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lfa:lab02-dfa [2020/10/15 17:19] pdmatei |
lfa:lab02-dfa [2021/10/13 16:13] (current) ioana.georgescu [Classes in Python] |
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| - | ====== Deterministic finite automata ====== | + | ====== 2. Deterministic finite automata ====== |
| - | ==== 1. Writing DFAs ==== | + | ===== Classes in Python ===== |
| - | 1.1. Write a DFA which accepts the language $ L=\{w \in \{0,1\}^* \text{ | w contains an odd number of 1s} \} $ | + | |
| - | Hint: | + | |
| - | * in a DFA, delta is total! | + | |
| - | 1.2 Define a DFA which accepts arithmetic expressions. Consider the following definition for arithmetic expressions: | + | Python supports a limited version of Object-Oriented programming, which includes **class definitions** and **inheritance**. The concept of **interface** and **interface implementation** is absent. Hence, when inheriting a function, it is the job of the programmer to make sure a method is overloaded correctly (otherwise it is just another definition of the class). |
| - | <code> | + | Below, we illustrate some examples of Python's object-oriented idiom: |
| - | <expr> ::= <var> | <expr> + <expr> | <expr> * <expr> | + | |
| - | <var> ::= STRING | + | <code python> |
| + | class Example: | ||
| + | # the class constructor. | ||
| + | def __init__(self,param1,param2): | ||
| + | # the keyword self is similar to this from Java | ||
| + | # it is the only legal mode of initialising and referring class member variables | ||
| + | self.member1 = param1 | ||
| + | # here member2 is a local variable, which is not visible outside of the constructor | ||
| + | member2 = param2 | ||
| + | |||
| + | def fun(self): | ||
| + | # a member function must always refer self as shown here. Otherwise it is just a function | ||
| + | # defined in the scope of the class, not a member function. | ||
| + | return 0 | ||
| + | |||
| + | def plus(self,x,y): | ||
| + | return x + y | ||
| + | |||
| + | # this is the equivalent of Java's toString method | ||
| + | def __str__(self): | ||
| + | string = ... | ||
| + | return string | ||
| + | |||
| + | #global scope | ||
| + | |||
| + | #class instantiation | ||
| + | e = Example(1,2) | ||
| + | |||
| + | #method calls: | ||
| + | e.fun() | ||
| + | |||
| + | print(e) | ||
| </code> | </code> | ||
| - | Hint: | + | ===== 2.1. The class Dfa (Python) ===== |
| - | * how would you define the alphabet for the DFA? | + | |
| - | * can <expr> be the empty string? | + | **2.1.1.** Define the class ''Dfa'' which encodes deterministic finite automata. It must store: |
| + | * the alphabet | ||
| + | * the delta function | ||
| + | * the initial state | ||
| + | * the set of final states | ||
| + | |||
| + | **Optional:** you may consider defining a class ''State'' to encode more general Dfas where states are not confined to integers. This will be useful later in your project. However, you will need to define a hash-function in order to use dictionaries over states. More details, google ''hashing in Python''. | ||
| + | |||
| + | **2.1.2.** Define a constructor for Dfas, which takes a multi-line string of the following form: | ||
| - | ==== 2. Implementing DFAs ==== | ||
| - | Consider the following encoding of a DFA: | ||
| <code> | <code> | ||
| - | <number_of_states> | + | <initial_state> |
| - | <list_of_final_states> | + | <state> <char> <state> |
| - | <state> <symbol> <state> | + | ... |
| + | ... | ||
| + | <final_state_1> <final_state_2> ... <final_state_n> | ||
| </code> | </code> | ||
| + | |||
| + | where: | ||
| + | * the initial state is given on the first line of the input | ||
| + | * each of the subsequent lines encode transitions (states are integers) | ||
| + | * the last line encodes the set of final states. | ||
| Example: | Example: | ||
| <code> | <code> | ||
| - | 4 | + | 0 |
| - | 2 3 | + | |
| 0 a 1 | 0 a 1 | ||
| 1 b 2 | 1 b 2 | ||
| 2 a 0 | 2 a 0 | ||
| + | 1 2 | ||
| </code> | </code> | ||
| - | 2.1. Write a function which takes a DFA encoding as above and returns a DFA representation. Define a class "DFA". | + | **2.1.3.** Implement a member function which takes a **configuration** (pair of state and rest of word) and returns the next configuration. |
| + | |||
| + | **2.1.4.** Implement a member function which verifies if a word is **accepted** by a Dfa. | ||
| + | |||
| + | ===== 2.2. The Dfa Algebraic Datatype (Haskell) ===== | ||
| + | |||
| + | During the lecture, Dfa states were encoded as integers. As we will soon see, we will need to provision our implementation, so that other types may encode states. | ||
| + | * Should the ADT ''DFA'' be **monomorphic** or **polymorphic**? | ||
| + | |||
| + | Also, we shall require a few constraints on what a proper state type should be. States should be: (i) **comparable** via equality, (ii) support an **ordering**. Later on we may add: | ||
| + | * new constraints | ||
| + | * **operations** which are specific to states only. | ||
| + | |||
| + | How can we **group** all these constraints and support for future state operations? | ||
| + | |||
| + | Finally, in order to encode transitions and sets, we need the ''Map'' and ''Set'' datatypes which are available in their own modules: | ||
| + | <code haskell> | ||
| + | {- We do import the data constructor Map and the infix function (!) as unqualified, to make them easier to use (Map.Map and Map.(!) is not very legible) -} | ||
| + | import Data.Map (Map, (!)) | ||
| + | {- | ||
| + | the keyword qualified forces us to prefix each function call from the module Data.Map with "Map." this is useful for two reasons: | ||
| + | - some function names overlap | ||
| + | - it makes the code more legible, by making the programmer aware of the module location of the called function | ||
| + | -} | ||
| + | import qualified Data.Map as Map | ||
| + | |||
| + | import Data.Set (Set) | ||
| + | import qualified Data.Set as Set | ||
| + | </code> | ||
| + | |||
| + | <blockquote>** How to choose between lists and sets during the implementation?** | ||
| + | * Do you need to make sure elements are unique? (go for sets) | ||
| + | * Do you need to iterate a lot over elements, and the collection size is not really big (go for lists) | ||
| + | </blockquote> | ||
| + | **2.2.1.** Implement the datatype ''DFA''. It must store: | ||
| + | * the alphabet | ||
| + | * the delta function | ||
| + | * the initial state | ||
| + | * the set of final states | ||
| + | |||
| + | |||
| + | ---- | ||
| + | |||
| + | **2.2.2.** Define a function which takes a string of the following form showed below, and returns a DFA **with states as integers**: | ||
| + | <code> | ||
| + | <initial_state> | ||
| + | <state> <char> <state> | ||
| + | ... | ||
| + | ... | ||
| + | <final_state_1> <final_state_2> ... <final_state_n> | ||
| + | </code> | ||
| + | |||
| + | where: | ||
| + | * the initial state is given on the first line of the input | ||
| + | * each of the subsequent lines encode transitions (states are integers) | ||
| + | * the last line encodes the set of final states. | ||
| + | |||
| + | Example: | ||
| + | <code> | ||
| + | 0 | ||
| + | 0 a 1 | ||
| + | 1 b 2 | ||
| + | 2 a 0 | ||
| + | 1 2 | ||
| + | </code> | ||
| + | |||
| + | **Hint:** Use ''splitBy'' from PP. | ||
| + | ---- | ||
| + | |||
| + | |||
| + | **2.2.3.** Enroll the DFA type in class Show. | ||
| + | |||
| + | **2.2.4.** Implement function which takes a DFA and a **configuration** (pair of state and rest of word) and returns the next configuration. | ||
| + | |||
| + | **2.2.5.** Implement a function which verifies if a word is **accepted** by a Dfa. What kind of general list-operation best matches the accepting process? | ||
| + | |||
| + | |||
| + | ===== 2.3. Dfa practice ===== | ||
| + | |||
| + | Write Dfas and test them using your implementation, for the following languages: | ||
| + | |||
| + | * **2.3.1.** $ L=\{w \in \{0,1\}^* \text{ | w contains an odd number of 1s} \} $ | ||
| + | * **2.3.2.** The language of binary words which contain **exactly** two ones | ||
| + | * **2.3.3.** The language of binary words which encode odd numbers (the last digit is least significative) | ||
| + | * **2.3.4.** (hard) The language of words which encode numbers divisible by 3. | ||
| + | |||
| + | |||
| + | |||
| - | 2.2. Add a method accept which takes a word and returns true if it is accepted by the DFA | ||
| - | 2.3. Add a method step with takes a DFA configuration and returns the "next-step" configuration of the DFA. How is a configuration defined? | ||
| - | 2.4(*) Write a method which: | ||
| - | * takes a list of DFAs ''a1, a2, ..., an'' | ||
| - | * takes a string ''s''. We know the string consists of a sequence of words, each accepted by some dfa in the list. | ||
| - | * returns a list of pairs ''(w1,x1), ...(wi,xi) ... (wn,xn)'' such that | ||