Can I cite almost total literature survey from a textbook unit?
Your intended audience should be able to read your paper without referencing other papers. So, unless your entire target audience will already have read the survey in question, you should summarize it for them. Saying "go read this survey, then come back" is a dereliction of duty. Note my reference to "your intended audience" -- a publication in Nature has a wider audience than J. of Machine Learning, and so your Nature paper must explain past work that the latter journal's readers would certainly already know about. 

Further, the survey in question is unlikely to be suitable for your specific purposes. Yes, it may contain all relevant information, but it is likely addresses all the major results for the field as a whole. In contrast, your paper is offering a specific advance on a specific problem -- so, you need to explain which aspects of which results are relevant, and which avenues have not been addressed. Further, it is typical for survey to omit results that are unimportant for the field as a whole, but important for the topic of your paper. 

Either way, the survey sounds like a great resource -- you should definitely cite it.