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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
hypothesis_id: string
event_id: string
label: string
data: struct<Image: string, CommandLine: string, TargetImage: string, query: string, EventID: int64, Logon (... 12 chars omitted)
child 0, Image: string
child 1, CommandLine: string
child 2, TargetImage: string
child 3, query: string
child 4, EventID: int64
child 5, LogonType: int64
logsource: null
rule_id: string
hypothesis: string
expected_attack_ids: list<item: string>
child 0, item: string
to
{'hypothesis': Value('string'), 'logsource': Json(decode=True), 'expected_attack_ids': List(Value('string')), 'rule_id': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
for item in generator(*args, **kwargs):
~~~~~~~~~^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
hypothesis_id: string
event_id: string
label: string
data: struct<Image: string, CommandLine: string, TargetImage: string, query: string, EventID: int64, Logon (... 12 chars omitted)
child 0, Image: string
child 1, CommandLine: string
child 2, TargetImage: string
child 3, query: string
child 4, EventID: int64
child 5, LogonType: int64
logsource: null
rule_id: string
hypothesis: string
expected_attack_ids: list<item: string>
child 0, item: string
to
{'hypothesis': Value('string'), 'logsource': Json(decode=True), 'expected_attack_ids': List(Value('string')), 'rule_id': 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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, 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.
hypothesis string | logsource unknown | expected_attack_ids list | rule_id string |
|---|---|---|---|
Detect potential abuse of linux magic system request key | {
"product": "linux",
"service": "auditd",
"definition": "Required auditd configuration:\n-w /proc/sysrq-trigger -p wa -k sysrq\n-w /proc/sys/kernel/sysrq -p wa -k sysrq\n"
} | [
"T1059.004",
"T1529",
"T1489",
"T1499"
] | sigma-00397 |
Detect bitlocker key retrieval | {
"product": "azure",
"service": "auditlogs"
} | [
"T1078.004"
] | sigma-00205 |
Detect microsoft 365 - user restricted from sending email | {
"service": "threat_management",
"product": "m365"
} | [
"T1199"
] | sigma-00333 |
Detect suspicious inbox forwarding | {
"service": "threat_management",
"product": "m365"
} | [
"T1020"
] | sigma-00330 |
Detect shell execution via flock - linux | {
"category": "process_creation",
"product": "linux"
} | [
"T1083"
] | sigma-00490 |
Detect potentially suspicious malware callback communication - linux | {
"category": "network_connection",
"product": "linux"
} | [
"T1571"
] | sigma-00445 |
Detect bash interactive shell | {
"category": "process_creation",
"product": "linux"
} | [] | sigma-00454 |
Detect azure application deleted | {
"product": "azure",
"service": "auditlogs"
} | [
"T1489"
] | sigma-00221 |
Detect azure application gateway modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [] | sigma-00168 |
Detect shell invocation via env command - linux | {
"category": "process_creation",
"product": "linux"
} | [
"T1059.004"
] | sigma-00477 |
Detect gcp access policy deleted | {
"product": "gcp",
"service": "gcp.audit"
} | [
"T1098"
] | sigma-00289 |
Detect bpfdoor abnormal process id or lock file accessed | {
"product": "linux",
"service": "auditd"
} | [
"T1106",
"T1059"
] | sigma-00393 |
Detect remote printing abuse for lateral movement | {
"product": "rpc_firewall",
"category": "application",
"definition": "Requirements: install and apply the RPC Firewall to all processes with \"audit:true action:block uuid:12345678-1234-abcd-ef00-0123456789ab or 76f03f96-cdfd-44fc-a22c-64950a001209 or ae33069b-a2a8-46ee-a235-ddfd339be281 or 0b6edbfa-4a24-4fc6-8a... | [] | sigma-00085 |
Detect sharphound recon account discovery | {
"product": "rpc_firewall",
"category": "application",
"definition": "Requirements: install and apply the RPC Firewall to all processes with \"audit:true action:block uuid:6bffd098-a112-3610-9833-46c3f87e345a opnum:2"
} | [
"T1087"
] | sigma-00093 |
Detect program executions in suspicious folders | {
"product": "linux",
"service": "auditd"
} | [
"T1587",
"T1584"
] | sigma-00408 |
Detect github push protection bypass detected | {
"product": "github",
"service": "audit",
"definition": "Requirements: The audit log streaming feature must be enabled to be able to receive such logs. You can enable following the documentation here: https://docs.github.com/en/enterprise-cloud@latest/admin/monitoring-activity-in-your-enterprise/reviewing-audit-... | [
"T1685"
] | sigma-00024 |
Detect bitbucket full data export triggered | {
"product": "bitbucket",
"service": "audit",
"definition": "Requirements: \"Advance\" log level is required to receive these audit events."
} | [
"T1213.003"
] | sigma-00001 |
Detect rare subscription-level operations in azure | {
"product": "azure",
"service": "activitylogs"
} | [
"T1003"
] | sigma-00196 |
Detect azure container registry created or deleted | {
"product": "azure",
"service": "activitylogs"
} | [
"T1485",
"T1496",
"T1489"
] | sigma-00170 |
Detect aws route 53 domain transfer lock disabled | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1098"
] | sigma-00155 |
Detect logon from a risky ip address | {
"service": "threat_management",
"product": "m365"
} | [
"T1078"
] | sigma-00326 |
Detect aws s3 data management tampering | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1537"
] | sigma-00157 |
Detect steganography unzip hidden information from picture file | {
"product": "linux",
"service": "auditd"
} | [
"T1027.003"
] | sigma-00384 |
Detect deployment deleted from kubernetes cluster | {
"category": "application",
"product": "kubernetes",
"service": "audit"
} | [
"T1498"
] | sigma-00038 |
Detect okta admin functions access through proxy | {
"service": "okta",
"product": "okta"
} | [] | sigma-00335 |
Detect okta application modified or deleted | {
"product": "okta",
"service": "okta"
} | [] | sigma-00340 |
Detect github ssh certificate configuration changed | {
"product": "github",
"service": "audit",
"definition": "Requirements: The audit log streaming feature must be enabled to be able to receive such logs. You can enable following the documentation here: https://docs.github.com/en/enterprise-cloud@latest/admin/monitoring-activity-in-your-enterprise/reviewing-audit-... | [
"T1078.004"
] | sigma-00030 |
Detect aws ec2 vm export failure | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1005",
"T1537"
] | sigma-00134 |
Detect security tool tampering | {
"product": "windows",
"service": "security"
} | [
"T1562.001"
] | seed-008 |
Detect modify system firewall | {
"product": "linux",
"service": "auditd"
} | [
"T1686"
] | sigma-00374 |
Detect clear or disable kernel ring buffer logs via syslog syscall | {
"product": "linux",
"service": "auditd",
"definition": "Required auditd configuration:\n-a always,exit -F arch=b64 -S syslog -F a0=4 -k clear_dmesg_logs\n-a always,exit -F arch=b64 -S syslog -F a0=5 -k clear_dmesg_logs\n-a always,exit -F arch=b64 -S syslog -F a0=6 -k disable_dmesg_logs\n-a always,exit -F arch=b... | [
"T1685.006"
] | sigma-00402 |
Detect aws elasticache security group modified or deleted | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1531"
] | sigma-00140 |
Detect loading of kernel module via insmod | {
"product": "linux",
"service": "auditd"
} | [
"T1547.006"
] | sigma-00404 |
Detect commands to clear or remove the syslog - builtin | {
"product": "linux"
} | [
"T1565.001"
] | sigma-00416 |
Detect aws efs fileshare modified or deleted | {
"product": "aws",
"service": "cloudtrail"
} | [] | sigma-00136 |
Detect shellshock expression | {
"product": "linux"
} | [
"T1505.003"
] | sigma-00425 |
Detect esxi vsan information discovery via esxcli | {
"category": "process_creation",
"product": "linux"
} | [
"T1033",
"T1007",
"T1059.012"
] | sigma-00486 |
Detect process execution error in jvm based application | {
"category": "application",
"product": "jvm",
"definition": "Requirements: application error logs must be collected (with LOG_LEVEL=ERROR and above)"
} | [
"T1190"
] | sigma-00034 |
Detect bitbucket user permissions export attempt | {
"product": "bitbucket",
"service": "audit",
"definition": "Requirements: \"Advance\" log level is required to receive these audit events."
} | [
"T1213",
"T1082",
"T1591.004"
] | sigma-00014 |
Detect aws kms imported key material usage | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1486",
"T1608.003"
] | sigma-00147 |
RDP lateral movement after hours | {
"category": "application",
"product": "opencanary"
} | [
"T1133",
"T1021.001"
] | sigma-00067 |
Detect opencanary - ntp monlist request | {
"category": "application",
"product": "opencanary"
} | [
"T1498"
] | sigma-00061 |
Detect remote encrypting file system abuse | {
"product": "rpc_firewall",
"category": "application",
"definition": "Requirements: install and apply the RPC Firewall to all processes with \"audit:true action:block uuid:df1941c5-fe89-4e79-bf10-463657acf44d or c681d488-d850-11d0-8c52-00c04fd90f7e"
} | [] | sigma-00081 |
Detect google cloud kubernetes secrets modified or deleted | {
"product": "gcp",
"service": "gcp.audit"
} | [] | sigma-00300 |
Detect kubernetes rolebinding modification | {
"product": "kubernetes",
"service": "audit"
} | [] | sigma-00046 |
Detect aws enableregion command monitoring | {
"product": "aws",
"service": "cloudtrail"
} | [] | sigma-00120 |
Detect restore public aws rds instance | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1020"
] | sigma-00153 |
Detect remote server service abuse | {
"product": "rpc_firewall",
"category": "application",
"definition": "Requirements: install and apply the RPC Firewall to all processes with \"audit:true action:block uuid:4b324fc8-1670-01d3-1278-5a47bf6ee188"
} | [] | sigma-00089 |
Detect account lockout | {
"product": "azure",
"service": "signinlogs"
} | [
"T1110"
] | sigma-00271 |
Detect change to authentication method | {
"product": "azure",
"service": "auditlogs"
} | [
"T1556",
"T1098"
] | sigma-00223 |
Detect aws successful console login without mfa | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1078.004"
] | sigma-00113 |
Detect potential malicious usage of cloudtrail system manager | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1566",
"T1566.002"
] | sigma-00124 |
Detect google workspace role privilege deleted | {
"product": "gcp",
"service": "google_workspace.admin"
} | [] | sigma-00310 |
DNS beaconing to rare domains | {
"product": "azure",
"service": "activitylogs"
} | [
"T1565.001"
] | sigma-00173 |
Detect azure network security configuration modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [] | sigma-00193 |
Detect azure kubernetes cluster created or deleted | {
"product": "azure",
"service": "activitylogs"
} | [
"T1485",
"T1496",
"T1489"
] | sigma-00181 |
Detect wget creating files in tmp directory | {
"product": "linux",
"category": "file_event"
} | [
"T1105"
] | sigma-00440 |
Detect aws key pair import activity | {
"product": "aws",
"service": "cloudtrail"
} | [
"T1078"
] | sigma-00132 |
Detect microsoft 365 - potential ransomware activity | {
"service": "threat_management",
"product": "m365"
} | [
"T1486"
] | sigma-00327 |
Detect kubernetes potential enumeration activity | {
"product": "kubernetes",
"service": "audit"
} | [
"T1609",
"T1613"
] | sigma-00043 |
Detect potential rce exploitation attempt in nodejs | {
"category": "application",
"product": "nodejs",
"definition": "Requirements: application error logs must be collected (with LOG_LEVEL=ERROR and above)"
} | [
"T1190"
] | sigma-00052 |
Detect communication to localtonet tunneling service initiated - linux | {
"category": "network_connection",
"product": "linux"
} | [
"T1572",
"T1090",
"T1102"
] | sigma-00443 |
Detect account created and deleted within a close time frame | {
"product": "azure",
"service": "auditlogs"
} | [
"T1078"
] | sigma-00204 |
Detect new ca policy by non-approved actor | {
"product": "azure",
"service": "auditlogs"
} | [
"T1548"
] | sigma-00203 |
Detect esxi storage information discovery via esxcli | {
"category": "process_creation",
"product": "linux"
} | [
"T1033",
"T1007",
"T1059.012"
] | sigma-00480 |
Detect azure subscription permission elevation via auditlogs | {
"product": "azure",
"service": "auditlogs"
} | [
"T1078"
] | sigma-00240 |
Detect azure keyvault key modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [
"T1552",
"T1552.001"
] | sigma-00177 |
Detect suspicious activity in shell commands | {
"product": "linux"
} | [
"T1059.004"
] | sigma-00422 |
Detect password reset by user account | {
"product": "azure",
"service": "auditlogs"
} | [
"T1078.004"
] | sigma-00244 |
Shadow copy deletion via vssadmin | {
"product": "windows",
"category": "process_creation"
} | [
"T1490"
] | seed-005 |
Detect suspicious commands linux | {
"product": "linux",
"service": "auditd"
} | [
"T1059.004"
] | sigma-00380 |
Detect azure service principal removed | {
"product": "azure",
"service": "auditlogs"
} | [] | sigma-00239 |
Detect google cloud sql database modified or deleted | {
"product": "gcp",
"service": "gcp.audit"
} | [] | sigma-00303 |
Detect new aws lambda function url configuration created | {
"product": "aws",
"service": "cloudtrail"
} | [] | sigma-00148 |
Detect azure kubernetes service account modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [
"T1531",
"T1485",
"T1496",
"T1489"
] | sigma-00189 |
Detect added owner to application | {
"product": "azure",
"service": "auditlogs"
} | [
"T1552"
] | sigma-00216 |
Detect linux sudo chroot execution | {
"category": "process_creation",
"product": "linux"
} | [
"T1068"
] | sigma-00463 |
Detect application uri configuration changes | {
"product": "azure",
"service": "auditlogs"
} | [
"T1528",
"T1078.004"
] | sigma-00220 |
Detect modification of ld.so.preload | {
"product": "linux",
"service": "auditd"
} | [
"T1574.006"
] | sigma-00395 |
Detect linux crypto mining indicators | {
"product": "linux",
"category": "process_creation"
} | [
"T1496"
] | sigma-00470 |
Detect remote dcom/wmi lateral movement | {
"product": "rpc_firewall",
"category": "application",
"definition": "Requirements: install and apply the RPC Firewall to all processes with \"audit:true action:block uuid:367abb81-9844-35f1-ad32-98f038001003"
} | [
"T1021.003",
"T1047"
] | sigma-00086 |
Detect suspicious browser activity | {
"product": "azure",
"service": "riskdetection"
} | [
"T1078"
] | sigma-00260 |
Detect azure virtual network device modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [] | sigma-00194 |
Detect azure point-to-site vpn modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [] | sigma-00192 |
Detect cisco duo successful mfa authentication via bypass code | {
"product": "cisco",
"service": "duo"
} | [] | sigma-00334 |
Detect app assigned to azure rbac/microsoft entra role | {
"product": "azure",
"service": "auditlogs"
} | [
"T1098.003"
] | sigma-00219 |
Detect account disabled or blocked for sign in attempts | {
"product": "azure",
"service": "signinlogs"
} | [
"T1078.004"
] | sigma-00281 |
Detect pst export alert using new-compliancesearchaction | {
"service": "threat_management",
"product": "m365"
} | [
"T1114"
] | sigma-00329 |
Detect bitbucket global ssh settings changed | {
"product": "bitbucket",
"service": "audit",
"definition": "Requirements: \"Advance\" log level is required to receive these audit events."
} | [
"T1685",
"T1021.004"
] | sigma-00004 |
Detect process injection detected | {
"product": "windows",
"service": "sysmon"
} | [
"T1055"
] | seed-007 |
Detect too many global admins | {
"product": "azure",
"service": "pim"
} | [
"T1078"
] | sigma-00270 |
Detect file or folder permissions change | {
"product": "linux",
"service": "auditd"
} | [
"T1222.002"
] | sigma-00369 |
Detect gcp break-glass container workload deployed | {
"product": "gcp",
"service": "gcp.audit"
} | [
"T1548"
] | sigma-00290 |
Detect auditing configuration changes on linux host | {
"product": "linux",
"service": "auditd"
} | [
"T1685"
] | sigma-00392 |
Detect okta new admin console behaviours | {
"product": "okta",
"service": "okta"
} | [
"T1078.004"
] | sigma-00346 |
Detect system and hardware information discovery | {
"product": "linux",
"service": "auditd"
} | [
"T1082"
] | sigma-00398 |
Detect azure firewall rule configuration modified or deleted | {
"product": "azure",
"service": "activitylogs"
} | [] | sigma-00191 |
Detect clipboard collection with xclip tool | {
"product": "linux",
"category": "process_creation"
} | [
"T1115"
] | sigma-00466 |
Detect suspicious c2 activities | {
"product": "linux",
"service": "auditd",
"definition": "Required auditd configuration:\n-w /usr/bin/wget -p x -k susp_activity\n-w /usr/bin/curl -p x -k susp_activity\n-w /usr/bin/base64 -p x -k susp_activity\n-w /bin/nc -p x -k susp_activity\n-w /bin/netcat -p x -k susp_activity\n-w /usr/bin/ncat -p x -k susp_... | [] | sigma-00390 |
Detect github fork private repositories setting enabled/cleared | {
"product": "github",
"service": "audit",
"definition": "Requirements: The audit log streaming feature must be enabled to be able to receive such logs. You can enable following the documentation here: https://docs.github.com/en/enterprise-cloud@latest/admin/monitoring-activity-in-your-enterprise/reviewing-audit-... | [
"T1020",
"T1537"
] | sigma-00019 |
End of preview.
SigmaForge Rules Corpus
Sigma detection rules corpus derived from SigmaHQ/sigma under the Detection Rule License (DRL) 1.1.
Schema
Each record contains: title, description, logsource, detection, condition, falsepositives, level, tags, attack_ids, status, references, raw_yaml.
Files
rules_corpus.jsonl— Full normalized corpustrain.jsonl/test.jsonl— Logsource classifier splitstest_events.jsonl— Positive/negative event pairs for rule testingbenchmark_report.json/eval_results.json— Quality metrics
Attribution
Rules sourced from SigmaHQ community repository. Aria AI normalized and augmented with synthetic training data.
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