# Multi Precision Each integer in the circuit has a certain bit-width, which is determined by the inputset. These bit-widths can be observed when graphs are printed: ``` %0 = x # EncryptedScalar ∈ [0, 7] %1 = y # EncryptedScalar ∈ [0, 15] %2 = add(%0, %1) # EncryptedScalar ∈ [2, 22] return %2 ^ these are ^^^^^^^ the assigned based on bit-widths these bounds ``` However, it's not possible to add 3-bit and 4-bit numbers together because their encoding is different: ``` D: data N: noise 3-bit number ------------ D2 D1 D0 0 0 0 ... 0 0 0 N N N N 4-bit number ------------ D3 D2 D1 D0 0 0 0 ... 0 0 0 N N N N ``` The result of such an addition is a 5-bit number, which also has a different encoding: ``` 5-bit number ------------ D4 D3 D2 D1 D0 0 0 0 ... 0 0 0 N N N N ``` Because of these encoding differences, we perform a graph processing step called bit-width assignment, which takes the graph and updates the bit-widths to be compatible with FHE. After this graph processing step, the graph would look like: ``` %0 = x # EncryptedScalar %1 = y # EncryptedScalar %2 = add(%0, %1) # EncryptedScalar return %2 ``` Most operations cannot change the encoding, which means that the input and output bit-widths need to be the same. However, there is an operation which can change the encoding: the table lookup operation. Let's say you have this graph: ``` %0 = x # EncryptedScalar ∈ [0, 3] %1 = y # EncryptedScalar ∈ [0, 31] %2 = 2 # ClearScalar ∈ [2, 2] %3 = power(%0, %2) # EncryptedScalar ∈ [0, 9] %4 = add(%3, %1) # EncryptedScalar ∈ [1, 39] return %4 ``` This is the graph for `(x**2) + y` where `x` is 2-bits and `y` is 5-bits. If the table lookup operation wasn't able to change the encoding, we'd need to make everything 6-bits. However, since the encoding can be changed, the bit-widths can be assigned like so: ``` %0 = x # EncryptedScalar ∈ [0, 3] %1 = y # EncryptedScalar ∈ [0, 31] %2 = 2 # ClearScalar ∈ [2, 2] %3 = power(%0, %2) # EncryptedScalar ∈ [0, 9] %4 = add(%3, %1) # EncryptedScalar ∈ [1, 39] return %4 ``` In this case, we kept `x` as 2-bits, but set the table lookup result and `y` to be 6-bits, so that the addition can be performed. This style of bit-width assignment is called multi-precision, and it is enabled by default. To disable it and use a single precision across the circuit, you can use the `single_precision=True` configuration option.