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"cell_type": "code",
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"id": "d76a12a2-66f5-48b4-96c7-42cb8c8cae95",
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"source": [
"def id2bit(ls: list):\n",
" \"\"\"\n",
" Converts a list of indices to a binary representation (bit array).\n",
"\n",
" Given a list of indices, this function creates a binary list where each index in\n",
" the input list is set to 1 in the output list, and all other positions are set to 0.\n",
" The output list is then reversed before returning.\n",
"\n",
" Args:\n",
" ls (list): A list of indices where each index will be set to 1 in the output list.\n",
"\n",
" Returns:\n",
" list: A list of binary values (0s and 1s), where each index in the input list corresponds\n",
" to a 1 in the output binary list, and all other indices are 0.\n",
" \"\"\"\n",
" if len(ls) == 0:\n",
" return [0, 0, 0, 0, 0, 0, 0, 0] # Return a default 8-bit array\n",
" aa = [0 for i in range(max(ls) + 1)]\n",
" for i in ls:\n",
" aa[i] = 1\n",
" return aa[::-1]\n",
"\n",
"\n",
"def bit2id(ls: list):\n",
" \"\"\"\n",
" Converts a binary list (bit array) to a list of indices where the value is 1.\n",
"\n",
" This function iterates over the binary list and returns a list of indices where the binary value is 1.\n",
" The list is reversed before returning.\n",
"\n",
" Args:\n",
" ls (list): A list of binary values (0s and 1s).\n",
"\n",
" Returns:\n",
" list: A list of indices where the corresponding binary value in the input list is 1.\n",
" \"\"\"\n",
" ls = ls[::-1]\n",
" aa = []\n",
" for i in range(len(ls)):\n",
" if ls[i] == 1:\n",
" aa.append(i)\n",
" return aa[::-1]\n",
"\n",
"\n",
"def XOR(*args):\n",
" \"\"\"\n",
" Performs bitwise XOR on a sequence of values.\n",
"\n",
" This function takes any number of arguments and performs the XOR operation iteratively\n",
" across all the input values.\n",
"\n",
" Args:\n",
" *args: A sequence of values (typically integers) on which the XOR operation will be applied.\n",
"\n",
" Returns:\n",
" int: The result of applying the XOR operation across all input values.\n",
" \"\"\"\n",
" result = 0\n",
" for arg in args:\n",
" result ^= arg\n",
" return result\n",
"\n",
"\n",
"class LFSR:\n",
" \"\"\"\n",
" A class representing a Linear Feedback Shift Register (LFSR).\n",
"\n",
" This class models an LFSR, which generates a sequence of bits based on an initial state\n",
" and a feedback polynomial. The LFSR can be clocked to generate subsequent bits in the sequence.\n",
"\n",
" Attributes:\n",
" seq (list): The current state (bit sequence) of the LFSR.\n",
" taps (list): The positions of the taps used for feedback calculation.\n",
"\n",
" Methods:\n",
" clock(): Shifts the bits in the LFSR and computes the new bit based on the feedback.\n",
" \"\"\"\n",
"\n",
" def __init__(self, start, poly):\n",
" \"\"\"\n",
" Initializes an LFSR with a start state and a feedback polynomial.\n",
"\n",
" Args:\n",
" start (list): The initial state of the LFSR, represented as a list of bits (0s and 1s).\n",
" poly (list): A list representing the feedback polynomial, with 1s indicating the taps.\n",
"\n",
" Raises:\n",
" ValueError: If the length of the start state does not match the polynomial length minus one.\n",
" \"\"\"\n",
" self.seq = start\n",
" self.taps = bit2id(poly[:-1]) # ignore the output tap (final bit)\n",
"\n",
" if len(self.seq) != len(poly) - 1:\n",
" raise ValueError(\"Polynomial and start value length mismatch\")\n",
"\n",
" def clock(self):\n",
" \"\"\"\n",
" Advances the LFSR by one clock cycle.\n",
"\n",
" This method computes the feedback bit by XORing the bits at the tap positions,\n",
" shifts the state, and adds the feedback bit to the beginning of the sequence.\n",
" \"\"\"\n",
" feedback = XOR(*[self.seq[bit] for bit in self.taps])\n",
" self.seq = [feedback] + self.seq[:-1]\n",
"\n",
"\n",
"class A51:\n",
" \"\"\"\n",
" A class representing the A5/1 stream cipher.\n",
"\n",
" A51 is a stream cipher used in GSM encryption. It combines three LFSRs and uses a majority rule\n",
" to control which LFSRs are clocked. The output is the XOR of the last bits of the LFSRs.\n",
"\n",
" Attributes:\n",
" lfsrs (list): A list of LFSR instances.\n",
" clock_bits (list): The bit positions used for clocking each LFSR.\n",
" lfsr_count (int): The number of LFSRs used in the cipher.\n",
"\n",
" Methods:\n",
" majority(*bits): Computes the majority bit from a list of bits.\n",
" clock(): Advances the cipher and returns the next bit of the keystream.\n",
" \"\"\"\n",
"\n",
" def __init__(self, lfsrs, clock_bits):\n",
" \"\"\"\n",
" Initializes the A51 cipher with a list of LFSRs and their clocking bits.\n",
"\n",
" Args:\n",
" lfsrs (list): A list of LFSR instances used to generate the keystream.\n",
" clock_bits (list): A list indicating the bit positions in each LFSR to use for majority voting.\n",
" \"\"\"\n",
" self.lfsrs = lfsrs\n",
" self.clock_bits = clock_bits\n",
" self.lfsr_count = len(clock_bits)\n",
"\n",
" def majority(self, *bits):\n",
" \"\"\"\n",
" Computes the majority bit from a sequence of bits.\n",
"\n",
" This method determines the majority (1 or 0) from the given bits. If the number of 1s\n",
" is greater than or equal to half of the number of LFSRs, the majority bit is 1; otherwise, it is 0.\n",
"\n",
" Args:\n",
" *bits: A sequence of bits (typically 0s and 1s) for which the majority is to be determined.\n",
"\n",
" Returns:\n",
" int: The majority bit (0 or 1).\n",
" \"\"\"\n",
" ones = sum(i for i in bits if i == 1)\n",
" if ones >= self.lfsr_count / 2:\n",
" majority_bit = 1\n",
" else:\n",
" majority_bit = 0\n",
" return majority_bit\n",
"\n",
" def clock(self):\n",
" \"\"\"\n",
" Advances the A51 cipher by one clock cycle and generates the next keystream bit.\n",
"\n",
" This method computes the majority bit from the specified clocking positions of the LFSRs,\n",
" clocks the LFSRs if necessary, and outputs the XOR of the last bits of each LFSR as the next\n",
" bit of the keystream.\n",
"\n",
" Returns:\n",
" int: The next bit in the keystream generated by the A51 cipher.\n",
" \"\"\"\n",
" majority = self.majority(\n",
" *[self.lfsrs[i].seq[self.clock_bits[i]] for i in range(self.lfsr_count)]\n",
" )\n",
" for i in range(self.lfsr_count):\n",
" if self.lfsrs[i].seq[self.clock_bits[i]] == majority:\n",
" self.lfsrs[i].clock()\n",
" out = XOR(*[int(i.seq[-1]) for i in self.lfsrs])\n",
" return out\n",
"\n",
"\n",
"# Example usage\n",
"lf1 = LFSR(start=[1, 0, 1, 1], poly=id2bit([4, 1]))\n",
"lf2 = LFSR(start=[0, 1, 1, 1], poly=id2bit([4, 1]))\n",
"lf3 = LFSR(start=[1, 0, 1, 0], poly=id2bit([4, 1]))\n",
"a51 = A51(lfsrs=[lf1, lf2, lf3], clock_bits=[1, 2, 0])\n",
"\n",
"# Generate a keystream of 10 bits\n",
"stream = [a51.clock() for i in range(10)]\n",
"stream"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "182b2a83-d083-4296-a3bc-4d4f14dd8724",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"\n",
"def write2txt_file(bitstream, filename):\n",
" \"\"\"\n",
" Writes a bitstream (string of '0's and '1's) to a text file.\n",
"\n",
" This function opens a text file in append mode and writes the provided bitstream to it.\n",
"\n",
" Args:\n",
" bitstream (str): A string of '0's and '1's representing the bitstream to be written.\n",
" filename (str): The path to the text file where the bitstream will be written.\n",
" \"\"\"\n",
" with open(filename, \"a\") as f: # Open in append mode to continue writing\n",
" f.write(bitstream)\n",
"\n",
"\n",
"def write2bin_file(bitstream, filename):\n",
" \"\"\"\n",
" Writes a bitstream (string of '0's and '1's) to a binary file.\n",
"\n",
" This function converts the bitstream into bytes, pads it to ensure it's a multiple of 8 bits,\n",
" and then writes it to a binary file in append mode.\n",
"\n",
" Args:\n",
" bitstream (str): A string of '0's and '1's representing the bitstream to be written.\n",
" filename (str): The path to the binary file where the bitstream will be written.\n",
" \"\"\"\n",
" byte_list = []\n",
"\n",
" # Pad the bitstream if it's not a multiple of 8\n",
" padding = (8 - (len(bitstream) % 8)) % 8\n",
" bitstream += \"0\" * padding # Add extra '0's to make the length a multiple of 8\n",
"\n",
" for i in range(0, len(bitstream), 8):\n",
" byte = bitstream[i : i + 8]\n",
" byte_list.append(int(byte, 2)) # Convert 8 bits to an integer (byte)\n",
"\n",
" # Append the bytes to the binary file\n",
" with open(filename, \"ab\") as f: # 'ab' mode to append to the binary file\n",
" f.write(bytearray(byte_list))\n",
"\n",
"\n",
"def gen_bit_stream(data: dict, target_size: int, file_path: str):\n",
" \"\"\"\n",
" Generates a keystream using the A51 cipher and writes it to a file.\n",
"\n",
" This function initializes the LFSRs based on the provided data, generates a keystream\n",
" using the A51 cipher, and writes the generated bits to a text file or binary file\n",
" in chunks. It keeps track of the current size of the output file and prints progress\n",
" at each 10% interval.\n",
"\n",
" Args:\n",
" data (dict): A dictionary containing information about the LFSRs, including their\n",
" start values, polynomials, and clock positions.\n",
" target_size (int): The target size of the file in bytes. The function will stop once\n",
" this size is reached.\n",
" file_path (str): The path to the output file where the generated bitstream will be written.\n",
" \"\"\"\n",
" # Initialize the LFSRs and A51 cipher\n",
" lfsrs = [LFSR(start=i[\"start\"], poly=i[\"poly\"]) for i in data]\n",
" a51 = A51(lfsrs=lfsrs, clock_bits=[i[\"clock\"] for i in data])\n",
"\n",
" current_size = 0\n",
" bitstream_chunk = \"\" # Chunk of bits to write periodically\n",
" chunk_size = (\n",
" 10000 # Number of bits to generate at a time (can adjust for performance)\n",
" )\n",
" progress_interval = target_size // 10 # 1/10th of the target size (100 MB)\n",
" next_progress_checkpoint = progress_interval\n",
"\n",
" # Generate bits until the target file size is reached\n",
" while current_size < target_size:\n",
" # Generate bits in chunks\n",
" for _ in range(chunk_size):\n",
" bitstream_chunk += str(a51.clock())\n",
"\n",
" # Write the chunk to file\n",
" write2txt_file(bitstream_chunk, file_path)\n",
"\n",
" # Clear the chunk and update the current file size\n",
" bitstream_chunk = \"\"\n",
" current_size = os.path.getsize(file_path)\n",
"\n",
" # Check if the file size has crossed the 1/10th checkpoint\n",
" if current_size >= next_progress_checkpoint:\n",
" print(\n",
" f\"File size crossed {round(next_progress_checkpoint / (1024 * 1024), 2)} MB\"\n",
" )\n",
" next_progress_checkpoint += (\n",
" progress_interval # Update to next 10% checkpoint\n",
" )\n",
"\n",
" print(f\"File generation complete: {file_path} (target)\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ebf2b473-4277-4b99-9935-96802dc52488",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"File size crossed 0.1 MB\n",
"File generation complete: mine_gen_100MB.txt (target)\n"
]
}
],
"source": [
"data = [\n",
" {\"start\": [0, 1, 0, 1, 1], \"poly\": id2bit([5, 2, 0]), \"clock\": 2},\n",
" {\"start\": [1, 0, 0, 1, 0], \"poly\": id2bit([5, 4, 3, 1, 0]), \"clock\": 3},\n",
" {\"start\": [0, 1, 1, 0, 0], \"poly\": id2bit([5, 4, 2, 1, 0]), \"clock\": 2},\n",
"]\n",
"gen_bit_stream(data, target_size=1 * 1024**2, file_path=\"mine_gen_100MB.txt\")"
]
},
{
"cell_type": "code",
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{
"cell_type": "code",
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