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What is the purpose of Truffle's Partial Evaluation?

Partial evaluation is the compilation technique the Graal compiler applies to Truffle interpreters to turn a generic "interpret this AST node" loop into specialized machine code for one specific piece of guest code.

Conceptually, the interpreter itself is treated as a program to be compiled: given a fixed AST (the guest program) as a compile-time-known input, partial evaluation "unrolls" the interpreter's dispatch logic against that specific tree, eliminating the interpretation overhead (node-type checks, dispatch loops) and leaving only the actual computation.

This is what allows a Truffle language, despite being implemented as a simple tree-walking interpreter, to reach performance in the same ballpark as a dedicated, hand-optimized JIT compiler for that language.

Partial evaluation in Truffle treats the interpreter as:
The main benefit of partial evaluation for Truffle languages is:

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