Commit Graph

494 Commits

Author SHA1 Message Date
Rafael dos Santos Silva eb7fff3a55
FEATURE: Add support for StableBeluga and Upstage Llama2 instruct (#126)
* FEATURE: Add support for StableBeluga and Upstage Llama2 instruct

This means we support all models in the top3 of the Open LLM Leaderboard

Since some of those models have RoPE, we now have a setting so you can
customize the token limit depending which model you use.
2023-08-03 15:29:30 -03:00
Rafael dos Santos Silva 8b157feea5
FEATURE: Compatibility with protected Hugging Face Endpoints (#123)
* FEATURE: Compatibility with protected Hugging Face Endpoints
2023-08-02 17:00:00 -03:00
Roman Rizzi 58b96eda6c
REFACTOR: Build related topics using TopicQuery. (#124)
TopicQuery already provides a lot of safeguards and options for filtering topic, and enforcing permissions. It makes sense to rely on it as other plugins like discourse-assign do.

As a bonus, we now have access to the current_user while serializing these topics, so users will see things like unread posts count just like we do for the lists.
2023-08-02 16:58:09 -03:00
Sam 602bb843ea
FEATURE: add support for final stable diffusion xl model (#122) 2023-08-02 16:53:28 -03:00
Roman Rizzi c8de9495c8
UX: Update related-topics to follow <MoreTopics/> conventions (#118) 2023-07-31 18:33:37 -03:00
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 b25daed60b
FEATURE: Llama2 for summarization (#116) 2023-07-27 13:55:32 -03:00
Sam 4b0c077ce5
FEATURE: port to use claude-2 for chat bot (#114)
Claude 1 costs the same and is less good than Claude 2. Make use of Claude
2 in all spots ...

This also fixes streaming so it uses the far more efficient streaming protocol.
2023-07-27 11:24:44 +10:00
Rafael dos Santos Silva e3b4a73267
FEATURE: Cache Related Topics for longer (#110) 2023-07-18 11:27:06 -03:00
Roman Rizzi 473732c18a
FIX: Return base prompt instead of nil (#106) 2023-07-13 21:48:25 -03:00
Rafael dos Santos Silva 703762a7a9
PERF: .find_each instead of .find to save us from memory allocation peaks
also Fix embeddings rake task for new db structure
2023-07-13 18:59:25 -03:00
Roman Rizzi 5f0c617880
REFACTOR: Cohesive narrative for single-chunk summaries. (#103)
Single and multi-chunk summaries end using different prompts for the last summary. This change detects when the summarized content fits in a single chunk and uses a slightly different prompt, which leads to more consistent summary formats.

This PR also moves the chunk-splitting step to the `FoldContent` strategy as preparation for implementing streamed summaries.
2023-07-13 17:05:41 -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
Rafael dos Santos Silva 9d10a152b9
FEATURE: Claude 2 for summarization and AIHelper (#101) 2023-07-13 12:32:08 -03:00
Roman Rizzi fbe1bab980
FIX: typo while updating a section (#98) 2023-06-27 17:57:58 -03:00
Roman Rizzi 1b568f2391
FIX: Claude's max_tookens_to_sample is a required field (#97) 2023-06-27 14:42:33 -03:00
Roman Rizzi 9a79afcdbf
DEV: Better strategies for summarization (#88)
* DEV: Better strategies for summarization

The strategy responsibility needs to be "Given a collection of texts, I know how to summarize them most efficiently, using the minimum amount of requests and maximizing token usage".

There are different token limits for each model, so it all boils down to two different strategies:

Fold all these texts into a single one, doing the summarization in chunks, and then build a summary from those.
Build it by combining texts in a single prompt, and truncate it according to your token limits.

While the latter is less than ideal, we need it for "bart-large-cnn-samsum" and "flan-t5-base-samsum", both with low limits. The rest will rely on folding.

* Expose summarized chunks to users
2023-06-27 12:26:33 -03:00
Sam 9390fba768
FIX: adjust token limits to account for functions (#96)
Reduce maximum replies to 2500 tokens and make them even for both GPT-3.5
and 4

Account for 400+ tokens in function definitions (this was unaccounted for)
2023-06-23 10:02:04 +10:00
Sam f8cabfad6b
FEATURE: Try to hone search so it reduces search terms in subsequent rounds (#95)
Teach via system message that you can reduce search terms to get more
results
2023-06-21 20:07:55 +10:00
Sam a028309cbd
FEATURE: add ai_bot_enabled_chat commands and tune search (#94)
* FEATURE: add ai_bot_enabled_chat commands and tune search

This allows admins to disable/enable GPT command integrations.

Also hones search results which were looping cause the result did not denote
the failure properly (it lost context)

* include more context for google command
include more context for time command

* type
2023-06-21 17:10:30 +10:00
Sam d1ab79e82f
FEATURE: Add Azure cognitive service support (#93)
The new site settings:

ai_openai_gpt35_url : distribution for GPT 16k
ai_openai_gpt4_url: distribution for GPT 4
ai_openai_embeddings_url: distribution for ada2

If untouched we will simply use OpenAI endpoints.

Azure requires 1 URL per model, OpenAI allows a single URL to serve multiple models. Hence the new settings.
2023-06-21 10:39:51 +10:00
Sam 30778d8af8
FIX: avoid storing corrupt prompts (#92)
```
prompt << build_message(bot_user.username, reply)
```

Would store a "cooked" prompt which is invalid, instead just store the raw
values which are later passed to build_message

Additionally:

1. Disable summary command which needs honing
2. Stop storing decorations (searched for X) in prompt which leads to straying
3. Ship username directly to model, avoiding "user: content" in prompts. This
 was causing GPT to stray
2023-06-20 15:44:03 +10:00
Sam 70c158cae1
FEATURE: add full bot support for GPT 3.5 (#87)
Given latest GPT 3.5 16k which is both better steered and supports functions
we can now support rich bot integration.

Clunky system message based steering is removed and instead we use the
function framework provided by Open AI
2023-06-20 08:45:31 +10:00
Rafael dos Santos Silva e457c687ca
FIX: OpenAI Tokenizer was failing to truncate mid emojis (#91)
* FIX: OpenAI Tokenizer was failing to truncate mid emojis

* Update spec/shared/tokenizer.rb

Co-authored-by: Joffrey JAFFEUX <j.jaffeux@gmail.com>

---------

Co-authored-by: Joffrey JAFFEUX <j.jaffeux@gmail.com>
2023-06-16 15:15:36 -03:00
Rafael dos Santos Silva 8742535024
FEATURE: Allow using large context OpenAI models for summarization (#86) 2023-06-13 15:23:48 -03:00
Roman Rizzi 3364fec425
DEV: Remove the summarization feature (#83)
* DEV: Remove the summarization feature

Instead, we'll register summarization implementations for OpenAI, Anthropic, and Discourse AI using the API defined in discourse/discourse#21813.

Core and chat will implement features on top of these implementations instead of this plugin extending them.

* Register instances that contain the model, requiring less site settings
2023-06-13 14:32:26 -03:00
Sam 081231a6eb
FIX: support multiple command executions (#85)
Previous to this change we were chaining stuff too late and would execute
commands serially leading to very unexpected results

This corrects this and allows us to run stuff like:

> Search google 3/4 times on various permutations of
QUERY and answer this question.

We limit at 5 commands to ensure there are not pathological user cases
where you lean on the LLM to flood us with results.
2023-06-06 07:09:33 +10:00
Sam 840968630e
FEATURE: disable smart commands on Claude and GPT 3.5 (#84)
For the time being smart commands only work consistently on GPT 4.
Avoid using any smart commands on the earlier models.

Additionally adds better error handling to Claude which sometimes streams
partial json and slightly tunes the search command.
2023-06-01 09:10:33 +10:00
Sam 96d521198b
FIX: missing localization (#81)
blog.start_gpt_chat -> was on my blog

This also slightly tunes the search prompt to support filtering by oldest
and try a tiny bit harder to guide GPT 3.5 which is a bit of a losing battle

Co-authored-by: Krzysztof Kotlarek <kotlarek.krzysztof@gmail.com>
2023-05-25 11:05:02 +10:00
Rafael dos Santos Silva cfc6e388df
FIX: Ensure embeddings database outages are handled gracefully (#80)
The rails_failover middleware will intercept all `PG::ConnectionBad` errors and put the cluster into readonly mode. It does not have any handling for multiple databases. Therefore, an issue with the embeddings database was taking the whole cluster into readonly.

This commit fixes the issue by rescuing `PG::Error` from all AI database accesses, and re-raises errors with a different class. It also adds a spec to ensure that an embeddings database outage does not affect the functionality of the topics/show route.

Co-authored-by: David Taylor <david@taylorhq.com>
2023-05-23 22:57:52 +01:00
Rafael dos Santos Silva b213fe7f94
FIX: Give up trying to reuse the DB connection and rely on pgbouncer (#79) 2023-05-23 15:12:59 -03:00
Sam d85b503ed4
FIX: guide GPT 3.5 better (#77)
* FIX: guide GPT 3.5 better

This limits search results to 10 cause we were blowing the whole token
budget on search results, additionally it includes a quick exchange at
the start of a session to try and guide GPT 3.5 to follow instructions

Sadly GPT 3.5 drifts off very quickly but this does improve stuff a bit.

It also attempts to correct some issues with anthropic, though it still is
surprisingly hard to ground

* add status:public, this is a bit of a hack but ensures that we can search
for any filter provided

* fix specs
2023-05-23 23:08:17 +10:00
Sam b82fc1e692
FIX: ensure we only attempt embedding once every 15 minutes (#76)
This also heavily reduced log noise and ensures our exception handling is
more surgical.
2023-05-23 10:43:24 +10:00
Sam 074d00ca32
FEATURE: improve search prompt (#75)
- We only support searching public topics - make it clear
- Stop using bug/feature, cause is poisons system - these may not exist
- Add after: and before: which are very handy for bounding search results
2023-05-23 07:52:14 +10:00
Sam e0cf7b7d70
FIX: results will be nil for invalid queries (#74)
Previous to this change invalid searches would break the command.
2023-05-22 15:14:26 +10:00
Sam 92fb84e24d
iterate commands (#73)
* FEATURE: introduce a more efficient formatter

Previous formatting style was space inefficient given JSON consumes lots
of tokens, the new format is now used consistently across commands

Also fixes

- search limited to 10
- search breaking on limit: non existent directive

* Slight improvement to summarizer
Stop blowing up context with custom prompts

* ensure we include the guiding message

* correct spec

* langchain style summarizer ...

much more accurate (albeit more expensive)

* lint
2023-05-22 12:09:14 +10:00
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
Rafael dos Santos Silva 262ed4753e
FEATURE: Basic StableDiffusion text2img support (#72) 2023-05-20 09:38:08 +10:00
Rafael dos Santos Silva 739b314312
Fixes for embeddings and truncate (#67) 2023-05-18 09:21:28 +10:00
Rafael dos Santos Silva e9ae28f773
FIX: Non instructor OSS embeddings was broken (#65) 2023-05-17 12:10:10 -03:00
Roman Rizzi 362f6167d1
FEATURE: Less friction for starting a conversation with an AI bot. (#63)
* FEATURE: Less friction for starting a conversation with an AI bot.

This PR adds a new header icon as a shortcut to start a conversation with one of our AI Bots. After clicking and selecting one from the dropdown menu, we'll open the composer with some fields already filled (recipients and title).

If you leave the title as is, we'll queue a job after five minutes to update it using a bot suggestion.

* Update assets/javascripts/initializers/ai-bot-replies.js

Co-authored-by: Rafael dos Santos Silva <xfalcox@gmail.com>

* Update assets/javascripts/initializers/ai-bot-replies.js

Co-authored-by: Rafael dos Santos Silva <xfalcox@gmail.com>

---------

Co-authored-by: Rafael dos Santos Silva <xfalcox@gmail.com>
2023-05-16 14:38:21 -03:00
Rafael dos Santos Silva 2ed1f874c2
Use correct API signature for instructor embeddings (#62) 2023-05-15 17:18:11 -03:00
Rafael dos Santos Silva 3c9513e754
Refinements to embeddings and tokenizers (#61)
* Refinements to embeddings and tokenizers

* lint

* Truncate with tokenizers for summary

* fix
2023-05-15 15:10:42 -03:00
Rafael dos Santos Silva 97124b30de
FEATURE: Update summarization token count and add Claude 100k (#58) 2023-05-11 15:35:58 -03:00
Rafael dos Santos Silva 66bf4c74c6
FEATURE: Handle invalid media in NSFW module (#57)
* FEATURE: Handle invalid media in NSFW module

* fix lint
2023-05-11 15:35:39 -03:00
Roman Rizzi 7e3cb0ea16
FEATURE: Multi-model support for the AI Bot module. (#56)
We'll create one bot user for each available model. When listed in the `ai_bot_enabled_chat_bots` setting, they will reply.

This PR lets us use Claude-v1 in stream mode.
2023-05-11 10:03:03 -03:00
Rafael dos Santos Silva e5537d4c77
FEATURE: Allow excluding closed topics from semantic related (#55) 2023-05-09 15:30:50 -03:00
Rafael dos Santos Silva f1133f66a6
Updates to embedding rake tasks (#54)
- Creates embeddings in topic ID order, so it's easier to stop and
restart from where we stopped

- Update index parameters with current best practices
2023-05-09 13:45:16 -03:00
Sam e76fc77189
fixes (#53)
* Minor... use username suggester in case username already exists

* FIX: ensure we truncate long prompts

Previously we

1. Used raw length instead of token counts for counting length
2. We totally dropped a prompt if it was too long

New implementation will truncate "raw" if it gets too long maintaining
meaning.
2023-05-06 07:31:53 -03:00
Roman Rizzi 71b105a1bb
FEATURE: Introduce the ai-bot module (#52)
This module lets you chat with our GPT bot inside a PM. The bot only replies to members of the groups listed on the ai_bot_allowed_groups setting and only if you invite it to participate in the PM.
2023-05-05 15:28:31 -03:00
Rafael dos Santos Silva c96edc8a72
FIX: Pass correct API Key to summarization service (#50) 2023-05-02 21:41:11 -03:00
Rafael dos Santos Silva 89ac5d720a
FIX: Only send supported image types for classification (#49)
* FIX: Only send supported image types for classification
2023-04-27 17:52:20 -03:00
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
David Taylor a0542d1859
DEV: Resolve add_to_serializer deprecations (#46)
26b7f8a63b
2023-04-24 16:07:17 +01:00
Sam 057fbe1ce6
FEATURE: add internal support for streaming mode (#42)
Also adds some tests around completions and supports additional params
such as top_p, temperature and max_tokens

This also migrates off Faraday to using Net::HTTP directly
2023-04-21 16:54:25 +10:00
Meghna 14b21b4f4d
UX: add a custom sparkles icon for AI action buttons (#44) 2023-04-20 20:41:24 +05:30
Roman Rizzi 38e007a3a5
FEATURE: Topic summarization (#41)
* FEATURE: Topic summarization

Summarize topics using the TopicView's "summary" filter. The UI is similar to what we do for chat, but we don't allow the user to select a timeframe.


Co-authored-by: Rafael dos Santos Silva <xfalcox@gmail.com>
2023-04-19 17:57:31 -03:00
Rafael dos Santos Silva 9783e3b025
FEATURE: Add a basic tokenizer API (#37)
* FEATURE: Add a basic tokenizer API

* Add tests

* lint
2023-04-19 11:55:59 -03:00
Rafael dos Santos Silva 4368ef29d8
FIX: Sometimes Claude sends all titles suggestions in a single ai tag (#40) 2023-04-10 16:02:44 -03:00
Rafael dos Santos Silva bb0b829634
FEATURE: Anthropic Claude for AIHelper and Summarization modules (#39) 2023-04-10 11:04:42 -03:00
Rafael dos Santos Silva 5549e4d5b3
FEATURE: Chat channel summarization. (#32)
* start summary module

* chat channel summarization

* FEATURE: modal for channel summarization

---------

Co-authored-by: Roman Rizzi <rizziromanalejandro@gmail.com>
2023-04-04 11:24:09 -03:00
Roman Rizzi 7a54455cf6
FIX: Use correct variable and method for embeddings (#35) 2023-03-31 16:15:10 -03:00
Roman Rizzi 4e05763a99
FEATURE: Semantic assymetric full-page search (#34)
Depends on discourse/discourse#20915

Hooks to the full-page-search component using an experimental API and performs an assymetric similarity search using our embeddings database.
2023-03-31 15:29:56 -03:00
Sam 6543c50758
FIX: stop returning self as a candidate for related topics (#31) 2023-03-31 11:04:17 +10:00
Sam 0d80d9ec49
FEATURE: allow limiting results in related topics section (#30)
Also:

- Normalizes behavior between logged in and anon,
 we only show related topics in the related topic section

- Renames "suggested" to "related" given this only exists in related section
- Adds a spec section to ensure anon does not regress
- Adds `ai_embeddings_semantic_related_topics` to limit related topics

Renamed settings:

ai_embeddings_semantic_suggested_model -> ai_embeddings_semantic_related_model
ai_embeddings_semantic_suggested_topics_enabled -> ai_embeddings_semantic_related_topics_enabled

Plugins is still in an experimental phase and not much is overidden hence
avoiding adding site setting migrations.


Co-authored-by: Krzysztof Kotlarek <kotlarek.krzysztof@gmail.com>
2023-03-31 11:04:34 +11:00
Sam 1d097b9d82
FEATURE: attempt to include related topics above suggested (#28)
Allows related topics to show up for logged on users

- Introduces a new "Related Topics" block above suggested when related topics exist
- Renames `ai_embeddings_semantic_suggested_topics_anons_enabled` -> `ai_embeddings_semantic_suggested_topics_enabled` (given it is only deployed on 1 site not bothering with a migration)
- Adds an integration test to ensure data arrives correctly on the client
2023-03-31 09:07:22 +11:00
Rafael dos Santos Silva b942a18298
FEATURE: Support for GPT-4 in AI Helper module (#29) 2023-03-28 23:22:34 -03:00
Rafael dos Santos Silva 45950f1bb4
FIX: Only show public visible topics as suggested for anons (#27)
* FIX: Only show public visible topics as suggested for anons

* DEV: Add tests for embeddings

* Update spec/lib/modules/embeddings/semantic_suggested_spec.rb

Co-authored-by: Bianca Nenciu <nbianca@users.noreply.github.com>

* Update spec/lib/modules/embeddings/semantic_suggested_spec.rb

Co-authored-by: Bianca Nenciu <nbianca@users.noreply.github.com>

* move to top

---------

Co-authored-by: Bianca Nenciu <nbianca@users.noreply.github.com>
2023-03-23 17:28:01 -03:00
Roman Rizzi 4c960970fa
DEV: Log information about errors from the completions OpenAI API (#26) 2023-03-22 16:00:28 -03:00
Sam 1d14f7ffaf
FEATURE: Add a markdown table AI helper (#25) 2023-03-22 13:16:29 -03:00
Rafael dos Santos Silva bd342f538d
FEATURE: Try to generate embeddings for a topic when those aren't found (#23) 2023-03-21 18:20:46 -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
Rafael dos Santos Silva 6bdbc0e32d
FIX: Proper flow when a topic doesn't have embeddings (#20) 2023-03-20 16:44:55 -03:00
Roman Rizzi fea9041ee1
DEV: Use 10s timeout when using the completions API (#19) 2023-03-20 16:43:51 -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
Joffrey JAFFEUX edfdc6dfae
DEV: applies chat namespacing (#12) 2023-03-17 15:15:38 +01:00
Roman Rizzi 75aa595105
FIX: Use cooked suggestion when generating a diff (#13) 2023-03-16 11:09:28 -03:00
Rafael dos Santos Silva 80d662e9e8
FEATURE: Semantic Suggested Topics (#10) 2023-03-15 17:21:45 -03:00
Roman Rizzi f99fe7e1ed
FEATURE: Composer AI helper (#8)
* FEATURE: Composer AI helper

This change introduces a new composer button for the group members listed in the `ai_helper_allowed_groups` site setting.

Users can use chatGPT to review, improve, or translate their posts to English.

* Add a safeguard for PMs and don't rely on parentView
2023-03-15 17:02:20 -03:00
Roman Rizzi aa2fca6086
DEV: DiscourseAI -> DiscourseAi rename to have consistent folders and files (#9) 2023-03-14 16:03:50 -03:00
Rafael dos Santos Silva 510c6487e3
DEV: Preparation work for multiple inference providers (#5) 2023-03-07 16:14:39 -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 676d3ce6b2
DEV: Rename XClassification --> XClassificator to make it more obvious (#3) 2023-02-28 11:17:03 -03:00
Roman Rizzi b9a650fde4
DEV: Dedicated table for saving classification results (#1) 2023-02-27 16:21:40 -03:00
Roman Rizzi 5f9597474c
REFACTOR: Streamline flag and classification process 2023-02-24 13:25:02 -03:00
Roman Rizzi 85768cfb1c
FEATURE: Classify posts looking for NSFW images 2023-02-24 09:11:58 -03:00
Roman Rizzi 94933f3c58
DEV: Add missing specs for the toxicity module 2023-02-24 07:53:43 -03:00
Roman Rizzi e8bffcdd64
DEV: Add tests for the sentiment module 2023-02-23 15:50:10 -03:00
Roman Rizzi ef6c785aca
DEV: Move jobs undear each module lib directory 2023-02-23 14:09:52 -03:00
Roman Rizzi 1afa274b99
DEV: Reorganize files and add an entry point for each module 2023-02-23 12:25:00 -03:00
Rafael dos Santos Silva a73931c151
Refactoring of nsfw and flagger 2023-02-23 12:13:26 -03:00
Roman Rizzi 6f0c141062
FEATURE: Introduce NSFW content detection basic flow. 2023-02-23 11:08:34 -03:00
Rafael dos Santos Silva f572a7cc2c
fix lint 2023-02-22 20:48:51 -03:00
Rafael dos Santos Silva 6cf411ec90
add toxicity and sentiment modules 2023-02-22 20:46:53 -03:00