Files
test-small-llms/libs/run_tests.py
2024-08-07 21:27:40 +02:00

71 lines
2.4 KiB
Python

from libs.test_class import Test
from libs.validators import system_human_answer_match
from libs.runnables import basic
import json
def padd(list, element):
longest = 0
for s in list:
longest = max(longest, len(str(s)))
return str(element).ljust(longest)
def run_tests(models: list[str], seeds: list[int], tests: list[Test], base_url: str):
# try:
with open("./saved_results.json", "r") as f:
saved_results = json.load(fp=f)
# except:
# saved_results = {}
# Get Results
run_results = {}
for model in models:
for seed in seeds:
for test in tests:
# Init dict
combination = {
'test_name': test.name,
'model': model,
'seed': seed,
}
hash_key = str(hash(json.dumps(combination, sort_keys=True)))
if hash_key not in saved_results.keys():
# try:
combination['answer'] = test.runnable(model=model, seed=seed, test=test, base_url=base_url)
combination['test'] = test
run_results[hash_key] = combination
print(f"Model {padd(models, model)} starting with seed {padd(seeds, seed)} is done with test '{test.name}'.")
# except Exception as e:
# print("\033[0;31mError:\033[0m " + str(e))
else:
print(f"Skipped {combination}")
# Validate Results
for hash_key in run_results:
result = run_results[hash_key]
entry = {
'test_name': result['test_name'],
'model': result['model'],
'seed': result['seed'],
'answer': result['answer'],
'validation': result['test'].validator(test=result['test'], answer=result['answer'], base_url=base_url)
}
saved_results[hash_key] = entry # add result with validation to saved results
print(f"Validation of answer from test {entry['test_name']} by {entry['model']} with seed {entry['seed']} evaluated to " + ('\033[0;32mcorrect\033[0m' if entry['validation'] == True else '\033[0;31mincorrect\033[0m'))
with open("./saved_results.json", "w") as f:
json.dump(fp=f, obj=saved_results, indent=4, ensure_ascii=False)
print("Dumped")
return saved_results