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1-bit and 2-bit Characters in Python
In computers, everything is stored in the form of bits, i.e., the smallest pieces of data that can be either 0 or 1. When we talk about 1-bit or 2-bit characters, we mean how many of these bits are used to make a single character (like a letter or symbol).
- A 1-bit character is just a single 0. It counts as one character by itself.
- A 2-bit character is made of two bits and can be either 10 or 11.
If we are given a list of bits (containing only 0s and 1s) that ends with 0. The list represents a sequence of characters encoded in either 1-bit or 2-bit format.
The task is to figure out if the last 0 in the array is a standalone 1-bit character or if it is part of a 2-bit character in Python.
Problem Examples
Example 1
# Input: bits = [1, 0, 0]
# Expected Output: True
# Explanation: The bits represent 10 (2-bit) and 0 (1-bit)
bits = [1, 0, 0]
print("Bits sequence:", bits)
print("Last character is 1-bit:", True)
Bits sequence: [1, 0, 0] Last character is 1-bit: True
Example 2
# Input: bits = [1, 1, 1, 0]
# Expected Output: False
# Explanation: The bits are read as 11 and 10 (both 2-bit characters)
bits = [1, 1, 1, 0]
print("Bits sequence:", bits)
print("Last character is 1-bit:", False)
Bits sequence: [1, 1, 1, 0] Last character is 1-bit: False
Algorithm to Solve the Problem
To determine whether the last character is a 1-bit character, follow these steps:
- Initialize a pointer i = 0. This will help us move through the list of bits.
- Loop through the list until you reach the second-last bit (i.e., while i < len(bits) - 1):
- If
bits[i] == 0, it's a 1-bit character. Moveiahead by 1 step. - If
bits[i] == 1, it's a 2-bit character. Moveiahead by 2 steps. - After the loop, check if
iis exactly equal to the last index. If yes, returnTrue; otherwise, returnFalse.
Python Implementation
def isOneBitCharacter(bits):
# Start from the first bit
i = 0
# Loop through the bits until just before the last one
while i < len(bits) - 1:
# If we find a 1, it's a 2-bit character (either 10 or 11)
if bits[i] == 1:
i += 2 # Skip the next bit as well
else:
# If we find a 0, it's a 1-bit character
i += 1 # Move one step ahead
# Check if we are exactly at the last bit
# If yes, the last character is a 1-bit character
return i == len(bits) - 1
# Test cases
bits1 = [1, 0, 0]
bits2 = [1, 1, 1, 0]
bits3 = [0]
print("Output for [1, 0, 0]:", isOneBitCharacter(bits1))
print("Output for [1, 1, 1, 0]:", isOneBitCharacter(bits2))
print("Output for [0]:", isOneBitCharacter(bits3))
Output for [1, 0, 0]: True Output for [1, 1, 1, 0]: False Output for [0]: True
How It Works
The algorithm simulates reading the bit sequence character by character:
- When we encounter
0, we know it's a complete 1-bit character - When we encounter
1, we know it starts a 2-bit character, so we skip the next bit - If we land exactly on the last position, the final
0is a standalone 1-bit character - If we overshoot, the final
0was part of a 2-bit character
Conclusion
This problem demonstrates how to parse bit sequences with variable-length encoding. The key insight is to simulate the parsing process and check where we end up relative to the last bit position.
