feat: decompression

src/process.py

@@ -65,18 +65,38 @@ def compress(
     binary_code, _ = AE.custom_binary_encoding(interval_min, interval_max)
 
     # Pack
-    bits = binary_code.split(".", maxsplit=1)[1]
+    val = int(binary_code, 2) if len(binary_code) else 0
-    val = int(bits, 2) if len(bits) else 0
+    out_bytes = val.to_bytes((len(binary_code) + 7) // 8, "big")
-    out_bytes = val.to_bytes((len(bits) + 7) // 8, "big")
 
     if output_file:
         print(f"Writing to {output_file}")
-        with open(output_file, "wb") as file:
+        with open(output_file, "w") as file:
-            file.write(out_bytes)
+            file.write(f"{len(byte_data)}\n")
+            file.write(binary_code)  # todo: temporary, decoding depends on binary string
     else:
         print(out_bytes)
 
 
+def bits_to_number(bits: str) -> float:
+    n = 0
+    for i, bit in enumerate(bits, start=1):
+        n += int(bit) / (1 << i)
+    return n
+
+
+def make_cumulative(probs):
+    cumulative = []
+
+    total = 0
+
+    for prob in probs:
+        low = total
+        high = total + prob
+        cumulative.append((low, high))
+        total = high
+    return cumulative
+
+
 def decompress(
         device,
         model_path: str,
@@ -84,10 +104,10 @@ def decompress(
         output_file: str | None = None
 ):
     context_length = 128
-    output = bytearray()
 
     print("Reading in the data")
-    with open(input_file, "rb") as f:
+    with open(input_file, "r") as f:
+        length = int(f.readline())
         bytes_data = f.read()
 
     if len(bytes_data) == 0:
@@ -100,8 +120,29 @@ def decompress(
     model.eval()
 
     print("Decompressing")
-    ae = ArithmeticEncoding(frequency_table={0: 1})
-    stage_min, stage_max = Decimal(0), Decimal(1)
-
     context = deque([0] * context_length, maxlen=context_length)
+    output = bytearray()
 
+    x = bits_to_number(bytes_data)
+
+    for _ in range(length):
+        probs = model(context)
+        cumulative = make_cumulative(probs)
+
+        for symbol, (low, high) in enumerate(cumulative):
+            if low <= x < high:
+                break
+
+        output.append(symbol)
+        context.append(chr(symbol))
+
+        interval_low, interval_high = cumulative[symbol]
+        interval_width = interval_high - interval_low
+        x = (x - interval_low) / interval_width
+
+    if output_file is not None:
+        with open(output_file, "wb") as f:
+            f.write(output)
+        return
+
+    print(output.decode('utf-8', errors='replace'))

src/utils/custom_ae.py

@@ -219,6 +219,7 @@ class CustomArithmeticEncoding:
 
         return ''.join(map(str, code))
 
+
     def decode(self, encoded_msg, msg_length, probability_table):
         """
         Decodes a message from a floating-point number.