Files
Mini-Nav/hw/sim/tests/test_cam_basic.py
SikongJueluo cbafc4524e feat(cam): migrate noise generation from xorshift64 to xorshift128
- Replace NOISE_GEN_BITS/NOISE_SAMPLE_BITS parameters with unified NOISE_BITS
- Use xorshift128 (random128) instead of xorshift64 for PRNG
- Add flip_mask_next combinational helper for single-cycle mask computation
- Add random_enable signal to advance PRNG only on accepted noisy writes
- Simplify FSM by removing mask_group_idx counter
- Update parameter validation: GROUP_BITS (= HASH_BITS/NOISE_BITS) must equal 64
- Update ref_model.py and tests to match new seed convention: {seed, seed}
- Update Makefile and sweep_noise.py with renamed parameters
2026-05-05 20:19:22 +08:00

497 lines
16 KiB
Python

from __future__ import annotations
import cocotb
import numpy as np
from cocotb.clock import Clock
from cocotb.triggers import RisingEdge
from model.ref_model import ( # noqa: E402
generate_write_flip_mask,
match_top1,
random_hashes,
unpack_score_debug_flat,
)
NUM_ROWS = 512
HASH_BITS = 512
LANES = 16
SCORE_BITS = 10
def _get_param(dut, name, default=None):
"""Read a Verilator-exposed parameter from the DUT."""
try:
val = getattr(dut, name, None)
if val is not None:
return int(val.value)
except Exception:
pass
return default
# ── Helpers ──────────────────────────────────────────────────────────────────
async def reset_dut(dut):
"""Reset the DUT with new handshake interface."""
dut.rst_n.value = 0
dut.wr_valid.value = 0
dut.wr_addr.value = 0
dut.write_hash.value = 0
dut.query_valid.value = 0
dut.query_hash.value = 0
dut.result_ready.value = 1
for _ in range(5):
await RisingEdge(dut.clk)
dut.rst_n.value = 1
for _ in range(2):
await RisingEdge(dut.clk)
async def wait_idle(dut):
"""Wait until both wr_ready=1 and query_ready=1 (system fully idle)."""
while not (int(dut.wr_ready.value) and int(dut.query_ready.value)):
await RisingEdge(dut.clk)
async def write_row(dut, addr, value):
"""Write a single row using wr_valid/wr_ready handshake.
1. Wait for system idle
2. Assert wr_valid + set addr/hash
3. Wait for handshake (wr_ready=1 on clock edge)
4. Deassert wr_valid
5. Wait for wr_ready to return 1 (commit complete)
"""
await wait_idle(dut)
dut.wr_addr.value = addr
dut.write_hash.value = int(value)
dut.wr_valid.value = 1
# Wait for handshake
while True:
await RisingEdge(dut.clk)
if int(dut.wr_ready.value):
break
dut.wr_valid.value = 0
# Wait for cam_noisy to finish GEN_MASK/COMMIT
await wait_idle(dut)
async def write_rows(dut, rows):
"""Write all rows sequentially."""
for idx, value in enumerate(rows):
await write_row(dut, idx, value)
async def query_once(dut, query):
"""Issue a query and return (top1_index, top1_score, score_debug).
1. Wait for system idle
2. Assert query_valid + set query_hash
3. Wait for query_ready handshake
4. Deassert query_valid
5. Wait for result_valid
6. Read result, pulse result_ready to consume
"""
await wait_idle(dut)
dut.query_hash.value = int(query)
dut.query_valid.value = 1
# Wait for handshake
while True:
await RisingEdge(dut.clk)
if int(dut.query_ready.value):
break
dut.query_valid.value = 0
# Wait for result
while int(dut.result_valid.value) == 0:
await RisingEdge(dut.clk)
top1_index = int(dut.top1_index.value)
top1_score = int(dut.top1_score.value)
score_debug = None
if hasattr(dut, "score_debug_flat"):
score_debug = unpack_score_debug_flat(
int(dut.score_debug_flat.value),
NUM_ROWS,
SCORE_BITS,
)
dut.result_ready.value = 1
await RisingEdge(dut.clk)
dut.result_ready.value = 0
return top1_index, top1_score, score_debug
# ── Test A: Baseline (NOISE_EN=0) ────────────────────────────────────────────
@cocotb.test()
async def baseline_no_noise(dut):
"""Verify write+query works exactly like the old CAM when NOISE_EN=0."""
noise_en = _get_param(dut, "NOISE_EN", 0)
if noise_en:
dut._log.info("Skipping baseline_no_noise: requires NOISE_EN=0.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
rng = np.random.default_rng(1)
rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
query_index = 123
query = rows[query_index]
await write_rows(dut, rows)
top1_index, top1_score, score_debug = await query_once(dut, query)
expected = match_top1(query, rows, width=HASH_BITS)
assert top1_index == expected.top1_index
assert top1_score == expected.top1_score
assert top1_index == query_index
assert top1_score == HASH_BITS
if score_debug is not None:
assert np.array_equal(score_debug, expected.scores)
# ── Test B: Zero noise rate (NOISE_EN=1, RATE_NUM=0) ────────────────────────
@cocotb.test()
async def zero_rate_noise(dut):
"""Noise module connected but THRESHOLD=0 → no flips, equivalent to NOISE_EN=0."""
noise_en = _get_param(dut, "NOISE_EN", 1)
rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
if not noise_en or rate_num != 0:
dut._log.info("Skipping zero_rate_noise: requires NOISE_EN=1, RATE_NUM=0.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
rng = np.random.default_rng(1)
rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
query_index = 123
query = rows[query_index]
await write_rows(dut, rows)
top1_index, top1_score, score_debug = await query_once(dut, query)
expected = match_top1(query, rows, width=HASH_BITS)
assert top1_index == expected.top1_index
assert top1_score == expected.top1_score
assert top1_index == query_index
assert top1_score == HASH_BITS
if score_debug is not None:
assert np.array_equal(score_debug, expected.scores)
# ── Test C: 100% noise rate (RATE_NUM=1, RATE_DEN=1) ───────────────────────
@cocotb.test()
async def full_rate_noise(dut):
"""NOISE_RATE_NUM=1, NOISE_RATE_DEN=1 → every group flips its selected bit per write.
At full rate with default NOISE_BITS=8, exactly 8 deterministic bits flip per write
(one selected bit per group), not all 512 bits. We use ref_model.py PRNG to predict
the exact stored rows.
"""
noise_en = _get_param(dut, "NOISE_EN", 1)
rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
rate_den = _get_param(dut, "NOISE_RATE_DEN", 100)
if not noise_en or rate_num != 1 or rate_den != 1:
dut._log.info("Skipping full_rate_noise: requires NOISE_EN=1, RATE_NUM=1, RATE_DEN=1.")
return
if not hasattr(dut, "score_debug_flat"):
dut._log.info("Skipping full_rate_noise: requires SIM_DEBUG (score_debug_flat).")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
noise_bits = _get_param(dut, "NOISE_BITS", 8)
all_zero = 0
all_one = (1 << HASH_BITS) - 1
# Predict stored rows using the same RTL seed convention as exact_noise_model_match.
RTL_SEED = 0xB504_F32D_B504_F32D
prng_state = (RTL_SEED << 64) | RTL_SEED
# Flip mask for row 0 (all-zero written)
flip0, prng_state = generate_write_flip_mask(
prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
)
expected_row0 = all_zero ^ flip0 # stored value after noise
# Flip mask for row 1 (all-one written)
flip1, prng_state = generate_write_flip_mask(
prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
)
expected_row1 = all_one ^ flip1 # stored value after noise
# Write all-zero to row 0, all-one to row 1, rest zero
rows = [0] * NUM_ROWS
rows[0] = all_zero
rows[1] = all_one
await write_rows(dut, rows)
# Query expected_row0 → should exactly match row 0's stored value
top1_index, top1_score, score_debug = await query_once(dut, expected_row0)
assert score_debug is not None, "score_debug required for full_rate_noise"
assert int(score_debug[0]) == HASH_BITS, (
f"Row 0: expected exact match for predicted stored value, "
f"score={score_debug[0]} != {HASH_BITS}"
)
# Query expected_row1 → should exactly match row 1's stored value
top1_index, top1_score, score_debug = await query_once(dut, expected_row1)
assert score_debug is not None, "score_debug required for full_rate_noise"
assert int(score_debug[1]) == HASH_BITS, (
f"Row 1: expected exact match for predicted stored value, "
f"score={score_debug[1]} != {HASH_BITS}"
)
# ── Test D: Default ~1% noise, reproducible ────────────────────────────────
@cocotb.test()
async def default_noise_reproducible(dut):
"""Fixed seed → deterministic write noise. Two identical runs produce same results."""
noise_en = _get_param(dut, "NOISE_EN", 1)
if not noise_en:
dut._log.info("Skipping default_noise_reproducible: requires NOISE_EN=1.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
rng = np.random.default_rng(42)
rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
# ── First run ──
await write_rows(dut, rows)
query = rows[50]
top1_index_1, top1_score_1, _ = await query_once(dut, query)
# Reset for second run
await reset_dut(dut)
# ── Second run with same data ──
await write_rows(dut, rows)
top1_index_2, top1_score_2, _ = await query_once(dut, query)
# Deterministic: same seed → same PRNG sequence → same stored hashes → same result
assert top1_index_1 == top1_index_2
assert top1_score_1 == top1_score_2
# ── Preserved legacy tests (only meaningful for NOISE_EN=0) ──────────────────
@cocotb.test()
async def known_hamming_distance(dut):
"""Hamming distance verification — exact scores only valid without noise."""
if _get_param(dut, "NOISE_EN", 1):
dut._log.info("Skipping known_hamming_distance: NOISE_EN=1, stored hashes may differ.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
query = 0
rows = [0] * NUM_ROWS
rows[10] = (1 << 7) - 1
rows[11] = (1 << 31) - 1
rows[12] = (1 << 128) - 1
await write_rows(dut, rows)
top1_index, top1_score, score_debug = await query_once(dut, query)
assert top1_index == 0
assert top1_score == HASH_BITS
if score_debug is not None:
assert int(score_debug[10]) == HASH_BITS - 7
assert int(score_debug[11]) == HASH_BITS - 31
assert int(score_debug[12]) == HASH_BITS - 128
@cocotb.test()
async def tie_break_policy(dut):
"""Tie-break: lowest row index wins — only verified without noise."""
if _get_param(dut, "NOISE_EN", 1):
dut._log.info("Skipping tie_break_policy: NOISE_EN=1, stored hashes may differ.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
rng = np.random.default_rng(2)
rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
query = rows[200]
rows[10] = query
rows[20] = query
rows[200] = query
await write_rows(dut, rows)
top1_index, top1_score, _ = await query_once(dut, query)
assert top1_index == 10
assert top1_score == HASH_BITS
@cocotb.test()
async def all_zero_all_one_boundary(dut):
"""All-zero / all-one boundary — only verified without noise."""
if _get_param(dut, "NOISE_EN", 1):
dut._log.info("Skipping all_zero_all_one_boundary: NOISE_EN=1, stored hashes may differ.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
rows = [0] * NUM_ROWS
rows[0] = 0
rows[1] = (1 << HASH_BITS) - 1
query = 0
await write_rows(dut, rows)
top1_index, top1_score, score_debug = await query_once(dut, query)
assert top1_score == HASH_BITS
assert top1_index == 0
if score_debug is not None:
assert int(score_debug[0]) == HASH_BITS
assert int(score_debug[1]) == 0
# ── Test E: Exact RTL-vs-model PRNG mask match ──────────────────────────────
@cocotb.test()
async def exact_noise_model_match(dut):
"""Verify RTL stored hashes match ref_model.py for a known seed and rate.
Writes rows with noise enabled, then queries back via score_debug to
reconstruct stored hashes, and compares against Python model predictions.
"""
noise_en = _get_param(dut, "NOISE_EN", 1)
rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
rate_den = _get_param(dut, "NOISE_RATE_DEN", 100)
if not noise_en or rate_num == 0:
dut._log.info("Skipping exact_noise_model_match: requires NOISE_EN=1, RATE_NUM>0.")
return
if not hasattr(dut, "score_debug_flat"):
dut._log.info("Skipping exact_noise_model_match: requires SIM_DEBUG.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
noise_bits = _get_param(dut, "NOISE_BITS", 8)
# Use a small subset to keep test fast
n_test_rows = 4
rng = np.random.default_rng(99)
rows = random_hashes(rng, n_test_rows, width=HASH_BITS)
# Predict stored hashes with Python model using the same seed.
# RTL random128 seed: {NOISE_SEED, NOISE_SEED}, default 64'hB504_F32D_B504_F32D.
RTL_SEED = 0xB504_F32D_B504_F32D
prng_state = (RTL_SEED << 64) | RTL_SEED
expected_stored = []
for row in rows:
flip, prng_state = generate_write_flip_mask(
prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
)
expected_stored.append(row ^ flip)
# Write only test rows (rest stay at 0 from reset)
for idx, val in enumerate(rows):
await write_row(dut, idx, val)
# Query all-zero to get Hamming distances (= HASH_BITS - popcount(stored ^ 0) = HASH_BITS - popcount(stored))
# So popcount(stored) = HASH_BITS - score
# This gives us the number of set bits but not the exact value.
# Instead, query each expected_stored value — it should score HASH_BITS if match is exact.
for idx, expected in enumerate(expected_stored):
top1_index, top1_score, score_debug = await query_once(dut, expected)
# The stored hash at idx should exactly match expected, so score == HASH_BITS
assert score_debug is not None, "score_debug required for mask match verification"
assert int(score_debug[idx]) == HASH_BITS, (
f"Row {idx}: expected stored hash to match model prediction, "
f"score={score_debug[idx]} != {HASH_BITS}"
)
# ── Test F: Half-duplex write-priority arbitration ───────────────────────────
@cocotb.test()
async def half_duplex_write_priority(dut):
"""When wr_valid and query_valid are both high, write wins and query is held off.
Only runs with NOISE_EN=0 so stored hashes are predictable.
"""
if _get_param(dut, "NOISE_EN", 1):
dut._log.info("Skipping half_duplex_write_priority: requires NOISE_EN=0 for exact scores.")
return
cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
await reset_dut(dut)
# Write a known value to row 0
test_val = (1 << HASH_BITS) - 1 # all-ones
await write_row(dut, 0, test_val)
# Now system is idle: wr_ready=1, query_ready=1
await wait_idle(dut)
assert int(dut.wr_ready.value) == 1
assert int(dut.query_ready.value) == 1
# Drive both wr_valid and query_valid simultaneously
dut.wr_valid.value = 1
dut.wr_addr.value = 1
dut.write_hash.value = 0 # write all-zeros to row 1
dut.query_valid.value = 1
dut.query_hash.value = test_val # query for all-ones (in row 0)
await RisingEdge(dut.clk)
# Write should have been accepted (wr_ready was 1), query should NOT have been accepted
# because write-priority gates query_ready when wr_valid=1
wr_accepted = int(dut.wr_ready.value) == 0 # after handshake, wr_ready drops
# query_ready should have been 0 during the simultaneous assertion
# (it's !wr_valid gated), so query was blocked
# Deassert both
dut.wr_valid.value = 0
dut.query_valid.value = 0
# Wait for write to complete (noise generation + commit)
await wait_idle(dut)
# Now query should work — row 0 has all-ones (written first)
top1_index, top1_score, _ = await query_once(dut, test_val)
assert top1_index == 0
assert top1_score == HASH_BITS
# Verify row 1 was written (all-zeros) — query all-zeros
top1_index, top1_score, _ = await query_once(dut, 0)
assert top1_index == 1
assert top1_score == HASH_BITS