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Summary of Classifications and Carrying Value of Commercial Loans (Detail) (USD $)
In Thousands, unless otherwise specified
Dec. 31, 2014
Dec. 31, 2013
Dec. 31, 2012
Commercial Loans [Line Items]      
Commercial loans $ 566,927us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial $ 432,455us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial $ 313,010us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
Commercial Loans at Fair Value      
Commercial Loans [Line Items]      
Commercial loans 166,234us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansAtFairValueMember
89,111us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansAtFairValueMember
 
Commercial Loans Held-for-Investment, at Fair Value      
Commercial Loans [Line Items]      
Commercial loans 71,262us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtFairValueMember
   
Commercial Loans Held-for-Investment, at Amortized Cost      
Commercial Loans [Line Items]      
Commercial loans $ 329,431us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember
$ 343,344us-gaap_LoansAndLeasesReceivableNetReportedAmountCommercial
/ us-gaap_FinancingReceivableRecordedInvestmentByClassOfFinancingReceivableAxis
= rwt_CommercialLoansHeldForInvestmentAtAmortizedCostMember