aboutcode-org / vulnerablecode

A free and open vulnerabilities database and the packages they impact. And the tools to aggregate and correlate these vulnerabilities. Sponsored by NLnet https://nlnet.nl/project/vulnerabilitydatabase/ for https://www.aboutcode.org/ Chat at https://gitter.im/aboutcode-org/vulnerablecode Docs at https://vulnerablecode.readthedocs.org/
https://public.vulnerablecode.io
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Add support for Calculating Risk in VulnerableCode #1593

Closed ziadhany closed 2 weeks ago

ziadhany commented 2 months ago

issue: #1543

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Screenshot from 2024-10-28 18-33-27

Screenshot from 2024-10-29 15-48-52

DennisClark commented 1 month ago

it would be really great to see a review of this PR soon!

TG1999 commented 3 weeks ago

@ziadhany this generally looks good to me, can we have some logs for the pipeline and some UI and API screenshots so we can merge it.

ziadhany commented 3 weeks ago

@TG1999 @keshav-space Thank you for reviewing this PR. Here are the pipeline logs:

/home/ziad-hany/PycharmProjects/vulnerablecode/venv/bin/python /home/ziad-hany/PycharmProjects/vulnerablecode/manage.py improve localhost:8000 --all 
Improving data using compute_package_risk
INFO 2024-10-28 13:10:07.074 Pipeline [ComputePackageRiskPipeline] starting
INFO 2024-10-28 13:10:07.074 Step [add_risk_package] starting
INFO 2024-10-28 13:10:07.755 Calculating risk for 84,396 affected package records
INFO 2024-10-28 13:14:57.360 Progress: 10% (8440/84396) ETA: 2601 seconds (43.4 minutes)
INFO 2024-10-28 13:17:30.519 Progress: 20% (16880/84396) ETA: 1768 seconds (29.5 minutes)
INFO 2024-10-28 13:19:28.477 Progress: 30% (25319/84396) ETA: 1307 seconds (21.8 minutes)
INFO 2024-10-28 13:22:06.047 Progress: 40% (33759/84396) ETA: 1076 seconds (17.9 minutes)
INFO 2024-10-28 13:25:15.062 Progress: 50% (42198/84396) ETA: 907 seconds (15.1 minutes)
INFO 2024-10-28 13:30:57.706 Progress: 60% (50638/84396) ETA: 833 seconds (13.9 minutes)
INFO 2024-10-28 13:36:04.109 Progress: 70% (59078/84396) ETA: 667 seconds (11.1 minutes)
INFO 2024-10-28 13:39:06.350 Progress: 80% (67517/84396) ETA: 434 seconds (7.2 minutes)
INFO 2024-10-28 13:42:57.214 Progress: 90% (75957/84396) ETA: 219 seconds (3.6 minutes)
INFO 2024-10-28 13:48:50.555 Progress: 100% (84396/84396)
INFO 2024-10-28 13:48:50.694 Successfully added risk score for 84,396 package
INFO 2024-10-28 13:48:50.721 Step [add_risk_package] completed in 2324 seconds (38.7 minutes)
INFO 2024-10-28 13:48:50.721 Pipeline completed in 2324 seconds (38.7 minutes)

Process finished with exit code 0
tdruez commented 3 weeks ago

@ziadhany @TG1999 Could we make a push on this one as this is a key addition for the VEX support in DejaCode. Also, make sure it is available everywhere in the relevant API endpoint as we need to capture this data.

ziadhany commented 3 weeks ago

@tdruez @keshav-space, I've completed the requested changes and I hope we can move forward and merge this PR.

Additionally, please review the weight_config.json file to ensure an accurate view of the risk. The default weight is set to one and may need adjustment to reflect typical risk values if we plan to use it in Dejacode.

DennisClark commented 2 weeks ago

note that @keshav-space is going to create a list of unique sources for the severity score, which we will use to expand the entries in the weight-config.json file. Please put suggested weights in the file. We probably also need a default.

keshav-space commented 2 weeks ago

list of unique sources for the severity score,

@ziadhany 👇 Below is the list of unique source for severity score in our public VCIO. From https://nvd.nist.gov we have 339,765 severity scores, from https://api.first.org we have 261,109 severity scores and so on. Now for each of these different source we need assign weight.

unique_severity_source.yml ```yml https://nvd.nist.gov: 339765 https://api.first.org: 261109 https://github.com: 89891 https://access.redhat.com: 33704 https://bugzilla.redhat.com: 22877 https://cve.mitre.org: 17649 http://people.canonical.com: 17488 https://lists.apache.org: 8788 https://ubuntu.com: 3839 http://www.openwall.com: 3406 https://lists.fedoraproject.org: 3042 https://www.npmjs.com: 2658 https://web.archive.org: 2574 https://security.archlinux.org: 2560 https://www.mozilla.org: 2348 https://huntr.dev: 1853 https://snyk.io: 1843 https://vuldb.com: 1484 https://www.jenkins.io: 1428 https://security.netapp.com: 1243 http://www.securityfocus.com: 1239 https://jenkins.io: 1153 https://lists.debian.org: 1076 https://rustsec.org: 934 https://usn.ubuntu.com: 921 http://packetstormsecurity.com: 730 https://pkg.go.dev: 724 https://hackerone.com: 694 https://git.kernel.org: 692 https://groups.google.com: 666 https://security.snyk.io: 631 http://lists.opensuse.org: 624 http://rhn.redhat.com: 616 http://seclists.org: 615 https://code.google.com: 608 https://moodle.org: 541 https://portal.msrc.microsoft.com: 522 https://issues.apache.org: 498 https://www.debian.org: 495 https://jira.xwiki.org: 483 https://exchange.xforce.ibmcloud.com: 451 https://typo3.org: 448 https://www.exploit-db.com: 421 https://gist.github.com: 420 https://www.openwall.com: 418 http://lists.fedoraproject.org: 398 https://plugins.trac.wordpress.org: 354 http://www.debian.org: 336 https://bugs.wireshark.org: 321 http://git.moodle.org: 315 http://secunia.com: 312 https://huntr.com: 312 https://security.gentoo.org: 295 https://bugs.launchpad.net: 294 https://code.wireshark.org: 260 http://svn.apache.org: 244 http://git.kernel.org: 236 https://httpd.apache.org: 235 http://www.securitytracker.com: 229 https://www.wordfence.com: 219 https://www.wireshark.org: 218 http://openwall.com: 207 https://bugs.chromium.org: 207 https://gitlab.com: 207 https://www.silverstripe.org: 201 https://crbug.com: 196 https://www.phpmyadmin.net: 187 https://seclists.org: 179 https://securitylab.github.com: 178 https://curl.se: 169 https://sourceforge.net: 169 https://www.drupal.org: 166 https://discuss.hashicorp.com: 164 https://pypi.org: 164 https://www.djangoproject.com: 163 https://bugzilla.mozilla.org: 160 https://raw.githubusercontent.com: 156 https://lists.gnu.org: 152 http://www.wireshark.org: 151 https://bugs.debian.org: 146 https://security-tracker.debian.org: 146 http://marc.info: 143 https://support.apple.com: 139 https://blogs.gentoo.org: 137 http://www.ubuntu.com: 135 https://bitbucket.org: 131 https://bugzilla.suse.com: 131 https://go.dev: 131 https://pivotal.io: 118 https://www.whitesourcesoftware.com: 118 https://cdn.kernel.org: 117 https://gitee.com: 117 https://lore.kernel.org: 117 https://www.ruby-lang.org: 115 https://msrc.microsoft.com: 114 https://marc.info: 108 https://wordpress.org: 107 https://plone.org: 105 https://www.redhat.com: 105 http://www.oracle.com: 104 http://anonsvn.wireshark.org: 102 http://mail-archives.apache.org: 101 http://xenbits.xen.org: 99 https://www.postgresql.org: 98 https://rhn.redhat.com: 95 https://twitter.com: 95 https://git.openssl.org: 92 http://jvn.jp: 91 https://rubygems.org: 89 https://symfony.com: 88 http://www-01.ibm.com: 86 https://src.chromium.org: 85 https://www.tenable.com: 83 http://lists.apple.com: 82 https://packagist.org: 82 https://issues.redhat.com: 81 http://code.google.com: 80 https://helpx.adobe.com: 80 https://phabricator.wikimedia.org: 80 https://review.openstack.org: 80 https://chromereleases.googleblog.com: 79 https://contao.org: 79 https://discuss.elastic.co: 79 https://security.openstack.org: 79 https://jvn.jp: 78 https://lkml.org: 78 https://medium.com: 78 https://www.nozominetworks.com: 76 https://grafana.com: 75 https://oval.cisecurity.org: 75 https://review.opendev.org: 75 https://advisory.checkmarx.net: 73 https://packetstormsecurity.com: 73 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https://simplesamlphp.org: 52 https://www.mail-archive.com: 52 https://docs.saltstack.com: 51 https://docs.shopware.com: 51 https://kb.isc.org: 51 https://support.f5.com: 51 http://www.kernel.org: 51 http://lists.gnu.org: 50 http://osvdb.org: 50 https://cwiki.apache.org: 49 http://hg.moinmo.in: 48 https://fluidattacks.com: 48 https://gitlab.eclipse.org: 48 https://www.nuget.org: 48 http://lists.openstack.org: 47 https://developer.mozilla.org: 46 https://www.youtube.com: 45 http://www.mozilla.org: 45 https://drive.google.com: 44 https://owasp.org: 44 https://vaadin.com: 44 https://www.mercurial-scm.org: 44 http://www.mandriva.com: 44 http://archives.neohapsis.com: 43 http://bugs.debian.org: 43 http://hg.code.sf.net: 43 https://curl.haxx.se: 43 https://pillow.readthedocs.io: 43 http://struts.apache.org: 43 https://vulncheck.com: 43 https://webkitgtk.org: 43 https://documentation.concretecms.org: 42 https://patchstack.com: 42 https://patchwork.kernel.org: 42 http://hg.graphicsmagick.org: 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https://community.otrs.com: 25 https://git.openstack.org: 25 https://osgeo-org.atlassian.net: 25 https://bugzilla.gnome.org: 24 https://forum.xpdfreader.com: 24 https://istio.io: 24 https://www.kernel.org: 24 https://developers.ibexa.co: 23 https://portswigger.net: 23 https://wpvulndb.com: 23 http://ubuntu.com: 23 https://issues.chromium.org: 23 http://advisories.mageia.org: 22 https://doc.powerdns.com: 22 https://patchwork.ozlabs.org: 22 https://www.ec-cube.net: 22 https://www.phpbb.com: 22 https://www.rfc-editor.org: 22 https://www.synology.com: 22 http://www.ocert.org: 22 http://mail-archives.us.apache.org: 21 https://crates.io: 21 https://en.wikipedia.org: 21 https://issues.asterisk.org: 21 https://jira.spring.io: 21 https://secuniaresearch.flexerasoftware.com: 21 https://tools.ietf.org: 21 https://wiki.jenkins-ci.org: 21 https://youtu.be: 21 http://camel.apache.org: 20 https://0dd.zone: 20 https://blog.gitea.io: 20 https://bugs.ghostscript.com: 20 https://bugzilla.novell.com: 20 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https://www.playframework.com: 18 http://zerodayinitiative.com: 18 http://securityreason.com: 17 https://files.opcfoundation.org: 17 https://lgtm.com: 17 https://stackoverflow.com: 17 https://tools.cisco.com: 17 https://www.redmine.org: 17 https://www.vicarius.io: 17 http://w1.fi: 17 https://blog.phusion.nl: 16 https://codeigniter4.github.io: 16 https://csirt.divd.nl: 16 https://documentation.centreon.com: 16 https://eprint.iacr.org: 16 https://git.gnome.org: 16 https://joel-malwarebenchmark.github.io: 16 https://magento.com: 16 https://mantisbt.org: 16 https://research.loginsoft.com: 16 https://www.neos.io: 16 https://www.syss.de: 16 http://www.djangoproject.com: 16 http://xforce.iss.net: 16 http://core.trac.wordpress.org: 15 http://mailman.nginx.org: 15 https://advisories.nats.io: 15 https://bugs.tryton.org: 15 https://lists.launchpad.net: 15 https://salsa.debian.org: 15 https://saltproject.io: 15 https://w1.fi: 15 https://www.shopware.com: 15 http://symfony.com: 15 https://www.shawroot.cc: 15 http://framework.zend.com: 14 http://issues.apache.org: 14 https://blog.ripstech.com: 14 https://blog.sonarsource.com: 14 https://cheatsheetseries.owasp.org: 14 https://docs.craftercms.org: 14 https://docs.umbraco.com: 14 http://securitytracker.com: 14 https://go-review.googlesource.com: 14 https://kc.mcafee.com: 14 https://labs.integrity.pt: 14 https://pyup.io: 14 https://rubysec.com: 14 http://support.ntp.org: 14 https://wiki.openstack.org: 14 https://www.concretecms.org: 14 https://www.darkmatter.ae: 14 https://www.linkedin.com: 14 https://www.otrs.com: 14 https://www.privoxy.org: 14 https://www.sonarsource.com: 14 https://www.trustwave.com: 14 http://www.samba.org: 14 http://www.vmware.com: 14 http://blog.rubygems.org: 13 http://helpx.adobe.com: 13 http://karmainsecurity.com: 13 https://cloud.google.com: 13 https://docs.python.org: 13 https://git-wip-us.apache.org: 13 https://nvidia.custhelp.com: 13 https://pastebin.com: 13 https://pypi.python.org: 13 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http://blogs.gentoo.org: 9 http://bugs.cacti.net: 9 http://curl.haxx.se: 9 http://docs.moodle.org: 9 http://freeradius.org: 9 http://git.php.net: 9 http://hmarco.org: 9 http://hyp3rlinx.altervista.org: 9 http://lists.bestpractical.com: 9 http://lists.nongnu.org: 9 http://nvidia.custhelp.com: 9 http://php.net: 9 http://qpid.apache.org: 9 https://blog.clamav.net: 9 https://codex.wordpress.org: 9 https://cxsecurity.com: 9 http://security.libvirt.org: 9 https://extensions.typo3.org: 9 https://gnunet.org: 9 http://source.android.com: 9 https://pretix.eu: 9 https://sec-consult.com: 9 https://software.intel.com: 9 https://syncope.apache.org: 9 http://subversion.apache.org: 9 https://weblog.rubyonrails.org: 9 https://www.apache.org: 9 https://www.blackhat.com: 9 https://www.bleepingcomputer.com: 9 https://www.cyrusimap.org: 9 https://www.openssh.com: 9 http://www.arubanetworks.com: 9 http://code610.blogspot.com: 8 http://code.djangoproject.com: 8 http://karaf.apache.org: 8 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pombredanne commented 2 weeks ago

Below is the list of unique source for severity score in our public VCIO. From https://nvd.nist.gov we have 339,765 severity scores, from https://api.first.org we have 261,109 severity scores and so on. Now for each of these different source we need assign weight.

From the list in https://github.com/aboutcode-org/vulnerablecode/pull/1593#issuecomment-2457749729 I think it is difficult to assign a weight based on a heuristic, but let's try!

  1. we should get updated stats ignoring the http or https prefix and also the leading www.
  2. the weight could be derived for now from:

    • the number of entries: more likely means this is more authoritative. We should have a few "bands": 10 vs. 50 score entries for a source is not significant and 200K vs. 1 score entries for a source does not mean that the more prolific source is 200K times better that the one providing only one score.

    • the default should be 5/100 for now.

    • above 1000: 9/10

    • between 1000 and 500: 8/10

    • between 500 and 100: 7/10

    • between 100 and 30: 6/10

    • anything else, and unknown, default to: 5/10

    (Note: but at the same time, less entries may means more specific, may be more accurate, so this is really a first shot, mostly guessing and random)

ziadhany commented 2 weeks ago

@pombredanne You're right; it does seem challenging to assign a weight based on a heuristic. We can start with this approach as a workaround, but even if we invest more time assigning it manually, it may still introduce bias. This is just the first shot, though.

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"splitbrain.org": 5, "springsource.com": 5, "squirrelmail.org": 5, "supercluster.org": 5, "synacktiv.ninja": 5, "tedunangst.com": 5, "tele-consulting.com": 5, "tombom.co.uk": 5, "tt-forums.net": 5, "undeadly.org": 5, "unixodbc.org": 5, "x.org": 5, "zweitag.de": 5, "xstream.codehaus.org": 5, "xteam.baidu.com": 5, "xync.org": 5, "zsh.sourceforge.net": 5, "project-zero.issues.chromium.org": 5, "anker.com": 5, "visionspace.com": 5, "eufy.com": 5, "advisory-inbox.githubapp.com": 5, "myoffice.ru": 5, "support.myoffice.ru": 5, "planex.co.jp": 5, "docs.iredmail.org": 5, "iredmail.org": 5 } ```

And please let me know if anyone has any other ideas, and feel free to edit the weight configuration list as needed so I can use it in the code.

keshav-space commented 2 weeks ago

And please let me know if anyone has any other ideas, and feel free to edit the weight configuration list as needed so I can use it in the code.

@ziadhany this looks good to start.

keshav-space commented 2 weeks ago

@ziadhany please update the changelog. Also, IMO we should use weight_config.yml instead of JSON file for configuration, like we do in our other projects.

DennisClark commented 2 weeks ago

Re: "IMO we should use weight_config.yml instead of JSON file for configuration, like we do in our other projects." I am fine with that alternative.

pombredanne commented 2 weeks ago

Re: "IMO we should use weight_config.yml instead of JSON file for configuration, like we do in our other projects." I am fine with that alternative.

But why having a config file? IMHO this should just be some Python data in a .py file. This is not meant to be updated by anyone but us for now.

DennisClark commented 2 weeks ago

I think that someone running their own installation of VulnerableCode should be able to adjust the weight assignments based on their own experience. The idea of a config file has been in the design document for quite a while now and we need to move things forward to get this done.

DennisClark commented 2 weeks ago

ok, let's go with .py if that is the simplest

mjherzog commented 2 weeks ago

We should keep local configuration in the plan but custom configuration would add unnecessary complexity at this early stage.

keshav-space commented 2 weeks ago

Thanks @ziadhany, merging this now!

DennisClark commented 2 weeks ago

@ziadhany or @keshav-space could you please post some screenshots here that show the display of the new values in VCIO? Thanks! Also please confirm that all 3 values will be available in the V2 API.

ziadhany commented 2 weeks ago

@DennisClark We store the value of risk_score in a column and currently display it in the API. However, Exploitability and Weighted Severity are still missing. We already have the logic to calculate these metrics (Exploitability, Weighted Severity, and Risk), and we can easily implement it. However, we need to decide whether to store exploitability and weighted_severity in the database or calculate them dynamically with each API call. If we choose to store them, we must also determine whether to store them at the Vulnerability level or the Package level.

Screenshot from 2024-11-08 00-53-08

DennisClark commented 2 weeks ago

@ziadhany I think your should store the values of exploitability and weighted_severity at the same level as risk_score.

tdruez commented 2 weeks ago

@ziadhany @DennisClark

If we choose to store them, we must also determine whether to store them at the Vulnerability level or the Package level.

Looking at https://github.com/aboutcode-org/vulnerablecode/pull/1593/files

I see 4 values being computed:

We need to clarify if those values are computed/defined for a Vulnerability entry of for a Package (combination of Vulnerabilities).

This matters a lot in the presentation of the data, depending on the context, one may view it through 1 Package, or through 1 vulnerability that affects many Packages.

At the moment, only the Package.risk_score is stored and displayed (Package model and API). I would suggest that the Vulnerability.risk_score should also be stored and available in the API so the value can be used when looking at the list of Vulnerabilities.

Now, for weighted_severity and exploitability_level, looking at the code or at the design document, it is not clear if those values are qualifying a Package, a Vulnerability, or both.

ziadhany commented 2 weeks ago

@DennisClark @tdruez

Yes, we can store a vulnerability risk. However, weighted_severity and exploitability_level are specific to each vulnerability and are computed using the exploits, references, and severities associated with it.

If we plan to store the risk_score for each vulnerability while also storing and displaying the weighted_severity and exploitability_level, it will lead to data duplication.

I suggest storing only the weighted_severity and exploitability_level for each vulnerability. This way, calculating the vulnerability risk and package risk becomes a straightforward mathematical operation.

However, if we don't mind some data duplication in exchange for better performance, we could store the following: exploitability_level, weighted_severity, and vulnerability risk in the vulnerability model package risk in the package model (already exists).

Please let me know exactly what needs to be done so we can quickly create a pull request for it.

tdruez commented 2 weeks ago

If we plan to store the risk_score for each vulnerability while also storing and displaying the weighted_severity and exploitability_level, it will lead to data duplication.

@ziadhany could you clarify the "data duplication", maybe with an example? I'm not sure to get what would be duplicated here.

ziadhany commented 2 weeks ago

@tdruez Let's say we have two vulnerabilities, both affecting the package.

We are going to calculate the weighted_severity and exploitability_level forVulnerability 1. We get values of 2 and 3, respectively. We did the same for Vulnerability 2 and get 4 , 2.

The risk for Vulnerability 1: ( 2 3 ) = 6 The risk for Vulnerability 2: ( 4 2 ) = 8

The package risk is the maximum risk of the vulnerabilities affecting this package, which is 8.

If we store the weighted_severity and exploitability_level, there’s no need to store the vulnerability risk (as it would be redundant data). Similarly, there’s no need to store the package risk since it can be easily calculated as the maximum of the vulnerability risks.

tdruez commented 2 weeks ago

If we plan to store the risk_score for each vulnerability while also storing and displaying the weighted_severity and exploitability_level, it will lead to data duplication.

I still don't see the duplication storing the risk_score for each vulnerability. The risk for Vulnerability 1: ( 2 * 3 ) = 6 and The risk for Vulnerability 2: ( 4 * 2 ) = 8 in your example: both have a different risk_score that is useful to order and filter a Vulnerability listing outside a Package context.

If we store the weighted_severity and exploitability_level, there’s no need to store the vulnerability risk (as it would be redundant data).

Could you clarify this? Why is it redundant?

ziadhany commented 2 weeks ago

@tdruez I mean, if we create two columns for weighted_severity and exploitability_level, there’s no need to have a vulnerability_risk column because it is the product of the two columns.

and there might be no need for a package risk column since it represents the maximum of the vulnerability risk value that affect this package .

But, as you mentioned, it can be useful for ordering and filtering a vulnerability listing, and it can lead to better performance.

tdruez commented 2 weeks ago

@ziadhany Alright, we should start by adding weighted_severity and exploitability_level as fields of the Vulnerability model in any case., right?

ziadhany commented 2 weeks ago

@ziadhany Alright, we should start by adding weighted_severity and exploitability_level as fields of the Vulnerability model in any case., right?

Alright, I'll create a quick PR for this.

DennisClark commented 2 weeks ago

@ziadhany I think that the suggestions from @tdruez make more sense than my previous remarks about putting all 3 fields at the same level. Thanks for all the analysis.