{ "eval_set_result_id": "docs_assistant_validation_1792631296.9756181", "eval_set_result_name": "docs_assistant_validation_1792631296.9756181", "eval_set_id": "validation", "eval_case_results": [ { "eval_set_file": "validation", "eval_set_id": "validation", "eval_id": "drop-index", "final_eval_status": 1, "overall_eval_metric_results": [ { "metric_name": "cited_page_was_read", "threshold": 1.0, "criterion": { "threshold": 1.0, "include_intermediate_responses_in_final": false }, "custom_function_path": "citation_metric.cited_page_was_read", "score": 1.0, "eval_status": 1, "details": {} }, { "metric_name": "tool_call_count_v1", "score": 2.0, "eval_status": 4, "details": {} }, { "metric_name": "inference_call_count_v1", "score": 3.0, "eval_status": 4, "details": {} }, { "metric_name": "token_usage_v1", "score": 1587.0, "eval_status": 4, "details": { "token_usage_details": { "total_tokens": 1587.0, "input_tokens": 1533.0, "prompt_tokens": 1533.0, "output_tokens": 54.0, "candidates_tokens": 54.0 } } }, { "metric_name": "invocation_duration_v1", "score": 6.679, "eval_status": 4, "details": {} } ], "eval_metric_result_per_invocation": [ { "actual_invocation": { "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "user_content": { "parts": [ { "text": "What command drops the search index?" } ], "role": "user" }, "final_response": { "parts": [ { "text": "The command that drops the search index and rebuilds it is `docs-assistant index --rebuild` (cli.md)." } ], "role": "model" }, "intermediate_data": { "invocation_events": [ { "author": "docs_assistant", "content": { "parts": [ { "function_call": { "id": "call_741329", "args": {}, "name": "list_pages" } } ], "role": "model" }, "usage_metadata": { "candidates_token_count": 10, "prompt_token_count": 453, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 453 } ], "total_token_count": 463 }, "model_version": "gemini-3.8-flash" }, { "author": "docs_assistant", "content": { "parts": [ { "function_response": { "id": "call_741329", "name": "list_pages", "response": { "pages": [ "cli.md", "install.md", "troubleshooting.md" ] } } } ], "role": "user" } }, { "author": "docs_assistant", "content": { "parts": [ { "function_call": { "id": "call_486091", "args": { "path": "cli.md" }, "name": "read_page" } } ], "role": "model" }, "usage_metadata": { "candidates_token_count": 18, "prompt_token_count": 492, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 492 } ], "total_token_count": 510 }, "model_version": "gemini-3.8-flash" }, { "author": "docs_assistant", "content": { "parts": [ { "function_response": { "id": "call_486091", "name": "read_page", "response": { "path": "cli.md", "content": "---\ntitle: CLI reference\n---\n# CLI reference\n\n## ask\n\n`docs-assistant ask QUESTION` prints an answer with citation links.\n\n## index\n\n`docs-assistant index --rebuild` drops the search index and builds it again from the docs folder.\n" } } } ], "role": "user" } }, { "author": "docs_assistant", "usage_metadata": { "candidates_token_count": 26, "prompt_token_count": 588, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 588 } ], "total_token_count": 614 }, "model_version": "gemini-3.8-flash" } ] }, "creation_timestamp": 1792631291.6461709, "duration": 6.679, "app_details": { "agent_details": { "docs_assistant": { "name": "docs_assistant", "instructions": "You are an assistant that answers questions about the docs-assistant project by looking up information in the project documentation.\n\n### Workflow & Tool Usage\n1. Use the `list_pages` tool to view the available documentation pages (such as `cli.md`, `install.md`, `troubleshooting.md`).\n2. Use the `read_page` tool to inspect the content of the relevant page(s) before answering.\n3. Answer the user's question directly, concisely, and factually based on the content read.\n\n### Citation Requirement\n- Every answer MUST cite the source page from which the information was retrieved.\n- Format the citation by appending the filename in parentheses at the end of the statement or answer, for example: `()` (e.g., `(troubleshooting.md)` or `(install.md)`).\n- Only cite pages that were actively retrieved and read using `read_page`.\n\n### Known Project Reference Information\n- **Installation & Requirements (`install.md`)**:\n - Python requirement: Python 3.12 or later.\n - Local model configuration: Set `OLLAMA_API_BASE` to use a local model instead of Gemini.\n- **Troubleshooting (`troubleshooting.md`)**:\n - If the assistant cites the wrong page: Rebuild the search index with `docs-assistant index --rebuild`.\n - If the assistant cannot reach Ollama: Check that `OLLAMA_API_BASE` points to a running Ollama server.\n- **CLI Commands (`cli.md`)**: CLI usage and commands.\n\nYou are an agent. Your internal name is \"docs_assistant\".", "tool_declarations": [ { "function_declarations": [ { "description": "List the docs pages by path.", "name": "list_pages" }, { "description": "Return the Markdown of one docs page, by the path list_pages returned.", "name": "read_page", "parameters_json_schema": { "properties": { "path": { "title": "Path", "type": "string" } }, "required": [ "path" ], "title": "read_pageParams", "type": "object" } } ] } ] } } } }, "expected_invocation": { "invocation_id": "inv1", "user_content": { "parts": [ { "text": "What command drops the search index?" } ], "role": "user" }, "final_response": { "parts": [ { "text": "`docs-assistant index --rebuild` drops the search index and builds it again (cli.md)." } ], "role": "model" }, "creation_timestamp": 0.0 }, "eval_metric_results": [ { "metric_name": "cited_page_was_read", "threshold": 1.0, "criterion": { "threshold": 1.0, "include_intermediate_responses_in_final": false }, "custom_function_path": 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"invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "user", "actions": { "state_delta": {}, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "" }, "id": "e0f14961-f4d1-41f3-9915-484d6da334fd", "timestamp": 1792631290.2388601 }, { "model_version": "gemini-3.8-flash", "content": { "parts": [ { "function_call": { "id": "call_741329", "args": {}, "name": "list_pages" } } ], "role": "model" }, "finish_reason": "STOP", "custom_metadata": { "__llm_request_key__": "00aba4ad-965d-4b34-8769-c464fbb4046d" }, "usage_metadata": { "candidates_token_count": 10, "prompt_token_count": 453, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 453 } ], "total_token_count": 463 }, "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "docs_assistant", "actions": { "state_delta": { "__llm_request_key__": "00aba4ad-965d-4b34-8769-c464fbb4046d" }, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "long_running_tool_ids": [], "id": "5cffc6b9-51f3-4c4b-a37a-246ec211aa07", "timestamp": 1792631290.416914 }, { "content": { "parts": [ { "function_response": { "id": "call_741329", "name": "list_pages", "response": { "pages": [ "cli.md", "install.md", "troubleshooting.md" ] } } } ], "role": "user" }, "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "docs_assistant", "actions": { "state_delta": {}, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "id": "b138424c-1739-419b-ac26-25472a62492c", "timestamp": 1792631291.650581 }, { "model_version": "gemini-3.8-flash", "content": { "parts": [ { "function_call": { "id": "call_486091", "args": { "path": "cli.md" }, "name": "read_page" } } ], "role": "model" }, "finish_reason": "STOP", "custom_metadata": { "__llm_request_key__": "c46cc302-d7ca-49dd-8c5d-90774e2bc066" }, "usage_metadata": { "candidates_token_count": 18, "prompt_token_count": 492, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 492 } ], "total_token_count": 510 }, "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "docs_assistant", "actions": { "state_delta": { "__llm_request_key__": "c46cc302-d7ca-49dd-8c5d-90774e2bc066" }, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "long_running_tool_ids": [], "id": "197f6909-7176-4f71-ac08-9ed9e3283e8c", "timestamp": 1792631291.654124 }, { "content": { "parts": [ { "function_response": { "id": "call_486091", "name": "read_page", "response": { "path": "cli.md", "content": "---\ntitle: CLI reference\n---\n# CLI reference\n\n## ask\n\n`docs-assistant ask QUESTION` prints an answer with citation links.\n\n## index\n\n`docs-assistant index --rebuild` drops the search index and builds it again from the docs folder.\n" } } } ], "role": "user" }, "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "docs_assistant", "actions": { "state_delta": {}, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "id": "920ea978-1f4d-4f75-8513-f150c5e566ea", "timestamp": 1792631295.277163 }, { "model_version": "gemini-3.8-flash", "content": { "parts": [ { "text": "The command that drops the search index and rebuilds it is `docs-assistant index --rebuild` (cli.md)." } ], "role": "model" }, "finish_reason": "STOP", "custom_metadata": { "__llm_request_key__": "3e96a26b-3cf5-4821-8585-1922393fb7a9" }, "usage_metadata": { "candidates_token_count": 26, "prompt_token_count": 588, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 588 } ], "total_token_count": 614 }, "invocation_id": "e-f787bb2b-e3ed-4c07-bd68-d1afebbb03c5", "author": "docs_assistant", "actions": { "state_delta": { "__llm_request_key__": "3e96a26b-3cf5-4821-8585-1922393fb7a9" }, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "id": "7aa4b682-7440-4aae-bfc4-381834378e3d", "timestamp": 1792631295.279428 } ], "last_update_time": 1792631295.279428 }, "user_id": "dev" }, { "eval_set_file": "validation", "eval_set_id": "validation", "eval_id": "ollama-unreachable", "final_eval_status": 1, "overall_eval_metric_results": [ { "metric_name": "cited_page_was_read", "threshold": 1.0, "criterion": { "threshold": 1.0, "include_intermediate_responses_in_final": false }, "custom_function_path": "citation_metric.cited_page_was_read", "score": 1.0, "eval_status": 1, "details": {} }, { "metric_name": "tool_call_count_v1", "score": 2.0, "eval_status": 4, "details": {} }, { "metric_name": "inference_call_count_v1", "score": 3.0, "eval_status": 4, "details": {} }, { "metric_name": "token_usage_v1", "score": 1967.0, "eval_status": 4, "details": { "token_usage_details": { "total_tokens": 1967.0, "input_tokens": 1766.0, "prompt_tokens": 1766.0, "output_tokens": 201.0, "candidates_tokens": 53.0, "reasoning_tokens": 148.0 } } }, { "metric_name": "invocation_duration_v1", "score": 5.617, "eval_status": 4, "details": {} } ], "eval_metric_result_per_invocation": [ { "actual_invocation": { "invocation_id": "e-220c3b7e-c75c-4154-925e-c2d007c6eb2c", "user_content": { "parts": [ { "text": "The assistant can't reach Ollama. What do I check?" } ], "role": "user" }, "final_response": { "parts": [ { "text": "Check that `OLLAMA_API_BASE` points to a running Ollama server (troubleshooting.md)." } ], "role": "model" }, "intermediate_data": { "invocation_events": [ { "author": "docs_assistant", "content": { "parts": [ { "function_call": { "id": "call_653786", "args": {}, "name": "list_pages" } } ], "role": "model" }, "usage_metadata": { "candidates_token_count": 10, "prompt_token_count": 460, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 460 } ], "thoughts_token_count": 94, "total_token_count": 564 }, "model_version": "gemini-3.8-flash" }, { "author": "docs_assistant", "content": { "parts": [ { "function_response": { "id": "call_653786", "name": "list_pages", "response": { "pages": [ "cli.md", "install.md", "troubleshooting.md" ] } } } ], "role": "user" } }, { "author": "docs_assistant", "content": { "parts": [ { "function_call": { "id": "call_657421", "args": { "path": "troubleshooting.md" }, "name": "read_page" } } ], "role": "model" }, "usage_metadata": { "candidates_token_count": 19, "prompt_token_count": 593, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 593 } ], "thoughts_token_count": 16, "total_token_count": 628 }, "model_version": "gemini-3.8-flash" }, { "author": "docs_assistant", "content": { "parts": [ { "function_response": { "id": "call_657421", "name": "read_page", "response": { "path": "troubleshooting.md", "content": "---\ntitle: Troubleshooting\n---\n# Troubleshooting\n\n## The assistant cites the wrong page\n\nRebuild the search index with `docs-assistant index --rebuild`.\n\n## The assistant cannot reach Ollama\n\nCheck that `OLLAMA_API_BASE` points to a running Ollama server.\n" } } } ], "role": "user" } }, { "author": "docs_assistant", "usage_metadata": { "candidates_token_count": 24, "prompt_token_count": 713, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 713 } ], "thoughts_token_count": 38, "total_token_count": 775 }, "model_version": "gemini-3.8-flash" } ] }, "creation_timestamp": 1792631292.3866482, "duration": 5.617, "app_details": { "agent_details": { "docs_assistant": { "name": "docs_assistant", "instructions": "You are an assistant that answers questions about the docs-assistant project by looking up information in the project documentation.\n\n### Workflow & Tool Usage\n1. Use the `list_pages` tool to view the available documentation pages (such as `cli.md`, `install.md`, `troubleshooting.md`).\n2. Use the `read_page` tool to inspect the content of the relevant page(s) before answering.\n3. 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What do I check?" } ], "role": "user" }, "final_response": { "parts": [ { "text": "Check that `OLLAMA_API_BASE` points to a running Ollama server (troubleshooting.md)." } ], "role": "model" }, "creation_timestamp": 0.0 }, "eval_metric_results": [ { "metric_name": "cited_page_was_read", "threshold": 1.0, "criterion": { "threshold": 1.0, "include_intermediate_responses_in_final": false }, "custom_function_path": "citation_metric.cited_page_was_read", "score": 1.0, "eval_status": 1, "details": {} }, { "metric_name": "tool_call_count_v1", "score": 2.0, "eval_status": 4, "details": {} }, { "metric_name": "inference_call_count_v1", "score": 3.0, "eval_status": 4, "details": {} }, { "metric_name": "token_usage_v1", "score": 1967.0, "eval_status": 4, "details": { "token_usage_details": { "total_tokens": 1967.0, "input_tokens": 1766.0, "prompt_tokens": 1766.0, "output_tokens": 201.0, "candidates_tokens": 53.0, "reasoning_tokens": 148.0 } } }, { "metric_name": "invocation_duration_v1", "score": 5.617, "eval_status": 4, "details": {} } ] } ], "session_id": "adk-eval-session-03660413-7009-4287-b856-244b5d3e6330", "session_details": { "id": "adk-eval-session-03660413-7009-4287-b856-244b5d3e6330", "app_name": "docs_assistant", "user_id": "dev", "state": { "__llm_request_key__": "77dedc85-8559-4208-a181-7560c8575c05" }, "events": [ { "content": { "parts": [ { "text": "The assistant can't reach Ollama. 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"model" }, "finish_reason": "STOP", "custom_metadata": { "__llm_request_key__": "442efe22-112a-4f96-b153-d2edc06c8bd5" }, "usage_metadata": { "candidates_token_count": 19, "prompt_token_count": 593, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 593 } ], "thoughts_token_count": 16, "total_token_count": 628 }, "invocation_id": "e-220c3b7e-c75c-4154-925e-c2d007c6eb2c", "author": "docs_assistant", "actions": { "state_delta": { "__llm_request_key__": "442efe22-112a-4f96-b153-d2edc06c8bd5" }, "artifact_delta": {}, "requested_auth_configs": {}, "requested_tool_confirmations": {} }, "node_info": { "path": "docs_assistant@1" }, "long_running_tool_ids": [], "id": "24deaba3-ecb2-4d21-a472-40346f22535f", "timestamp": 1792631292.387682 }, { "content": { "parts": [ { "function_response": { "id": "call_657421", "name": "read_page", "response": { "path": "troubleshooting.md", "content": "---\ntitle: Troubleshooting\n---\n# Troubleshooting\n\n## The assistant cites the wrong 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"gemini-3.8-flash" }, { "author": "docs_assistant", "content": { "parts": [ { "function_response": { "id": "call_846661", "name": "read_page", "response": { "path": "install.md", "content": "---\ntitle: Install\n---\n# Install\n\n## Requirements\n\nPython 3.12 or later.\n\n## Use a local model\n\nSet `OLLAMA_API_BASE` to use a local model instead of Gemini.\n" } } } ], "role": "user" } }, { "author": "docs_assistant", "usage_metadata": { "candidates_token_count": 36, "prompt_token_count": 635, "prompt_tokens_details": [ { "modality": "TEXT", "token_count": 635 } ], "thoughts_token_count": 64, "total_token_count": 735 }, "model_version": "gemini-3.8-flash" } ] }, "creation_timestamp": 1792631292.1461902, "duration": 5.869, "app_details": { "agent_details": { "docs_assistant": { "name": "docs_assistant", "instructions": "You are an assistant that answers questions about the docs-assistant project by looking up information in the project documentation.\n\n### Workflow & Tool Usage\n1. Use the `list_pages` tool to view the available documentation pages (such as `cli.md`, `install.md`, `troubleshooting.md`).\n2. Use the `read_page` tool to inspect the content of the relevant page(s) before answering.\n3. 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