|
| 1 | +""" |
| 2 | +Delta Encoding |
| 3 | +-------------- |
| 4 | +
|
| 5 | +Delta encoding is a lossless data compression method that stores the difference |
| 6 | +(delta) between sequential values instead of the absolute values themselves. |
| 7 | +
|
| 8 | +For example: |
| 9 | + Input: [100, 103, 105, 108] |
| 10 | + Output: [100, 3, 2, 3] |
| 11 | +
|
| 12 | +The first element is stored as-is; each subsequent value is replaced |
| 13 | +by the difference from its predecessor. |
| 14 | +
|
| 15 | +This is useful for compressing data that changes gradually, such as |
| 16 | +sensor readings, time series data, or pixel values in images. |
| 17 | +
|
| 18 | +Reference: |
| 19 | +https://en.wikipedia.org/wiki/Delta_encoding |
| 20 | +""" |
| 21 | + |
| 22 | + |
| 23 | +def delta_encode(data: list[int]) -> list[int]: |
| 24 | + """ |
| 25 | + Encodes a list of integers using delta encoding. |
| 26 | +
|
| 27 | + Args: |
| 28 | + data (list[int]): A list of integers. |
| 29 | +
|
| 30 | + Returns: |
| 31 | + list[int]: Delta-encoded list. |
| 32 | +
|
| 33 | + Example: |
| 34 | + >>> delta_encode([100, 103, 105, 108]) |
| 35 | + [100, 3, 2, 3] |
| 36 | + """ |
| 37 | + if not data: |
| 38 | + return [] |
| 39 | + |
| 40 | + deltas = [data[0]] |
| 41 | + for i in range(1, len(data)): |
| 42 | + deltas.append(data[i] - data[i - 1]) |
| 43 | + return deltas |
| 44 | + |
| 45 | + |
| 46 | +def delta_decode(encoded: list[int]) -> list[int]: |
| 47 | + """ |
| 48 | + Decodes a delta-encoded list back to the original sequence. |
| 49 | +
|
| 50 | + Args: |
| 51 | + encoded (list[int]): Delta-encoded list. |
| 52 | +
|
| 53 | + Returns: |
| 54 | + list[int]: Decoded list of integers. |
| 55 | +
|
| 56 | + Example: |
| 57 | + >>> delta_decode([100, 3, 2, 3]) |
| 58 | + [100, 103, 105, 108] |
| 59 | + """ |
| 60 | + if not encoded: |
| 61 | + return [] |
| 62 | + |
| 63 | + decoded = [encoded[0]] |
| 64 | + for i in range(1, len(encoded)): |
| 65 | + decoded.append(decoded[-1] + encoded[i]) |
| 66 | + return decoded |
| 67 | + |
| 68 | + |
| 69 | +if __name__ == "__main__": |
| 70 | + # Example run |
| 71 | + data = [100, 103, 105, 108] |
| 72 | + encoded = delta_encode(data) |
| 73 | + decoded = delta_decode(encoded) |
| 74 | + |
| 75 | + print(f"Original data: {data}") |
| 76 | + print(f"Delta Encoded: {encoded}") |
| 77 | + print(f"Delta Decoded: {decoded}") |
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