[Frontend] Support OpenAI batch file format (#4794)

Co-authored-by: Robert Shaw <114415538+robertgshaw2-neuralmagic@users.noreply.github.com>
This commit is contained in:
Alex Wu
2024-05-15 19:13:36 -04:00
committed by GitHub
parent fc0d9dfc3a
commit 52f8107cf2
7 changed files with 415 additions and 3 deletions

View File

@@ -0,0 +1,53 @@
import subprocess
import sys
import tempfile
from vllm.entrypoints.openai.protocol import BatchRequestOutput
# ruff: noqa: E501
INPUT_BATCH = """{"custom_id": "request-1", "method": "POST", "url": "/v1/chat/completions", "body": {"model": "NousResearch/Meta-Llama-3-8B-Instruct", "messages": [{"role": "system", "content": "You are a helpful assistant."},{"role": "user", "content": "Hello world!"}],"max_tokens": 1000}}
{"custom_id": "request-2", "method": "POST", "url": "/v1/chat/completions", "body": {"model": "NousResearch/Meta-Llama-3-8B-Instruct", "messages": [{"role": "system", "content": "You are an unhelpful assistant."},{"role": "user", "content": "Hello world!"}],"max_tokens": 1000}}"""
INVALID_INPUT_BATCH = """{"invalid_field": "request-1", "method": "POST", "url": "/v1/chat/completions", "body": {"model": "NousResearch/Meta-Llama-3-8B-Instruct", "messages": [{"role": "system", "content": "You are a helpful assistant."},{"role": "user", "content": "Hello world!"}],"max_tokens": 1000}}
{"custom_id": "request-2", "method": "POST", "url": "/v1/chat/completions", "body": {"model": "NousResearch/Meta-Llama-3-8B-Instruct", "messages": [{"role": "system", "content": "You are an unhelpful assistant."},{"role": "user", "content": "Hello world!"}],"max_tokens": 1000}}"""
def test_e2e():
with tempfile.NamedTemporaryFile(
"w") as input_file, tempfile.NamedTemporaryFile(
"r") as output_file:
input_file.write(INPUT_BATCH)
input_file.flush()
proc = subprocess.Popen([
sys.executable, "-m", "vllm.entrypoints.openai.run_batch", "-i",
input_file.name, "-o", output_file.name, "--model",
"NousResearch/Meta-Llama-3-8B-Instruct"
], )
proc.communicate()
proc.wait()
assert proc.returncode == 0, f"{proc=}"
contents = output_file.read()
for line in contents.strip().split("\n"):
# Ensure that the output format conforms to the openai api.
# Validation should throw if the schema is wrong.
BatchRequestOutput.model_validate_json(line)
def test_e2e_invalid_input():
"""
Ensure that we fail when the input doesn't conform to the openai api.
"""
with tempfile.NamedTemporaryFile(
"w") as input_file, tempfile.NamedTemporaryFile(
"r") as output_file:
input_file.write(INVALID_INPUT_BATCH)
input_file.flush()
proc = subprocess.Popen([
sys.executable, "-m", "vllm.entrypoints.openai.run_batch", "-i",
input_file.name, "-o", output_file.name, "--model",
"NousResearch/Meta-Llama-3-8B-Instruct"
], )
proc.communicate()
proc.wait()
assert proc.returncode != 0, f"{proc=}"