Skip to content

Commit

Permalink
Adds LLM performance matrix doc to ESS & serverless
Browse files Browse the repository at this point in the history
  • Loading branch information
benironside committed May 29, 2024
1 parent cdd1e6e commit 1430ae4
Show file tree
Hide file tree
Showing 4 changed files with 35 additions and 0 deletions.
14 changes: 14 additions & 0 deletions docs/assistant/llm-performance-matrix.asciidoc
Original file line number Diff line number Diff line change
@@ -0,0 +1,14 @@
[[llm-performance-matrix]]
= Large language model performance matrix

This table describes the performance of various LLMs for different use-cases in {elastic-sec}, based on our internal testing. To learn more about how to implement these use-cases, refer to <<attack-discovery>> or <<security-assistant>>.

[cols="1,1,1,1,1,1,1", options="header"]
|===
| Feature/Model | Claude 3: Opus | Claude 3: Sonnet | Claude 3: Haiku | GPT-4o | GPT-4 Turbo | GPT-4 32K

| Assistant - General | Excellent | Excellent | Excellent | Excellent | Excellent | Excellent
| Assistant - {{esql}} generation | Great | Great | Poor | Excellent | Poor | Excellent
| Assistant - Alert questions | Excellent | Excellent | Excellent | Excellent | Poor | Good (limited context)
| Attack Discovery | Excellent | Great | Poor | Poor | Good | Good (limited context)
|===
1 change: 1 addition & 0 deletions docs/assistant/security-assistant.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -194,6 +194,7 @@ In addition to practical advice, AI Assistant can offer conceptual advice, tips,


include::ai-alert-triage.asciidoc[leveloffset=+1]
include::llm-performance-matrix.asciidoc[leveloffset=+1]
include::azure-openai-setup.asciidoc[leveloffset=+1]
include::connect-to-openai.asciidoc[leveloffset=+1]
include::connect-to-bedrock.asciidoc[leveloffset=+1]
17 changes: 17 additions & 0 deletions docs/serverless/assistant/llm-performance-matrix.mdx
Original file line number Diff line number Diff line change
@@ -0,0 +1,17 @@
---
id: llm-performance-matrix
slug: /serverless/security/llm-performance-matrix
title: Large language model performance matrix
description: Learn how different models perform on different tasks in ((elastic-sec)).
tags: ["security", "overview", "get-started"]
status: in review
---

This table describes the performance of various LLMs for different use-cases in ((elastic-sec)), based on our internal testing. To learn more about how to implement these use-cases, refer to <DocLink id="attackDiscovery" text="Attack discovery"/> or <DocLink id="serverlessSecurityAIAssistant" text="AI Assistant"/>.

| Feature/Model | Claude 3: Opus | Claude 3: Sonnet | Claude 3: Haiku | GPT-4o | GPT-4 Turbo | GPT-4 32K |
|------------------------------|-----------------|-------------------|------------------|---------|--------------|-----------|
| Assistant - General | Excellent | Excellent | Excellent | Excellent| Excellent | Excellent |
| Assistant - ((esql)) generation| Great | Great | Poor | Excellent| Poor | Excellent |
| Assistant - Alert questions | Excellent | Excellent | Excellent | Excellent| Poor | Good (limited context) |
| Attack Discovery | Excellent | Great | Poor | Poor | Good | Good (limited context) |
3 changes: 3 additions & 0 deletions docs/serverless/serverless-security.docnav.json
Original file line number Diff line number Diff line change
Expand Up @@ -30,6 +30,9 @@
{
"id":"serverlessSecurityAssistantAlertTriage"
},
{
"id":"llm-performance-matrix"
},
{
"id": "serverlessSecurityConnectBedrock"
},
Expand Down

0 comments on commit 1430ae4

Please sign in to comment.