nimora-agent / evaluation-report.json
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{
"status": "passed",
"release": "v0.0.1-alpha",
"base_model": "Qwen/Qwen3-4B",
"base_model_revision": "1cfa9a7208912126459214e8b04321603b3df60c",
"gpu": "Tesla T4",
"dataset": {
"name": "nimora-agent-alpha-v0.0.1",
"license": "Apache-2.0",
"provenance": "deterministic synthetic templates authored for Nimora",
"supervision": "prefix_to_next_decision",
"limitations": [
"Template-generated data does not establish real-world coding quality.",
"No private repositories, user logs, credentials, or scraped code are included.",
"Provider names appear in tasks, but actions use provider-neutral runtime tools."
],
"families": [
"create_and_test",
"edit_and_test",
"git_to_change",
"inspect",
"permission_recovery",
"review_approve",
"review_block",
"review_merge",
"stale_write_recovery",
"test_recovery"
],
"counts": {
"train": 400,
"validation": 40,
"eval": 40
},
"split_index_ranges": {
"train": [
0,
39
],
"validation": [
10000,
10003
],
"eval": [
20000,
20003
]
}
},
"training": {
"train": {
"train_runtime": 805.2917,
"train_samples_per_second": 0.497,
"train_steps_per_second": 0.497,
"total_flos": 3575252515292160.0,
"train_loss": 0.3089988502621418,
"epoch": 1.0
},
"evaluation": {
"eval_loss": 0.004357926081866026,
"eval_runtime": 23.0059,
"eval_samples_per_second": 1.739,
"eval_steps_per_second": 1.739,
"epoch": 1.0
},
"adapter_dir": "/content/nimora-agent-alpha/run/final-adapter"
},
"base_evaluation": {
"count": 40,
"valid_rate": 1.0,
"semantic_rate": 0.275,
"arguments_exact_rate": 0.2,
"cases": [
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"plan\":\"Find the parser implementation file\",\"action\":{\"name\":\"find_file\",\"arguments\":{\"filename\":\"parser.py\"}}}",
"actual": {
"plan": "Find the parser implementation file",
"action": {
"name": "find_file",
"arguments": {
"filename": "parser.py"
}
},
"result": null
},
"family": "inspect",
"expected": {
"action": {
"arguments": {
"path": "src",
"query": "def parser"
},
"name": "workspace.search"
},
"plan": "Search narrowly before reading files."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"path\":\"src/router.py\",\"query\":\"def router\"},\"name\":\"workspace.read\"},\"plan\":\"Read the file to find the relevant entry point.\"}",
"actual": {
"plan": "Read the file to find the relevant entry point.",
"action": {
"name": "workspace.read",
"arguments": {
"path": "src/router.py",
"query": "def router"
}
},
"result": null
},
"family": "inspect",
"expected": {
"action": {
"arguments": {
"end_line": 90,
"path": "src/router.py",
"start_line": 1
},
"name": "workspace.read"
},
"plan": "Read the matching implementation."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"The serializer implementation is located in src/serializer.py. The relevant entry point is the serializer function, which returns the normalized value of the input.\"}",
"actual": {
"plan": null,
"action": null,
"result": "The serializer implementation is located in src/serializer.py. The relevant entry point is the serializer function, which returns the normalized value of the input."
},
"family": "inspect",
"expected": {
"result": "Found `serializer` in `src/serializer.py` at line 17 and inspected its implementation."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"plan\":\"Find the scheduler implementation file\",\"action\":{\"name\":\"find_file\",\"arguments\":{\"filename\":\"scheduler.py\"}}}",
"actual": {
"plan": "Find the scheduler implementation file",
"action": {
"name": "find_file",
"arguments": {
"filename": "scheduler.py"
}
},
"result": null
},
"family": "inspect",
"expected": {
"action": {
"arguments": {
"path": "src",
"query": "def scheduler"
},
"name": "workspace.search"
},
"plan": "Search narrowly before reading files."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"path\":\"src/parser.py\",\"line_number\":1,\"content\":\"def handle(items):\\n return items[0]\\n\"},\"name\":\"workspace.write\"},\"plan\":\"Modify the parser to handle empty input by returning an empty list.\"}",
"actual": {
"plan": "Modify the parser to handle empty input by returning an empty list.",
"action": {
"name": "workspace.write",
"arguments": {
"path": "src/parser.py",
"line_number": 1,
"content": "def handle(items):\n return items[0]\n"
}
},
"result": null
},
"family": "edit_and_test",
"expected": {
"action": {
"arguments": {
"expected_occurrences": 1,
"expected_sha256": "58febb3133e74760e613269ec2e92f1c8861f4ca4b2fafe350bdb4eca1475779",
"new_text": "def handle(items):\n if not items:\n return None\n return items[0]",
"old_text": "def handle(items):\n return items[0]",
"path": "src/parser.py"
},
"name": "workspace.replace"
},
"plan": "Apply the smallest concurrency-safe replacement."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"path\":\"src/config.py\",\"sha256\":\"e71ba961d8f5e8191e177c3a6280684464be7b4cba26445f75574f28aceb5347\"},\"name\":\"workspace.read\"},\"plan\":\"Verify the replacement and capture the new content hash.\"}",
"actual": {
"plan": "Verify the replacement and capture the new content hash.",
"action": {
"name": "workspace.read",
"arguments": {
"path": "src/config.py",
"sha256": "e71ba961d8f5e8191e177c3a6280684464be7b4cba26445f75574f28aceb5347"
}
},
"result": null
},
"family": "edit_and_test",
"expected": {
"action": {
"arguments": {
"argv": [
"pytest",
"-q",
"tests/test_config.py"
],
"cwd": "."
},
"name": "shell.run"
},
"plan": "Run only the relevant test module first."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"The empty-input regression in the client has been fixed and the focused tests have passed successfully.\"}",
"actual": {
"plan": null,
"action": null,
"result": "The empty-input regression in the client has been fixed and the focused tests have passed successfully."
},
"family": "edit_and_test",
"expected": {
"result": "Fixed empty-input handling in `src/client.py`; all 6 focused tests pass."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"plan\":\"Check for the presence of the empty-input regression in the cache module\",\"action\":{\"name\":\"check_regression\",\"arguments\":{\"module\":\"cache\",\"regression\":\"empty-input\"}}}",
"actual": {
"plan": "Check for the presence of the empty-input regression in the cache module",
"action": {
"name": "check_regression",
"arguments": {
"module": "cache",
"regression": "empty-input"
}
},
"result": null
},
"family": "edit_and_test",
"expected": {
"action": {
"arguments": {
"path": "src/cache.py"
},
"name": "workspace.read"
},
"plan": "Read the current implementation and capture its content hash."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"path\":\"src/health.py\",\"source\":\"def health():\\n return \\\"ok\\\"\\n\"},\"name\":\"workspace.read\"},\"plan\":\"Verify the module's content.\"}",
"actual": {
"plan": "Verify the module's content.",
"action": {
"name": "workspace.read",
"arguments": {
"path": "src/health.py",
"source": "def health():\n return \"ok\"\n"
}
},
"result": null
},
"family": "create_and_test",
"expected": {
"action": {
"arguments": {
"argv": [
"pytest",
"-q",
"tests/test_health.py"
],
"cwd": "."
},
"name": "shell.run"
},
"plan": "Verify the new behavior with its focused test."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"The version module was successfully created and its focused test passed.\"}",
"actual": {
"plan": null,
"action": null,
"result": "The version module was successfully created and its focused test passed."
},
"family": "create_and_test",
"expected": {
"result": "Added `src/version.py` and verified its 2 focused tests pass."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"plan\":\"Add a diagnostics module and verify its test\",\"action\":{\"name\":\"add_file\",\"arguments\":{\"filename\":\"diagnostics.py\",\"content\":\"def check_system_status():\\n return \\\"System status: OK\\\"\\n\\n# Test the diagnostics module\\nif __name__ == \\\"__main__\\\":\\n print(check_system_status())\"}}}",
"actual": {
"plan": "Add a diagnostics module and verify its test",
"action": {
"name": "add_file",
"arguments": {
"filename": "diagnostics.py",
"content": "def check_system_status():\n return \"System status: OK\"\n\n# Test the diagnostics module\nif __name__ == \"__main__\":\n print(check_system_status())"
}
},
"result": null
},
"family": "create_and_test",
"expected": {
"action": {
"arguments": {
"limit": 100,
"path": "src"
},
"name": "workspace.list"
},
"plan": "List the package before creating a new module."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"name\":\"metadata\",\"path\":\"src\"},\"name\":\"workspace.create_module\"},\"plan\":\"Create a new module named 'metadata' in the 'src' directory.\"}",
"actual": {
"plan": "Create a new module named 'metadata' in the 'src' directory.",
"action": {
"name": "workspace.create_module",
"arguments": {
"name": "metadata",
"path": "src"
}
},
"result": null
},
"family": "create_and_test",
"expected": {
"action": {
"arguments": {
"content": "def metadata():\n return \"ok\"\n",
"expected_sha256": null,
"path": "src/metadata.py"
},
"name": "workspace.write"
},
"plan": "Create only the requested module."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"message\":\"Fix issue 20100\",\"path\":\"src/issue_20100.py\",\"staged\":true},\"name\":\"git.commit\"},\"plan\":\"Commit the changes for issue 20100.\"}",
"actual": {
"plan": "Commit the changes for issue 20100.",
"action": {
"name": "git.commit",
"arguments": {
"message": "Fix issue 20100",
"path": "src/issue_20100.py",
"staged": true
}
},
"result": null
},
"family": "git_to_change",
"expected": {
"action": {
"arguments": {
"expected_head": "d5af24fbbf21e7893bea19d858428447c72c6bbe25b1b76344f09b99b3c87845",
"message": "Fix issue 20100",
"paths": [
"src/issue_20100.py",
"tests/test_issue_20100.py"
]
},
"name": "git.commit"
},
"plan": "Commit only the requested source and test files."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"name\":\"fix/issue-20101\",\"head\":\"d256cce9835cecbb4881661161b01c78f7dbe7fc22b7b8b1a43523e0e9d5f9d3\",\"title\":\"Fix issue 20101\",\"description\":\"Fixes the issue 20101.\"},\"name\":\"gitlab.create_merge_request\"},\"plan\":\"Create a merge request on GitLab for the fix.\"}",
"actual": {
"plan": "Create a merge request on GitLab for the fix.",
"action": {
"name": "gitlab.create_merge_request",
"arguments": {
"name": "fix/issue-20101",
"head": "d256cce9835cecbb4881661161b01c78f7dbe7fc22b7b8b1a43523e0e9d5f9d3",
"title": "Fix issue 20101",
"description": "Fixes the issue 20101."
}
},
"result": null
},
"family": "git_to_change",
"expected": {
"action": {
"arguments": {
"branch": "fix/issue-20101",
"expected_head": "d256cce9835cecbb4881661161b01c78f7dbe7fc22b7b8b1a43523e0e9d5f9d3",
"remote": "origin"
},
"name": "git.push"
},
"plan": "Push the exact commit on the focused branch."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"branch\":\"fix/issue-20102\",\"token\":\"gitea_token\"},\"name\":\"gitea.create_pr\"},\"plan\":\"Create a pull request on Gitea for the focused branch.\"}",
"actual": {
"plan": "Create a pull request on Gitea for the focused branch.",
"action": {
"name": "gitea.create_pr",
"arguments": {
"branch": "fix/issue-20102",
"token": "gitea_token"
}
},
"result": null
},
"family": "git_to_change",
"expected": {
"action": {
"arguments": {
"base_branch": "main",
"body": "Includes the minimal implementation and focused tests.",
"head_branch": "fix/issue-20102",
"title": "Fix issue 20102"
},
"name": "provider.open_change"
},
"plan": "Open the already-pushed branch as a Gitea change."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"The fix for issue 20103 has been prepared, committed, and opened on Forgejo. The pull request number is 20103.\"}",
"actual": {
"plan": null,
"action": null,
"result": "The fix for issue 20103 has been prepared, committed, and opened on Forgejo. The pull request number is 20103."
},
"family": "git_to_change",
"expected": {
"result": "Opened Forgejo change 20103 for `fix/issue-20103` at `48129e00357197548fdafe28042290aee84203362b4186b66a546729dd047b03`."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"Change 20020 has been approved with current-revision evidence.\"}",
"actual": {
"plan": null,
"action": null,
"result": "Change 20020 has been approved with current-revision evidence."
},
"family": "review_approve",
"expected": {
"result": "Approved change 20020 at exact revision `9f5e401f6663311689526f08efe6449c5684a219d1d0e7490537bcd8d1830fa9`."
}
},
{
"valid": true,
"semantic": false,
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"error": null,
"raw": "{\"plan\":\"Check the current-revision evidence for GitLab change 20021\",\"action\":{\"name\":\"get_gitlab_change_revision\",\"arguments\":{\"change_id\":20021}}}",
"actual": {
"plan": "Check the current-revision evidence for GitLab change 20021",
"action": {
"name": "get_gitlab_change_revision",
"arguments": {
"change_id": 20021
}
},
"result": null
},
"family": "review_approve",
"expected": {
"action": {
"arguments": {
"number": 20021
},
"name": "provider.get_change"
},
"plan": "Fetch the change and bind review to its current head."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"number\":20022,\"sha\":\"8be1c0da0cf192d5742d40cb5e6a27ff82b4f9480a91572df36674bf6fb26a0a\",\"approval\":\"approved\"},\"name\":\"provider.review\"},\"plan\":\"Approve the change with current-revision evidence.\"}",
"actual": {
"plan": "Approve the change with current-revision evidence.",
"action": {
"name": "provider.review",
"arguments": {
"number": 20022,
"sha": "8be1c0da0cf192d5742d40cb5e6a27ff82b4f9480a91572df36674bf6fb26a0a",
"approval": "approved"
}
},
"result": null
},
"family": "review_approve",
"expected": {
"action": {
"arguments": {
"number": 20022
},
"name": "provider.get_diff"
},
"plan": "Inspect the diff for that exact revision."
}
},
{
"valid": true,
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"error": null,
"raw": "{\"action\":{\"arguments\":{\"number\":20023,\"head_sha\":\"53f79821d8640743877a35554e0bae3c3243b59cdd7461d79f4ac2b69fbe8381\"},\"name\":\"provider.approve\"},\"plan\":\"Approve the change with the current-revision evidence.\"}",
"actual": {
"plan": "Approve the change with the current-revision evidence.",
"action": {
"name": "provider.approve",
"arguments": {
"number": 20023,
"head_sha": "53f79821d8640743877a35554e0bae3c3243b59cdd7461d79f4ac2b69fbe8381"
}
},
"result": null
},
"family": "review_approve",
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"sha": "53f79821d8640743877a35554e0bae3c3243b59cdd7461d79f4ac2b69fbe8381"
},
"name": "provider.get_checks"
},
"plan": "Check CI for the same commit SHA."
}
},
{
"valid": true,
"semantic": false,
"arguments_exact": false,
"error": null,
"raw": "{\"action\":{\"arguments\":{\"number\":20070,\"head_sha\":\"76c464eb4bfccce7c4b6d2fe3323268568f14d4e42334c495a47b617e439b035\"},\"name\":\"provider.get_check\"},\"plan\":\"Verify that all checks for the change have passed.\"}",
"actual": {
"plan": "Verify that all checks for the change have passed.",
"action": {
"name": "provider.get_check",
"arguments": {
"number": 20070,
"head_sha": "76c464eb4bfccce7c4b6d2fe3323268568f14d4e42334c495a47b617e439b035"
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},
"result": null
},
"family": "review_block",
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"action": {
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"number": 20070
},
"name": "provider.get_diff"
},
"plan": "Inspect the exact diff before reaching a conclusion."
}
},
{
"valid": true,
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"error": null,
"raw": "{\"action\":{\"arguments\":{\"number\":20071,\"head_sha\":\"9e2e60af0f84d475571455a80aa0b0f2eecf413611abe2db14f6c8366d2fd921\"},\"name\":\"provider.get_check\"},\"plan\":\"Verify if all checks have passed for the change.\"}",
"actual": {
"plan": "Verify if all checks have passed for the change.",
"action": {
"name": "provider.get_check",
"arguments": {
"number": 20071,
"head_sha": "9e2e60af0f84d475571455a80aa0b0f2eecf413611abe2db14f6c8366d2fd921"
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"family": "review_block",
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},
"name": "provider.get_checks"
},
"plan": "Read checks for the reviewed SHA."
}
},
{
"valid": true,
"semantic": true,
"arguments_exact": true,
"error": null,
"raw": "{\"result\": \"change_20072_not_approved\"}",
"actual": {
"plan": null,
"action": null,
"result": "change_20072_not_approved"
},
"family": "review_block",
"expected": {
"result": "Did not approve change 20072: required tests fail on `b330f4b4fd4dd0ae1dad0b47a8c7e835c03cd8dbce16d43021132128522b7a4a`."
}
},
{
"valid": true,
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"error": null,
"raw": "{\"plan\":\"Check if change 20073 has passed all necessary reviews.\",\"action\":{\"name\":\"get_change_reviews\",\"arguments\":{\"change_id\":20073}}}",
"actual": {
"plan": "Check if change 20073 has passed all necessary reviews.",
"action": {
"name": "get_change_reviews",
"arguments": {
"change_id": 20073
}
},
"result": null
},
"family": "review_block",
"expected": {
"action": {
"arguments": {
"number": 20073
},
"name": "provider.get_change"
},
"plan": "Fetch the current change revision."
}
},
{
"valid": true,
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"error": null,
"raw": "{\"action\":{\"arguments\":{\"number\":20150,\"head_sha\":\"1849708cc7094b7bc1b97ddc52582e7223c485948abaed97ce0c76b3f4b82d39\"},\"name\":\"provider.rebase\"},\"plan\":\"Rebase the change with the exact revision.\"}",
"actual": {
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"number": 20150,
"head_sha": "1849708cc7094b7bc1b97ddc52582e7223c485948abaed97ce0c76b3f4b82d39"
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},
"result": null
},
"family": "review_merge",
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"number": 20150
},
"name": "provider.get_diff"
},
"plan": "Review the diff at the bound revision."
}
},
{
"valid": true,
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"raw": "{\"action\":{\"arguments\":{\"head_sha\":\"f0ec4f1cedc970a3cae4f059ea2e537fabf7271a93173ec56350b92f011387e7\",\"number\":20151},\"name\":\"provider.merge\"},\"plan\":\"Merge the change with squash after verification.\"}",
"actual": {
"plan": "Merge the change with squash after verification.",
"action": {
"name": "provider.merge",
"arguments": {
"head_sha": "f0ec4f1cedc970a3cae4f059ea2e537fabf7271a93173ec56350b92f011387e7",
"number": 20151
}
},
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},
"family": "review_merge",
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},
"name": "provider.get_checks"
},
"plan": "Verify required checks on the same SHA."
}
},
{
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