Security Bulletin
Summary
TensorFlow is vulnerable to a heap-based buffer overflow and denial of service on IBM Watson Machine Learning Server
Vulnerability Details
CVEID: CVE-2020-15201
DESCRIPTION: TensorFlow is vulnerable to a heap-based buffer overflow, caused by improper bounds checking by the RaggedCountSparseOutput implementation . By sending a specially-crafted request, a remote attacker could overflow a buffer and execute arbitrary code on the system.
CVSS Base score: 4.8
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188940 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N)
CVEID: CVE-2020-15196
DESCRIPTION: TensorFlow is vulnerable to a heap-based buffer overflow, caused by improper bounds checking by the SparseCountSparseOutput and RaggedCountSparseOutput implementations implementations. By sending a specially-crafted request, a remote authenticated attacker could overflow a buffer and execute arbitrary code on the system.
CVSS Base score: 8.5
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188925 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:L/UI:N/S:C/C:H/I:H/A:H)
CVEID: CVE-2020-15213
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by an out of memory allocation in the TFLite implementation of segment sum. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 4
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188972 for the current score.
CVSS Vector: (CVSS:3.0/AV:L/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L)
CVEID: CVE-2020-15192
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a memory leak when passing a list of strings to dlpack.to_dlpack. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.3
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188921 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L)
CVEID: CVE-2020-15209
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a NULL pointer dereference flaw in TFLite. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188960 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H)
CVEID: CVE-2020-15205
DESCRIPTION: TensorFlow could allow a remote attacker to obtain sensitive information, caused by a heap-based buffer overflow in the data_splits argument of tf.raw_ops.StringNGrams. By sending a specially-crafted request, an attacker could exploit this vulnerability to obtain contents of the memory, and use this information to launch further attacks against the affected system.
CVSS Base score: 9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188944 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:H)
CVEID: CVE-2020-15191
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by improper input validation by the dlpack.to_dlpack function. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.3
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188920 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L)
CVEID: CVE-2020-15208
DESCRIPTION: TensorFlow could allow a remote attacker to bypass security restrictions, caused by a data corruption flaw when a dimension mismatch occurs in TFLite. By sending a specially-crafted request, an attacker could exploit this vulnerability to read and write outside of bounds of memory.
CVSS Base score: 7.4
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188959 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:H/A:N)
CVEID: CVE-2020-15204
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a NULL pointer dereference flaw when calling tf.raw_ops.GetSessionHandle or tf.raw_ops.GetSessionHandleV2 functions in eager mode. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.3
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188943 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L)
CVEID: CVE-2020-15200
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a improper input validation by the RaggedCountSparseOutput implementation. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188939 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H)
CVEID: CVE-2020-15195
DESCRIPTION: TensorFlow is vulnerable to a heap-based buffer overflow, caused by improper bounds checking by the SparseFillEmptyRowsGrad implementation. By sending a specially-crafted request, a remote authenticated attacker could overflow a buffer and execute arbitrary code on the system.
CVSS Base score: 8.5
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188924 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:L/UI:N/S:C/C:H/I:H/A:H)
CVEID: CVE-2020-15212
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by an out-of-bounds access flaw in the TFLite implementation of segment sum. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a segmentation fault and memory corruption.
CVSS Base score: 8.1
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188971 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:L/I:L/A:H)
CVEID: CVE-2020-15199
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by improper input validation in the RaggedCountSparseOutput function. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188938 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:H)
CVEID: CVE-2020-15194
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by improper input validation by the SparseFillEmptyRowsGrad implementation. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 5.3
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188923 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:L)
CVEID: CVE-2020-15211
DESCRIPTION: TensorFlow could allow a remote attacker to bypass security restrictions, caused by an out-of-bounds access flaw in the TFLite operators. By sending a specially-crafted request, an attacker could exploit this vulnerability to read and write from outside the bounds of heap allocated arrays.
CVSS Base score: 4.8
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188970 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:L/I:L/A:N)
CVEID: CVE-2020-15207
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a segmentation fault data corruption flaw when using negative indexing in TFLite. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 8.7
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188958 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:N/I:H/A:H)
CVEID: CVE-2020-15203
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by improper input validation by the fill argument in tf.strings.as_string. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 7.5
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188942 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H)
CVEID: CVE-2020-15206
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a flaw when changing the SavedModel protocol buffer and altering the name of required keys. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause segmentation fault and data corruption.
CVSS Base score: 9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188945 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:H)
CVEID: CVE-2020-15202
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by an integer truncation in Shard API. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a segmentation fault, read or write outside of heap allocated arrays, stack overflows, or data corruption.
CVSS Base score: 9
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188941 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:H/I:H/A:H)
CVEID: CVE-2020-15197
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by improper input validation by the SparseCountSparseOutput implementation. By sending a specially-crafted request, a remote authenticated attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 6.3
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188926 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:L/UI:N/S:C/C:N/I:N/A:H)
CVEID: CVE-2020-15214
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by an out-of-bounds write flaw in the TFLite implementation of segment sum. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition and memory corruption.
CVSS Base score: 8.1
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188973 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:C/C:L/I:L/A:H)
CVEID: CVE-2020-15193
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a memory corruption in the implementation of dlpack.to_dlpack. By sending a specially-crafted request, a remote authenticated attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 7.1
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188922 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:L/PR:L/UI:N/S:U/C:N/I:H/A:L)
CVEID: CVE-2020-15210
DESCRIPTION: TensorFlow is vulnerable to a denial of service, caused by a segmentation fault and data corruption flaw when using an invalid TFLite model. By sending a specially-crafted request, a remote attacker could exploit this vulnerability to cause a denial of service condition.
CVSS Base score: 6.5
CVSS Temporal Score: See: https://exchange.xforce.ibmcloud.com/vulnerabilities/188969 for the current score.
CVSS Vector: (CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:L/A:H)
Affected Products and Versions
Affected Product(s) | Version(s) |
IBM Watson Machine Learning Server on-prem | 2.0.0 |
Remediation/Fixes
Download WMLS from Passport Advantage: https://www.ibm.com/support/pages/passport-advantage-and-passport-advantage-express
Workarounds and Mitigations
None
Get Notified about Future Security Bulletins
References
Change History
12 Mar 2021: Initial Publication
*The CVSS Environment Score is customer environment specific and will ultimately impact the Overall CVSS Score. Customers can evaluate the impact of this vulnerability in their environments by accessing the links in the Reference section of this Security Bulletin.
Disclaimer
Review the IBM security bulletin disclaimer and definitions regarding your responsibilities for assessing potential impact of security vulnerabilities to your environment.
Document Location
Worldwide
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Document Information
Modified date:
21 April 2021
UID
ibm16445773