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Fair Value of Financial Instruments - Quantitative Information about Significant Unobservable Inputs Used in Valuation of Level 3 Assets and Liabilities Measured at Fair Value (Details)
12 Months Ended
Dec. 31, 2017
USD ($)
$ / loan
ABS Issued Securities  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 1,164,585,000
ABS Issued Securities | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 8.00%
Loss severity 20.00%
Discount rate 3.00%
Default rate 0.00%
ABS Issued Securities | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 25.00%
Loss severity 54.00%
Discount rate 15.00%
Default rate 16.00%
ABS Issued Securities | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 17.00%
Loss severity 23.00%
Discount rate 4.00%
Default rate 3.00%
Jumbo fixed rate loans  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 3,372,329,000
Jumbo fixed rate loans | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 2.25
Whole loan spread to swap rate 1.75%
Jumbo fixed rate loans | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 3.11
Whole loan spread to swap rate 2.25%
Jumbo fixed rate loans | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 3.09
Whole loan spread to swap rate 2.24%
Jumbo hybrid loans  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 251,847,000
Jumbo hybrid loans | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to swap rate 1.00%
Prepayment rate (annual CPR) 15.00%
Jumbo hybrid loans | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to swap rate 1.85%
Prepayment rate (annual CPR) 15.00%
Jumbo hybrid loans | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to swap rate 1.59%
Prepayment rate (annual CPR) 15.00%
Jumbo loans committed to sell  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 237,262,000
Jumbo loans committed to sell | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan committed sales price (in dollars per loan) | $ / loan 100.78
Jumbo loans committed to sell | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan committed sales price (in dollars per loan) | $ / loan 103.01
Jumbo loans committed to sell | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan committed sales price (in dollars per loan) | $ / loan 101.42
Legacy Sequoia  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 632,817,000
Sequoia Choice  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value 620,062,000
Residential loans, at lower of cost or fair value  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 854,000
Residential loans, at lower of cost or fair value | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 12.00%
Residential loans, at lower of cost or fair value | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 30.00%
Residential loans, at lower of cost or fair value | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 18.00%
Trading and AFS securities  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 1,476,510,000
Trading and AFS securities | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 0.00%
Loss severity 0.00%
Discount rate 3.00%
Default rate 0.00%
Trading and AFS securities | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 50.00%
Loss severity 40.00%
Discount rate 15.00%
Default rate 27.00%
Trading and AFS securities | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 10.00%
Loss severity 22.00%
Discount rate 5.00%
Default rate 3.00%
MSRs  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 63,598,000
MSRs | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 5.00%
Discount rate 10.00%
Per loan annual cost to service (in dollars per loan) $ 79
MSRs | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 26.00%
Discount rate 130.00%
Per loan annual cost to service (in dollars per loan) $ 82
MSRs | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 9.00%
Discount rate 11.00%
Per loan annual cost to service (in dollars per loan) $ 82
Guarantee asset  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 2,869,000
Guarantee asset | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 13.00%
Discount rate 11.00%
Guarantee asset | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 13.00%
Discount rate 11.00%
Guarantee asset | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Prepayment rate (annual CPR) 13.00%
Discount rate 11.00%
REO  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 2,034,000
REO | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 6.00%
REO | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 42.00%
REO | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Loss severity 21.00%
Loan purchase commitments  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Fair Value $ 462,000
Loan purchase commitments | Minimum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 2.25
Whole loan spread to swap rate 1.75%
Prepayment rate (annual CPR) 15.00%
MSR multiple 1.7
Pull-through rate 9.00%
Whole loan spread to swap rate - hybrid 1.00%
Loan purchase commitments | Maximum  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 3.10
Whole loan spread to swap rate 2.25%
Prepayment rate (annual CPR) 15.00%
MSR multiple 5.1
Pull-through rate 100.00%
Whole loan spread to swap rate - hybrid 1.85%
Loan purchase commitments | Weighted Average  
Fair Value Inputs, Assets, Quantitative Information [Line Items]  
Whole loan spread to TBA price (in dollars per loan) | $ / loan 3.06
Whole loan spread to swap rate 2.25%
Prepayment rate (annual CPR) 15.00%
MSR multiple 3.6
Pull-through rate 75.00%
Whole loan spread to swap rate - hybrid 1.51%