Commit Graph

31 Commits

Author SHA1 Message Date
Sam 830cc26075
FEATURE: Add metadata support for RAG (#553)
* FEATURE: Add metadata support for RAG

You may include non indexed metadata in the RAG document by using

[[metadata ....]]

This information is attached to all the text below and provided to
the retriever.

This allows for RAG to operate within a rich amount of contexts
without getting lost

Also:

- re-implemented chunking algorithm so it streams
- moved indexing to background low priority queue

* Baran gem no longer required.

* tokenizers is on 4.4 ... upgrade it ...
2024-04-04 11:02:16 -03:00
Roman Rizzi 1f1c94e5c6
FEATURE: AI Bot RAG support. (#537)
This PR lets you associate uploads to an AI persona, which we'll split and generate embeddings from. When building the system prompt to get a bot reply, we'll do a similarity search followed by a re-ranking (if available). This will let us find the most relevant fragments from the body of knowledge you associated with the persona, resulting in better, more informed responses.

For now, we'll only allow plain-text files, but this will change in the future.

Commits:

* FEATURE: RAG embeddings for the AI Bot

This first commit introduces a UI where admins can upload text files, which we'll store, split into fragments,
and generate embeddings of. In a next commit, we'll use those to give the bot additional information during
conversations.

* Basic asymmetric similarity search to provide guidance in system prompt

* Fix tests and lint

* Apply reranker to fragments

* Uploads filter, css adjustments and file validations

* Add placeholder for rag fragments

* Update annotations
2024-04-01 13:43:34 -03:00
Sam 61e4c56e1a
FEATURE: Add vision support to AI personas (Claude 3) (#546)
This commit adds the ability to enable vision for AI personas, allowing them to understand images that are posted in the conversation.

For personas with vision enabled, any images the user has posted will be resized to be within the configured max_pixels limit, base64 encoded and included in the prompt sent to the AI provider.

The persona editor allows enabling/disabling vision and has a dropdown to select the max supported image size (low, medium, high). Vision is disabled by default.

This initial vision support has been tested and implemented with Anthropic's claude-3 models which accept images in a special format as part of the prompt.

Other integrations will need to be updated to support images.

Several specs were added to test the new functionality at the persona, prompt building and API layers.

 - Gemini is omitted, pending API support for Gemini 1.5. Current Gemini bot is not performing well, adding images is unlikely to make it perform any better.

 - Open AI is omitted, vision support on GPT-4 it limited in that the API has no tool support when images are enabled so we would need to full back to a different prompting technique, something that would add lots of complexity


---------

Co-authored-by: Martin Brennan <martin@discourse.org>
2024-03-27 14:30:11 +11:00
Sam a03bc6ddec
FEATURE: Share conversations with AI via a URL (#521)
This allows users to share a static page of an AI conversation with
the rest of the world.

By default this feature is disabled, it is enabled by turning on
ai_bot_allow_public_sharing via site settings

Precautions are taken when sharing

1. We make a carbonite copy
2. We minimize work generating page
3. We limit to 100 interactions
4. Many security checks - including disallowing if there is a mix
of users in the PM.

* Bonus commit, large PRs like this PR did not work with github tool
large objects would destroy context


Co-authored-by: Martin Brennan <martin@discourse.org>
2024-03-12 16:51:41 +11:00
Sam 3a8d95f6b2
FEATURE: mentionable personas and random picker tool, context limits (#466)
1. Personas are now optionally mentionable, meaning that you can mention them either from public topics or PMs
       - Mentioning from PMs helps "switch" persona mid conversation, meaning if you want to look up sites setting you can invoke the site setting bot, or if you want to generate an image you can invoke dall e
        - Mentioning outside of PMs allows you to inject a bot reply in a topic trivially
     - We also add the support for max_context_posts this allow you to limit the amount of context you feed in, which can help control costs

2. Add support for a "random picker" tool that can be used to pick random numbers 

3. Clean up routing ai_personas -> ai-personas

4. Add Max Context Posts so users can control how much history a persona can consume (this is important for mentionable personas) 

Co-authored-by: Martin Brennan <martin@discourse.org>
2024-02-15 16:37:59 +11:00
Sam a3c827efcc
FEATURE: allow personas to supply top_p and temperature params (#459)
* FEATURE: allow personas to supply top_p and temperature params

Code assistance generally are more focused at a lower temperature
This amends it so SQL Helper runs at 0.2 temperature vs the more
common default across LLMs of 1.0.

Reduced temperature leads to more focused, concise and predictable
answers for the SQL Helper

* fix tests

* This is not perfect, but far better than what we do today

Instead of fishing for

1. Draft sequence
2. Draft body

We skip (2), this means the composer "only" needs 1 http request to
open, we also want to eliminate (1) but it is a bit of a trickier
core change, may figure out how to pull it off (defer it to first draft save)

Value of bot drafts < value of opening bot conversations really fast
2024-02-03 07:09:34 +11:00
Sam b2b01185f2
FEATURE: add support for new OpenAI embedding models (#445)
* FEATURE: add support for new OpenAI embedding models

This adds support for just released text_embedding_3_small and large

Note, we have not yet implemented truncation support which is a
new API feature. (triggered using dimensions)

* Tiny side fix, recalc bots when ai is enabled or disabled

* FIX: downsample to 2000 items per vector which is a pgvector limitation
2024-01-29 13:24:30 -03:00
Jarek Radosz 5802cd1a0c
DEV: Fix various typos (#434) 2024-01-19 12:51:26 +01:00
Sam 03fc94684b
FIX: AI helper not working correctly with mixtral (#399)
* FIX: AI helper not working correctly with mixtral

This PR introduces a new function on the generic llm called #generate

This will replace the implementation of completion!

#generate introduces a new way to pass temperature, max_tokens and stop_sequences

Then LLM implementers need to implement #normalize_model_params to
ensure the generic names match the LLM specific endpoint

This also adds temperature and stop_sequences to completion_prompts
this allows for much more robust completion prompts

* port everything over to #generate

* Fix translation

- On anthropic this no longer throws random "This is your translation:"
- On mixtral this actually works

* fix markdown table generation as well
2024-01-04 09:53:47 -03:00
Rafael dos Santos Silva 140359c2ef
FEATURE: Per post embeddings (#387) 2023-12-29 12:28:45 -03:00
Rafael dos Santos Silva 1287ef4428
FEATURE: Support for Gemini Embeddings (#382) 2023-12-28 10:28:01 -03:00
Sam 6380ebd829
FEATURE: allow personas to provide command options (#331)
Personas now support providing options for commands.

This PR introduces a single option "base_query" for the SearchCommand. When supplied all searches the persona will perform will also include the pre-supplied filter.

This can allow personas to search a subset of the forum (such as documentation)

This system is extensible we can add options to any command trivially.
2023-12-08 08:42:56 +11:00
Sam 5b5edb22c6
FEATURE: UI to update ai personas on admin page (#290)
Introduces a UI to manage customizable personas (admin only feature)

Part of the change was some extensive internal refactoring:

- AIBot now has a persona set in the constructor, once set it never changes
- Command now takes in bot as a constructor param, so it has the correct persona and is not generating AIBot objects on the fly
- Added a .prettierignore file, due to the way ALE is configured in nvim it is a pre-req for prettier to work
- Adds a bunch of validations on the AIPersona model, system personas (artist/creative etc...) are all seeded. We now ensure
- name uniqueness, and only allow certain properties to be touched for system personas.
- (JS note) the client side design takes advantage of nested routes, the parent route for personas gets all the personas via this.store.findAll("ai-persona") then child routes simply reach into this model to find a particular persona.
- (JS note) data is sideloaded into the ai-persona model the meta property supplied from the controller, resultSetMeta
- This removes ai_bot_enabled_personas and ai_bot_enabled_chat_commands, both should be controlled from the UI on a per persona basis
- Fixes a long standing bug in token accounting ... we were doing to_json.length instead of to_json.to_s.length
- Amended it so {commands} are always inserted at the end unconditionally, no need to add it to the template of the system message as it just confuses things
- Adds a concept of required_commands to stock personas, these are commands that must be configured for this stock persona to show up.
- Refactored tests so we stop requiring inference_stubs, it was very confusing to need it, added to plugin.rb for now which at least is clearer
- Migrates the persona selector to gjs

---------

Co-authored-by: Joffrey JAFFEUX <j.jaffeux@gmail.com>
Co-authored-by: Martin Brennan <martin@discourse.org>
2023-11-21 16:56:43 +11:00
Sam a4f419f54f
FEATURE: basic infrastructure for custom personas (#288)
- New AiPersona model which can store custom personas
- Persona are restricted via group security
- They can contain custom system messages
- They can support a list of commands optionally

To avoid expensive DB calls in the serializer a Multisite friendly Hash was introduced (which can be expired on transaction commit)
2023-11-10 11:39:49 +11:00
Sam fc65404896
FEATURE: support topic_id and post_id logging in ai audit log (#274)
This makes it easier to track who is responsible for a completion
in logs

Note: ai helper and summarization are not yet implemented
2023-11-01 08:41:31 +11:00
Rafael dos Santos Silva b9d6179bfc
DEV: Migrations shouldn't rely on the app (#253) 2023-10-16 18:50:37 -03:00
Rafael dos Santos Silva 84cc369552
FEATURE: Bge-large-en embeddings via Cloudflare Workers AI API (#241)
* FEATURE: Bge-large-en embeddings via Cloudflare Workers AI API

* forgot a file

* lint
2023-10-04 13:47:51 -03:00
Roman Rizzi 175def1267
FIX: Update migrations with latest vector rep changes (#199) 2023-09-05 14:31:04 -03:00
Sam 8e4347acba
DEV: rename ai_helper_add_ai_pm_to_header -> ai_bot_add_to_header (#177)
Old name was very unclear, this setting is only used for the bot
so now it follows the same convention others do
2023-08-31 14:42:28 +10:00
Rafael dos Santos Silva 3e7c99de89
FEATURE: Support for locally infered embeddings in 100 languages (#115)
* FEATURE: Support for locally infered embeddings in 100 languages

* add table
2023-07-27 15:50:03 -03:00
Rafael dos Santos Silva 5e3f4e1b78
FEATURE: Embeddings to main db (#99)
* FEATURE: Embeddings to main db

This commit moves our embeddings store from an external configurable PostgreSQL
instance back into the main database. This is done to simplify the setup.

There is a migration that will try to import the external embeddings into
the main DB if it is configured and there are rows.

It removes support from embeddings models that aren't all_mpnet_base_v2 or OpenAI
text_embedding_ada_002. However it will now be easier to add new models.

It also now takes into account:
  - topic title
  - topic category
  - topic tags
  - replies (as much as the model allows)

We introduce an interface so we can eventually support multiple strategies
for handling long topics.

This PR severely damages the semantic search performance, but this is a
temporary until we can get adapt HyDE to make semantic search use the same
embeddings we have for semantic related with good performance.

Here we also have some ground work to add post level embeddings, but this
will be added in a future PR.

Please note that this PR will also block Discourse from booting / updating if 
this plugin is installed and the pgvector extension isn't available on the 
PostgreSQL instance Discourse uses.
2023-07-13 12:41:36 -03:00
Sam d59ed1091b
FEATURE: add support for GPT <-> Forum integration
This change-set connects GPT based chat with the forum it runs on. Allowing it to perform search, lookup tags and categories and summarize topics. 

The integration is currently restricted to public portions of the forum. 

Changes made:

- Do not run ai reply job for small actions
- Improved composable system prompt
- Trivial summarizer for topics
- Image generator 
- Google command for searching via Google
- Corrected trimming of posts raw (was replacing with numbers) 
- Bypass of problem specs

The feature works best with GPT-4


---------

Co-authored-by: Roman Rizzi <rizziromanalejandro@gmail.com>
2023-05-20 17:45:54 +10:00
Sam 2cd60a4b3b
FEATURE: add a table to audit OpenAI usage (#45)
Still need to build a job to purge logs
2023-04-26 11:44:29 +10:00
Rafael dos Santos Silva bb0b829634
FEATURE: Anthropic Claude for AIHelper and Summarization modules (#39) 2023-04-10 11:04:42 -03:00
Roman Rizzi 1916bafca0
FIX: Remove `null: false` from dropped column (#24)
* FIX: Remove `null: false` from dropped column

It's causing an issue when attempting to seed data in fresh installs.
The column was dropped in a post-migration.

* Update db/migrate/20230322142028_make_dropped_value_column_nullable.rb

Co-authored-by: David Taylor <david@taylorhq.com>

---------

Co-authored-by: David Taylor <david@taylorhq.com>
2023-03-22 11:40:20 -03:00
Roman Rizzi 55182ca0f5
FIX: Allow null messages to migrate existing rows (#22) 2023-03-21 12:33:30 -03:00
Roman Rizzi 39f7f1f29e
FEATURE: Prompts can consist of multiple messages. (#21)
A prompt with multiple messages leads to better results, as the AI can learn for given examples. Alongside this change, we provide a better default proofreading prompt.
2023-03-21 12:04:59 -03:00
Roman Rizzi 54a1694637
FIX: Remove old seeded prompts. (#17)
We switched to negative integers for seeded prompts, but we also
need to delete the old ones using IDs 1/2/3 if they exist,
 or deploys will fail due to the unique index on the name column.
2023-03-20 12:55:38 -03:00
Roman Rizzi 320ac6e84b
REFACTOR: Store prompts in a dedicated table. (#14)
This change makes it easier to add new prompts to our AI helper. We don't have a UI for it yet. You'll have to do it through a console.
2023-03-17 15:14:19 -03:00
Roman Rizzi a838116cd5
FEATURE: Use dedicated reviewables for AI flags. (#4)
This change adds two new reviewable types: ReviewableAIPost and ReviewableAIChatMessage. They have the same actions as their existing counterparts: ReviewableFlaggedPost and ReviewableChatMessage.

We'll display the model used and their accuracy when showing these flags in the review queue and adjust the latter after staff performs an action, tracking a global accuracy per existing model in a separate table.


* FEATURE: Dedicated reviewables for AI flags

* Store and adjust model accuracy

* Display accuracy in reviewable templates
2023-03-07 15:39:28 -03:00
Roman Rizzi b9a650fde4
DEV: Dedicated table for saving classification results (#1) 2023-02-27 16:21:40 -03:00