mirror of
https://github.com/SikongJueluo/Mini-Nav.git
synced 2026-07-13 04:25:32 +08:00
- 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
497 lines
16 KiB
Python
497 lines
16 KiB
Python
from __future__ import annotations
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import cocotb
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import numpy as np
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from cocotb.clock import Clock
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from cocotb.triggers import RisingEdge
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from model.ref_model import ( # noqa: E402
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generate_write_flip_mask,
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match_top1,
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random_hashes,
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unpack_score_debug_flat,
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)
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NUM_ROWS = 512
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HASH_BITS = 512
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LANES = 16
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SCORE_BITS = 10
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def _get_param(dut, name, default=None):
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"""Read a Verilator-exposed parameter from the DUT."""
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try:
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val = getattr(dut, name, None)
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if val is not None:
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return int(val.value)
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except Exception:
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pass
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return default
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# ── Helpers ──────────────────────────────────────────────────────────────────
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async def reset_dut(dut):
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"""Reset the DUT with new handshake interface."""
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dut.rst_n.value = 0
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dut.wr_valid.value = 0
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dut.wr_addr.value = 0
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dut.write_hash.value = 0
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dut.query_valid.value = 0
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dut.query_hash.value = 0
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dut.result_ready.value = 1
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for _ in range(5):
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await RisingEdge(dut.clk)
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dut.rst_n.value = 1
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for _ in range(2):
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await RisingEdge(dut.clk)
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async def wait_idle(dut):
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"""Wait until both wr_ready=1 and query_ready=1 (system fully idle)."""
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while not (int(dut.wr_ready.value) and int(dut.query_ready.value)):
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await RisingEdge(dut.clk)
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async def write_row(dut, addr, value):
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"""Write a single row using wr_valid/wr_ready handshake.
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1. Wait for system idle
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2. Assert wr_valid + set addr/hash
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3. Wait for handshake (wr_ready=1 on clock edge)
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4. Deassert wr_valid
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5. Wait for wr_ready to return 1 (commit complete)
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"""
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await wait_idle(dut)
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dut.wr_addr.value = addr
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dut.write_hash.value = int(value)
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dut.wr_valid.value = 1
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# Wait for handshake
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while True:
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await RisingEdge(dut.clk)
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if int(dut.wr_ready.value):
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break
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dut.wr_valid.value = 0
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# Wait for cam_noisy to finish GEN_MASK/COMMIT
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await wait_idle(dut)
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async def write_rows(dut, rows):
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"""Write all rows sequentially."""
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for idx, value in enumerate(rows):
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await write_row(dut, idx, value)
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async def query_once(dut, query):
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"""Issue a query and return (top1_index, top1_score, score_debug).
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1. Wait for system idle
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2. Assert query_valid + set query_hash
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3. Wait for query_ready handshake
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4. Deassert query_valid
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5. Wait for result_valid
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6. Read result, pulse result_ready to consume
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"""
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await wait_idle(dut)
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dut.query_hash.value = int(query)
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dut.query_valid.value = 1
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# Wait for handshake
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while True:
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await RisingEdge(dut.clk)
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if int(dut.query_ready.value):
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break
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dut.query_valid.value = 0
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# Wait for result
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while int(dut.result_valid.value) == 0:
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await RisingEdge(dut.clk)
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top1_index = int(dut.top1_index.value)
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top1_score = int(dut.top1_score.value)
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score_debug = None
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if hasattr(dut, "score_debug_flat"):
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score_debug = unpack_score_debug_flat(
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int(dut.score_debug_flat.value),
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NUM_ROWS,
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SCORE_BITS,
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)
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dut.result_ready.value = 1
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await RisingEdge(dut.clk)
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dut.result_ready.value = 0
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return top1_index, top1_score, score_debug
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# ── Test A: Baseline (NOISE_EN=0) ────────────────────────────────────────────
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@cocotb.test()
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async def baseline_no_noise(dut):
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"""Verify write+query works exactly like the old CAM when NOISE_EN=0."""
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noise_en = _get_param(dut, "NOISE_EN", 0)
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if noise_en:
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dut._log.info("Skipping baseline_no_noise: requires NOISE_EN=0.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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rng = np.random.default_rng(1)
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rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
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query_index = 123
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query = rows[query_index]
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await write_rows(dut, rows)
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top1_index, top1_score, score_debug = await query_once(dut, query)
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expected = match_top1(query, rows, width=HASH_BITS)
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assert top1_index == expected.top1_index
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assert top1_score == expected.top1_score
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assert top1_index == query_index
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assert top1_score == HASH_BITS
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if score_debug is not None:
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assert np.array_equal(score_debug, expected.scores)
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# ── Test B: Zero noise rate (NOISE_EN=1, RATE_NUM=0) ────────────────────────
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@cocotb.test()
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async def zero_rate_noise(dut):
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"""Noise module connected but THRESHOLD=0 → no flips, equivalent to NOISE_EN=0."""
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noise_en = _get_param(dut, "NOISE_EN", 1)
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rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
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if not noise_en or rate_num != 0:
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dut._log.info("Skipping zero_rate_noise: requires NOISE_EN=1, RATE_NUM=0.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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rng = np.random.default_rng(1)
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rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
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query_index = 123
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query = rows[query_index]
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await write_rows(dut, rows)
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top1_index, top1_score, score_debug = await query_once(dut, query)
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expected = match_top1(query, rows, width=HASH_BITS)
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assert top1_index == expected.top1_index
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assert top1_score == expected.top1_score
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assert top1_index == query_index
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assert top1_score == HASH_BITS
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if score_debug is not None:
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assert np.array_equal(score_debug, expected.scores)
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# ── Test C: 100% noise rate (RATE_NUM=1, RATE_DEN=1) ───────────────────────
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@cocotb.test()
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async def full_rate_noise(dut):
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"""NOISE_RATE_NUM=1, NOISE_RATE_DEN=1 → every group flips its selected bit per write.
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At full rate with default NOISE_BITS=8, exactly 8 deterministic bits flip per write
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(one selected bit per group), not all 512 bits. We use ref_model.py PRNG to predict
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the exact stored rows.
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"""
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noise_en = _get_param(dut, "NOISE_EN", 1)
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rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
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rate_den = _get_param(dut, "NOISE_RATE_DEN", 100)
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if not noise_en or rate_num != 1 or rate_den != 1:
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dut._log.info("Skipping full_rate_noise: requires NOISE_EN=1, RATE_NUM=1, RATE_DEN=1.")
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return
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if not hasattr(dut, "score_debug_flat"):
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dut._log.info("Skipping full_rate_noise: requires SIM_DEBUG (score_debug_flat).")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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noise_bits = _get_param(dut, "NOISE_BITS", 8)
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all_zero = 0
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all_one = (1 << HASH_BITS) - 1
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# Predict stored rows using the same RTL seed convention as exact_noise_model_match.
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RTL_SEED = 0xB504_F32D_B504_F32D
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prng_state = (RTL_SEED << 64) | RTL_SEED
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# Flip mask for row 0 (all-zero written)
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flip0, prng_state = generate_write_flip_mask(
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prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
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)
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expected_row0 = all_zero ^ flip0 # stored value after noise
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# Flip mask for row 1 (all-one written)
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flip1, prng_state = generate_write_flip_mask(
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prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
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)
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expected_row1 = all_one ^ flip1 # stored value after noise
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# Write all-zero to row 0, all-one to row 1, rest zero
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rows = [0] * NUM_ROWS
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rows[0] = all_zero
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rows[1] = all_one
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await write_rows(dut, rows)
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# Query expected_row0 → should exactly match row 0's stored value
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top1_index, top1_score, score_debug = await query_once(dut, expected_row0)
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assert score_debug is not None, "score_debug required for full_rate_noise"
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assert int(score_debug[0]) == HASH_BITS, (
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f"Row 0: expected exact match for predicted stored value, "
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f"score={score_debug[0]} != {HASH_BITS}"
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)
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# Query expected_row1 → should exactly match row 1's stored value
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top1_index, top1_score, score_debug = await query_once(dut, expected_row1)
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assert score_debug is not None, "score_debug required for full_rate_noise"
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assert int(score_debug[1]) == HASH_BITS, (
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f"Row 1: expected exact match for predicted stored value, "
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f"score={score_debug[1]} != {HASH_BITS}"
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)
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# ── Test D: Default ~1% noise, reproducible ────────────────────────────────
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@cocotb.test()
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async def default_noise_reproducible(dut):
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"""Fixed seed → deterministic write noise. Two identical runs produce same results."""
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noise_en = _get_param(dut, "NOISE_EN", 1)
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if not noise_en:
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dut._log.info("Skipping default_noise_reproducible: requires NOISE_EN=1.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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rng = np.random.default_rng(42)
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rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
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# ── First run ──
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await write_rows(dut, rows)
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query = rows[50]
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top1_index_1, top1_score_1, _ = await query_once(dut, query)
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# Reset for second run
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await reset_dut(dut)
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# ── Second run with same data ──
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await write_rows(dut, rows)
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top1_index_2, top1_score_2, _ = await query_once(dut, query)
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# Deterministic: same seed → same PRNG sequence → same stored hashes → same result
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assert top1_index_1 == top1_index_2
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assert top1_score_1 == top1_score_2
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# ── Preserved legacy tests (only meaningful for NOISE_EN=0) ──────────────────
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@cocotb.test()
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async def known_hamming_distance(dut):
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"""Hamming distance verification — exact scores only valid without noise."""
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if _get_param(dut, "NOISE_EN", 1):
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dut._log.info("Skipping known_hamming_distance: NOISE_EN=1, stored hashes may differ.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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query = 0
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rows = [0] * NUM_ROWS
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rows[10] = (1 << 7) - 1
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rows[11] = (1 << 31) - 1
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rows[12] = (1 << 128) - 1
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await write_rows(dut, rows)
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top1_index, top1_score, score_debug = await query_once(dut, query)
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assert top1_index == 0
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assert top1_score == HASH_BITS
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if score_debug is not None:
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assert int(score_debug[10]) == HASH_BITS - 7
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assert int(score_debug[11]) == HASH_BITS - 31
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assert int(score_debug[12]) == HASH_BITS - 128
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@cocotb.test()
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async def tie_break_policy(dut):
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"""Tie-break: lowest row index wins — only verified without noise."""
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if _get_param(dut, "NOISE_EN", 1):
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dut._log.info("Skipping tie_break_policy: NOISE_EN=1, stored hashes may differ.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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rng = np.random.default_rng(2)
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rows = random_hashes(rng, NUM_ROWS, width=HASH_BITS)
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query = rows[200]
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rows[10] = query
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rows[20] = query
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rows[200] = query
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await write_rows(dut, rows)
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top1_index, top1_score, _ = await query_once(dut, query)
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assert top1_index == 10
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assert top1_score == HASH_BITS
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@cocotb.test()
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async def all_zero_all_one_boundary(dut):
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"""All-zero / all-one boundary — only verified without noise."""
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if _get_param(dut, "NOISE_EN", 1):
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dut._log.info("Skipping all_zero_all_one_boundary: NOISE_EN=1, stored hashes may differ.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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rows = [0] * NUM_ROWS
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rows[0] = 0
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rows[1] = (1 << HASH_BITS) - 1
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query = 0
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await write_rows(dut, rows)
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top1_index, top1_score, score_debug = await query_once(dut, query)
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assert top1_score == HASH_BITS
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assert top1_index == 0
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if score_debug is not None:
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assert int(score_debug[0]) == HASH_BITS
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assert int(score_debug[1]) == 0
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# ── Test E: Exact RTL-vs-model PRNG mask match ──────────────────────────────
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@cocotb.test()
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async def exact_noise_model_match(dut):
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"""Verify RTL stored hashes match ref_model.py for a known seed and rate.
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Writes rows with noise enabled, then queries back via score_debug to
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reconstruct stored hashes, and compares against Python model predictions.
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"""
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noise_en = _get_param(dut, "NOISE_EN", 1)
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rate_num = _get_param(dut, "NOISE_RATE_NUM", 1)
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rate_den = _get_param(dut, "NOISE_RATE_DEN", 100)
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if not noise_en or rate_num == 0:
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dut._log.info("Skipping exact_noise_model_match: requires NOISE_EN=1, RATE_NUM>0.")
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return
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if not hasattr(dut, "score_debug_flat"):
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dut._log.info("Skipping exact_noise_model_match: requires SIM_DEBUG.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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noise_bits = _get_param(dut, "NOISE_BITS", 8)
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# Use a small subset to keep test fast
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n_test_rows = 4
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rng = np.random.default_rng(99)
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rows = random_hashes(rng, n_test_rows, width=HASH_BITS)
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# Predict stored hashes with Python model using the same seed.
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# RTL random128 seed: {NOISE_SEED, NOISE_SEED}, default 64'hB504_F32D_B504_F32D.
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RTL_SEED = 0xB504_F32D_B504_F32D
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prng_state = (RTL_SEED << 64) | RTL_SEED
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expected_stored = []
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for row in rows:
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flip, prng_state = generate_write_flip_mask(
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prng_state, HASH_BITS, noise_bits, rate_num, rate_den,
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)
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expected_stored.append(row ^ flip)
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# Write only test rows (rest stay at 0 from reset)
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for idx, val in enumerate(rows):
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await write_row(dut, idx, val)
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# Query all-zero to get Hamming distances (= HASH_BITS - popcount(stored ^ 0) = HASH_BITS - popcount(stored))
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# So popcount(stored) = HASH_BITS - score
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# This gives us the number of set bits but not the exact value.
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# Instead, query each expected_stored value — it should score HASH_BITS if match is exact.
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for idx, expected in enumerate(expected_stored):
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top1_index, top1_score, score_debug = await query_once(dut, expected)
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# The stored hash at idx should exactly match expected, so score == HASH_BITS
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assert score_debug is not None, "score_debug required for mask match verification"
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assert int(score_debug[idx]) == HASH_BITS, (
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f"Row {idx}: expected stored hash to match model prediction, "
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f"score={score_debug[idx]} != {HASH_BITS}"
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)
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# ── Test F: Half-duplex write-priority arbitration ───────────────────────────
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@cocotb.test()
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async def half_duplex_write_priority(dut):
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"""When wr_valid and query_valid are both high, write wins and query is held off.
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Only runs with NOISE_EN=0 so stored hashes are predictable.
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"""
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if _get_param(dut, "NOISE_EN", 1):
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dut._log.info("Skipping half_duplex_write_priority: requires NOISE_EN=0 for exact scores.")
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return
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cocotb.start_soon(Clock(dut.clk, 10, unit="ns").start())
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await reset_dut(dut)
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# Write a known value to row 0
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test_val = (1 << HASH_BITS) - 1 # all-ones
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await write_row(dut, 0, test_val)
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# Now system is idle: wr_ready=1, query_ready=1
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await wait_idle(dut)
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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
|