test_dreamtalk.py

import requests
import sys
from draw_confusion import draw, draw2
from tqdm import tqdm


DEBUG = True #False
API_URL = "/static-proxy?url=https%3A%2F%2Fapi-inference.huggingface.co%2Fmodels%2FMIT%2Fast-finetuned-audioset-10-10-0.4593%26quot%3B%3C%2Fspan%3E%3C!-- HTML_TAG_END -->
headers = {"Authorization": "Bearer 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"}


# 处理请求
# filename = '1.flac'
def request_api(filename):
    with open(filename, "rb") as f:
        data = f.read()
    response = requests.post(API_URL, headers=headers, data=data)
    return response.json()


# 批量处理
def batch_request_api(file_uris):
    if DEBUG: print('batch_request_api')
    y_len = len(file_uris)
    y_true = [0] * y_len
    y_pred = [0] * y_len
    y_idx = 0
    for input_file in tqdm(file_uris):
        res = request_api(input_file)
        # print('%s %s:' % (str(y_idx), str(input_file)) )
        # print('%s' % str(res[:3]))
        
        first_label = str(res[0]['label'])
        first_score = res[0]['score']
        # print(str(first_label))
        # print(str(first_score))

        y_true[y_idx] = first_label
        y_pred[y_idx] = round(first_score, 1)
        y_idx = y_idx + 1
    
    return y_true, y_pred


# 处理命令行
if __name__ == "__main__":
	if DEBUG: print('main, ' + str(sys.argv[1:]))	
	if DEBUG: print('main, ' + str(len(sys.argv)))

	# 获取命令行参数
	if len(sys.argv) < 2:
		print("用法：python x.py <文件或通配符>")
		sys.exit(1)
	
	if DEBUG: print('main, batch_request_api')
	y_true, y_pred = batch_request_api(sys.argv[1:])
	if DEBUG: print('y_true = %s, y_pred = %s' % (str(y_true), str(y_pred)))
	draw2(y_true, y_pred)