discourse-ai/lib/ai_bot/tool_runner.rb

582 lines
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FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
# frozen_string_literal: true
module DiscourseAi
module AiBot
class ToolRunner
attr_reader :tool, :parameters, :llm
attr_accessor :running_attached_function, :timeout, :custom_raw
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
TooManyRequestsError = Class.new(StandardError)
DEFAULT_TIMEOUT = 2000
MAX_MEMORY = 10_000_000
MARSHAL_STACK_DEPTH = 20
MAX_HTTP_REQUESTS = 20
def initialize(parameters:, llm:, bot_user:, context: nil, tool:, timeout: nil)
if context && !context.is_a?(DiscourseAi::AiBot::BotContext)
raise ArgumentError, "context must be a BotContext object"
end
context ||= DiscourseAi::AiBot::BotContext.new
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
@parameters = parameters
@llm = llm
@bot_user = bot_user
@context = context
@tool = tool
@timeout = timeout || DEFAULT_TIMEOUT
@running_attached_function = false
@http_requests_made = 0
end
def mini_racer_context
@mini_racer_context ||=
begin
ctx =
MiniRacer::Context.new(
max_memory: MAX_MEMORY,
marshal_stack_depth: MARSHAL_STACK_DEPTH,
)
attach_truncate(ctx)
attach_http(ctx)
attach_index(ctx)
attach_upload(ctx)
attach_chain(ctx)
attach_discourse(ctx)
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
ctx.eval(framework_script)
ctx
end
end
def framework_script
http_methods = %i[get post put patch delete].map { |method| <<~JS }.join("\n")
#{method}: function(url, options) {
return _http_#{method}(url, options);
},
JS
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
<<~JS
const http = {
#{http_methods}
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
};
const llm = {
truncate: _llm_truncate,
generate: _llm_generate,
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
};
const index = {
search: _index_search,
}
const upload = {
create: _upload_create,
}
const chain = {
setCustomRaw: _chain_set_custom_raw,
};
const discourse = {
search: function(params) {
return _discourse_search(params);
},
getPost: _discourse_get_post,
getTopic: _discourse_get_topic,
getUser: _discourse_get_user,
getPersona: function(name) {
return {
respondTo: function(params) {
result = _discourse_respond_to_persona(name, params);
if (result.error) {
throw new Error(result.error);
}
return result;
},
};
},
createChatMessage: function(params) {
const result = _discourse_create_chat_message(params);
if (result.error) {
throw new Error(result.error);
}
return result;
},
};
const context = #{JSON.generate(@context.to_json)};
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
function details() { return ""; };
JS
end
def details
eval_with_timeout("details()")
end
def eval_with_timeout(script, timeout: nil)
timeout ||= @timeout
mutex = Mutex.new
done = false
elapsed = 0
t =
Thread.new do
begin
while !done
# this is not accurate. but reasonable enough for a timeout
sleep(0.001)
elapsed += 1 if !self.running_attached_function
if elapsed > timeout
mutex.synchronize { mini_racer_context.stop unless done }
break
end
end
rescue => e
STDERR.puts e
STDERR.puts "FAILED TO TERMINATE DUE TO TIMEOUT"
end
end
rval = mini_racer_context.eval(script)
mutex.synchronize { done = true }
# ensure we do not leak a thread in state
t.join
t = nil
rval
ensure
# exceptions need to be handled
t&.join
end
def invoke
mini_racer_context.eval(tool.script)
eval_with_timeout("invoke(#{JSON.generate(parameters)})")
rescue MiniRacer::ScriptTerminatedError
{ error: "Script terminated due to timeout" }
end
private
MAX_FRAGMENTS = 200
def rag_search(query, filenames: nil, limit: 10)
limit = limit.to_i
return [] if limit < 1
limit = [MAX_FRAGMENTS, limit].min
upload_refs =
UploadReference.where(target_id: tool.id, target_type: "AiTool").pluck(:upload_id)
if filenames
upload_refs = Upload.where(id: upload_refs).where(original_filename: filenames).pluck(:id)
end
return [] if upload_refs.empty?
query_vector = DiscourseAi::Embeddings::Vector.instance.vector_from(query)
fragment_ids =
DiscourseAi::Embeddings::Schema
.for(RagDocumentFragment)
.asymmetric_similarity_search(query_vector, limit: limit, offset: 0) do |builder|
builder.join(<<~SQL, target_id: tool.id, target_type: "AiTool")
rag_document_fragments ON
rag_document_fragments.id = rag_document_fragment_id AND
rag_document_fragments.target_id = :target_id AND
rag_document_fragments.target_type = :target_type
SQL
end
.map(&:rag_document_fragment_id)
fragments =
RagDocumentFragment.where(id: fragment_ids, upload_id: upload_refs).pluck(
:id,
:fragment,
:metadata,
)
mapped = {}
fragments.each do |id, fragment, metadata|
mapped[id] = { fragment: fragment, metadata: metadata }
end
fragment_ids.take(limit).map { |fragment_id| mapped[fragment_id] }
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
def attach_truncate(mini_racer_context)
mini_racer_context.attach(
"_llm_truncate",
->(text, length) { @llm.tokenizer.truncate(text, length) },
)
mini_racer_context.attach(
"_llm_generate",
->(prompt) do
in_attached_function do
@llm.generate(
convert_js_prompt_to_ruby(prompt),
user: llm_user,
feature_name: "custom_tool_#{tool.name}",
)
end
end,
)
end
def convert_js_prompt_to_ruby(prompt)
if prompt.is_a?(String)
prompt
elsif prompt.is_a?(Hash)
messages = prompt["messages"]
if messages.blank? || !messages.is_a?(Array)
raise Discourse::InvalidParameters.new("Prompt must have messages")
end
messages.each(&:symbolize_keys!)
messages.each { |message| message[:type] = message[:type].to_sym }
DiscourseAi::Completions::Prompt.new(messages: prompt["messages"])
else
raise Discourse::InvalidParameters.new("Prompt must be a string or a hash")
end
end
def llm_user
@llm_user ||=
begin
post&.user || @bot_user
end
end
def post
return @post if defined?(@post)
post_id = @context.post_id
@post = post_id && Post.find_by(id: post_id)
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
end
def attach_index(mini_racer_context)
mini_racer_context.attach(
"_index_search",
->(*params) do
in_attached_function do
query, options = params
self.running_attached_function = true
options ||= {}
options = options.symbolize_keys
self.rag_search(query, **options)
end
end,
)
end
def attach_chain(mini_racer_context)
mini_racer_context.attach("_chain_set_custom_raw", ->(raw) { self.custom_raw = raw })
end
def attach_discourse(mini_racer_context)
mini_racer_context.attach(
"_discourse_get_post",
->(post_id) do
in_attached_function do
post = Post.find_by(id: post_id)
return nil if post.nil?
guardian = Guardian.new(Discourse.system_user)
obj =
recursive_as_json(
PostSerializer.new(post, scope: guardian, root: false, add_raw: true),
)
topic_obj =
recursive_as_json(
ListableTopicSerializer.new(post.topic, scope: guardian, root: false),
)
obj["topic"] = topic_obj
obj
end
end,
)
mini_racer_context.attach(
"_discourse_get_topic",
->(topic_id) do
in_attached_function do
topic = Topic.find_by(id: topic_id)
return nil if topic.nil?
guardian = Guardian.new(Discourse.system_user)
recursive_as_json(ListableTopicSerializer.new(topic, scope: guardian, root: false))
end
end,
)
mini_racer_context.attach(
"_discourse_get_user",
->(user_id_or_username) do
in_attached_function do
user = nil
if user_id_or_username.is_a?(Integer) ||
user_id_or_username.to_i.to_s == user_id_or_username
user = User.find_by(id: user_id_or_username.to_i)
else
user = User.find_by(username: user_id_or_username)
end
return nil if user.nil?
guardian = Guardian.new(Discourse.system_user)
recursive_as_json(UserSerializer.new(user, scope: guardian, root: false))
end
end,
)
mini_racer_context.attach(
"_discourse_respond_to_persona",
->(persona_name, params) do
in_attached_function do
# if we have 1000s of personas this can be slow ... we may need to optimize
persona_class = AiPersona.all_personas.find { |persona| persona.name == persona_name }
return { error: "Persona not found" } if persona_class.nil?
persona = persona_class.new
bot = DiscourseAi::AiBot::Bot.as(@bot_user || persona.user, persona: persona)
playground = DiscourseAi::AiBot::Playground.new(bot)
if @context.post_id
post = Post.find_by(id: @context.post_id)
return { error: "Post not found" } if post.nil?
reply_post =
playground.reply_to(
post,
custom_instructions: params["instructions"],
whisper: params["whisper"],
)
if reply_post
return(
{ success: true, post_id: reply_post.id, post_number: reply_post.post_number }
)
else
return { error: "Failed to create reply" }
end
elsif @context.message_id && @context.channel_id
message = Chat::Message.find_by(id: @context.message_id)
channel = Chat::Channel.find_by(id: @context.channel_id)
return { error: "Message or channel not found" } if message.nil? || channel.nil?
reply =
playground.reply_to_chat_message(message, channel, @context.context_post_ids)
if reply
return { success: true, message_id: reply.id }
else
return { error: "Failed to create chat reply" }
end
else
return { error: "No valid context for response" }
end
end
end,
)
mini_racer_context.attach(
"_discourse_create_chat_message",
->(params) do
in_attached_function do
params = params.symbolize_keys
channel_name = params[:channel_name]
username = params[:username]
message = params[:message]
# Validate parameters
return { error: "Missing required parameter: channel_name" } if channel_name.blank?
return { error: "Missing required parameter: username" } if username.blank?
return { error: "Missing required parameter: message" } if message.blank?
# Find the user
user = User.find_by(username: username)
return { error: "User not found: #{username}" } if user.nil?
# Find the channel
channel = Chat::Channel.find_by(name: channel_name)
if channel.nil?
# Try finding by slug if not found by name
channel = Chat::Channel.find_by(slug: channel_name.parameterize)
end
return { error: "Channel not found: #{channel_name}" } if channel.nil?
begin
guardian = Guardian.new(user)
message =
ChatSDK::Message.create(
raw: message,
channel_id: channel.id,
guardian: guardian,
enforce_membership: !channel.direct_message_channel?,
)
{
success: true,
message_id: message.id,
message: message.message,
created_at: message.created_at.iso8601,
}
rescue => e
{ error: "Failed to create chat message: #{e.message}" }
end
end
end,
)
mini_racer_context.attach(
"_discourse_search",
->(params) do
in_attached_function do
search_params = params.symbolize_keys
if search_params.delete(:with_private)
search_params[:current_user] = Discourse.system_user
end
search_params[:result_style] = :detailed
results = DiscourseAi::Utils::Search.perform_search(**search_params)
recursive_as_json(results)
end
end,
)
end
def attach_upload(mini_racer_context)
mini_racer_context.attach(
"_upload_create",
->(filename, base_64_content) do
begin
in_attached_function do
# protect against misuse
filename = File.basename(filename)
Tempfile.create(filename) do |file|
file.binmode
file.write(Base64.decode64(base_64_content))
file.rewind
upload =
UploadCreator.new(
file,
filename,
for_private_message: @context.private_message,
).create_for(@bot_user.id)
{ id: upload.id, short_url: upload.short_url, url: upload.url }
end
end
end
end,
)
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
def attach_http(mini_racer_context)
mini_racer_context.attach(
"_http_get",
->(url, options) do
begin
@http_requests_made += 1
if @http_requests_made > MAX_HTTP_REQUESTS
raise TooManyRequestsError.new("Tool made too many HTTP requests")
end
in_attached_function do
headers = (options && options["headers"]) || {}
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
result = {}
DiscourseAi::AiBot::Tools::Tool.send_http_request(
url,
headers: headers,
) do |response|
result[:body] = response.body
result[:status] = response.code.to_i
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
result
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
end
end,
)
%i[post put patch delete].each do |method|
mini_racer_context.attach(
"_http_#{method}",
->(url, options) do
begin
@http_requests_made += 1
if @http_requests_made > MAX_HTTP_REQUESTS
raise TooManyRequestsError.new("Tool made too many HTTP requests")
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
in_attached_function do
headers = (options && options["headers"]) || {}
body = options && options["body"]
result = {}
DiscourseAi::AiBot::Tools::Tool.send_http_request(
url,
method: method,
headers: headers,
body: body,
) do |response|
result[:body] = response.body
result[:status] = response.code.to_i
end
result
rescue => e
if Rails.env.development?
p url
p options
p e
puts e.backtrace
end
raise e
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
end
end,
)
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
end
def in_attached_function
self.running_attached_function = true
yield
ensure
self.running_attached_function = false
end
def recursive_as_json(obj)
case obj
when Array
obj.map { |item| recursive_as_json(item) }
when Hash
obj.transform_values { |value| recursive_as_json(value) }
when ActiveModel::Serializer, ActiveModel::ArraySerializer
recursive_as_json(obj.as_json)
when ActiveRecord::Base
recursive_as_json(obj.as_json)
else
# Handle objects that respond to as_json but aren't handled above
if obj.respond_to?(:as_json)
result = obj.as_json
if result.equal?(obj)
# If as_json returned the same object, return it to avoid infinite recursion
result
else
recursive_as_json(result)
end
else
# Primitive values like strings, numbers, booleans, nil
obj
end
end
end
FEATURE: custom user defined tools (#677) Introduces custom AI tools functionality. 1. Why it was added: The PR adds the ability to create, manage, and use custom AI tools within the Discourse AI system. This feature allows for more flexibility and extensibility in the AI capabilities of the platform. 2. What it does: - Introduces a new `AiTool` model for storing custom AI tools - Adds CRUD (Create, Read, Update, Delete) operations for AI tools - Implements a tool runner system for executing custom tool scripts - Integrates custom tools with existing AI personas - Provides a user interface for managing custom tools in the admin panel 3. Possible use cases: - Creating custom tools for specific tasks or integrations (stock quotes, currency conversion etc...) - Allowing administrators to add new functionalities to AI assistants without modifying core code - Implementing domain-specific tools for particular communities or industries 4. Code structure: The PR introduces several new files and modifies existing ones: a. Models: - `app/models/ai_tool.rb`: Defines the AiTool model - `app/serializers/ai_custom_tool_serializer.rb`: Serializer for AI tools b. Controllers: - `app/controllers/discourse_ai/admin/ai_tools_controller.rb`: Handles CRUD operations for AI tools c. Views and Components: - New Ember.js components for tool management in the admin interface - Updates to existing AI persona management components to support custom tools d. Core functionality: - `lib/ai_bot/tool_runner.rb`: Implements the custom tool execution system - `lib/ai_bot/tools/custom.rb`: Defines the custom tool class e. Routes and configurations: - Updates to route configurations to include new AI tool management pages f. Migrations: - `db/migrate/20240618080148_create_ai_tools.rb`: Creates the ai_tools table g. Tests: - New test files for AI tool functionality and integration The PR integrates the custom tools system with the existing AI persona framework, allowing personas to use both built-in and custom tools. It also includes safety measures such as timeouts and HTTP request limits to prevent misuse of custom tools. Overall, this PR significantly enhances the flexibility and extensibility of the Discourse AI system by allowing administrators to create and manage custom AI tools tailored to their specific needs. Co-authored-by: Martin Brennan <martin@discourse.org>
2024-06-27 17:27:40 +10:00
end
end
end