jump-forward rename (#144)
This commit is contained in:
Liangsheng Yin
245
benchmark/json_jump_forward/bench_other.py
Normal file
245
benchmark/json_jump_forward/bench_other.py
Normal file
@@ -0,0 +1,245 @@
|
||||
import argparse
|
||||
import json
|
||||
import time
|
||||
from concurrent.futures import ThreadPoolExecutor
|
||||
from functools import partial
|
||||
|
||||
import guidance
|
||||
from sglang.test.test_utils import (
|
||||
add_common_other_args_and_parse,
|
||||
call_generate_outlines,
|
||||
)
|
||||
from sglang.utils import dump_state_text, read_jsonl
|
||||
from tqdm import tqdm
|
||||
|
||||
# there are some FSM bugs with json regex converted from pydantic model
|
||||
# here use a string regex instead
|
||||
# regex_string = build_regex_from_object(HarryPoterRole)
|
||||
character_regex = (
|
||||
r"""\{\n"""
|
||||
+ r""" "name": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "house": "(Gryffindor|Slytherin|Ravenclaw|Hufflepuff)",\n"""
|
||||
+ r""" "blood status": "(Pure-blood|Half-blood|Muggle-born)",\n"""
|
||||
+ r""" "occupation": "(student|teacher|auror|ministry of magic|death eater|order of the phoenix)",\n"""
|
||||
+ r""" "wand": \{\n"""
|
||||
+ r""" "wood": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "core": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "length": [0-9]{1,2}\.[0-9]{0,2}\n"""
|
||||
+ r""" \},\n"""
|
||||
+ r""" "alive": "(Alive|Deceased)",\n"""
|
||||
+ r""" "patronus": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "bogart": "[\w\d\s]{1,16}"\n"""
|
||||
+ r"""\}"""
|
||||
)
|
||||
|
||||
city_regex = (
|
||||
r"""\{\n"""
|
||||
+ r""" "name": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "country": "[\w\d\s]{1,16}",\n"""
|
||||
+ r""" "latitude": [-+]?[0-9]*\.?[0-9]{0,2},\n"""
|
||||
+ r""" "population": [-+]?[0-9]{1,9},\n"""
|
||||
+ r""" "top 3 landmarks": \["[\w\d\s]{1,16}", "[\w\d\s]{1,16}", "[\w\d\s]{1,16}"\]\n"""
|
||||
+ r"""\}"""
|
||||
)
|
||||
|
||||
# fmt: off
|
||||
def character_gen(name, generate):
|
||||
s = name + " is a character in Harry Potter. Please fill in the following information about this character.\n"
|
||||
s += generate(s, max_tokens=256, regex=character_regex)
|
||||
return s
|
||||
# fmt: on
|
||||
|
||||
# fmt: off
|
||||
def city_gen(document, generate):
|
||||
s = "Please extract the information of a city from the following wikipedia page.\n"
|
||||
s += "Page begin.\n" + document + "Page end.\n"
|
||||
s += "Here is the name, country, and symbol of the city in JSON format.\n"
|
||||
s += generate(s, max_tokens=256, regex=city_regex)
|
||||
return s
|
||||
# fmt: on
|
||||
|
||||
|
||||
@guidance
|
||||
def character_maker(lm, name):
|
||||
regex_str_no_quote = r"[\w\d\s]+"
|
||||
regex_float = r"[0-9]+\.[0-9]+"
|
||||
lm += f"""\
|
||||
{name} is a character in Harry Potter. Please fill in the following information about him/her.
|
||||
{{
|
||||
"name": "{guidance.gen("name", max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"house": "{guidance.select(options=['Gryffindor', 'Slytherin', 'Ravenclaw', 'Hufflepuff'], name='house')}",
|
||||
"blood status": "{guidance.select(options=['Pure-blood', 'Half-blood', 'Muggle-born'], name='blood status')}",
|
||||
"occupation": "{guidance.select(options=['student', 'teacher', 'auror', 'ministry of magic', 'death eater', 'order of the phoenix'], name='occupation')}",
|
||||
"wand": {{
|
||||
"wood": "{guidance.gen("wood", max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"core": "{guidance.gen('core', max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"length": {guidance.gen('length', max_tokens=10, regex=regex_float)}
|
||||
}},
|
||||
"alive": "{guidance.select(options=['Alive', 'Deceased'], name='alive')}",
|
||||
"patronus": "{guidance.gen('patronus', max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"bogart": "{guidance.gen('bogart', max_tokens=16, regex=regex_str_no_quote)}"
|
||||
}}
|
||||
"""
|
||||
|
||||
return lm
|
||||
|
||||
|
||||
@guidance
|
||||
def city_maker(lm, document):
|
||||
regex_str_no_quote = r"[\w\d\s]+"
|
||||
regex_float = r"[0-9]+\.[0-9]+"
|
||||
lm += f"""\
|
||||
Please extract the information of a city from the following wikipedia page.
|
||||
Page begin.
|
||||
{document}
|
||||
Page end.
|
||||
Here is the name, country, and symbol of the city in JSON format.
|
||||
{{
|
||||
"name": "{guidance.gen("name", max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"country": "{guidance.gen("country", max_tokens=16, regex=regex_str_no_quote)}",
|
||||
"latitude": {guidance.gen("latitude", max_tokens=10, regex=regex_float)},
|
||||
"population": {guidance.gen("population", max_tokens=10, regex=r"[0-9]+")},
|
||||
"top 3 landmarks": [
|
||||
"{guidance.gen("landmark1", max_tokens=16, regex=regex_str_no_quote)}", "{guidance.gen("landmark2", max_tokens=16, regex=regex_str_no_quote)}", "{guidance.gen("landmark3", max_tokens=16, regex=regex_str_no_quote)}"
|
||||
]
|
||||
}}
|
||||
"""
|
||||
|
||||
return lm
|
||||
|
||||
|
||||
def bench_character(args):
|
||||
arguments = []
|
||||
with open(args.data_path, "r") as f:
|
||||
for line in f:
|
||||
arguments.append({"name": line.strip()})
|
||||
arguments = arguments[: args.num_jsons]
|
||||
|
||||
states = [None] * len(arguments)
|
||||
|
||||
# Select backend
|
||||
if args.backend == "vllm":
|
||||
url = f"{args.host}:{args.port}/generate"
|
||||
generate = partial(call_generate_outlines, url=url, temperature=0)
|
||||
|
||||
def func(i):
|
||||
states[i] = character_gen(**arguments[i], generate=generate)
|
||||
|
||||
get_one_answer = func
|
||||
elif args.backend == "guidance":
|
||||
model = guidance.models.LlamaCpp(
|
||||
args.llama_cpp_model_path,
|
||||
n_gpu_layers=-1,
|
||||
n_ctx=4096,
|
||||
)
|
||||
|
||||
def func(i):
|
||||
lm = model + character_maker(**arguments[i])
|
||||
states[i] = lm
|
||||
|
||||
get_one_answer = func
|
||||
else:
|
||||
raise ValueError(f"Invalid backend: {args.backend}")
|
||||
|
||||
tic = time.time()
|
||||
if args.parallel == 1:
|
||||
for i in tqdm(range(len(arguments))):
|
||||
get_one_answer(i)
|
||||
else:
|
||||
with ThreadPoolExecutor(args.parallel) as executor:
|
||||
rets = executor.map(get_one_answer, list(range(len(arguments))))
|
||||
for _ in rets:
|
||||
pass
|
||||
|
||||
latency = time.time() - tic
|
||||
|
||||
return states, latency
|
||||
|
||||
|
||||
def bench_city_doc(args):
|
||||
arguments = []
|
||||
for line in read_jsonl(args.data_path):
|
||||
arguments.append({"document": line["document"]})
|
||||
arguments = arguments[: args.num_jsons]
|
||||
|
||||
states = [None] * len(arguments)
|
||||
|
||||
# Select backend
|
||||
if args.backend == "vllm":
|
||||
url = f"{args.host}:{args.port}/generate"
|
||||
generate = partial(call_generate_outlines, url=url, temperature=0)
|
||||
|
||||
def func(i):
|
||||
states[i] = city_gen(**arguments[i], generate=generate)
|
||||
|
||||
get_one_answer = func
|
||||
elif args.backend == "guidance":
|
||||
model = guidance.models.LlamaCpp(
|
||||
args.llama_cpp_model_path,
|
||||
n_gpu_layers=-1,
|
||||
n_ctx=4096,
|
||||
)
|
||||
|
||||
def func(i):
|
||||
lm = model + city_maker(**arguments[i])
|
||||
states[i] = lm
|
||||
|
||||
get_one_answer = func
|
||||
else:
|
||||
raise ValueError(f"Invalid backend: {args.backend}")
|
||||
|
||||
tic = time.time()
|
||||
if args.parallel == 1:
|
||||
for i in tqdm(range(len(arguments))):
|
||||
get_one_answer(i)
|
||||
else:
|
||||
with ThreadPoolExecutor(args.parallel) as executor:
|
||||
rets = executor.map(get_one_answer, list(range(len(arguments))))
|
||||
for _ in rets:
|
||||
pass
|
||||
|
||||
latency = time.time() - tic
|
||||
|
||||
return states, latency
|
||||
|
||||
|
||||
def main(args):
|
||||
if args.mode == "character":
|
||||
args.data_path = "dataset.txt"
|
||||
states, latency = bench_character(args)
|
||||
elif args.mode == "city":
|
||||
args.data_path = "questions.jsonl"
|
||||
states, latency = bench_city_doc(args)
|
||||
|
||||
# Compute accuracy
|
||||
print(f"Latency: {latency:.3f}")
|
||||
|
||||
# Write results
|
||||
dump_state_text(f"tmp_output_{args.backend}_{args.mode}.txt", states)
|
||||
|
||||
with open(args.result_file, "a") as fout:
|
||||
value = {
|
||||
"task": "json_jump_forward",
|
||||
"backend": args.backend,
|
||||
"latency": round(latency, 3),
|
||||
"num_jsons": args.num_jsons,
|
||||
"mode": args.mode,
|
||||
"parallel": args.parallel,
|
||||
}
|
||||
fout.write(json.dumps(value) + "\n")
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
parser = argparse.ArgumentParser()
|
||||
parser.add_argument("--data-path", type=str)
|
||||
parser.add_argument("--num-jsons", type=int, default=50)
|
||||
parser.add_argument(
|
||||
"--mode", type=str, default="character", choices=["character", "city"]
|
||||
)
|
||||
parser.add_argument(
|
||||
"--llama-cpp-model-path",
|
||||
type=str,
|
||||
default="/home/ubuntu/model_weights/Llama-2-7b-chat-hf/ggml-model-f16.gguf",
|
||||
)
|
||||
args = add_common_other_args_and_parse(parser)
|
||||
main(args)
|
||||
Reference in New Issue
Block a user