{ "cells": [ { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from tqdm import tqdm\n", "from json_repair import repair_json\n", "import os\n", "import json\n", "import random\n", "import re\n", "\n", "def readListFromFile(path: str) -> list:\n", " \"\"\"从文件中逐行读取内容到列表\"\"\"\n", " lines = []\n", " try:\n", " with open(path, 'r', encoding='utf-8') as f:\n", " lines = [line.strip() for line in f]\n", " except UnicodeDecodeError:\n", " print(f\"{path} utf-8 打开失败,尝试使用gbk\")\n", " try:\n", " with open(path, 'r', encoding='gbk') as f:\n", " lines = [line.strip() for line in f]\n", " except Exception as e:\n", " print(f\"读取文件失败: {e}\")\n", " except FileNotFoundError:\n", " print(f\"错误: 文件未找到 - {path}\")\n", " \n", " if path.endswith('.jsonl'):\n", " try:\n", " json_lines = [json.loads(line) for line in lines]\n", " return json_lines\n", " except Exception as e:\n", " print(f\"JSON 解析失败: {e}\")\n", " \n", " return lines\n", "\n", "def saveLstAsFile(data_list: list, path: str, overwrite: bool = False):\n", " \"\"\"将列表内容逐行写入文件\"\"\"\n", " if len(data_list) == 0:\n", " print(\"列表为空,无法写入文件\")\n", " return\n", " \n", " if isinstance(data_list[0],dict):\n", " data_list = [json.dumps(item, ensure_ascii=False) for item in data_list]\n", "\n", " if os.path.exists(path) and not overwrite:\n", " new_path = f'{path}_{int(time.time())}.bak'\n", " print(f'{path} 已存在,内容将写入到 {new_path}')\n", " path = new_path\n", " with open(path, 'w', encoding='utf-8') as f:\n", " for item in data_list:\n", " f.write(str(item).strip() + '\\n')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "zh_gt_labs_lines = readListFromFile('./test_wavs/zh_test_lines.jsonl')\n", "en_gt_labs_lines = readListFromFile('./test_wavs/en_test_lines.jsonl')\n", "ns_gt_labs_lines = readListFromFile('./test_wavs/silence_noise_test.jsonl')\n", "\n", "audio2lines = {\n", " line['audio']: line\n", " for line in zh_gt_labs_lines + en_gt_labs_lines + ns_gt_labs_lines\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`./zh_our_res.jsonl` 文件中,每一行都是一个 JSON 对象,例如:\n", "\n", "```jsonl\n", "{\"audio\": \"00885_00886_00885_701.wav\", \"total_nonbreak\": true, \"break_time\": -1}\n", "{\"audio\": \"00883_00884_00883_172.wav\", \"total_nonbreak\": false, \"break_time\": 0.64}\n", "```\n", "\n", "### 字段说明\n", "\n", "```json\n", "{\n", " \"audio\": \"音频文件名\",\n", " \"total_nonbreak\": \"是否整段音频都未触发打断信号\",\n", " \"break_time\": \"触发打断信号的时间点(单位:秒)\"\n", "}\n", "```\n", "\n", "### 规则说明\n", "\n", "- `audio`:音频文件名。\n", "- `total_nonbreak`:\n", " - `true` 表示整段音频没有触发打断信号;\n", " - `false` 表示音频中触发了打断信号。\n", "- `break_time`:\n", " - 当 `total_nonbreak = true` 时,`break_time` 通常为 `-1`;\n", " - 当 `total_nonbreak = false` 时,`break_time` 表示首次触发打断信号的时间点,单位为秒。\n", "\n", "---\n", "\n", "Each line in `./zh_our_res.jsonl` is a JSON object, for example:\n", "\n", "```jsonl\n", "{\"audio\": \"00885_00886_00885_701.wav\", \"total_nonbreak\": true, \"break_time\": -1}\n", "{\"audio\": \"00883_00884_00883_172.wav\", \"total_nonbreak\": false, \"break_time\": 0.64}\n", "```\n", "\n", "### Field Description\n", "\n", "```json\n", "{\n", " \"audio\": \"Audio filename\",\n", " \"total_nonbreak\": \"Whether the entire audio contains no interruption signal\",\n", " \"break_time\": \"Timestamp of the interruption signal (in seconds)\"\n", "}\n", "```\n", "\n", "### Rules\n", "\n", "- `audio`: the audio filename.\n", "- `total_nonbreak`:\n", " - `true` means no interruption signal was triggered throughout the entire audio;\n", " - `false` means an interruption signal was triggered in the audio.\n", "- `break_time`:\n", " - When `total_nonbreak = true`, `break_time` is usually `-1`;\n", " - When `total_nonbreak = false`, `break_time` indicates the timestamp of the first interruption signal, in seconds.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "test_result_file = './zh_our_res.jsonl'\n", "test_result_lines = readListFromFile(test_result_file)\n", "\n", "false_alarm_num = 0\n", "for line in test_result_lines:\n", " audio = line['audio']\n", " labs = audio2lines[audio]\n", "\n", " test_break_time = line['break_time']\n", " test_nonbreak = line['total_nonbreak']\n", "\n", " gt_break_time = labs['break_time']\n", " gt_nonbreak = labs['total_nonbreak']\n", " duration = labs['duration']\n", "\n", " line['duration'] = duration\n", " line['gt_break_time'] = gt_break_time\n", " line['gt_nonbreak'] = gt_nonbreak\n", "\n", " if test_break_time <= gt_break_time + 0.05 and test_break_time >= gt_break_time - 0.05: #结果打断时间和真实打断时间相近\n", " line['advance_time'] = 0\n", " line['delay_time'] = 0\n", " line['penalty_time'] = 0\n", " continue\n", " elif gt_nonbreak and test_nonbreak: #真实不打断,结果不打断\n", " line['advance_time'] = 0\n", " line['delay_time'] = 0\n", " line['penalty_time'] = 0\n", " continue\n", " elif gt_nonbreak and not test_nonbreak: #真实不打断,结果打断\n", " false_alarm_num += 1\n", " line['advance_time'] = 0\n", " line['delay_time'] = 0\n", " line['penalty_time'] = duration\n", " elif not gt_nonbreak and test_nonbreak: #真实打断,结果不打断\n", " line['advance_time'] = 0\n", " line['delay_time'] = 0\n", " line['penalty_time'] = (duration-gt_break_time)\n", " elif not gt_nonbreak and not test_nonbreak: #真实打断,结果打断\n", " if test_break_time >= gt_break_time:\n", " line['advance_time'] = 0\n", " line['delay_time'] = (test_break_time - gt_break_time)\n", " line['penalty_time'] = (test_break_time - gt_break_time)\n", " elif test_break_time < gt_break_time:\n", " false_alarm_num += 1\n", " line['advance_time'] = 0\n", " line['delay_time'] = 0\n", " line['penalty_time'] = duration\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FIR: 0.1375 IRL: 0.33837436932391457 APT: 0.6561522135416662\n" ] } ], "source": [ "delay_items = [line['delay_time'] for line in test_result_lines if line['delay_time'] > 0]\n", "penalty_time_items = [line['penalty_time'] for line in test_result_lines]\n", "\n", "print(\"FIR:\",false_alarm_num/len(test_result_lines), \"IRL:\", sum(delay_items)/len(delay_items), \"APT:\", sum(penalty_time_items)/len(penalty_time_items))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.23" } }, "nbformat": 4, "nbformat_minor": 2 }