub/models--poolside--Laguna-S-2.1-GGUF/snapshots/92b968eeba0fbb790ef4216e2a70ef079ed19b07/laguna-s-2.1-Q4_K_M.gguf llama_server: C:/Users/r0bin/iop-field/runtime/llama.cpp-laguna-04b2b72c/build-vulkan-release/bin/llama-server.exe llama_server_sha256: 9BE0DDB62ED5A88B83D64F106F052233875F994D828DFC09DFE685A2A51210A0 runtime_args: "--ctx-size 262144 --parallel 1 --kv-unified --cache-type-k q8_0 --cache-type-v q8_0 -ngl 0 -fa on -b 1024 -ub 512 --jinja --reasoning-format auto --temp 0.7 --top-p 0.95" context_window: 262144 parallel_slots: 1 kv_cache_quantization: q8_0 gpu_layers: 0 retained_assets: executable_present_observed_at: "2026-07-24" model_present_observed_at: "2026-07-24" launcher_backup: C:/Users/r0bin/iop-field/run-onex-runtime.ps1.pre-ornith-restore-20260724T053553Z stdout_log: C:/Users/r0bin/iop-field/laguna-server.stdout.log stderr_log: C:/Users/r0bin/iop-field/laguna-server.stderr.log deactivation: observed_at: "2026-07-24T05:34:24+09:00" stopped_runtime_supervisor_pid: 40760 stopped_llama_server_pid: 27412 assets_deleted: false reuse_requirements: - assign_a_port_that_does_not_conflict_with_active_onexplayer_lemonade_13305 - use_a_dedicated_launcher_instead_of_overwriting_run-onex-runtime.ps1 - keep_it_out_of_the_iop_provider_pool_unless_explicitly_registered - verify_model_endpoint_and_slot_profile_after_start nodes: - id: mac-codex-node alias: mac-codex role: cli+mlx-provider ssh: toki@toki-labs.com workspace: /Users/toki/agent-work/iop-workspace/nomadcode provider_pool_candidate: true adapters: - cli - mac-mlx-vllm providers: - id: mac-mlx-vllm type: vllm-mlx endpoint: http://127.0.0.1:8002/v1 served_model: mlx-community/Qwen3.6-35B-A3B-4bit capacity: 2 priority: 2 # Long-context admission policy (maps to edge.yaml nodes[].providers[]). # Runtime KV budget is 262144 (max_kv_size / max_request_tokens), so only # one full 262144-window long request fits. long_context_capacity is the # long-slot count, distinct from the normal capacity (2). total_context_tokens: 262144 long_context_capacity: 1 runtime: api_key_policy: local_bearer_from_edge_yaml workdir: /Users/toki/agent-work/iop-mlx-vllm python: .venv/bin/python package_baseline: vllm_mlx: 0.3.0 mlx: 0.31.2 mlx_lm: 0.31.3 model_cache: /Users/toki/agent-work/iop-mlx-vllm/hf-cache pid_file: /Users/toki/agent-work/iop-mlx-vllm/vllm-mlx.pid stdout_log: /Users/toki/agent-work/iop-mlx-vllm/logs/vllm-mlx.stdout.log stderr_log: /Users/toki/agent-work/iop-mlx-vllm/logs/vllm-mlx.stderr.log max_num_seqs: 2 max_kv_size: 262144 max_request_tokens: 262144 default_max_tokens: 32768 paged_cache_block_size: 64 max_cache_blocks: 4096 total_kv_tokens: 262144 enable_auto_tool_choice: true tool_call_parser: qwen reasoning_parser: qwen3 default_chat_template_kwargs: enable_thinking: true - id: gx10-vllm-node alias: gx10-vllm role: vllm-provider ssh: toki@192.168.0.91 workspace: /home/toki/iop-gx10-vllm provider_pool_candidate: true provider: id: gx10-vllm type: vllm endpoint: http://192.168.0.91:8001/v1 served_model: laguna-s:2.1 capacity: 4 priority: 1 # Long-context admission policy (maps to edge.yaml nodes[].providers[]). # Laguna NVFP4 runtime reports 373,570 GPU KV tokens and 1.43x maximum # concurrency for full 262144-token requests, so only one long slot is allowed. total_context_tokens: 373570 long_context_capacity: 1 runtime: container_name: iop-vllm-laguna-s21 docker_image: iop-vllm-laguna-s21:v0.25.1-cu130 docker_image_id: sha256:4eb2bb71c0ffc6ceb54dd3381030169f5e24ac1477fb1faa1ba90e57e6996331 vllm_version: 0.25.1 max_model_len: 262144 max_num_seqs: 4 gpu_memory_utilization: 0.70 default_max_tokens: 65536 enable_auto_tool_choice: true tool_call_parser: poolside_v1 reasoning_parser: poolside_v1 chat_template_host_path: /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja chat_template_container_path: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" default_chat_template_kwargs: enable_thinking: true quantization: nvfp4 dtype: bfloat16 override_generation_config: temperature: 0.7 top_p: 0.95 speculative_config: model: poolside/Laguna-S-2.1-DFlash-NVFP4 num_speculative_tokens: 7 method: dflash direct_providers: - id: laguna-direct family: poolside_laguna type: vllm endpoint: http://192.168.0.91:8001/v1 served_model: laguna-s:2.1 upstream_model: poolside/Laguna-S-2.1-NVFP4 upstream_url: https://huggingface.co/poolside/Laguna-S-2.1-NVFP4 upstream_revision: 07614121b31898586430f189d27a25a0be310843 status: direct_pi_provider_not_registered_runtime_shares_current_iop_laguna_gx10_provider pi_model_parameters: context_window: 262144 max_tokens: 65536 reasoning: true thinking_format: chat-template preserve_thinking: true runtime: container_name: iop-vllm-laguna-s21 docker_image: iop-vllm-laguna-s21:v0.25.1-cu130 docker_image_id: sha256:4eb2bb71c0ffc6ceb54dd3381030169f5e24ac1477fb1faa1ba90e57e6996331 vllm_version: 0.25.1 port_mapping: 0.0.0.0:8001->8000 hf_home: /models/.cache/huggingface hf_cache_snapshot_path: /models/.cache/huggingface/hub/models--poolside--Laguna-S-2.1-NVFP4/snapshots/07614121b31898586430f189d27a25a0be310843 draft_cache_snapshot_path: /models/.cache/huggingface/hub/models--poolside--Laguna-S-2.1-DFlash-NVFP4/snapshots/723794750422b3efbf3a7b3af76dffb4ba035943 quantization: nvfp4 vllm_quantization_backend: compressed-tensors dtype: bfloat16 max_model_len: 262144 max_num_seqs: 4 max_num_scheduled_tokens: 2024 gpu_memory_utilization: 0.70 enable_prefix_caching: true enable_chunked_prefill: true tensor_parallel_size: 1 pipeline_parallel_size: 1 data_parallel_size: 1 load_format: auto kv_cache_dtype: float8_e4m3fn enforce_eager: false enable_auto_tool_choice: true tool_call_parser: poolside_v1 reasoning_parser: poolside_v1 reasoning_parser_enable_in_reasoning: false chat_template_host_path: /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja chat_template_container_path: /run/iop/laguna-s-2.1-thinking.jinja thinking_generation_prefix: "\n" default_chat_template_kwargs: enable_thinking: true attention_backend: FLASHINFER generation_config_override: temperature: 0.7 top_p: 0.95 speculative_config: model: poolside/Laguna-S-2.1-DFlash-NVFP4 num_speculative_tokens: 7 method: dflash docker_runtime: network_mode: bridge ipc_mode: host shm_size_bytes: 67108864 restart_policy: "no" gpu_device_request: all bind_mounts: /home/toki/Data/models: /models /home/toki/Data/vllm/cache/laguna-s21: /root/.cache /home/toki/iop-gx10-vllm/laguna-s-2.1-thinking.jinja: /run/iop/laguna-s-2.1-thinking.jinja available_kv_cache_memory_gib: 13.08 gpu_kv_cache_tokens: 373711 max_concurrency_for_262144_token_requests: 1.43 thinking_note: The poolside_v1 parser emits reasoning in the provider-native reasoning field. The local chat template uses a trailing newline after the generation-prefix think tag; Pi high emits thinking deltas and Pi off emits no thinking event. - id: onexplayer-lemonade-node alias: onexplayer-lemonade role: lemonade-provider ssh: r0bin@192.168.0.59 ssh_origin: current_host workspace: C:/Users/r0bin/iop-field provider_pool_candidate: true provider: id: onexplayer-lemonade type: lemonade endpoint: http://192.168.0.59:13305/v1 served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M served_model_response: ornith-1.0-35b-Q5_K_M.gguf previous_served_model: Qwen3.6-35B-A3B-MTP-GGUF status: active_ornith_q5_current_iop_ornith_provider_pool_member qwen_reenable_profile: status: not_loaded_ornith_q5_active model_name: Qwen3.6-35B-A3B-MTP-GGUF checkpoint: unsloth/Qwen3.6-35B-A3B-MTP-GGUF:Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf prior_saved_recipe_options: ctx_size: 524288 llamacpp_args: "--spec-type none -np 3 -cb -fa on -b 4096 -ub 1024" partition_note: The prior -np 3 profile fixed slot windows at about 174848 tokens for ctx_size 524288. recommended_recipe_options: ctx_size: 524288 llamacpp_args: "--spec-type none -cb -fa on -b 4096 -ub 1024 --kv-unified" removed_args: "-np 3" expected_slot_n_ctx: 262144 expected_auto_slots: 4 iop_capacity_guard: 3 long_context_capacity: 2 validation_required_after_load: true validation_basis: Same Lemonade llama.cpp backend and current Ornith Q5 runtime confirmed --kv-unified with omitted -np prevents fixed ctx_size/parallel partitioning. capacity: 3 priority: 2 # Long-context admission policy (maps to edge.yaml nodes[].providers[]). # Ornith Q5 direct runtime keeps ctx_size=524288 and removes fixed -np # partitioning by using llama.cpp unified KV. Do NOT raise ctx_size above 524288. total_context_tokens: 524288 long_context_capacity: 2 load: endpoint: http://192.168.0.59:13305/v1/load model_name: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M checkpoint: LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1:Q5_K_M hf_url: https://huggingface.co/LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 hf_revision: c50d5d4407f70e43208dee836c66bb8a05c1be91 hf_ref: main gguf_file: ornith-1.0-35b-Q5_K_M.gguf gguf_file_size_bytes: 24729130848 cache_snapshot_path: C:/Users/r0bin/.cache/huggingface/hub/models--LordNeel--Ornith-1.0-35B-GGUF-llamacpp-tp1/snapshots/c50d5d4407f70e43208dee836c66bb8a05c1be91 backend: vulkan ctx_size: 524288 llamacpp_args: "--spec-type none -cb -fa on -b 4096 -ub 1024 --kv-unified --temp 0.6 --top-p 0.95 --top-k 20" observed_process_args: "--ctx-size 524288 --port 8001 --jinja --context-shift --keep 16 --reasoning-format auto --no-webui --no-mmap -ngl 99 --kv-unified --spec-type none --temp 0.6 --top-k 20 --top-p 0.95 -b 4096 -cb -fa on -ub 1024" observed_total_slots: 4 observed_total_ctx_size: 524288 observed_slot_n_ctx: 262144 context_per_slot_note: -np is intentionally omitted; llama.cpp auto slots with --kv-unified avoid the prior fixed 524288/3 partition and report 262144-token slot windows backed by shared KV. residency: observed_at: "2026-07-12" process_resident_policy: keep llama-server loaded until explicit lemonade unload or service/process restart observed_process_running: true observed_is_sleeping: false idle_sleep_seconds: not_set_llama_cpp_default_minus_1_disabled mmap_policy: disabled_via_no_mmap memory_lock_policy: not_enabled_no_mlock_argument note: This keeps the model warm in the active llama-server process, but it is not an OS-level hard memory pin; Windows can still page memory under pressure because --mlock is not set. save_options: true mtp_runtime_policy: disabled_via_spec_type_none default_max_tokens: 32768 tool_choice_auto_verified: true smoke: observed_at: "2026-07-12" qwen_unloaded: true load_status: passed english_final_answer: max_tokens: 512 result: passed content: 2+2 equals 4. completion_tokens: 414 generation_tok_s: 31.94 korean_final_answer: max_tokens: 1024 result: passed content: 2 더하기 2는 4입니다. completion_tokens: 384 tool_choice_auto: result: passed finish_reason: tool_calls tool_calls: 1 function_name: get_weather arguments: "{\"city\":\"Seoul\"}" unified_kv_concurrency: observed_at: "2026-07-12" result: passed concurrent_requests: 3 finish_reason_stop: 3 final_content: "4" total_elapsed_sec: 6.55 completion_tokens: - 149 - 88 - 85 low_output_budget_note: max_tokens 128 and one Korean 512-token probe ended in reasoning_content with empty final content; keep Pi/Edge maxTokens at 32768 or use at least 1024 for short smoke prompts. windows_process_start: Win32_Process.Create - id: rtx5090-lemonade-node alias: rtx5090-lemonade role: lemonade-provider ssh: r0bin@192.168.0.111 ssh_origin: current_host ssh_access: alias: iop-dev-rtx5090 auth: public_key identity_source: host_local_ssh_config windows_authorized_keys: C:/ProgramData/ssh/administrators_authorized_keys public_key_fingerprint: SHA256:70d8kwBt0azcGkHXIOZ6kLcbPaoVGWusEFDpl5UBH4k batch_mode_verified_at: "2026-07-18" workspace: C:/Users/r0bin/iop-field provider_pool_candidate: true provider: id: rtx5090-lemonade type: lemonade endpoint: http://192.168.0.111:13305/v1 served_model: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M served_model_response: ornith-1.0-35b-Q5_K_M.gguf status: active_ornith_q5_current_iop_ornith_provider_pool_member capacity: 1 priority: 0 total_context_tokens: 262144 long_context_capacity: 1 hardware: gpu: NVIDIA GeForce RTX 5090 vram_total_mib: 32607 memory_policy: Lemonade uses system RAM for host-side state and the model/KV allocation uses VRAM load: endpoint: http://192.168.0.111:13305/v1/load model_name: Ornith-1.0-35B-GGUF-llamacpp-tp1-Q5_K_M checkpoint: LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1:Q5_K_M hf_url: https://huggingface.co/LordNeel/Ornith-1.0-35B-GGUF-llamacpp-tp1 hf_revision: c50d5d4407f70e43208dee836c66bb8a05c1be91 hf_ref: main gguf_file: ornith-1.0-35b-Q5_K_M.gguf gguf_file_size_bytes: 24729130848 models_dir: D:/Models cache_snapshot_path: D:/Models/models--LordNeel--Ornith-1.0-35B-GGUF-llamacpp-tp1/snapshots/c50d5d4407f70e43208dee836c66bb8a05c1be91 backend: cuda listen_host: 0.0.0.0 lemonade_version: 11.0.0 llamacpp_backend_version: b9851 iop_node_source_commit: 0ffcb88 iop_node_binary_sha256: 8fffd06fa4c14e03859be3a0c04f004275cce44848edcfd6f4f71d3c514fa384 iop_node_binary_observed_at: "2026-07-23T10:11:52Z" iop_node_version: "0.1.0" ctx_size: 262144 llamacpp_args: "--spec-type none -np 1 -cb -fa on -b 512 -ub 256 --kv-unified -ctk q8_0 -ctv q8_0 --temp 0.6 --top-p 0.95 --top-k 20" observed_process_args: "--ctx-size 262144 --port 8001 --jinja --metrics --reasoning-format auto --no-webui --chat-template-kwargs {\"preserve_thinking\":true} --kv-unified --min-p 0.00 --repeat-penalty 1.0 --spec-type none --temp 0.6 --top-k 20 --top-p 0.95 -b 512 -cb -ctk q8_0 -ctv q8_0 -fa on -np 1 -ub 256" observed_total_slots: 1 observed_total_ctx_size: 262144 observed_slot_n_ctx: 262144 kv_cache_key_type: q8_0 kv_cache_value_type: q8_0 default_max_tokens: 32768 tool_choice_auto_verified: true residency: observed_at: "2026-07-18" model_loaded: true gpu_memory_used_mib: 28637 gpu_memory_free_mib: 3551 comparative_benchmark: status: completed observed_at: "2026-07-18" requested_metric: output_tokens_per_second comparison_scope: direct provider sequential concurrency-1 benchmark against GX10 and OneXPlayer; current dev has no RTX4090 node request: endpoint: /v1/chat/completions prompt_tokens: 48 max_tokens: 1024 temperature: 0 thinking_enabled: false result: http_status: 200 finish_reason: length completion_tokens: 1024 elapsed_sec: 5.092999 end_to_end_tok_s: 201.060 server_decode_tok_s: 245.83231403349612 relative_to_gx10: 5.15 relative_to_onexplayer: 5.95 edge_action: none smoke: observed_at: "2026-07-18" direct_chat_completions: passed direct_tool_choice_auto: result: passed finish_reason: tool_calls tool_calls: 1 function_name: get_weather edge_chat_completions: isolated_alias_http_status: 200 isolated_alias_elapsed_sec: 0.320 active_alias_dispatch_closed: true active_alias_estimated_input_tokens: 49306 active_alias_edge_elapsed_sec: 15.414 active_alias_lemonade_input_tokens: 60071 active_alias_lemonade_output_tokens: 89 active_alias_time_to_first_token_sec: 14.664143 active_alias_generation_tokens_per_sec: 174.713 concurrency_one_enforced: true overlapping_requests_routed_to_other_providers: 2 windows_process_start: ownership: user_managed observed_at: "2026-07-23" effective_iop_node_startup: status: present shortcut: C:/Users/r0bin/AppData/Roaming/Microsoft/Windows/Start Menu/Programs/Startup/IOP Node.lnk chain: cmd.exe -> C:/Users/r0bin/iop-field/run-iop-node.cmd -> iop-node.exe serve --config node.yaml lemonade_startup: status: present shortcut: C:/Users/r0bin/AppData/Roaming/Microsoft/Windows/Start Menu/Programs/Startup/Lemonade Server.lnk process: LemonadeServer.exe --silent task_scheduler: status: absent task_scheduler_removed_at: "2026-07-20" legacy_automation_startup: status: present_but_not_iop_node_owner shortcut: C:/Users/r0bin/AppData/Roaming/Microsoft/Windows/Start Menu/Programs/Startup/startup.lnk chain: C:/Work/automation/iot/script/windows/startup.bat -> oto startup.yaml -> ahk/_mode.ahk stale_iop_reference: RemoteLLM_mode.ahk calls removed Task Scheduler task "IOP Dev Node RTX5090 Lemonade" verification_rule: do_not_use_this_ahk_chain_as_iop_node_startup_evidence launcher: C:/Users/r0bin/iop-field/run-iop-node.cmd immediate_dev_restart: Win32_Process.Create current_reconnect: interval_sec: 10 max_attempts: 10 long_outage_autonomous_recovery: false post_refresh_connection: observed_at: "2026-07-23" result: reconnected_to_edge_after_tcp_read_header_error ornith_concurrency_observation: observed_at: "2026-07-23" model: ornith:35b request_shape: concurrent_long_korean_streaming result: provider_parser_error_before_downstream_release provider_error: http_status: 500 message_prefix: Failed to parse input at pos repetition_loop: not_observed_or_confirmed raw_evidence: ignored_agent_test_run_only sanitized_evidence: agent-roadmap/sdd/knowledge-tool-optimization-extension/openai-compatible-output-validation-filters/evidence/2026-07-23-ornith-llama-server-parser-error.log