Missing output keys "language" intentional?

Short Course Q&A LangChain for LLM Application Development
1

prompt template 1: translate to english

first_prompt = ChatPromptTemplate.from_template(
    "Translate the following review to english:"
    "\n\n{Review}")

chain 1: input= Review and output= English_Review

chain_one = LLMChain(llm=llm, prompt=first_prompt, 
                     output_key="English_Review")

second_prompt = ChatPromptTemplate.from_template(
    "Can you summarize the following review in 1 sentence:"
    "\n\n{English_Review}")

chain 2: input= English_Review and output= summary

chain_two = LLMChain(llm=llm, prompt=second_prompt, 
                     output_key="summary")

prompt template 3: translate to english

third_prompt = ChatPromptTemplate.from_template(
    "What language is the following review:\n\n{Review}")

chain 3: input= Review and output= language

chain_three = LLMChain(llm=llm, prompt=third_prompt,
                       output_key="language")

prompt template 4: follow up message

fourth_prompt = ChatPromptTemplate.from_template(
    "Write a follow up response to the following "
    "summary in the specified language:"
    "\n\nSummary: {summary}\n\nLanguage: {language}")

chain 4: input= summary, language and output= followup_message

chain_four = LLMChain(llm=llm, prompt=fourth_prompt,
                      output_key="followup_message")

overall_chain: input= Review

and output= English_Review,summary, followup_message

overall_chain = SequentialChain(
    chains=[chain_one, chain_two, chain_three, chain_four],
    input_variables=["Review"],
    output_variables=["English_Review", "summary","followup_message"],
    verbose=True)

The argument “output_variables” of the SequentialChain function has only output of 3 LLMChains.The output of the third chain is “language” and it is missing from the “output_variables” argument list. Why could it be so ?
Will always be thankful for any kind of lessons.

Thanks in advance

2

If you’re going to copy-and-paste formatted text (like notebook code), please enclose it in the “preformatted text” tag. Otherwise it renders on the forum using Markdown (which also eats all of the indentations).

4

First time’s error. Sorry. The same has been corrected

5

Hopefully someone who is a mentor for that course will reply here.

6

I thought it was because you can choose what are the outputs of the chain for further parsing and use. You can try this by adding and/or omitting some of the other variables and the output will be changed accordingly. Short answer: you may not need language in the final output.