[DFLASH] Support grammar-constrained decoding in speculative verify (#30096)

Co-authored-by: hnyls2002 <lsyincs@gmail.com>
This commit is contained in:
Hồ Sỹ Thế
2026-07-25 04:36:46 -07:00
committed by GitHub
co-authored by hnyls2002
parent 17afd8421f
commit d021990bf5
8 changed files with 118 additions and 10 deletions
+15 -3
View File
@@ -6,11 +6,13 @@ from sglang.srt.environ import envs
from sglang.srt.utils import is_hip, kill_process_tree
from sglang.test.ci.ci_register import register_amd_ci, register_cuda_ci
from sglang.test.kits.eval_accuracy_kit import GSM8KMixin
from sglang.test.kits.json_constrained_kit import JSONConstrainedMixin
from sglang.test.kits.matched_stop_kit import MatchedStopMixin
from sglang.test.kits.radix_cache_server_kit import (
gen_radix_tree,
run_radix_attention_test,
)
from sglang.test.kits.spec_server_kits import SpecGrammarKit
from sglang.test.test_utils import (
DEFAULT_DRAFT_MODEL_DFLASH,
DEFAULT_TARGET_MODEL_DFLASH,
@@ -20,11 +22,17 @@ from sglang.test.test_utils import (
popen_launch_server,
)
register_cuda_ci(est_time=302, stage="base-b", runner_config="1-gpu-small")
register_amd_ci(est_time=302, stage="stage-b", runner_config="1-gpu-small-amd")
register_cuda_ci(est_time=420, stage="base-b", runner_config="1-gpu-small")
register_amd_ci(est_time=420, stage="stage-b", runner_config="1-gpu-small-amd")
class TestDFlashServerBase(CustomTestCase, MatchedStopMixin, GSM8KMixin):
class TestDFlashServerBase(
CustomTestCase,
MatchedStopMixin,
GSM8KMixin,
JSONConstrainedMixin,
SpecGrammarKit,
):
max_running_requests = 64
attention_backend = "triton" if is_hip() else "flashinfer"
page_size = 1
@@ -124,6 +132,10 @@ class TestDFlashServerBase(CustomTestCase, MatchedStopMixin, GSM8KMixin):
self.assertEqual(outputs[0], outputs[1])
assert self.process.poll() is None
@unittest.skip("DFLASH rejects return_logprob at admission")
def test_grammar_logprob_count_matches_completion_tokens(self):
pass
class TestDFlashServerPage256(TestDFlashServerBase):
page_size = 256
@@ -11,7 +11,7 @@ from unittest.mock import MagicMock
import torch
from sglang.srt.speculative.spec_utils import traverse_tree
from sglang.srt.speculative.spec_utils import GrammarTree, traverse_tree
from sglang.test.ci.ci_register import register_cpu_ci
register_cpu_ci(est_time=4, suite="base-a-test-cpu")
@@ -40,6 +40,11 @@ class TestTraverseTreePassesIntsToGrammar(unittest.TestCase):
grammar.rollback.return_value = None
return grammar, accept_calls, fill_calls
def _chain(self, verify_ids_2d):
"""Row 0 of the links chain-verify algorithms actually feed traverse_tree."""
links = GrammarTree.from_linear_chain(verify_ids_2d).resolve()
return tuple(t[0] for t in links)
def test_branching_tree_passes_ints(self):
# Binary tree exercises both child recursion and sibling recursion:
# 0 ─┬─ 1
@@ -66,6 +71,41 @@ class TestTraverseTreePassesIntsToGrammar(unittest.TestCase):
for idx in fill_calls:
self.assertIsInstance(idx, int)
def test_linear_chain_visits_all_positions_in_order(self):
# Chain-verify algorithms (DFLASH/DSPARK) have no branching, so their tree
# degenerates to 0 -- 1 -- 2 -- 3 with column 0 the already-committed token.
rnt, rns, draft_tokens = self._chain(torch.tensor([[100, 11, 22, 33]]))
self.assertEqual(rnt.tolist(), [1, 2, 3, -1])
self.assertEqual(rns.tolist(), [-1, -1, -1, -1])
bitmask = torch.full((4, 4), -1, dtype=torch.int32) # all allowed
grammar, accept_calls, fill_calls = self._record_grammar()
traverse_tree(rnt, rns, draft_tokens, grammar, bitmask)
# Root (col 0) is never accepted; every draft token is, in chain order.
self.assertEqual(accept_calls, [11, 22, 33])
self.assertEqual(fill_calls, [0, 1, 2, 3])
for token in accept_calls:
self.assertIsInstance(token, int)
for idx in fill_calls:
self.assertIsInstance(idx, int)
def test_linear_chain_stops_at_grammar_reject(self):
# A draft token the grammar disallows must stop the descent: no accept/fill
# for that node or anything after it, so the mask rows past it stay unfilled
# and only the already-filled prefix can be committed.
rnt, rns, draft_tokens = self._chain(torch.tensor([[100, 5, 7, 9]]))
bitmask = torch.full((4, 4), -1, dtype=torch.int32) # all allowed
# Disallow token id 7 (draft_tokens[2]) in node 1's mask (its parent).
bitmask[1, 7 // 32] &= ~(1 << (7 % 32))
grammar, accept_calls, fill_calls = self._record_grammar()
traverse_tree(rnt, rns, draft_tokens, grammar, bitmask)
# Node 1 accepted+filled; node 2 rejected -> node 2 and node 3 skipped.
self.assertEqual(accept_calls, [5])
self.assertEqual(fill_calls, [0, 1])
if __name__ == "__main__":
unittest.main()