discourse-ai/lib/ai_bot/tool_runner.rb

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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 03:27:40 -04:00
# 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 03:27:40 -04:00
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: {}, tool:, timeout: nil)
@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)
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 03:27:40 -04:00
ctx.eval(framework_script)
ctx
end
end
def framework_script
<<~JS
const http = {
get: function(url, options) { return _http_get(url, options) },
post: function(url, options) { return _http_post(url, options) },
};
const llm = {
truncate: _llm_truncate,
};
const index = {
search: _index_search,
}
const upload = {
create: _upload_create,
}
const chain = {
setCustomRaw: _chain_set_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>
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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?
strategy = DiscourseAi::Embeddings::Strategies::Truncation.new
vector_rep =
DiscourseAi::Embeddings::VectorRepresentations::Base.current_representation(strategy)
query_vector = vector_rep.vector_from(query)
fragment_ids =
vector_rep.asymmetric_rag_fragment_similarity_search(
query_vector,
target_type: "AiTool",
target_id: tool.id,
limit: limit,
offset: 0,
)
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 03:27:40 -04:00
def attach_truncate(mini_racer_context)
mini_racer_context.attach(
"_llm_truncate",
->(text, length) { @llm.tokenizer.truncate(text, length) },
)
end
def attach_index(mini_racer_context)
mini_racer_context.attach(
"_index_search",
->(query, options) do
begin
self.running_attached_function = true
options ||= {}
options = options.symbolize_keys
self.rag_search(query, **options)
ensure
self.running_attached_function = false
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_upload(mini_racer_context)
mini_racer_context.attach(
"_upload_create",
->(filename, base_64_content) do
begin
self.running_attached_function = true
# 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 }
end
ensure
self.running_attached_function = false
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 03:27:40 -04:00
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
self.running_attached_function = true
headers = (options && options["headers"]) || {}
result = {}
DiscourseAi::AiBot::Tools::Tool.send_http_request(url, headers: headers) do |response|
result[:body] = response.body
result[:status] = response.code.to_i
end
result
ensure
self.running_attached_function = false
end
end,
)
mini_racer_context.attach(
"_http_post",
->(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
self.running_attached_function = true
headers = (options && options["headers"]) || {}
body = options && options["body"]
result = {}
DiscourseAi::AiBot::Tools::Tool.send_http_request(
url,
method: :post,
headers: headers,
body: body,
) do |response|
result[:body] = response.body
result[:status] = response.code.to_i
end
result
ensure
self.running_attached_function = false
end
end,
)
end
end
end
end