A toolkit for embedded systems, binary data, and digital communications: parity, Hamming codes, and CRC — with C code export.
Project description
bitlab
Design. Understand. Ship it.
bitlab is a toolkit for embedded systems, binary data, and digital communications — parity checking, Hamming error correction, CRC, and hardware register bit-fields.
| Layer | What it's for |
|---|---|
| Compute | Fast, production-ready functions (crc32(), pack(), ...) |
| Explain | The same computation, narrated step by step — for learning or debugging |
| Export | Generate compiled-and-tested C source for the embedded target |
pip install bitlab
See it in 20 seconds
Most CRC libraries give you a black box. explain() shows you the real
algorithm running, bit by bit:
>>> from bitlab.crc import explain, CRC8_SMBUS
>>> print(explain(b"AB", CRC8_SMBUS))
CRC algorithm: CRC-8/SMBUS
width=8 poly=0x07 init=0x00 refin=False refout=False xorout=0x00
Input bytes (2 total): 41 42
Initial register: 0x00
Byte 0: 0x41 -> XORed in, register = 0x41
bit 0: MSB=0 -> shift left -> 0x82
bit 1: MSB=1 -> shift left, XOR polynomial -> 0x03
...
Final CRC: 0x87
And when you're ready for hardware, the same configuration exports straight to a firmware-ready C function — no rewriting the algorithm by hand:
>>> from bitlab.crc import export_c, CRC32_ISO_HDLC
>>> print(export_c(CRC32_ISO_HDLC, function_name="my_crc32"))
uint32_t my_crc32(const uint8_t *data, size_t len)
{
uint32_t crc = 0xFFFFFFFFU;
for (size_t i = 0; i < len; i++) {
uint8_t idx = (uint8_t)(crc ^ data[i]);
crc = (crc >> 8) ^ my_crc32_table[idx];
}
return (crc ^ 0xFFFFFFFFU);
}
The test suite compiles every
generated C function with gcc and checks the output against the official
CRC catalogue check values.
Modules
bitlab/
├── bitutils/ foundational bit ops shared by every submodule
├── parity/ parity bit checking + Hamming(7,4) error correction
├── crc/ CRC-8/16/32, generic engine, explain(), export_c()
├── registers/ hardware register bit-field mapper, explain(), export_c()
└── arch/ IEEE 754, endianness, Gray code, Q-format fixed-point
bitlab.bitutils — shared foundation
from bitlab.bitutils import popcount, reflect, rotate_left, rotate_right
popcount(0b1011) # -> 3
reflect(0b1100, 4) # -> 0b0011
rotate_left(0b10000001, 1, 8) # -> 0b00000011
bitlab.parity — parity bit, Hamming(7,4)
from bitlab.parity import get_parity_bit, append_parity, check_parity
get_parity_bit(0b1011, "even", 4) # -> 1
append_parity(0b1011, "even", 4) # -> 0b11011
check_parity(0b11011, "even", 4) # -> True
from bitlab.parity import encode_hamming, decode_hamming
codeword = encode_hamming(0b1101)
corrupted = codeword ^ 0b0000100 # simulate a single-bit flip
decode_hamming(corrupted)
# HammingDecodeResult(data=13, error_position=6, corrected=True, codeword=...)
bitlab.crc — crc8/16/32, explain
Real hardware (Ethernet, Modbus, firmware integrity checks) uses CRC, not simple parity. All four built-in presets are verified against the official CRC-catalogue check values, not just "a CRC that happens to run."
from bitlab.crc import crc8, crc16, crc32
crc8(b"hello") # CRC-8/SMBUS
crc16(b"hello") # CRC-16/CCITT-FALSE (default)
crc16(b"hello", variant="modbus") # CRC-16/MODBUS
crc32(b"hello") # CRC-32/ISO-HDLC (Ethernet, zlib, PNG)
Custom polynomials work the same way:
from bitlab.crc import crc, CRCConfig
my_crc = CRCConfig(
name="my-custom-crc",
width=16, poly=0x8005, init=0xFFFF,
refin=True, refout=True, xorout=0x0000,
check=0x4B37, # CRC of b"123456789", used to self-test your config
)
crc(b"some data", my_crc)
bitlab.registers — embedded, explain
Firmware engineers hand-write register bitmasks constantly. Define the layout once, pack/unpack named fields instead of shifting magic numbers by hand, and export it straight to C.
from bitlab.registers import Register, explain, export_c
reg = Register("UART_CR1", size_bits=8)
reg.add_field("ENABLE", bit_index=0)
reg.add_field("MODE", bit_range=(1, 3))
reg.add_field("TXIE", bit_index=7)
reg.pack(ENABLE=1, MODE=0b101, TXIE=1) # -> 0x8B
reg.unpack(0x8B) # -> {'ENABLE': 1, 'MODE': 5, 'TXIE': 1}
>>> print(explain(reg, ENABLE=1, MODE=5, TXIE=1))
Register: UART_CR1 (8-bit)
Bit: 7 6 5 4 3 2 1 0
Field: TXIE . . . MODE MODE MODE ENABLE
Fields (MSB to LSB):
TXIE bit 7 (max 1)
MODE bits 1-3 (max 7)
ENABLE bit 0 (max 1)
Reserved (unassigned):
bits 4-6
Packing UART_CR1(ENABLE=1, MODE=5, TXIE=1):
ENABLE=1 -> 0b1 shifted left 0 -> 0x01 | running value = 0x01
MODE=5 -> 0b101 shifted left 1 -> 0x0A | running value = 0x0B
TXIE=1 -> 0b1 shifted left 7 -> 0x80 | running value = 0x8B
Final packed value: 0x8B (0b10001011)
export_c(reg) gives you portable #define position/mask macros with
SET_/GET_ helpers (the recommended, compiler-independent style).
export_c(reg, style="struct") gives you a readable C bit-field struct
instead — with an explicit comment flagging that C leaves struct bit-field
ordering implementation-defined, so you know to double-check it against
your compiler before trusting exact hardware placement.
#define UART_CR1_ENABLE_POS 0U
#define UART_CR1_ENABLE_MASK (0x1U << UART_CR1_ENABLE_POS)
#define UART_CR1_SET_ENABLE(reg, val) \
((reg) = ((uint8_t)(reg) & ~UART_CR1_ENABLE_MASK) | \
(((uint8_t)(val) << UART_CR1_ENABLE_POS) & UART_CR1_ENABLE_MASK))
#define UART_CR1_GET_ENABLE(reg) \
(((uint8_t)(reg) & UART_CR1_ENABLE_MASK) >> UART_CR1_ENABLE_POS)
bitlab.arch — computer architecture toolkit
IEEE 754 float deconstruction, endianness conversion, Gray code, and Q-format fixed-point.
from bitlab.arch import decompose
c = decompose(0.15625)
c.sign, c.exponent, c.classification # -> (0, -3, 'normal')
hex(c.bits) # -> '0x3e200000'
The decomposition is built on Python's struct module — the platform's
actual IEEE 754 implementation — rather than reimplemented bit math, so
zero, subnormals, infinities, and NaN all decompose correctly without
special-casing.
from bitlab.arch import swap_endianness
hex(swap_endianness(0x12345678, 4)) # -> '0x78563412'
from bitlab.arch import binary_to_gray, gray_to_binary
bin(binary_to_gray(0b1011)) # -> '0b1110'
bin(gray_to_binary(0b1110)) # -> '0b1011'
from bitlab.arch import float_to_q, q_to_float
raw = float_to_q(0.5, "Q1.15") # -> 16384 (0x4000)
q_to_float(raw, "Q1.15") # -> 0.5
Every topic has an explain_* function for a step-by-step trace, and the
two with genuine embedded-C payoff like byte swapping and Q-format conversion
export to C:
from bitlab.arch import export_c_endian_swap, export_c_fixed_point
print(export_c_endian_swap(4, function_name="my_swap32"))
print(export_c_fixed_point("Q1.15"))
static inline uint32_t my_swap32(uint32_t value)
{
return ((value & 0x000000FFU) << 24) |
((value & 0x0000FF00U) << 8) |
((value & 0x00FF0000U) >> 8) |
((value & 0xFF000000U) >> 24);
}
IEEE 754 and Gray code intentionally don't export to C: C already gives you
bit-exact float access via a union or memcpy, and Gray code is a one-line
n ^ (n >> 1) that doesn't benefit from generated boilerplate. C export is
added where it replaces code people actually reimplement — not everywhere,
for the sake of a consistent feature checklist.
CLI
One bitlab command covers every module:
bitlab crc explain "AB" --preset crc8
bitlab crc export-c --preset crc32 --name my_crc32
bitlab registers explain --name UART_CR1 --size 8 \
--field ENABLE:0 --field MODE:1-3 --field TXIE:7 --pack ENABLE=1,MODE=5,TXIE=1
bitlab registers export-c --name UART_CR1 --size 8 \
--field ENABLE:0 --field MODE:1-3 --field TXIE:7 --style defines
bitlab parity bit 0b1011 --type even --width 4
bitlab hamming encode 13
bitlab arch float 0.15625
bitlab arch endian 0x12345678 --width-bytes 4
bitlab arch gray-encode 0b1011
bitlab arch q-encode 0.5 --format Q1.15
Run bitlab --help, bitlab crc --help, bitlab registers --help, bitlab arch --help for full usage.
## API reference
### `bitlab.bitutils`
| Function | Description |
|---|---|
| `popcount(n)` | Number of 1-bits. |
| `has_odd_parity(n)` | True if `n` has an odd number of 1-bits. |
| `get_bit` / `set_bit` / `flip_bit` | Single-bit read/write/toggle. |
| `reflect(value, width)` | Bit-mirror the lowest `width` bits. |
| `rotate_left` / `rotate_right` | Bitwise rotation within a fixed-width register. |
### `bitlab.parity`
| Function | Description |
|---|---|
| `get_parity_bit(value, type="even", bit_width=8)` | Computes the parity bit for `value`. |
| `append_parity(value, type="even", bit_width=8)` | Returns `value` with a parity bit appended as bit `bit_width`. |
| `check_parity(value_with_parity, type="even", bit_width=8)` | Returns `True` if the parity bit matches the data. |
| `generate_parity_array(values, type="even", bit_width=8)` | Parity bit for each value in a sequence. |
| `check_parity_array(values_with_parity, type="even", bit_width=8)` | Parity check for each value in a sequence. |
| `compute_message_parity(message, type="even")` | Single overall parity bit for a whole string. |
| `flip_random_bit(value, bit_width=8)` | Flips one random bit — useful for simulating errors in tests. |
| `encode_hamming(data)` | Encodes a 4-bit value (0–15) into a 7-bit Hamming codeword. |
| `decode_hamming(codeword)` | Decodes a 7-bit codeword, correcting a single-bit error if present. |
### `bitlab.crc`
| Function | Description |
|---|---|
| `crc8(data)` | CRC-8/SMBUS. |
| `crc16(data, variant="ccitt")` | CRC-16/CCITT-FALSE or CRC-16/MODBUS. |
| `crc32(data)` | CRC-32/ISO-HDLC (Ethernet/zlib/PNG). |
| `crc(data, config)` | Generic entry point. `config` is a `CRCConfig` or a preset name string. |
| `explain(data, config, max_bytes=4)` | Step-by-step trace of the computation. |
| `export_c(config, function_name=None)` | Table-driven C99 source implementing `config`. |
| `build_table(config)` | The 256-entry lookup table (also used by `export_c`). |
| `compute_bitwise(data, config)` | Canonical bit-by-bit reference implementation. |
| `compute_table(data, config, table=None)` | Fast table-driven implementation. |
| `self_test(config)` | Verifies a config against its `check` value. |
| `CRCConfig` | Dataclass: `name, width, poly, init, refin, refout, xorout, check`. |
| `CRC8_SMBUS`, `CRC16_CCITT_FALSE`, `CRC16_MODBUS`, `CRC32_ISO_HDLC` | Built-in preset configs. |
### `bitlab.registers`
| Function | Description |
|---|---|
| `Register(name, size_bits=8)` | Define a register. |
| `.add_field(name, bit_index=... \| bit_range=(start, end), description=None)` | Add a named field. Raises on overlap or out-of-bounds. |
| `.pack(**values)` | Pack named field values into a raw integer. |
| `.unpack(raw)` | Unpack a raw integer into `{field_name: value}`. |
| `.get_field(raw, name)` / `.set_field(raw, name, value)` | Read/modify a single field (read-modify-write). |
| `.reserved_ranges()` | Unassigned bit ranges. |
| `.layout()` | Fields ordered MSB to LSB. |
| `explain(reg, **values)` | Bit diagram, field list, and (if values given) a pack trace. |
| `export_c(reg, style="defines"\|"struct")` | C99 source: portable macros or a bit-field struct. |
### `bitlab.arch`
| Function | Description |
|---|---|
| `decompose(value, width=32\|64)` | Breaks a float into sign/exponent/mantissa fields (`IEEE754Components`). |
| `compose(sign, exponent_raw, mantissa, width=32\|64)` | Rebuilds a float from raw fields. |
| `to_bits(value, width)` / `from_bits(bits, width)` | Raw IEEE 754 bit pattern <-> float. |
| `explain_float(value, width=32)` | Step-by-step decomposition trace. |
| `swap_endianness(value, width_bytes)` | Reverses byte order of an unsigned integer. |
| `to_big_endian` / `to_little_endian` / `to_bytes` / `from_bytes` | Byte-order encode/decode helpers. |
| `explain_endianness(value, width_bytes)` | Byte-by-byte swap trace. |
| `export_c_endian_swap(width_bytes, function_name=None)` | C99 byte-swap function (2/4/8 bytes). |
| `binary_to_gray(n)` / `gray_to_binary(g)` | Binary <-> Gray code. |
| `explain_gray(n, width=8)` | Bit-by-bit Gray code trace. |
| `float_to_q(value, q_format="Q8.8", saturate=False)` | Float -> Q-format fixed-point integer. |
| `q_to_float(raw, q_format="Q8.8")` | Q-format fixed-point integer -> float. |
| `q_range(q_format)` | The representable `(min, max)` float range for a Q-format. |
| `parse_q_format(q_format)` | Parses `"Qm.n"` into `(integer_bits, fractional_bits)`. |
| `explain_fixed_point(value, q_format)` | Step-by-step fixed-point conversion trace. |
| `export_c_fixed_point(q_format, prefix=None)` | C99 macros for float <-> Q-format conversion. |
## Roadmap
- **v0.4.0 — Protocol framing** (`bitlab.comms`): COBS (Consistent Overhead
Byte Stuffing).
- **v1.0.0 — Reed-Solomon** (`bitlab.ecc`): burst error correction (QR
codes, satellite comms) — planned as a dedicated release given its
complexity.
See [CHANGELOG.md](CHANGELOG.md) for full release history.
## Development
```bash
pip install -e ".[dev]"
pytest # 119 tests, including compiling and running generated
# C against gcc for crc, registers, and arch
python -m build # produce a wheel + sdist in dist/
See CONTRIBUTING.md for the full dev workflow and release process.
License
MIT
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