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import pytest
import time
from utils import *
server = ServerPreset.tinyllama2()
@pytest.fixture(scope="module", autouse=True)
def create_server():
global server
server = ServerPreset.tinyllama2()
@pytest.mark.parametrize("prompt,n_predict,re_content,n_prompt,n_predicted,truncated", [
("I believe the meaning of life is", 8, "(going|bed)+", 18, 8, False),
("Write a joke about AI from a very long prompt which will not be truncated", 256, "(princesses|everyone|kids|Anna|forest)+", 46, 64, False),
])
def test_completion(prompt: str, n_predict: int, re_content: str, n_prompt: int, n_predicted: int, truncated: bool):
global server
server.start()
res = server.make_request("POST", "/completion", data={
"n_predict": n_predict,
"prompt": prompt,
})
assert res.status_code == 200
assert res.body["timings"]["prompt_n"] == n_prompt
assert res.body["timings"]["predicted_n"] == n_predicted
assert res.body["truncated"] == truncated
assert match_regex(re_content, res.body["content"])
@pytest.mark.parametrize("prompt,n_predict,re_content,n_prompt,n_predicted,truncated", [
("I believe the meaning of life is", 8, "(going|bed)+", 18, 8, False),
("Write a joke about AI from a very long prompt which will not be truncated", 256, "(princesses|everyone|kids|Anna|forest)+", 46, 64, False),
])
def test_completion_stream(prompt: str, n_predict: int, re_content: str, n_prompt: int, n_predicted: int, truncated: bool):
global server
server.start()
res = server.make_stream_request("POST", "/completion", data={
"n_predict": n_predict,
"prompt": prompt,
"stream": True,
})
content = ""
for data in res:
if data["stop"]:
assert data["timings"]["prompt_n"] == n_prompt
assert data["timings"]["predicted_n"] == n_predicted
assert data["truncated"] == truncated
assert match_regex(re_content, content)
else:
content += data["content"]
@pytest.mark.parametrize("n_slots", [1, 2])
def test_consistent_result_same_seed(n_slots: int):
global server
server.n_slots = n_slots
server.start()
last_res = None
for _ in range(4):
res = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": 42,
"temperature": 1.0,
"cache_prompt": False, # TODO: remove this once test_cache_vs_nocache_prompt is fixed
})
if last_res is not None:
assert res.body["content"] == last_res.body["content"]
last_res = res
@pytest.mark.parametrize("n_slots", [1, 2])
def test_different_result_different_seed(n_slots: int):
global server
server.n_slots = n_slots
server.start()
last_res = None
for seed in range(4):
res = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": seed,
"temperature": 1.0,
"cache_prompt": False, # TODO: remove this once test_cache_vs_nocache_prompt is fixed
})
if last_res is not None:
assert res.body["content"] != last_res.body["content"]
last_res = res
@pytest.mark.parametrize("n_batch", [16, 32])
@pytest.mark.parametrize("temperature", [0.0, 1.0])
def test_consistent_result_different_batch_size(n_batch: int, temperature: float):
global server
server.n_batch = n_batch
server.start()
last_res = None
for _ in range(4):
res = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": 42,
"temperature": temperature,
"cache_prompt": False, # TODO: remove this once test_cache_vs_nocache_prompt is fixed
})
if last_res is not None:
assert res.body["content"] == last_res.body["content"]
last_res = res
@pytest.mark.skip(reason="This test fails on linux, need to be fixed")
def test_cache_vs_nocache_prompt():
global server
server.start()
res_cache = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": 42,
"temperature": 1.0,
"cache_prompt": True,
})
res_no_cache = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": 42,
"temperature": 1.0,
"cache_prompt": False,
})
assert res_cache.body["content"] == res_no_cache.body["content"]
def test_completion_with_tokens_input():
global server
server.temperature = 0.0
server.start()
prompt_str = "I believe the meaning of life is"
res = server.make_request("POST", "/tokenize", data={
"content": prompt_str,
"add_special": True,
})
assert res.status_code == 200
tokens = res.body["tokens"]
# single completion
res = server.make_request("POST", "/completion", data={
"prompt": tokens,
})
assert res.status_code == 200
assert type(res.body["content"]) == str
# batch completion
res = server.make_request("POST", "/completion", data={
"prompt": [tokens, tokens],
})
assert res.status_code == 200
assert type(res.body) == list
assert len(res.body) == 2
assert res.body[0]["content"] == res.body[1]["content"]
# mixed string and tokens
res = server.make_request("POST", "/completion", data={
"prompt": [tokens, prompt_str],
})
assert res.status_code == 200
assert type(res.body) == list
assert len(res.body) == 2
assert res.body[0]["content"] == res.body[1]["content"]
# mixed string and tokens in one sequence
res = server.make_request("POST", "/completion", data={
"prompt": [1, 2, 3, 4, 5, 6, prompt_str, 7, 8, 9, 10, prompt_str],
})
assert res.status_code == 200
assert type(res.body["content"]) == str
@pytest.mark.parametrize("n_slots,n_requests", [
(1, 3),
(2, 2),
(2, 4),
(4, 2), # some slots must be idle
(4, 6),
])
def test_completion_parallel_slots(n_slots: int, n_requests: int):
global server
server.n_slots = n_slots
server.temperature = 0.0
server.start()
PROMPTS = [
("Write a very long book.", "(very|special|big)+"),
("Write another a poem.", "(small|house)+"),
("What is LLM?", "(Dad|said)+"),
("The sky is blue and I love it.", "(climb|leaf)+"),
("Write another very long music lyrics.", "(friends|step|sky)+"),
("Write a very long joke.", "(cat|Whiskers)+"),
]
def check_slots_status():
should_all_slots_busy = n_requests >= n_slots
time.sleep(0.1)
res = server.make_request("GET", "/slots")
n_busy = sum([1 for slot in res.body if slot["is_processing"]])
if should_all_slots_busy:
assert n_busy == n_slots
else:
assert n_busy <= n_slots
tasks = []
for i in range(n_requests):
prompt, re_content = PROMPTS[i % len(PROMPTS)]
tasks.append((server.make_request, ("POST", "/completion", {
"prompt": prompt,
"seed": 42,
"temperature": 1.0,
})))
tasks.append((check_slots_status, ()))
results = parallel_function_calls(tasks)
# check results
for i in range(n_requests):
prompt, re_content = PROMPTS[i % len(PROMPTS)]
res = results[i]
assert res.status_code == 200
assert type(res.body["content"]) == str
assert len(res.body["content"]) > 10
# FIXME: the result is not deterministic when using other slot than slot 0
# assert match_regex(re_content, res.body["content"])
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