Module: Chat

Extended by:
Annotation
Defined in:
lib/scout/llm/chat/parse.rb,
lib/scout/llm/chat/process.rb,
lib/scout/llm/chat/annotation.rb,
lib/scout/llm/chat/process/clear.rb,
lib/scout/llm/chat/process/files.rb,
lib/scout/llm/chat/process/tools.rb,
lib/scout/llm/chat/process/options.rb

Class Method Summary collapse

Instance Method Summary collapse

Class Method Details

.associations(messages, kb = nil) ⇒ Object 



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# File 'lib/scout/llm/chat/process/tools.rb', line 153

def self.associations(messages, kb = nil)
  tool_definitions = {}
  new = messages.collect do |message|
    if message[:role] == 'association'
      name, path, *options = content_tokens(message)

      kb ||= KnowledgeBase.new Scout.var.Agent.Chat.knowledge_base
      kb.register name, Path.setup(path), IndiferentHash.parse_options(message[:content])

      tool_definitions.merge!(LLM.knowledge_base_tool_definition( kb, [name]))
      next
    elsif message[:role] == 'clear_associations'
      tool_definitions = {}
    else
      message
    end
  end.compact.flatten
  messages.replace new
  tool_definitions
end

.clean(messages, role = 'skip') ⇒ Object 



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# File 'lib/scout/llm/chat/process/clear.rb', line 16

def self.clean(messages, role = 'skip')
  messages.reject do |message|
    ((String === message[:content]) && message[:content].empty?) ||
      message[:role] == role
  end
end

.clear(messages, role = 'clear') ⇒ Object 



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# File 'lib/scout/llm/chat/process/clear.rb', line 2

def self.clear(messages, role = 'clear')
  new = []

  messages.reverse.each do |message|
    if message[:role].to_s == role
      break
    else
      new << message
    end
  end

  new.reverse
end

.content_tokens(message) ⇒ Object 



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# File 'lib/scout/llm/chat/process.rb', line 9

def self.content_tokens(message)
  Shellwords.split(message[:content].strip)
end

.files(messages, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats')) ⇒ Object 



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# File 'lib/scout/llm/chat/process/files.rb', line 62

def self.files(messages, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats'))
  messages.collect do |message|
    if message[:role] == 'file' || message[:role] == 'directory'
      file = message[:content].to_s.strip
      found_file = find_file(file, original, caller_lib_dir)
      raise "File not found: #{file}" if found_file.nil?

      target = found_file

      if message[:role] == 'directory'
        Path.setup target
        target.glob('**/*').
          reject{|file|
            Open.directory?(file)
          }.collect{|file|
            files([{role: 'file', content: file}])
          }
      else
        new = Chat.tag :file, Open.read(target), file
        {role: 'user', content: new}
      end
    elsif message[:role] == 'pdf' || message[:role] == 'image'
      file = message[:content].to_s.strip
      found_file = find_file(file, original, caller_lib_dir)
      raise "File not found: #{file}" if found_file.nil?

      message[:content] = found_file
      message
    else
      message
    end
  end.flatten
end

.find_file(file, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats')) ⇒ Object 



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# File 'lib/scout/llm/chat/process/files.rb', line 17

def self.find_file(file, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats'))
  path = Scout.chats[file]
  original = original.find if Path === original
  if original
    relative = File.join(File.dirname(original), file)
    relative_lib = File.join(caller_lib_dir, file) if caller_lib_dir
  end

  if Open.exist?(file)
    file
  elsif Open.remote?(file)
    file
  elsif relative && Open.exist?(relative)
    relative
  elsif relative_lib && Open.exist?(relative_lib)
    relative_lib
  elsif path.exists?
    path
  end
end

.imports(messages, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats')) ⇒ Object 



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# File 'lib/scout/llm/chat/process/files.rb', line 38

def self.imports(messages, original = nil, caller_lib_dir = Path.caller_lib_dir(nil, 'chats'))
  messages.collect do |message|
    if message[:role] == 'import' || message[:role] == 'continue' || message[:role] == 'last'
      file = message[:content].to_s.strip
      found_file = find_file(file, original, caller_lib_dir)
      raise "Import not found: #{file}" if found_file.nil?

      new = LLM.messages Open.read(found_file)

      new = if message[:role] == 'continue'
              [new.reject{|msg| msg[:content].nil? || msg[:content].strip.empty? }.last]
            elsif message[:role] == 'last'
              [LLM.purge(new).reject{|msg| msg[:content].empty?}.last]
            else
              LLM.purge(new)
            end

      LLM.chat new, found_file
    else
      message
    end
  end.flatten
end

.indiferent(messages) ⇒ Object 



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# File 'lib/scout/llm/chat/process.rb', line 13

def self.indiferent(messages)
  messages.collect{|msg| IndiferentHash.setup msg }
end

.jobs(messages, original = nil) ⇒ Object 



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# File 'lib/scout/llm/chat/process/tools.rb', line 46

def self.jobs(messages, original = nil)
  messages.collect do |message|
    if message[:role] == 'job' || message[:role] == 'inline_job'
      file = message[:content].strip

      step = Step.load file

      id = step.short_path[0..39]
      id = id.gsub('/','-')

      if message[:role] == 'inline_job'
        path = step.path
        path = path.find if Path === path
        {role: 'file', content: step.path}
      else

        function_name = step.full_task_name.sub('#', '-')
        function_name = step.task_name
        tool_call = {
          function: {
            name: function_name,
            arguments: step.provided_inputs
          },
          id: id,
        }

        content = if step.done?
                    Open.read(step.path)
                  elsif step.error?
                    step.exception
                  end

        tool_output = {
          id: id,
          content: content
        }

        [
          {role: 'function_call', content: tool_call.to_json},
          {role: 'function_call_output', content: tool_output.to_json},
        ]
      end
    else
      message
    end
  end.flatten
end

.options(chat) ⇒ Object 



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# File 'lib/scout/llm/chat/process/options.rb', line 2

def self.options(chat)
  options = IndiferentHash.setup({})
  sticky_options = IndiferentHash.setup({})
  new = []

  # Most options reset after an assistant reply, but not previous_response_id
  chat.each do |info|
    if Hash === info
      role = info[:role].to_s
      if %w(endpoint model backend agent).include? role.to_s
        sticky_options[role] = info[:content]
        next
      elsif %w(persist).include? role.to_s
        options[role] = info[:content]
        next
      elsif %w(previous_response_id).include? role.to_s
        sticky_options[role] = info[:content]
      elsif %w(format).include? role.to_s
        format = info[:content]
        if Path.is_filename?(format)
          file = find_file(format)
          if file
            format = Open.json(file)
          end
        end
        options[role] = format
        next
      end

      if role.to_s == 'option'
        key, _, value = info[:content].partition(" ")
        options[key] = value
        next
      end

      if role.to_s == 'sticky_option'
        key, _, value = info[:content].partition(" ")
        sticky_options[key] = value
        next
      end

      if role == 'assistant'
        options.clear
      end
    end
    new << info
  end
  chat.replace new
  sticky_options.merge options
end

.parse(text, role = nil) ⇒ Object 



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# File 'lib/scout/llm/chat/parse.rb', line 2

def self.parse(text, role = nil)
  default_role = "user"

  messages = []
  current_role = role || default_role
  current_content = ""
  in_protected_block = false
  protected_block_type = nil
  protected_stack = []

  role = default_role if role.nil?

  file_lines = text.split("\n")

  file_lines.each do |line|
    stripped = line.strip

    # Detect protected blocks
    if stripped.start_with?("```")
      if in_protected_block
        in_protected_block = false
        protected_block_type = nil
        current_content << "\n" << line unless line.strip.empty?
      else
        in_protected_block = true
        protected_block_type = :square
        current_content << "\n" << line unless line.strip.empty?
      end
      next
    elsif stripped.end_with?("]]") && in_protected_block && protected_block_type == :square
      in_protected_block = false
      protected_block_type = nil
      line = line.sub("]]", "")
      current_content << "\n" << line unless line.strip.empty?
      next
    elsif stripped.start_with?("[[")
      in_protected_block = true
      protected_block_type = :square
      line = line.sub("[[", "")
      current_content << "\n" << line unless line.strip.empty?
      next
    elsif stripped.end_with?("]]") && in_protected_block && protected_block_type == :square
      in_protected_block = false
      protected_block_type = nil
      line = line.sub("]]", "")
      current_content << "\n" << line unless line.strip.empty?
      next
    elsif stripped.match(/^.*:-- .* {{{/)
      in_protected_block = true
      protected_block_type = :square
      line = line.sub(/^.*:-- (.*) {{{.*/, '<cmd_output cmd="\1">')
      current_content << "\n" << line unless line.strip.empty?
      next
    elsif stripped.match(/^.*:--.* }}}/) && in_protected_block && protected_block_type == :square
      in_protected_block = false
      protected_block_type = nil
      line = line.sub(/^.*:-- .* }}}.*/, "</cmd_output>")
      current_content << "\n" << line unless line.strip.empty?
      next
    elsif in_protected_block

      if protected_block_type == :xml
        if stripped =~ %r{</(\w+)>}
          closing_tag = $1
          if protected_stack.last == closing_tag
            protected_stack.pop
          end
          if protected_stack.empty?
            in_protected_block = false
            protected_block_type = nil
          end
        end
      end
      current_content << "\n" << line
      next
    end

    # XML-style tag handling (protected content)
    if stripped =~ /^<(\w+)(\s+[^>]*)?>/ && text =~ %r{</#{$1}>}
      tag = $1
      protected_stack.push(tag)
      in_protected_block = true
      protected_block_type = :xml
    end

    # Match a new message header
    if line =~ /^([a-z0-9_]+):(.*)$/
      role = $1
      inline_content = $2.strip

      current_content = current_content.strip if current_content
      # Save current message if any
      messages << { role: current_role, content: current_content }

      if inline_content.empty?
        # Block message
        current_role = role
        current_content = ""
      else
        # Inline message + next block is default role
        messages << { role: role, content: inline_content }
        current_role = 'user' if role == 'previous_response_id'
        current_content = ""
      end
    else
      if current_content.nil?
        current_content = line
      else
        current_content += "\n" + line
      end
    end
  end

  # Final message
  messages << { role: current_role || default_role, content: current_content.strip }

  messages
end

.print(chat) ⇒ Object 



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# File 'lib/scout/llm/chat/parse.rb', line 121

def self.print(chat)
  return chat if String  === chat
  "\n" + chat.collect do |message|
    IndiferentHash.setup message
    case message[:content]
    when Hash, Array
      message[:role].to_s + ":\n\n" + message[:content].to_json
    when nil, ''
      message[:role].to_s + ":"
    else
      if %w(option previous_response_id function_call function_call_output).include? message[:role].to_s
        message[:role].to_s + ": " + message[:content].to_s
      else
        message[:role].to_s + ":\n\n" + message[:content].to_s
      end
    end
  end * "\n\n"
end

.purge(chat) ⇒ Object 



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# File 'lib/scout/llm/chat/process/clear.rb', line 23

def self.purge(chat)
  chat.reject do |msg|
    IndiferentHash.setup msg
    msg[:role].to_s == 'previous_response_id'
  end
end

.tag(tag, content, name = nil) ⇒ Object 



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# File 'lib/scout/llm/chat/process/files.rb', line 2

def self.tag(tag, content, name = nil)
  if name
    <<-EOF.strip
<#{tag} name="#{name}">
#{content}
</#{tag}>
    EOF
  else
    <<-EOF.strip
<#{tag}>
#{content}
</#{tag}>
    EOF
  end
end

.tasks(messages, original = nil) ⇒ Object 



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# File 'lib/scout/llm/chat/process/tools.rb', line 2

def self.tasks(messages, original = nil)
  jobs =  []
  new = messages.collect do |message|
    if message[:role] == 'task' || message[:role] == 'inline_task' || message[:role] == 'exec_task'
      info = message[:content].strip

      workflow, task  = info.split(" ").values_at 0, 1

      options = IndiferentHash.parse_options info
      jobname = options.delete :jobname

      if String === workflow
        workflow = begin
                     Kernel.const_get workflow
                   rescue
                     Workflow.require_workflow(workflow)
                   end
      end

      job = workflow.job(task, jobname, options)

      jobs << job unless message[:role] == 'exec_task'

      if message[:role] == 'exec_task'
        begin
          {role: 'user', content: job.exec}
        rescue
          {role: 'exec_job', content: $!}
        end
      elsif message[:role] == 'inline_task'
        {role: 'inline_job', content: job.path.find}
      else
        {role: 'job', content: job.path.find}
      end
    else
      message
    end
  end.flatten

  Workflow.produce(jobs)

  new
end

.tools(messages) ⇒ Object 



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# File 'lib/scout/llm/chat/process/tools.rb', line 94

def self.tools(messages)
  tool_definitions = IndiferentHash.setup({})
  new = messages.collect do |message|
    if message[:role] == 'mcp'
      url, *tools = content_tokens(message)

      if url == 'stdio'
        command = tools.shift
        mcp_tool_definitions = LLM.mcp_tools(url, command: command, url: nil, type: :stdio)
      else
        mcp_tool_definitions = LLM.mcp_tools(url)
      end

      if tools.any?
        tools.each do |tool|
          tool_definitions[tool] = mcp_tool_definitions[tool]
        end
      else
        tool_definitions.merge!(mcp_tool_definitions)
      end
      next
    elsif message[:role] == 'tool'
      workflow_name, task_name, *inputs = content_tokens(message)
      inputs = nil if inputs.empty?
      inputs = [] if inputs == ['none'] || inputs == ['noinputs']
      if Open.remote? workflow_name
        require 'rbbt'
        require 'scout/offsite/ssh'
        require 'rbbt/workflow/remote_workflow'
        workflow = RemoteWorkflow.new workflow_name
      else
        workflow = Workflow.require_workflow workflow_name
      end

      if task_name
        definition = LLM.task_tool_definition workflow, task_name, inputs
        tool_definitions[task_name] = [workflow, definition]
      else
        tool_definitions.merge!(LLM.workflow_tools(workflow))
      end
      next
    elsif message[:role] == 'kb'
      knowledge_base_name, *databases = content_tokens(message)
      databases = nil if databases.empty?
      knowledge_base = KnowledgeBase.load knowledge_base_name

      knowledge_base_definition = LLM.knowledge_base_tool_definition(knowledge_base, databases)
      tool_definitions.merge!(knowledge_base_definition)
      next
    elsif message[:role] == 'clear_tools'
      tool_definitions = {}
    else
      message
    end
  end.compact.flatten
  messages.replace new
  tool_definitions
end

Instance Method Details

#answer ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 162

def answer
  final[:content]
end

#ask ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 87

def ask(...)
  LLM.ask(LLM.chat(self), ...)
end

#assistant(content) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 17

def assistant(content)
  message(:assistant, content)
end

#association(name, path, options = {}) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 76

def association(name, path, options = {})
  options_str = IndiferentHash.print_options options
  content = [name, path, options_str]*" "
  message(:association, name)
end

#branch ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 124

def branch
  self.annotate self.dup
end

#chat ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 91

def chat(...)
  response = ask(...)
  if Array === response
    current_chat.concat(response)
    final(response)
  else
    current_chat.push({role: :assistant, content: response})
    response
  end
end

#continue(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 42

def continue(file)
  message(:continue, file)
end

#create_image(file) ⇒ Object

Image



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# File 'lib/scout/llm/chat/annotation.rb', line 196

def create_image(file, ...)
  base64_image = LLM.image(LLM.chat(self), ...)
  Open.write(file, Base64.decode(file_content), mode: 'wb')
end

#directory(directory) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 38

def directory(directory)
  message(:directory, directory)
end

#endpoint(value) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 132

def endpoint(value)
  option :endpoint, value
end

#file(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 29

def file(file)
  message(:file, file)
end

#final ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 150

def final
  LLM.purge(self).last
end

#format(format) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 46

def format(format)
  message(:format, format)
end

#image(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 140

def image(file)
  self.message :image, file
end

#import(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 21

def import(file)
  message(:import, file)
end

#import_last(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 25

def import_last(file)
  message(:last, file)
end

#inline_job(step) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 71

def inline_job(step)
  message(:inline_job, step.path)
end

#inline_task(workflow, task_name, inputs = {}) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 61

def inline_task(workflow, task_name, inputs = {})
  input_str = IndiferentHash.print_options inputs
  content = [workflow, task_name, input_str]*" "
  message(:inline_task, content)
end

#job(step) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 67

def job(step)
  message(:job, step.path)
end

#json ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 102

def json(...)
  self.format :json
  output = ask(...)
  obj = JSON.parse output
  if (Hash === obj) and obj.keys == ['content']
    obj['content']
  else
    obj
  end
end

#json_format(format) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 113

def json_format(format, ...)
  self.format format
  output = ask(...)
  obj = JSON.parse output
  if (Hash === obj) and obj.keys == ['content']
    obj['content']
  else
    obj
  end
end

#message(role, content) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 5

def message(role, content)
  self.append({role: role.to_s, content: content})
end

#model(value) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 136

def model(value)
  option :model, value
end

#option(name, value) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 128

def option(name, value)
  self.message 'option', [name, value] * " "
end

#pdf(file) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 33

def pdf(file)
  message(:pdf, file)
end

#print ⇒ Object

Reporting



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# File 'lib/scout/llm/chat/annotation.rb', line 146

def print
  LLM.print LLM.chat(self)
end

#purge ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 154

def purge
  Chat.setup(LLM.purge(self))
end

#save(path, force = true) ⇒ Object

Write and save



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# File 'lib/scout/llm/chat/annotation.rb', line 168

def save(path, force = true)
  path = path.to_s if Symbol === path
  if not (Open.exists?(path) || Path === path || Path.located?(path))
    path = Scout.chats.find[path]
  end
  return if Open.exists?(path) && ! force
  Open.write path, LLM.print(self)
end

#shed ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 158

def shed
  self.annotate [final]
end

#system(content) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 13

def system(content)
  message(:system, content)
end

#tag(content, name = nil, tag = :file, role = :user) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 82

def tag(content, name=nil, tag=:file, role=:user)
  self.message role, LLM.tag(tag, content, name)
end

#task(workflow, task_name, inputs = {}) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 55

def task(workflow, task_name, inputs = {})
  input_str = IndiferentHash.print_options inputs
  content = [workflow, task_name, input_str]*" "
  message(:task, content)
end

#tool(*parts) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 50

def tool(*parts)
  content = parts * "\n"
  message(:tool, content)
end

#user(content) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 9

def user(content)
  message(:user, content)
end

#write(path, force = true) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 177

def write(path, force = true)
  path = path.to_s if Symbol === path
  if not (Open.exists?(path) || Path === path || Path.located?(path))
    path = Scout.chats.find[path]
  end
  return if Open.exists?(path) && ! force
  Open.write path, self.print
end

#write_answer(path, force = true) ⇒ Object 



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# File 'lib/scout/llm/chat/annotation.rb', line 186

def write_answer(path, force = true)
  path = path.to_s if Symbol === path
  if not (Open.exists?(path) || Path === path || Path.located?(path))
    path = Scout.chats.find[path]
  end
  return if Open.exists?(path) && ! force
  Open.write path, self.answer
end