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The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
id: string
language: string
vulnerable_code: string
patched_code: string
cwe: string
severity: string
explanation: string
attack_scenario: string
secure_fix: string
source: string
source_license: string
cve: string
owasp: null
cvss: double
is_vulnerable: bool
split: string
fingerprint: string
added_at: timestamp[s]
references: list<item: null>
child 0, item: null
_meta: struct<id: string, cwe: string, severity: string, language: string, source: string, split: string, i (... 19 chars omitted)
child 0, id: string
child 1, cwe: string
child 2, severity: string
child 3, language: string
child 4, source: string
child 5, split: string
child 6, is_vulnerable: bool
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'messages': List({'role': Value('string'), 'content': Value('string')}), '_meta': {'id': Value('string'), 'cwe': Value('string'), 'severity': Value('string'), 'language': Value('string'), 'source': Value('string'), 'split': Value('string'), 'is_vulnerable': Value('bool')}}
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
id: string
language: string
vulnerable_code: string
patched_code: string
cwe: string
severity: string
explanation: string
attack_scenario: string
secure_fix: string
source: string
source_license: string
cve: string
owasp: null
cvss: double
is_vulnerable: bool
split: string
fingerprint: string
added_at: timestamp[s]
references: list<item: null>
child 0, item: null
_meta: struct<id: string, cwe: string, severity: string, language: string, source: string, split: string, i (... 19 chars omitted)
child 0, id: string
child 1, cwe: string
child 2, severity: string
child 3, language: string
child 4, source: string
child 5, split: string
child 6, is_vulnerable: bool
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'messages': List({'role': Value('string'), 'content': Value('string')}), '_meta': {'id': Value('string'), 'cwe': Value('string'), 'severity': Value('string'), 'language': Value('string'), 'source': Value('string'), 'split': Value('string'), 'is_vulnerable': Value('bool')}}
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.
messages list | _meta dict |
|---|---|
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "40d13e134285",
"cwe": "CWE-119",
"severity": "high",
"language": "c",
"source": "devign:qemu:db12451decf7",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "87f5f422df04",
"cwe": "CWE-506",
"severity": "critical",
"language": "javascript",
"source": "osv:ghsa-m852-866j-69j8",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "1a55d50e89ab",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-3212",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "9e0df0d16936",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-8839",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "513aa101ba26",
"cwe": "CWE-200",
"severity": "low",
"language": "python",
"source": "osv:ghsa-h294-8fxm-m2pj",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "36376e340b40",
"cwe": "CWE-125",
"severity": "high",
"language": "c",
"source": "bigvul:cve-2016-9539",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "5b8b12c1b46f",
"cwe": "CWE-377",
"severity": "medium",
"language": "swift",
"source": "nvd:cve-2026-20618",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "e52d0d869427",
"cwe": "CWE-20",
"severity": "high",
"language": "c",
"source": "bigvul:cve-2010-3702",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "f7d1b64f2308",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-8215",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "ebe2d5d84abc",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2011-2479",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "5f51ec8fc430",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-6773",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "9beb6314e4b2",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-8852",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "8de2ef4281cf",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2019-13504",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "ee764f550b82",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2013-0886",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "a19253fe78fe",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2015-4116",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "f82273bbe564",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2020-0466",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "b556f1b304ad",
"cwe": "CWE-119",
"severity": "high",
"language": "c",
"source": "bigvul:cve-2013-6623",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "b9e218c0f6be",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2016-4565",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "23673861e967",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2016-1248",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "b7f527e607e5",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2016-5218",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "96f7d01d70e5",
"cwe": "CWE-617",
"severity": "high",
"language": "javascript",
"source": "nvd:cve-2026-37224",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "1a3f0353d311",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2021-32792",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "189dc5f21989",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2012-0045",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "945a8600b993",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2016-7796",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "19b9d17d197b",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2016-1665",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "b1386103a746",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2018-6049",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "c837cc1cdb0f",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:none",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "48161e982a9c",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2021-27364",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "e9b6ce04b1c5",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2018-8099",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "118b4516c690",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2014-7822",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "0be7c0c1560a",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2018-6066",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "4bf61c465ee9",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2014-7841",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "7fb7b466e076",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2018-6144",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "358a2067edb3",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2013-7010",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "cc334bbfa01a",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2014-3173",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "2aeda7a3831e",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2012-1601",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "053631dc3a80",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2020-26421",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "118a7d672e41",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2020-12135",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "1fe1bb332ffb",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2022-29779",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "a4db9cb95f81",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2016-1662",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "b8806a25a904",
"cwe": "CWE-20",
"severity": "high",
"language": "c",
"source": "bigvul:cve-2017-12187",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "af25345ddda8",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2015-6787",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "16fea152b40b",
"cwe": "CWE-79",
"severity": "medium",
"language": "javascript",
"source": "osv:ghsa-m79r-r765-5f9j",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "85f59bbbe3d2",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2011-2799",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "bba5fc166f57",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2014-1713",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "f386e2915ca4",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2016-9540",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "260c106a6533",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2013-0904",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "6cb4d4bfdda5",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2019-5770",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "1103624d38b7",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2011-1768",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "e982ee4f025d",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2022-0139",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "a58d25c4edc4",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2017-5019",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "79f879912b5e",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "devign:qemu:9dbbc748d671",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "0023ee5b7377",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2018-6144",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "425b80a44226",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2014-5139",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "865a54966738",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2017-16355",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "5cd132e1547a",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:Chrome",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "2d41124d9e52",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2017-5112",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "cb00824c9965",
"cwe": "CWE-345",
"severity": "medium",
"language": "javascript",
"source": "osv:ghsa-p7mm-r948-4q3q",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "939909b3fb0c",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2011-2918",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "c372a8049b4f",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2019-15538",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "4174faae9260",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2009-1194",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "f55657013e5b",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:Chrome",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "7199c62cf542",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2011-1296",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "f549d4827172",
"cwe": "CWE-UNKNOWN",
"severity": "clean",
"language": "c",
"source": "primevul:cve-2020-1918",
"split": "train",
"is_vulnerable": true
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "fd1fc6550548",
"cwe": null,
"severity": "clean",
"language": "c",
"source": "bigvul:CVE-2012-1601",
"split": "train",
"is_vulnerable": false
} |
[
{
"role": "system",
"content": "You are RakshakAI v2, a security-specialized code analysis model. Analyze the code snippet for security vulnerabilities.\n\nThink through your analysis step by step, then respond with a JSON object containing:\n{\n \"is_vulnerable\": true/false,\n \"vulnerability_type\": \"... | {
"id": "90eaf48da52b",
"cwe": "CWE-79",
"severity": "high",
"language": "go",
"source": "osv:ghsa-5vpr-4fgw-f69h",
"split": "train",
"is_vulnerable": true
} |
End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
RakshakAI v2 - Phase B Dataset
Description
192K balanced multi-task security SFT dataset (50/50 vulnerable/clean split). Built from NVD, OSV, BigVul, PrimeVul, Devign, and OWASP Benchmark.
Structure
pack/- Axolotl-packed format (with _text field), ready for QLoRA traininginstruct/- Chat format with system/user/assistantmeta/- Raw SecuritySample records (programming field preserved)benchmark_hard/- 500-sample hard benchmark (13 CWE classes, unseen repos)
Format
Each sample: system/user/assistant with 5-step CoT reasoning trace + JSON response.
Languages
C (100K), text/CVE (55K), JS (9K), Java (8K), PHP (6K), Python (4K), Rust (3K), Go (2.5K), C# (2K), Swift (1.5K), Ruby (1K), and more.
Data Sources (Not in Benchmark)
All code sourced from public security datasets. Benchmark samples hand-crafted from 2025-2026 CVEs in repos NOT in training data.
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