Module: CPEE::LLM::Functions

Includes:
RubyLLM_Requests
Included in:
CreateDataFlow, CreateGeneric, CreateMermaid, CreateText, ValidateDataFlow
Defined in:
lib/cpee/llm/functions.rb

Instance Method Summary collapse

Methods included from RubyLLM_Requests

#adapt_mermaid_model, #adapt_xml_model, #connect_llm, #generate_content, #generate_dataflow_content, #generate_endpoint_mermaid_model, #generate_generic_content, #generate_json_content, #generate_mermaid_model, #generate_plain_text, #validate_xml_model

Instance Method Details

#adapt_cpee_model(myllm, doc, user_input, existing_endpoints, endpoints, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 84

def adapt_cpee_model(myllm,doc,user_input,existing_endpoints,endpoints,llms) #{{{
  testset = XML::Smart.string(<<~XML)
    <testset xmlns="http://cpee.org/ns/properties/2.0">
    </testset>
  XML
  root = testset.root
  root.add(existing_endpoints.root)
  dslx = root.add("dslx")
  dslx.add(doc.root)

  #puts testset.to_s

  begin
    llm_response = adapt_xml_model(myllm,user_input,testset,endpoints,llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      llm_response = llm_response.strip
      inside = llm_response.scan(/```(\w+)?\s*\n(.*?)\n```/m)
      llm_response = inside.empty? ? llm_response : inside[0][1]
      #check if response is xml:
      begin
        XML::Smart.string(llm_response)
      rescue Nokogiri::XML::SyntaxError => e
        raise LLMError.new("Something went wrong and llm was not able to generate valid xml model: #{llm_response}", 500)
      end
      return llm_response
    end
  rescue LLMError => e_llm
    raise e_llm
  rescue Exception => e
    raise e
  end
end

#adapt_model(myllm, doc, user_input, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 66

def adapt_model(myllm,doc,user_input,llms) #{{{
  input_cpee = doc.to_s()
  input_mermaid = cpee_to_mermaid(doc.to_s())
  begin
    llm_response = adapt_mermaid_model(myllm,user_input,input_mermaid,llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      return llm_response
    end
  rescue LLMError => e_llm
    raise e_llm
  rescue Exception => e
    raise e
  end
end

#cpee_to_mermaid(cpee) ⇒ Object

{{{



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# File 'lib/cpee/llm/functions.rb', line 31

def cpee_to_mermaid(cpee) #{{{
  model = CPEE::Transformation::Source::CPEE.new(cpee)
  trans = CPEE::Transformation::Transformer.new(model)
  traces = trans.build_traces
  tree = trans.build_tree(false)
  trans.generate_model(CPEE::Transformation::Target::Mermaid)
end

#generate_dataflow(myllm, mermaid_model, api_specification, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 158

def generate_dataflow(myllm,mermaid_model,api_specification,llms) #{{{
  begin
    llm_response = generate_dataflow_content(myllm, mermaid_model, api_specification, llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      #check if markdown is there:
      llm_response = llm_response.strip
      inside = llm_response.scan(/```(\w+)?\s*\n(.*?)\n```/m)
      # variable = condition?  if true: if false
      llm_response = inside.empty? ? llm_response : inside[0][1]
      #check if response is json:
      begin
        hash = JSON.parse(llm_response)
      rescue JSON::ParserError => e
        raise LLMError.new("Something went wrong and llm was not able to generate Json data flow: #{llm_response}", 500)
      end
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end

#generate_endpoint_model(myllm, user_input, endpoints, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 187

def generate_endpoint_model(myllm,user_input,endpoints,llms) #{{{
  begin
    llm_response = generate_endpoint_mermaid_model(myllm,user_input,endpoints,llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end

#generate_generic(myllm, user_input, system_prompt, format, temperature, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 140

def generate_generic(myllm,user_input,system_prompt,format,temperature,llms) #{{{
  begin
    llm_response = generate_generic_content(myllm, user_input, system_prompt, format, temperature, llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end

#generate_model(myllm, user_input, temperature, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 48

def generate_model(myllm,user_input,temperature,llms) #{{{
  begin
    llm_response = generate_mermaid_model(myllm,user_input,temperature,llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end

#generate_text(myllm, doc, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 120

def generate_text(myllm,doc,llms) #{{{
  input_cpee = doc.to_s()
  input_mermaid = cpee_to_mermaid(doc.to_s())
  begin
    llm_response = generate_plain_text(myllm,input_mermaid,llms)
    # raise exceptions if response is empty for some reason
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    else
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end

#mermaid_to_cpee(mermaid) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 38

def mermaid_to_cpee(mermaid) #{{{
  model = CPEE::Transformation::Source::Mermaid.new(mermaid)

  trans = CPEE::Transformation::Transformer.new(model)
  traces = trans.build_traces

  tree = trans.build_tree(false)
  trans.generate_model(CPEE::Transformation::Target::CPEE)
end

#validate_cpee_model(myllm, cpee_model, llms) ⇒ Object

}}}



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# File 'lib/cpee/llm/functions.rb', line 205

def validate_cpee_model(myllm,cpee_model,llms) #{{{
  begin
    llm_response = validate_xml_model(myllm,cpee_model,llms)
    if llm_response.nil? || llm_response.empty?
      raise LLMError.new("Something went wrong and your content was not generated!", 500)
    elsif llm_response.strip.downcase == "perfect"
      return cpee_model
    else
      llm_response = llm_response.strip
      inside = llm_response.scan(/```(\w+)?\s*\n(.*?)\n```/m)
      llm_response = inside.empty? ? llm_response : inside[0][1]
      #check if response is xml:
      begin
        XML::Smart.string(llm_response)
      rescue Nokogiri::XML::SyntaxError => e
        raise LLMError.new("Something went wrong and llm was not able to generate valid xml model", llm_response)
      end
      return llm_response
    end
  rescue LLMError => e_llm
    e_llm.message
    raise e_llm
  rescue Exception => e
    e.message
    raise e
  end
end