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This commit is contained in:
wehub-resource-sync
2026-07-13 12:38:16 +08:00
commit 94057c3d3e
7152 changed files with 2120455 additions and 0 deletions
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"""Streaming-session test method mixins.
Pair these with `StreamingSessionServerBase` (from sglang.test.server_fixtures.streaming_session_fixture)
to assemble a concrete test class. Per the sglang fixture/kit split:
the fixture only launches the server; the kit owns the `test_*` methods.
- `StreamingSessionKitMixin`: KV-inheritance + chunked-prefill + abort-recovery
+ concurrent-logprob/stress test methods.
- `AbortLeakReproKitMixin`: single test method for abort-heavy chunked-prefill leak repro.
"""
import asyncio
import time
import requests
from sglang.test.server_fixtures.streaming_session_fixture import (
_abort_repro_run_all,
_concurrent_logprob_run,
_stress_run_all,
)
class StreamingSessionKitMixin:
"""Streaming-session KV-inheritance + retract/abort-recovery suite."""
# Allowed inherited-cache offsets vs the previous turn's total. Non-overlap
# spec decode can be off by 1: the bonus token's KV is only computed by the
# next forward, which sync skips at finish (overlap drains it, so it's 0).
kv_inherit_offsets = (0,)
def test_kv_cache_inheritance(self, gen_len=12):
"""Each turn's cached_tokens must equal previous turn's prompt+completion
(modulo kv_inherit_offsets)."""
chunks = [
"Let me tell you something about France.",
"The capital of France is",
"The population of the city is",
]
chunks_ids = [self.tokenizer.encode(x) for x in chunks]
for i in range(1, len(chunks_ids)):
if chunks_ids[i][0] == self.tokenizer.bos_token_id:
chunks_ids[i] = chunks_ids[i][1:]
# === Part 1: streaming session — check KV inheritance ===
requests.post(self.base_url + "/flush_cache")
session_id = requests.post(
self.base_url + "/open_session",
json={"capacity_of_str_len": 1000, "streaming": True},
).json()
rid = None
prev_kv_len = 0
for turn_idx, chunk_ids in enumerate(chunks_ids):
response = requests.post(
self.base_url + "/generate",
json={
"input_ids": chunk_ids,
"session_params": {"id": session_id, "rid": rid},
"sampling_params": {
"temperature": 0,
"max_new_tokens": gen_len,
"no_stop_trim": True,
"skip_special_tokens": False,
},
},
).json()
rid = response["meta_info"]["id"]
cached = response["meta_info"]["cached_tokens"]
prompt_tokens = response["meta_info"]["prompt_tokens"]
completion_tokens = response["meta_info"]["completion_tokens"]
if turn_idx == 0:
# Turn 1: cache flushed, no hit.
self.assertEqual(cached, 0, "Turn 1: clean start, no cache hit")
else:
# Turns 2+: cached_tokens reflects KV inherited from previous turn
# (via inherit_kv_states, not radix tree matching).
allowed = {prev_kv_len + off for off in self.kv_inherit_offsets}
self.assertIn(
cached,
allowed,
f"Turn {turn_idx + 1}: inherited {cached} not in {sorted(allowed)}",
)
prev_kv_len = prompt_tokens + completion_tokens
# Close the session.
ret = requests.post(
self.base_url + "/close_session",
json={"session_id": session_id},
)
self.assertEqual(ret.status_code, 200)
def test_leak_logprob_concurrent(self) -> None:
"""Concurrent multi-session × 3 logprob modes (output / input / none),
watch for KV leak."""
requests.post(self.base_url + "/flush_cache")
# Output logprob
asyncio.run(
_concurrent_logprob_run(self.base_url, self.tokenizer, return_logprob=True)
)
# Input logprob (logprob_start_len=0)
asyncio.run(
_concurrent_logprob_run(
self.base_url,
self.tokenizer,
return_logprob=True,
logprob_start_len=0,
)
)
# No logprob
asyncio.run(_concurrent_logprob_run(self.base_url, self.tokenizer))
time.sleep(3)
assert (
requests.get(self.base_url + "/health").status_code == 200
), "Server unhealthy after concurrent logprob sessions."
def test_stress_concurrent_sessions(self) -> None:
"""High concurrency streaming + non-streaming with retract pressure;
scheduler must roll back streaming KV without leaking."""
requests.post(self.base_url + "/flush_cache")
asyncio.run(_stress_run_all(self.base_url, self.tokenizer))
for i in range(3):
ids = self.tokenizer.encode(f"Post-stress cleanup {i}.")
requests.post(
self.base_url + "/generate",
json={
"input_ids": ids,
"sampling_params": {"temperature": 0, "max_new_tokens": 4},
},
)
time.sleep(5)
health = requests.get(self.base_url + "/health")
self.assertEqual(
health.status_code,
200,
"Server unhealthy after concurrent stress test — "
"likely a token leak from retract/mixed-chunk + streaming session.",
)
def test_nth_mid_abort_recovery(self) -> None:
"""Abort an Nth-turn request mid-decode; session rolls back to last
successful turn."""
requests.post(self.base_url + "/flush_cache")
resp = requests.post(
self.base_url + "/open_session",
json={"capacity_of_str_len": 50000, "streaming": True},
)
self.assertEqual(resp.status_code, 200)
session_id = resp.json()
try:
# Turn 1: normal generate to create slot.
ids_1 = self.tokenizer.encode("Tell me a very long story about a wizard.")
resp_1 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_1,
"sampling_params": {"temperature": 0, "max_new_tokens": 16},
"session_params": {"id": session_id, "rid": None},
},
timeout=30,
)
self.assertEqual(resp_1.status_code, 200, resp_1.text)
data_1 = resp_1.json()
turn_1_total = (
data_1["meta_info"]["prompt_tokens"]
+ data_1["meta_info"]["completion_tokens"]
)
# Turn 2: long generate, then abort mid-decode.
ids_2 = self.tokenizer.encode(" Continue the story in great detail.")
import threading
result = [None]
def do_generate():
r = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_2,
"sampling_params": {
"temperature": 0,
"max_new_tokens": 100000,
},
"session_params": {"id": session_id, "rid": None},
},
timeout=60,
)
result[0] = r
t = threading.Thread(target=do_generate)
t.start()
time.sleep(0.5)
abort_resp = requests.post(
self.base_url + "/abort_request",
json={"rid": "", "abort_all": True},
timeout=10,
)
self.assertEqual(abort_resp.status_code, 200, abort_resp.text)
t.join(timeout=30)
self.assertIsNotNone(result[0], "Turn 2 should have returned")
data_2 = result[0].json()
self.assertEqual(
data_2["meta_info"]["finish_reason"]["type"],
"abort",
"Turn 2 should be aborted, not finished normally",
)
# Turn 3: recovery. Rolls back to turn 1.
ids_3 = self.tokenizer.encode(" What happens next?")
for attempt in range(20):
resp_3 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_3,
"sampling_params": {"temperature": 0, "max_new_tokens": 8},
"session_params": {"id": session_id, "rid": None},
},
timeout=30,
)
if resp_3.status_code == 200:
break
time.sleep(0.5)
self.assertEqual(resp_3.status_code, 200, resp_3.text)
data_3 = resp_3.json()
# prompt_tokens = turn_1_total + append (BOS stripped).
bos = 1 if ids_3[0] == self.tokenizer.bos_token_id else 0
expected_prompt_3 = turn_1_total + len(ids_3) - bos
self.assertEqual(
data_3["meta_info"]["prompt_tokens"],
expected_prompt_3,
"prompt_tokens must equal turn_1_total + append (no stale abort context)",
)
finally:
requests.post(
self.base_url + "/close_session",
json={"session_id": session_id},
)
health = requests.get(self.base_url + "/health", timeout=10)
self.assertEqual(health.status_code, 200)
def test_first_mid_abort_recovery(self) -> None:
"""Abort the very first request mid-decode (no slot yet; ephemeral
slot is created and nuked). Session must still be usable."""
requests.post(self.base_url + "/flush_cache")
resp = requests.post(
self.base_url + "/open_session",
json={"capacity_of_str_len": 50000, "streaming": True},
)
self.assertEqual(resp.status_code, 200)
session_id = resp.json()
try:
ids_1 = self.tokenizer.encode("Tell me a very long story about a wizard.")
import threading
result = [None]
def do_generate():
r = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_1,
"sampling_params": {
"temperature": 0,
"max_new_tokens": 100000,
},
"session_params": {"id": session_id, "rid": None},
},
timeout=60,
)
result[0] = r
t = threading.Thread(target=do_generate)
t.start()
time.sleep(0.5)
abort_resp = requests.post(
self.base_url + "/abort_request",
json={"rid": "", "abort_all": True},
timeout=10,
)
self.assertEqual(abort_resp.status_code, 200, abort_resp.text)
t.join(timeout=30)
self.assertIsNotNone(result[0], "Turn 1 should have returned")
data_1 = result[0].json()
self.assertEqual(
data_1["meta_info"]["finish_reason"]["type"],
"abort",
"Turn 1 should be aborted, not finished normally",
)
# Turn 2: recovery. No inherited context (req_nodes empty).
ids_2 = self.tokenizer.encode("Tell me a short joke.")
for attempt in range(20):
resp_2 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_2,
"sampling_params": {"temperature": 0, "max_new_tokens": 8},
"session_params": {"id": session_id, "rid": None},
},
timeout=30,
)
if resp_2.status_code == 200:
break
time.sleep(0.5)
self.assertEqual(resp_2.status_code, 200, resp_2.text)
data_2 = resp_2.json()
self.assertEqual(
data_2["meta_info"]["prompt_tokens"],
len(ids_2),
"prompt_tokens must equal turn 2 input only (no inherited context)",
)
finally:
requests.post(
self.base_url + "/close_session",
json={"session_id": session_id},
)
health = requests.get(self.base_url + "/health", timeout=10)
self.assertEqual(health.status_code, 200)
def test_preabort_recovery(self) -> None:
"""Pre-abort (rejected by create_req) preserves the slot; next turn
inherits correctly."""
requests.post(self.base_url + "/flush_cache")
resp = requests.post(
self.base_url + "/open_session",
json={"capacity_of_str_len": 50000, "streaming": True},
)
self.assertEqual(resp.status_code, 200)
session_id = resp.json()
try:
# Turn 1: normal generate to create slot.
ids_1 = self.tokenizer.encode("Tell me a very long story about a wizard.")
resp_1 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_1,
"sampling_params": {"temperature": 0, "max_new_tokens": 16},
"session_params": {"id": session_id, "rid": None},
},
timeout=30,
)
self.assertEqual(resp_1.status_code, 200, resp_1.text)
data_1 = resp_1.json()
turn_1_total = (
data_1["meta_info"]["prompt_tokens"]
+ data_1["meta_info"]["completion_tokens"]
)
# Turn 2: pre-aborted via unsupported offset parameter.
ids_2 = self.tokenizer.encode(" This should be rejected.")
resp_2 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_2,
"sampling_params": {"temperature": 0, "max_new_tokens": 8},
"session_params": {
"id": session_id,
"rid": None,
"offset": 1,
},
},
timeout=30,
)
self.assertIn(resp_2.status_code, (200, 400), resp_2.text)
# Turn 3: normal append. Slot should be intact from turn 1.
ids_3 = self.tokenizer.encode(" What happens next?")
resp_3 = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids_3,
"sampling_params": {"temperature": 0, "max_new_tokens": 8},
"session_params": {"id": session_id, "rid": None},
},
timeout=30,
)
self.assertEqual(resp_3.status_code, 200, resp_3.text)
data_3 = resp_3.json()
bos = 1 if ids_3[0] == self.tokenizer.bos_token_id else 0
expected_prompt_3 = turn_1_total + len(ids_3) - bos
self.assertEqual(
data_3["meta_info"]["prompt_tokens"],
expected_prompt_3,
"prompt_tokens must equal turn_1_total + append (slot preserved)",
)
finally:
requests.post(
self.base_url + "/close_session",
json={"session_id": session_id},
)
health = requests.get(self.base_url + "/health", timeout=10)
self.assertEqual(health.status_code, 200)
class AbortLeakReproKitMixin:
"""Abort-heavy chunked-prefill leak repro."""
def test_abort_heavy_chunked_prefill_does_not_leak(self) -> None:
requests.post(self.base_url + "/flush_cache")
asyncio.run(_abort_repro_run_all(self.base_url, self.tokenizer))
for i in range(3):
ids = self.tokenizer.encode(f"Post-session cleanup request {i}.")
response = requests.post(
self.base_url + "/generate",
json={
"input_ids": ids,
"sampling_params": {"temperature": 0, "max_new_tokens": 4},
},
timeout=30,
)
self.assertEqual(response.status_code, 200, response.text)
time.sleep(5)
self.assertIsNone(
self.process.poll(),
"Server crashed during abort-heavy streaming session repro.",
)
health = requests.get(self.base_url + "/health", timeout=10)
self.assertEqual(
health.status_code,
200,
"Server unhealthy after abort-heavy streaming session cleanup.",
)