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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
episode_id: int64
task_name: string
pool: string
model: string
seed: int64
p1_steps: list<item: struct<step: int64, phase: int64, action: struct<action_type: string, target_service: str (... 2024 chars omitted)
child 0, item: struct<step: int64, phase: int64, action: struct<action_type: string, target_service: string, parame (... 2012 chars omitted)
child 0, step: int64
child 1, phase: int64
child 2, action: struct<action_type: string, target_service: string, parameters: struct<level: string, limit: int64, (... 247 chars omitted)
child 0, action_type: string
child 1, target_service: string
child 2, parameters: struct<level: string, limit: int64, root_cause: string, belief: struct<suspected_service: string, su (... 182 chars omitted)
child 0, level: string
child 1, limit: int64
child 2, root_cause: string
child 3, belief: struct<suspected_service: string, suspected_fault_class: string, service_confidence: double, fault_c (... 117 chars omitted)
child 0, suspected_service: string
child 1, suspected_fault_class: string
child 2, service_confidence: double
child 3, fault_confidence: double
child 4, evidence_gaps: list<item: string>
child 0, item: string
child 5, estimated_p2_cost: string
child 6, decision: string
...
tring
num_p1_steps: int64
num_p2_steps: int64
cumulative_reward: double
score_breakdown: struct<final: double, p1_rca: double, p1_efficiency: double, patch_quality: double, no_change_detect (... 83 chars omitted)
child 0, final: double
child 1, p1_rca: double
child 2, p1_efficiency: double
child 3, patch_quality: double
child 4, no_change_detection: double
child 5, p2_efficiency: double
child 6, r_cross: double
child 7, null_context_p2_score: double
declared_patch: string
declared_no_change: bool
belief_history: list<item: struct<suspected_service: string, suspected_fault_class: string, service_confidence: doub (... 129 chars omitted)
child 0, item: struct<suspected_service: string, suspected_fault_class: string, service_confidence: double, fault_c (... 117 chars omitted)
child 0, suspected_service: string
child 1, suspected_fault_class: string
child 2, service_confidence: double
child 3, fault_confidence: double
child 4, evidence_gaps: list<item: string>
child 0, item: string
child 5, estimated_p2_cost: string
child 6, decision: string
child 7, reasoning: string
done: bool
worst_model: string
margin: double
rejected_reward: double
phase: int64
strategy: string
prompt: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
chosen: string
best_model: string
chosen_reward: double
rejected: string
to
{'prompt': List({'role': Value('string'), 'content': Value('string')}), 'chosen': Value('string'), 'rejected': Value('string'), 'chosen_reward': Value('float64'), 'rejected_reward': Value('float64'), 'margin': Value('float64'), 'task_name': Value('string'), 'pool': Value('string'), 'phase': Value('int64'), 'strategy': Value('string'), 'episode_id': Value('int64'), 'best_model': Value('string'), 'worst_model': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 295, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
episode_id: int64
task_name: string
pool: string
model: string
seed: int64
p1_steps: list<item: struct<step: int64, phase: int64, action: struct<action_type: string, target_service: str (... 2024 chars omitted)
child 0, item: struct<step: int64, phase: int64, action: struct<action_type: string, target_service: string, parame (... 2012 chars omitted)
child 0, step: int64
child 1, phase: int64
child 2, action: struct<action_type: string, target_service: string, parameters: struct<level: string, limit: int64, (... 247 chars omitted)
child 0, action_type: string
child 1, target_service: string
child 2, parameters: struct<level: string, limit: int64, root_cause: string, belief: struct<suspected_service: string, su (... 182 chars omitted)
child 0, level: string
child 1, limit: int64
child 2, root_cause: string
child 3, belief: struct<suspected_service: string, suspected_fault_class: string, service_confidence: double, fault_c (... 117 chars omitted)
child 0, suspected_service: string
child 1, suspected_fault_class: string
child 2, service_confidence: double
child 3, fault_confidence: double
child 4, evidence_gaps: list<item: string>
child 0, item: string
child 5, estimated_p2_cost: string
child 6, decision: string
...
tring
num_p1_steps: int64
num_p2_steps: int64
cumulative_reward: double
score_breakdown: struct<final: double, p1_rca: double, p1_efficiency: double, patch_quality: double, no_change_detect (... 83 chars omitted)
child 0, final: double
child 1, p1_rca: double
child 2, p1_efficiency: double
child 3, patch_quality: double
child 4, no_change_detection: double
child 5, p2_efficiency: double
child 6, r_cross: double
child 7, null_context_p2_score: double
declared_patch: string
declared_no_change: bool
belief_history: list<item: struct<suspected_service: string, suspected_fault_class: string, service_confidence: doub (... 129 chars omitted)
child 0, item: struct<suspected_service: string, suspected_fault_class: string, service_confidence: double, fault_c (... 117 chars omitted)
child 0, suspected_service: string
child 1, suspected_fault_class: string
child 2, service_confidence: double
child 3, fault_confidence: double
child 4, evidence_gaps: list<item: string>
child 0, item: string
child 5, estimated_p2_cost: string
child 6, decision: string
child 7, reasoning: string
done: bool
worst_model: string
margin: double
rejected_reward: double
phase: int64
strategy: string
prompt: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
chosen: string
best_model: string
chosen_reward: double
rejected: string
to
{'prompt': List({'role': Value('string'), 'content': Value('string')}), 'chosen': Value('string'), 'rejected': Value('string'), 'chosen_reward': Value('float64'), 'rejected_reward': Value('float64'), 'margin': Value('float64'), 'task_name': Value('string'), 'pool': Value('string'), 'phase': Value('int64'), 'strategy': Value('string'), 'episode_id': Value('int64'), 'best_model': Value('string'), 'worst_model': Value('string')}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
prompt list | chosen string | rejected string | chosen_reward float64 | rejected_reward float64 | margin float64 | task_name string | pool string | phase int64 | strategy string | episode_id int64 | best_model string | worst_model string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "The root cause of the issue appears to be the recent deployment of orders v2.4.0, specifically the 'Refactor: extract pricing helper' change, which has led to degraded performance and increased memory usage in the api_gateway due to upstream issues wit... | 0.13 | -0.22 | 0.35 | aliased_fault | A | 1 | within_episode | 0 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "declare_no_change", "parameters": {"reason": "No relevant changes found in the code for the given commit."}} | {"action_type": "read_file", "parameters": {"path": "orders/orderservice.py"}} | 0.08 | -0.07 | 0.15 | severity_inversion | B | 2 | within_episode | 1 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | memory_leak | C | 1 | within_episode | 2 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/orders/handlers/batch.py b/orders/handlers/batch.py\n--- a/orders/handlers/batch.py\n+++ b/orders/handlers/batch.py\n@@ -52,7 +52,7 @@ class BatchProcessor:\n self._notifier.send(order.id, \"submitted\")\n \n def cache_size(self) -> int:\... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | memory_leak | C | 2 | within_episode | 2 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | memory_leak | A | 1 | within_episode | 3 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | cascading_failure | C | 1 | within_episode | 4 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/auth/config.py b/auth/config.py\n--- a/auth/config.py\n+++ b/auth/config.py\n@@ -8,6 +8,9 @@\n import os\n from dataclasses import dataclass\n \n+\n+_DEFAULT_DEV_SECRET = \"dev-only-do-not-use-in-prod-zZ3kf81P\"\n+\n \n @dataclass(frozen=True)\n clas... | {"action_type": "get_git_log", "parameters": {"path": ".", "n_commits": 15}} | 0.08 | 0.03 | 0.05 | cascading_failure | C | 2 | within_episode | 4 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "The root cause of the issue appears to be a recent deploy of orders service version v3.0.0, which may have introduced a regression or bug affecting the checkout process."}} | 0.13 | -0.22 | 0.35 | circuit_breaker_noop | C | 1 | within_episode | 5 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "declare_no_change", "parameters": {"reason": "The commit d2b9c11 introduced the circuit breaker intentionally to prevent a known failure mode."}} | {"action_type": "read_file", "parameters": {"path": "orders/version.txt"}} | 0.08 | -0.07 | 0.15 | circuit_breaker_noop | C | 2 | within_episode | 5 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/orders/auth_client.py b/orders/auth_client.py\n--- a/orders/auth_client.py\n+++ b/orders/auth_client.py\n@@ -15,5 +15,6 @@ class AuthClient:\n def validate(self, token):\n- return self._call_with_retries(token, retries=2,\n- ... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | severity_inversion | B | 2 | within_episode | 6 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Memory leak in payment service due to v1.9.0 deployment"}} | 0.13 | -0.22 | 0.35 | confidence_inversion | C | 1 | within_episode | 7 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/threadpool.py b/payment/threadpool.py\n--- a/payment/threadpool.py\n+++ b/payment/threadpool.py\n@@ -8,4 +8,5 @@ class PoolWorker:\n def acquire(self):\n- self._lock_a.acquire()\n- self._lock_b.acquire()\n+ with self.... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | confidence_inversion | C | 2 | within_episode | 7 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "The root cause of the issue appears to be a memory leak in the payment service, which was introduced in the recent deployment v3.0.0."}} | 0.13 | -0.22 | 0.35 | circuit_breaker_noop | A | 1 | within_episode | 8 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/threadpool.py b/payment/threadpool.py\n--- a/payment/threadpool.py\n+++ b/payment/threadpool.py\n@@ -41,7 +41,7 @@ class PoolWorker:\n self._lock_a.acquire()\n self._lock_b.acquire()\n \n- def release(self) -> None:\n+ d... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | confidence_inversion | B | 2 | within_episode | 9 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "auth service is down and causing degradation in api_gateway and orders services due to connection refusals."}} | 0.13 | -0.22 | 0.35 | cascading_failure | A | 1 | within_episode | 10 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | info_ordering | C | 1 | within_episode | 11 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/shared/serializer.py b/shared/serializer.py\nindex 5b6c7d8..e7f8a9b 100644\n--- a/shared/serializer.py\n+++ b/shared/serializer.py\n@@ -23,7 +23,7 @@ from shared_serializer import encode # type: ignore\n \n class SchemaCodec:\n \"\"\"Per-service... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | info_ordering | C | 2 | within_episode | 11 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "The root cause of the issue appears to be a Redis slow log in the auth service, likely due to a large number of session keys being scanned. This could be exacerbated by a recent deploy of the cache service."}} | 0.13 | -0.22 | 0.35 | circuit_breaker_noop | C | 1 | within_episode | 12 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "declare_no_change", "parameters": {"reason": "The added circuit breaker is intentional and correctly implemented. The fault is likely due to external factors or misinterpretation of the service behavior."}} | {"action_type": "list_dir", "parameters": {"path": "auth"}} | 0.08 | -0.07 | 0.15 | circuit_breaker_noop | C | 2 | within_episode | 12 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | info_ordering | A | 1 | within_episode | 13 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Payment service is experiencing high error rates and latency, causing a cascade effect on dependent services like orders and api_gateway due to circuit breaker opening and connection refusals."}} | 0.13 | -0.22 | 0.35 | distributed_deadlock | C | 1 | within_episode | 14 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/processor.py b/payment/processor.py\n--- a/payment/processor.py\n+++ b/payment/processor.py\n@@ -5,7 +5,7 @@\n \n from __future__ import annotations\n \n-import time\n+time,\n from typing import Optional\n \n from .gateway import StripeGatewa... | {"action_type": "get_git_log", "parameters": {"path": ".", "n_commits": 15}} | 0.08 | -0.07 | 0.15 | distributed_deadlock | C | 2 | within_episode | 14 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/orders/handlers/batch.py b/orders/handlers/batch.py\n--- a/orders/handlers/batch.py\n+++ b/orders/handlers/batch.py\n@@ -41,7 +41,7 @@\n self._cache[order.id] = order\n def flush(self) -> None:\n orders = list(self._cache.values()... | {"action_type": "get_git_log", "parameters": {"path": ".", "n_commits": 15}} | 0.08 | 0.03 | 0.05 | memory_leak | B | 2 | within_episode | 15 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "--- a/payment/threadpool.py\n+++ b/payment/threadpool.py\n@@ -8,4 +8,5 @@ class PoolWorker:\n def acquire(self):\n- self._lock_a.acquire()\n- self._lock_b.acquire()\n+ with self._global_order:\n+ self._lock_a.acquire()\n+ ... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | confidence_inversion | B | 2 | within_episode | 16 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Orders service experienced a memory leak starting from deploy v2.4.0, causing downstream services to degrade."}} | 0.13 | -0.22 | 0.35 | aliased_fault | C | 1 | within_episode | 17 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/queue/worker.py b/queue/worker.py\n--- a/queue/worker.py\n+++ b/queue/worker.py\n@@ -22,4 +22,5 @@ class CacheWriter:\n def flush(self, batch):\n- for k, v in batch.items():\n+ for k, v in list(batch.items()):\n self._ca... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | aliased_fault | C | 2 | within_episode | 17 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "auth service is experiencing OOMKilled due to insufficient memory, leading to degraded status of dependent services api_gateway and orders."}} | 0.13 | -0.22 | 0.35 | heldout_aliased_severity | D | 1 | within_episode | 18 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "declare_no_change", "parameters": {"reason": "No relevant changes found in the provided commits and files."}} | {"action_type": "list_dir", "parameters": {"path": "auth"}} | 0.08 | -0.07 | 0.15 | heldout_aliased_severity | D | 2 | within_episode | 18 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/threadpool.py b/payment/threadpool.py\n--- a/payment/threadpool.py\n+++ b/payment/threadpool.py\n@@ -8,4 +8,5 @@ class PoolWorker:\n def acquire(self):\n- self._lock_a.acquire()\n- self._lock_b.acquire()\n+ with self.... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | confidence_inversion | B | 2 | within_episode | 19 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/auth/config.py b/auth/config.py\nindex 9a1b2c3..4d5e6f7 100644\n--- a/auth/config.py\n+++ b/auth/config.py\n@@ -14,7 +14,7 @@ AUTH_CONFIG = AuthConfig(\n token_ttl_seconds = 3600,\n issuer = \"auth.example.com\",\n )\n-\n+if __name... | {"action_type": "read_file", "parameters": {"path": "auth/auth_service.py"}} | 0.08 | -0.07 | 0.15 | cascading_failure | B | 2 | within_episode | 20 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Memory leak in payment service due to increased memory usage and high latency p99, accompanied by OOM exceptions and degraded service health."}} | 0.13 | -0.22 | 0.35 | confidence_inversion | C | 1 | within_episode | 21 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/threadpool.py b/payment/threadpool.py\n--- a/payment/threadpool.py\n+++ b/payment/threadpool.py\n@@ -8,4 +8,5 @@ class PoolWorker:\n def acquire(self):\n- self._lock_a.acquire()\n- self._lock_b.acquire()\n+ with self.... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | confidence_inversion | C | 2 | within_episode | 21 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "High message publish rate and queue depth issues in the payment service have cascaded to degrade the api_gateway."}} | 0.13 | -0.22 | 0.35 | distributed_deadlock | A | 1 | within_episode | 22 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | info_ordering | A | 1 | within_episode | 23 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Payment service experienced a severe memory leak, leading to high memory usage and subsequent degradation of other services due to upstream failures."}} | 0.13 | -0.22 | 0.35 | confidence_inversion | A | 1 | within_episode | 24 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | cascading_failure | A | 1 | within_episode | 25 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Payment service is experiencing high error rates and latency, leading to connection refusals from downstream services like orders."}} | 0.13 | -0.22 | 0.35 | distributed_deadlock | C | 1 | within_episode | 26 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/payment/processor.py b/payment/processor.py\n--- a/payment/processor.py\n+++ b/payment/processor.py\n@@ -23,7 +23,7 @@ class PaymentProcessor:\n self,\n gateway: StripeGateway,\n queue: QueueClient,\n- max_retries: in... | {"action_type": "get_git_log", "parameters": {"path": ".", "n_commits": 15}} | 0.08 | 0.03 | 0.05 | distributed_deadlock | C | 2 | within_episode | 26 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Queue depth critical and publish flood detected for payment-service, causing degraded API Gateway response times and upstream service unavailability."}} | 0.13 | -0.22 | 0.35 | distributed_deadlock | A | 1 | within_episode | 27 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Payment service is experiencing a publish flood and queue depth critical, leading to degraded API Gateway performance."}} | 0.13 | -0.22 | 0.35 | distributed_deadlock | A | 1 | within_episode | 28 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "declare_root_cause", "parameters": {"root_cause": "Memory leak in orders service due to insufficient memory allocation and OOMKilled containers"}} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.38 | -0.07 | 0.45 | memory_leak | C | 1 | within_episode | 29 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/orders/handlers/batch.py b/orders/handlers/batch.py\n--- a/orders/handlers/batch.py\n+++ b/orders/handlers/batch.py\n@@ -41,7 +41,7 @@\n self._cache[order.id] = order\n if len(self._cache) >= self._batch_size:\n self.flush... | {"action_type": "list_dir", "parameters": {"path": "."}} | 0.08 | 0.03 | 0.05 | memory_leak | C | 2 | within_episode | 29 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE handling a production incident in a microservices system.\n\n## Service Topology (downstream ← upstream)\napi_gateway ← auth, orders, cache\nauth ← database\norders ← database, payment, auth\npayment ← queue, database\ncache, database, queue ← (no depend... | {"action_type": "view_alerts"} | {"action_type": "query_logs", "target_service": "api_gateway", "parameters": {"level": "ERROR", "limit": 20}} | 0.13 | -0.07 | 0.2 | cascading_failure | C | 1 | within_episode | 30 | null | null |
[
{
"role": "system",
"content": "You are an expert SRE investigating a code-level fault in a sandboxed repository.\n\n## Phase 2 Action Space\nOutput EXACTLY ONE valid JSON action per turn. No markdown, no explanation.\n\nCode Exploration:\n{\"action_type\": \"list_dir\", \"parameters\": {\"path\": \".\"}}\n... | {"action_type": "propose_patch", "parameters": {"diff": "diff --git a/auth/config.py b/auth/config.py\n--- a/auth/config.py\n+++ b/auth/config.py\n@@ -8,6 +8,9 @@\n import os\n from dataclasses import dataclass\n \n+\n+_DEFAULT_DEV_SECRET = \"dev-only-do-not-use-in-prod-zZ3kf81P\"\n+\n \n @dataclass(frozen=True)\n clas... | {"action_type": "get_git_log", "parameters": {"path": ".", "n_commits": 15}} | 0.08 | 0.03 | 0.05 | cascading_failure | C | 2 | within_episode | 30 | null | null |
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