静态程序分析

StartAt:

2022-7-16

南京大学《软件分析》课程。

• https://space.bilibili.com/2919428

• https://pascal-group.bitbucket.io/teaching.html

1. Course Introduction

莱斯定理

📖 递归可枚举语言 的所有非平凡（nontrival）性质都是 不可判定 的。 [rice0]

无法断言一个图灵机是否具有一个可以被图灵机计算的功能函数。[rice1]

[rice0]

📖 莱斯定理

[rice1]

https://zhuanlan.zhihu.com/p/339648002

Sound and Complete

Sound by default

在静态分析中，几乎所有的分析方法都追求 Sound 而非 Complete。

静态分析的思维

Symbol evaluation，避免使用编程语言本身的思维。 TODO

静态分析的流程

• 抽象

• 近似

  • Transfer function <= 问题 + 语义

  • 控制流 <= flow merging

Top

\(\top\)，用来表示一个符号是未知的（Unknown）

Bottom

\(\bot\), 用来表示一个符号是未定义的（Undefined ）

2. Intermediate Representation

Intermediate Representation (IR) 是介于高级编程语言和字节码之间的一种中间表现形式，通常是 语言无关 + 机器无关的。用于编译优化和程序分析。

AST 和 IR 的异同：

常见的 IR 形式：

• #️⃣Three-Addrress Code 最常用

• #️⃣Static Single-Assignment

常见的 IR 语言：

• C - 天然的汇编抽象语言

• LLVM IR

• Soot (3AC)

• Jimple (Typed 3AC)

Three-Addrress Code

📖 Three-address_code

Static Single-Assignment

Control Flow Graph

Basic Block

Entry of BB must be dest of a JUMP instr. Exit of BB must be a JUMP instr.

Some Soot Stuffs

$x: temp var of soot.

Java invoke type:

special:

constructor, super class mentod, private method

virtual:

instance method call (virtual dispatch)

interface:

can not optmizetion, check interface implementation

static:

call static method

dynamic:

for lambda

3. Data Flow Analysis I

Data Flow Analysis

How Data is Flow on #️⃣CFG?

Data:

is application-specific data, an abstraction (such as #️⃣Top, #️⃣Bottom)

Flow:

through the nodes(#️⃣Basic Blocks, statements) and edges (control flows) of CFG (program). Safe-approximation?

Different data flow analysis application has:

• different data abstraction

• different flow safe-approximation strategies (策略)

• different transfer functions and control-flow handlings

May Analysis::

Output information may be true (over-approximation, sound?).

Most static analyses is May Analysis.

一般情况下 state 初始化为空集。

Must Analysis::

Output information must be must (under-approximation, complete?).

一般情况下 state 初始化为全集。

Over- and under-approximation are both safty of analysis.

Input/Ouput States

The set of possible data flow values is the domain for this application.

Target of #️⃣Data Flow Analysis.

Forward/Backward Analysis

Nothing special.

Application

Reaching Definitions Analysis

1. Intra-producedural CFG

2. No alias (alias: Pointer Analysis)

Dummy definition.

Bit Vectors

不动点计算

AB => A but exclude B

模版

停机：IN[S] 不变时，OUT[S] 不变

OUT[S] never shrinks

Iteration Cycles

4. Data Flow Analysis II

Live Variable Analysis

Abstraction

Use a bit vector, one bit for one variable assignment (v = x). 1 for alive and 0 for dead.

Transfer function: (no formal)

• Do backward iteratiom, find variable use statements in every basic block, once found, set corrspoind bit according its value.

• Merge: 1 + ? -> 1 (It is a may analysis)

• How to determine value?

Initial State

All variables are dead, bit vector: 000...00

评论

如果你有任何意见，请在此评论。 如果你留下了电子邮箱，我可能会通过 回复你。