# 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 ``` Furthermore, the result is a 5-bit number, so it has a different encoding as well: ``` 5-bit number ------------ D4 D3 D2 D1 D0 0 0 0 ... 0 0 0 N N N N ``` Because of this encoding difference, we do a graph processing step called bit-width assignment, which takes the graph and updates bit-widths in the graph to be compatible with FHE. After this graph processing pass, the graph would look like: ``` %0 = x # EncryptedScalar %1 = y # EncryptedScalar %2 = add(%0, %1) # EncryptedScalar return %2 ``` Most operations cannot change the encoding, so they need to share bit-width between their inputs and their outputs but there is a very important operation which can change the encoding, and it's 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 but because they can, 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` 2-bit, but set the table lookup result and `y` to 6-bits, so the addition can be performed. This style of bit-width assignment is called multi-precision. Unfortunately, it's disabled by default at the moment. To enable it, you can use `single_precision=False` configuration option. {% hint style="info" %} Multi precision will become the default at one point in the near future! {% endhint %}