Kafdrop

{"status":"ok","data":{"request_id":"a2cb628c-736c-4122-a248-49842bb6cdfb","tenant_id":"zebrains","answer":"Привет! Чем я могу вам помочь?","profile":{"duration":"4359.7ms","start":"06:49:57","finish":"06:50:01"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":3800,"document_tkn_len":3800,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"d032d6cd-0cf3-49b9-9d21-d6c3828bce31","tenant_id":"zebrains","answer":"В предоставленном контексте нет информации о документах, касающихся MLOps. Контекст пуст.","profile":{"duration":"5111.1ms","start":"06:58:38","finish":"06:58:44"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":3806,"document_tkn_len":3806,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"0d692df0-0868-46f6-b42f-c3926bf75ad1","tenant_id":"zebrains","answer":"Для поиска документов по теме MLOps и тестирования я выполню поиск в интернете.\n\n```json\n[\n  {\n    \"tool\": \"internet_search\",\n    \"parameters\": {\n      \"query\": \"MLOps testing documents\"\n    }\n  }\n]\n```","profile":{"duration":"6392.3ms","start":"07:03:55","finish":"07:04:02"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":3814,"document_tkn_len":3814,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"f6fdb3b8-883c-44f1-8308-a38e9cdcee4f","tenant_id":"zebrains","answer":"Для поиска документов по теме MLOps и тестирования я выполню поиск в интернете.\n\n```json\n[\n  {\n    \"tool\": \"internet_search\",\n    \"parameters\": {\n      \"query\": \"MLOps testing documents\"\n    }\n  }\n]\n```","profile":{"duration":"5604.6ms","start":"07:05:30","finish":"07:05:35"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":3814,"document_tkn_len":3814,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"c9c96ed4-3627-483d-8e73-197b5ab30027","tenant_id":"zebrains","answer":"План выполнения запроса:\n\n1.  **Поиск информации в интернете**: Использовать инструмент `internet_search` для поиска актуальных документов, статей и руководств по теме \"MLOps и тестирование\".\n    *   *Параметр запроса*: \"MLOps testing best practices documentation\", \"MLOps testing frameworks\", \"тестирование в MLOps\".\n\n2.  **Генерация ответа на основе найденных данных**: Использовать инструмент `completion` с режимом RAG (Retrieval-Augmented Generation) или chat для формирования структурированного ответа на основе результатов поиска, предоставленных на предыдущем шаге.\n    *   *Цель*: Предоставить пользователю список найденных ресурсов, краткое описание методов тестирования в MLOps (unit, integration, model testing) и ссылки на документы.\n\n**Шаг 1:** Вызов `internet_search` с запросом \"MLOps testing documentation and best practices\".","profile":{"duration":"10475.7ms","start":"07:08:39","finish":"07:08:50"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":3934,"document_tkn_len":3934,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"c5e1fd45-3c60-47aa-9aff-5bd2bbd6f9e8","tenant_id":"zebrains","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"question\": \"mlops и тестирование\", \"limit\": 5}"}],"profile":{"duration":"4531.1ms","start":"07:38:39","finish":"07:38:44"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":112,"document_tkn_len":112,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"6b40a2f5-59f1-4a75-9063-98999d16af2c","tenant_id":"zebrains","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": \"req_001\", \"tenant_id\": \"default\", \"question\": \"mlops и тестирование\", \"treshold\": 0.5, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"hybrid_doclet\", \"chunk\", \"doclet\"]}"}],"profile":{"duration":"6683.0ms","start":"07:48:48","finish":"07:48:54"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":112,"document_tkn_len":112,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"b8393359-37c0-47ad-b4b3-8ae5f9389950","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"question\": \"MLOps и тестирование\", \"limit\": 5}"}],"profile":{"duration":"5812.6ms","start":"12:17:30","finish":"12:17:36"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":126,"document_tkn_len":126,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"20455611-63db-4967-b59f-8189b7c3d6c1","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"question\": \"MLOps и тестирование\", \"limit\": 5}"}],"profile":{"duration":"3482.5ms","start":"12:19:32","finish":"12:19:36"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":126,"document_tkn_len":126,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"106504e3-fcb4-4c43-986f-f3b7155c1194","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"question\": \"MLOps и тестирование\", \"limit\": 5}"}],"profile":{"duration":"26821.4ms","start":"12:25:47","finish":"12:26:23"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":126,"document_tkn_len":126,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"4ffad9a0-18e7-4606-88fd-8d4e54998fdb","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"limit\": 10, \"question\": \"MLOps testing best practices strategies tools\"}"}],"profile":{"duration":"14198.8ms","start":"13:03:38","finish":"13:03:52"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1304,"document_tkn_len":1304,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"a2470e77-ede0-4b7a-89b2-80a4ee0178f5","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"query\": \"MLOps testing best practices\", \"limit\": 10, \"engine\": \"searxng\"}"}],"profile":{"duration":"20465.7ms","start":"13:06:29","finish":"13:06:49"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1304,"document_tkn_len":1304,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"f8ef8ea3-0280-4252-873e-fae1a14b8961","tenant_id":"nmg","answer":"","tool_calls":[{"name":"completion","arguments":"{\"task\": \"chitchat\", \"query\": \"Найди что нибудь про MLOPS и Тестирование, придумай типовой пайплайн CI/CD, сгенерируй PDF.\", \"tenant_id\": \"default\", \"request_id\": \"req_mlops_cicd_001\"}"}],"profile":{"duration":"45855.1ms","start":"13:07:45","finish":"13:08:31"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1344,"document_tkn_len":1344,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"435ea5ac-f75e-455d-bc2d-9e33f9163ed4","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"request_id\": \"req_mlops_001\", \"question\": \"MLOps testing best practices CI/CD pipeline machine learning\", \"limit\": 10, \"engine\": \"searxng\"}"}],"profile":{"duration":"23105.6ms","start":"13:10:35","finish":"13:10:58"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1344,"document_tkn_len":1344,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"813b189c-86ce-4be3-a126-8f8eb23df8ab","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"19485.4ms","start":"10:21:23","finish":"10:21:42"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"b655eb40-ec0f-40cb-816b-2090aa48d40f","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"20505.1ms","start":"10:22:30","finish":"10:22:51"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"b654603a-3e64-4b75-8fe9-b179216501ea","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": null, \"tenant_id\": null, \"question\": \"MLOps тестирование\", \"treshold\": 0.5, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"chunk\", \"doclet\"]}"}],"profile":{"duration":"24410.2ms","start":"10:24:08","finish":"10:24:32"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"eb8d24d3-da18-4397-aa34-964b66037d04","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"18307.3ms","start":"10:29:37","finish":"10:29:55"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"06f12ac6-8038-4de5-9577-21010dc38788","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"question\": \"mlops и тестирование\", \"limit\": 10, \"treshold\": 0.5, \"task\": [\"hybrid_chunk\", \"chunk\"], \"request_id\": \"MISSING\", \"tenant_id\": \"MISSING\"}"}],"profile":{"duration":"120091.9ms","start":"10:33:37","finish":"10:35:37"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"dc301644-be67-4c4a-91fb-66d9a0ed59ce","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": \"req_mlops_search_001\", \"tenant_id\": \"default\", \"question\": \"mlops тестирование машинное обучение\", \"treshold\": 0.3, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"hybrid_doclet\", \"chunk\"]}"},{"name":"internet_search","arguments":"{\"request_id\": \"req_mlops_search_002\", \"question\": \"MLOps testing best practices machine learning operations\", \"limit\": 10, \"engine\": \"searxng\"}"}],"profile":{"duration":"20435.0ms","start":"10:38:59","finish":"10:39:19"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"5de14089-934e-40f4-9fae-91b87c25d33d","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": null, \"tenant_id\": null, \"question\": \"MLOps тестирование\", \"treshold\": 0.5, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"chunk\", \"doclet\"]}"}],"profile":{"duration":"23551.8ms","start":"10:48:41","finish":"10:49:05"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"8ca036dd-5a79-4fec-b2b2-4e62976e65d1","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": null, \"tenant_id\": null, \"question\": \"mlops тестирование\", \"treshold\": 0.5, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"chunk\", \"doclet\"]}"}],"profile":{"duration":"23777.6ms","start":"10:51:15","finish":"10:51:39"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"4a878f37-ba84-435d-90ad-dadf6f59f0a4","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"question\": \"mlops и тестирование\", \"limit\": 10, \"treshold\": 0.5, \"task\": [\"hybrid_chunk\", \"chunk\"], \"request_id\": \"MISSING\", \"tenant_id\": \"MISSING\"}"}],"profile":{"duration":"120097.2ms","start":"10:52:51","finish":"10:54:51"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"bb6ba018-bee9-49d8-bbb8-9859eabf47a1","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": \"req_001\", \"tenant_id\": \"tenant_001\", \"question\": \"mlops и тестирование\", \"treshold\": 0.5, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"chunk\"]}"}],"profile":{"duration":"90586.4ms","start":"10:54:57","finish":"10:56:28"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"cfa33ec4-2cba-44eb-a814-8a6fda931d52","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"request_id\": \"req_mlops_search_001\", \"question\": \"MLOps testing best practices documentation\", \"limit\": 10, \"engine\": \"searxng\"}"}],"profile":{"duration":"17862.5ms","start":"10:59:25","finish":"10:59:42"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1290,"document_tkn_len":1290,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"060e8e5c-6109-4522-b83e-1cf0ad744003","tenant_id":"nmg","answer":"","tool_calls":[{"name":"internet_search","arguments":"{\"limit\": 5, \"engine\": \"searxng\", \"question\": \"MLOps testing best practices CI/CD pipeline machine learning\", \"request_id\": \"req_mlops_001\"}"},{"name":"internet_search","arguments":"{\"limit\": 5, \"engine\": \"searxng\", \"question\": \"typical ML CI/CD pipeline architecture stages components\", \"request_id\": \"req_mlops_002\"}"}],"profile":{"duration":"37833.1ms","start":"07:44:18","finish":"07:44:56"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1344,"document_tkn_len":1344,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"92a33daa-476e-48ac-a569-7c961d51bcc8","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"request_id\": \"req_mlops_search_001\", \"tenant_id\": \"default\", \"question\": \"MLOPS и Тестирование CI/CD пайплайн\", \"treshold\": 0.3, \"limit\": 10, \"task\": [\"hybrid_chunk\", \"hybrid_doclet\", \"chunk\"]}"}],"profile":{"duration":"16840.4ms","start":"07:52:26","finish":"07:52:43"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1350,"document_tkn_len":1350,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"248b18fb-4bd0-454e-a977-58b2a63dd036","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"limit\": 10, \"question\": \"MLOps и тестирование\", \"request_id\": \"req_mlops_search_001\", \"task\": [\"hybrid_chunk\", \"hybrid_doclet\"], \"tenant_id\": \"default\", \"treshold\": 0.5}"}],"profile":{"duration":"25139.1ms","start":"11:27:27","finish":"11:27:52"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1733,"document_tkn_len":1733,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"19adf257-d780-4a1b-a11b-f7fce79c2a87","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{\"limit\": 10, \"question\": \"MLOps и Тестирование\", \"request_id\": \"req_mlops_test_search_001\", \"task\": [\"hybrid_chunk\", \"hybrid_doclet\", \"chunk\", \"doclet\"], \"tenant_id\": \"default\", \"treshold\": 0.5}"}],"profile":{"duration":"6117.7ms","start":"11:29:41","finish":"11:29:48"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1693,"document_tkn_len":1693,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"dd403186-4c99-479f-9f67-a1c2bb15e866","tenant_id":"nmg","answer":"","tool_calls":[{"name":"completion","arguments":"{\"request_id\": \"req_001\", \"task\": \"chitchat\", \"query\": \"привет.\", \"tenant_id\": \"default_tenant\"}"}],"profile":{"duration":"10698.4ms","start":"11:39:51","finish":"11:40:02"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1659,"document_tkn_len":1659,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"a92ca607-2eb0-41a2-8833-ec1c3ac26120","tenant_id":"nmg","answer":"","tool_calls":[{"name":"completion","arguments":"{\"task\": \"chitchat\", \"query\": \"забудь.\", \"tenant_id\": \"default\", \"request_id\": \"req_001\"}"}],"profile":{"duration":"9366.4ms","start":"11:42:02","finish":"11:42:11"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1657,"document_tkn_len":1657,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"380d93f2-40c2-44cb-ac19-6fe51e822153","tenant_id":"nmg","answer":"","tool_calls":[{"name":"completion","arguments":"{\"request_id\": \"req_001\", \"task\": \"chitchat\", \"query\": \"привет.\", \"tenant_id\": \"default\"}"}],"profile":{"duration":"4239.5ms","start":"12:10:57","finish":"12:11:02"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1659,"document_tkn_len":1659,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"30c5f21f-fec2-411d-b3be-29845907855e","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"2596.4ms","start":"12:11:18","finish":"12:11:21"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1693,"document_tkn_len":1693,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"e4e0882c-b972-4dac-a9c8-3859da3f2c87","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"6028.1ms","start":"12:17:09","finish":"12:17:15"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1693,"document_tkn_len":1693,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"80637eed-9bcc-408e-833f-19f162da25b8","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"4796.0ms","start":"12:22:01","finish":"12:22:06"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1693,"document_tkn_len":1693,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}

{"status":"ok","data":{"request_id":"63052d85-55a3-4036-9521-7ca074caca4e","tenant_id":"nmg","answer":"","tool_calls":[{"name":"doc_vector_search","arguments":"{}"}],"profile":{"duration":"2767.0ms","start":"12:24:08","finish":"12:24:11"},"think":null,"values":{"prompt_tkn_limit":34900,"prompt_tkn_len":1693,"document_tkn_len":1693,"document_words_len":0,"cut_off_tkns":0,"words_per_token":0.0}},"error":null}