157. Read N Characters Given Read4
Problem Description
The problem is to simulate the behavior of reading characters from a file using a predefined API read4
. The read4
API reads up to 4 characters from a file and stores them into a buffer. It returns the number of actual characters read, which could be fewer than 4 if the end of the file is reached.
You need to implement a read
function that reads n
characters into a given buffer buf
. The function should only use the read4
method to interact with the file, meaning it cannot access the file content directly. The goal is to fill the buffer buf
with n
characters if they are available in the file, and return the count of characters actually read. If there are fewer than n
characters left in the file when read
is called, the function should read the remaining characters, write them to buf
, and return the actual count.
Additionally, the function may be called multiple times with different values of n
. The read
function has to maintain the reading position in the file across multiple calls.
In summary, there are three key requirements to the problem:
- Read characters from a file and store them in the provided buffer
buf
. - Use the given
read4
API function to read from the file. - Return the actual number of characters read, which should not exceed
n
.
Intuition
To solve this problem, we need to understand that the read
function needs to interact with the read4
function to access the file data. Since we can only read 4 characters at a time, we might not always read exactly n
characters in one go. As a result, we'll generally need to call read4
multiple times, accumulating characters until we've read as many as n
or have reached the end of the file.
The solution should execute in a loop where each iteration attempts to read up to 4 new characters into a temporary buffer buf4
, and then copy these characters to the final destination buffer buf
. The loop needs to keep track of two main variables:
- The number of characters that have been read and added to the destination buffer
buf
. - The number of characters read from the file in the current iteration using
read4
.
The loop must continue until we have either read n
characters or there are no more characters to read from the file (i.e., read4
returns fewer than 4 characters).
Each time read4
is called, we iterate through the characters in buf4
and add them to buf
. If the destination buffer buf
is filled with n
characters, the function should return immediately, indicating that the requested number of characters has been read.
The variable i
in the provided code snippet keeps track of the number of characters copied to buf
, and it's incremented after each character is copied. When i
equals n
, or when read4
does not return any new characters (indicating the end of the file), the function should return i
as the total count of characters read.
Solution Approach
The solution provided follows an iterative approach, which effectively combines the usage of the buffer from read4
and the main buffer buf
where the final output will be stored. Here's a step-by-step explanation of how the solution works:
-
Initialization: Before entering the loop, an index
i
is initialized to keep track of the number of characters copied to the destination bufferbuf
. Thisi
will be incremented after copying each character. A temporary bufferbuf4
with space for 4 characters is also created to hold the characters read from the file byread4
. -
Reading from File: Inside the
while
loop,read4
is called, and its return value is stored inv
. The return value represents the number of characters actually read from the file, which can be anything from 0 to 4. -
Copying to Destination Buffer: After reading characters into
buf4
, afor
loop iterates over the characters inbuf4
. For each character, the following is done:- Copy from
buf4
tobuf
at the current indexi
. - Increment
i
. - Check if
i
is equal to or greater thann
, which means we've read the required number of characters. If true, we returnn
immediately, as we've fulfilled the request.
- Copy from
-
Ending the Loop: The
while
loop checks ifv
is at least 4, indicating that there might be more characters to read. Ifv
is less than 4, it means the end of the file has been reached, or there are not enough characters left to fillbuf4
completely, and the loop ends. -
Returning Read Characters: Outside the loop, after reading all necessary characters or reaching the end of the file,
i
(which represents the actual count of characters copied tobuf
) is returned.
The algorithm used here is straightforward and leverages both the read4
API constraint (i.e., reading up to only 4 characters at a time) and the requirement to copy a precise number of characters to the destination buffer buf
. No complex data structures are required, and the pattern is to iterate and copy until the condition is satisfied.
This solution is robust and easy to understand. It calculates the right amount of characters needed and uses minimal extra space, only requiring an additional small buffer buf4
to bridge between read4
and the final buf
.
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Start EvaluatorExample Walkthrough
Let's go through an example to see how the solution approach works. Imagine we have a file with the content "LeetCode" and we want to read 6 characters from it. We will use the read
method to accomplish this task.
Consider the case where the read
function is used as follows: read(buf, 6)
. We start with buf
being an empty reference to a character array.
-
Initialization: A temporary buffer
buf4
is created to store the characters read from the file byread4
, and an indexi
is initialized to 0. -
First Call to
read4
:read4
is called, returning a value of 4, since it reads "Leet" from the file.- Now, the
buf4
contains "Leet".
-
Copying to Destination Buffer (First Loop):
- Characters from
buf4
are copied tobuf
one by one. i
is incremented with each character copied. After copying "Leet",i
is now 4.
- Characters from
-
Check if More Characters are Needed: Since
i
(4) is less thann
(6), the loop continues. -
Second Call to
read4
:read4
is called again, now it reads "Code" from the file.- The
buf4
contains "Code", andread4
returns 4, but we only need 2 more characters.
-
Copying to Destination Buffer (Second Loop):
- We only copy two characters because
i
needs to reach 6. - After copying "Co",
i
is now 6, which is equal ton
.
- We only copy two characters because
-
End Loop and Return: Since
i
has reachedn
, we stop and returni
.
Therefore, after the read(buf, 6)
call, buf
contains "LeetCo", and the function returns 6 because that's the number of characters we wanted to read.
Remember, the actual buffer buf
is intended to be large enough for the n
characters, and the values are not shown as a string but copied into it like an array. The provided explanation simplifies the representation for clarity.
Solution Implementation
1class Solution:
2 def read(self, buf, n):
3 """
4 Reads up to n characters from a file using read4() and stores them into buf.
5
6 :param buf: Destination buffer (List[str]) where characters are to be stored
7 :type buf: List[str]
8 :param n: Number of characters to read
9 :type n: int
10 :return: The actual number of characters read
11 :rtype: int
12 """
13
14 # Initialize the index pointer for the output buffer
15 index = 0
16
17 # Temporary buffer to store the output of read4
18 buf4 = [''] * 4
19
20 # Variable to store the number of characters read in last read4 operation
21 chars_read = 4 # Initialize to 4 to enter the while loop
22
23 # Continue reading until we have read 4 or fewer chars (end of file)
24 while chars_read == 4:
25 # Read the next 4 (or fewer) chars from the file into buf4
26 chars_read = read4(buf4)
27
28 # Iterate over the chars read into buf4
29 for i in range(chars_read):
30 # Copy the character from buf4 to the destination buffer
31 buf[index] = buf4[i]
32 index += 1 # Increment the index in the destination buffer
33
34 # If we have read the required number of characters, return n
35 if index == n:
36 return index
37
38 # Return the actual number of characters read
39 return index
40
1public class Solution extends Reader4 {
2 /**
3 * Reads up to 'n' characters from the file and stores them in 'buf'.
4 *
5 * @param buf Destination buffer to store read characters.
6 * @param n Number of characters to read.
7 * @return The number of actual characters read, which might be less than 'n' if the file has fewer characters.
8 */
9 public int read(char[] buf, int n) {
10 // Temporary buffer to hold chunks of read characters
11 char[] tempBuffer = new char[4];
12
13 // Index for the destination buffer 'buf'
14 int bufIndex = 0;
15
16 // Variable to hold the count of characters actually read in each read4 call
17 int charReadCount = 0;
18
19 // Continue reading until there are fewer than 4 characters returned, which signifies end of file or buffer
20 do {
21 // Read up to 4 characters into tempBuffer
22 charReadCount = read4(tempBuffer);
23
24 // Copy characters from tempBuffer to buf, up to the number of characters requested 'n'
25 for (int j = 0; j < charReadCount; ++j) {
26 buf[bufIndex] = tempBuffer[j];
27 bufIndex++;
28
29 // If 'bufIndex' reaches 'n', we've read the required number of characters
30 if (bufIndex == n) {
31 return n; // The requested number of characters have been read
32 }
33 }
34 } while (charReadCount == 4); // Continue if we read 4 characters, meaning there could be more to read
35
36 // Return the number of characters actually stored in 'buf'
37 return bufIndex;
38 }
39}
40
1class Solution {
2public:
3 /**
4 * Reads characters into buf from a file and returns the actual number
5 * of characters read, which could be less than n if the end of file is reached.
6 * @param buf - Destination buffer to store read characters
7 * @param n - Number of characters to be read
8 * @return - Actual number of characters read
9 */
10 int read(char* buf, int n) {
11 char tempBuffer[4]; // Temporary buffer to hold read chunks of 4 characters
12 int totalCharsRead = 0; // Total characters read
13
14 while (true) {
15 // Read up to 4 characters into tempBuffer from file
16 int charsRead = read4(tempBuffer);
17
18 // Transfer characters from tempBuffer to destination buf
19 for (int j = 0; j < charsRead; ++j) {
20 buf[totalCharsRead++] = tempBuffer[j];
21
22 // If the number of characters requested (n) is reached,
23 // return the number of characters read so far.
24 if (totalCharsRead == n) {
25 return n;
26 }
27 }
28
29 // Break the loop if we read less than 4 characters,
30 // which means end of file is reached
31 if (charsRead < 4) {
32 break;
33 }
34 }
35
36 // Return total number of characters actually read
37 return totalCharsRead;
38 }
39};
40
1// Assuming read4 is already defined elsewhere to read 4 characters at a time from the file
2declare function read4(tempBuffer: string[]): number;
3
4/**
5 * Reads characters into buf from a file and returns the actual number of characters read,
6 * which could be less than n if the end of file is reached.
7 * @param buf - Destination buffer to store read characters
8 * @param n - Number of characters to be read
9 * @return - Actual number of characters read
10 */
11let read = (buf: string[], n: number): number => {
12 // Temporary buffer to hold read chunks of 4 characters
13 let tempBuffer: string[] = [];
14 // Total characters read
15 let totalCharsRead = 0;
16
17 while (true) {
18 // Read up to 4 characters into tempBuffer from file
19 let charsRead = read4(tempBuffer);
20
21 // Transfer characters from tempBuffer to destination buf
22 for (let j = 0; j < charsRead; ++j) {
23 // Store the character in the destination buffer
24 buf[totalCharsRead++] = tempBuffer[j];
25
26 // If the number of characters requested (n) is reached,
27 // return the total number of characters read so far.
28 if (totalCharsRead === n) {
29 return n;
30 }
31 }
32
33 // Break the loop if we read less than 4 characters, signaling end of file
34 if (charsRead < 4) {
35 break;
36 }
37 }
38
39 // Return total number of characters actually read
40 return totalCharsRead;
41};
42
Time and Space Complexity
Time Complexity
The time complexity of the code is determined by the number of times read4
is called and the number of times the inner loop runs. The read4
function is called until it returns less than 4 characters, which indicates the end of the file or the buffer is fully read.
The maximum number of times read4
can be called is ceil(n/4)
, since read4
reads 4 characters at a time and n
is the total number of characters we want to read. In the worst case, the inner loop runs 4 times for each call to read4
(if read4
returns 4 characters each time). Therefore, the inner loop iteration count is at most 4 multiplied by the number of read4
calls, giving us a potential maximum of 4 * ceil(n/4)
iterations.
However, due to the condition if i >= n
inside the inner loop, the actual read process will stop as soon as n
characters are read. Thus, the tight bound on the number of iterations of the inner loop is n
. Therefore, the time complexity of the code is O(n)
.
Space Complexity
The space complexity of the algorithm is determined by the additional space used by the algorithm besides the input and output. The additional space in this algorithm is utilized for the buf4
array, which is a constant size of 4 characters.
No other additional space is growing with the input size n
. Hence the space complexity is constant, or O(1)
.
Learn more about how to find time and space complexity quickly using problem constraints.
How does quick sort divide the problem into subproblems?
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