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.github/ISSUE_TEMPLATE/ask_questions.md 0 → 100644
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---
name: ❓ Questions/Help
about: If you have questions, please first search existing issues and docs
labels: 'question, needs triage'
---
Notice: In order to resolve issues more efficiently, please raise issue following the template.
（注意：为了更加高效率解决您遇到的问题，请按照模板提问，补充细节）
## ❓ Questions and Help
### Before asking:
1. search the issues.
2. search the docs.
<!-- If you still can't find what you need: -->
#### What is your question?
#### Code
<!-- Please paste a code snippet if your question requires it! -->
#### What have you tried?
#### What's your environment?
- OS (e.g., Linux):
- FunASR Version (e.g., 1.0.0):
- ModelScope Version (e.g., 1.11.0):
- PyTorch Version (e.g., 2.0.0):
- How you installed funasr (`pip`, source):
- Python version:
- GPU (e.g., V100M32)
- CUDA/cuDNN version (e.g., cuda11.7):
- Docker version (e.g., funasr-runtime-sdk-cpu-0.4.1)
- Any other relevant information:
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---
name: 🐛 Bug Report
about: Submit a bug report to help us improve
labels: 'bug, needs triage'
---
Notice: In order to resolve issues more efficiently, please raise issue following the template.
（注意：为了更加高效率解决您遇到的问题，请按照模板提问，补充细节）
## 🐛 Bug
<!-- A clear and concise description of what the bug is. -->
### To Reproduce
Steps to reproduce the behavior (**always include the command you ran**):
1. Run cmd '....'
2. See error
<!-- If you have a code sample, error messages, stack traces, please provide it here as well -->
#### Code sample
<!-- Ideally attach a minimal code sample to reproduce the decried issue.
Minimal means having the shortest code but still preserving the bug. -->
### Expected behavior
<!-- A clear and concise description of what you expected to happen. -->
### Environment
- OS (e.g., Linux):
- FunASR Version (e.g., 1.0.0):
- ModelScope Version (e.g., 1.11.0):
- PyTorch Version (e.g., 2.0.0):
- How you installed funasr (`pip`, source):
- Python version:
- GPU (e.g., V100M32)
- CUDA/cuDNN version (e.g., cuda11.7):
- Docker version (e.g., funasr-runtime-sdk-cpu-0.4.1)
- Any other relevant information:
### Additional context
<!-- Add any other context about the problem here. -->
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blank_issues_enabled: false
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---
name: 📚 Documentation/Typos
about: Report an issue related to documentation or a typo
labels: 'documentation, needs triage'
---
## 📚 Documentation
For typos and doc fixes, please go ahead and:
1. Create an issue.
2. Fix the typo.
3. Submit a PR.
Thanks!
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.pre-commit-config.yaml 0 → 100644
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repos:
- repo: https://github.com/psf/black
rev: 24.4.0
hooks:
- id: black
args: ['--line-length=100'] # 示例参数，black默认使用4个空格缩进
Acknowledge.md 0 → 100644
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## Acknowledge
1. We borrowed a lot of code from [Kaldi](http://kaldi-asr.org/) for data preparation.
2. We borrowed a lot of code from [ESPnet](https://github.com/espnet/espnet). FunASR follows up the training and finetuning pipelines of ESPnet.
3. We referred [Wenet](https://github.com/wenet-e2e/wenet) for building dataloader for large scale data training.
4. We acknowledge [ChinaTelecom](https://github.com/zhuzizyf/damo-fsmn-vad-infer-httpserver) for contributing the VAD runtime.
5. We acknowledge [RapidAI](https://github.com/RapidAI) for contributing the Paraformer and CT_Transformer-punc runtime.
6. We acknowledge [AiHealthx](http://www.aihealthx.com/) for contributing the websocket service and html5.
7. We acknowledge [XVERSE](http://www.xverse.cn/index.html) for contributing the grpc service.
8. We acknowledge [blt](https://github.com/bltcn) for develop and deploy website.
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# Contributing to FunASR
First off, thanks for taking the time to contribute! 🎉
The following is a set of guidelines for contributing to FunASR. These are mostly guidelines, not rules. Use your best judgment, and feel free to propose changes to this document in a pull request.
## How Can I Contribute?
### Reporting Bugs
This section guides you through submitting a bug report for FunASR. Following these guidelines helps maintainers and the community understand your report, reproduce the behavior, and find related reports.
- **Ensure the bug was not already reported** by searching on GitHub under Issues.
- If you're unable to find an open issue addressing the problem, open a new one. Be sure to include a **title and clear description**, as much relevant information as possible, and a **code sample** or an **executable test case** demonstrating the expected behavior that is not occurring.
### Suggesting Enhancements
This section guides you through submitting an enhancement suggestion for FunASR, including completely new features and minor improvements to existing functionality.
- **Ensure the enhancement was not already suggested** by searching on GitHub under Issues.
- If you find an enhancement that matches your suggestion, feel free to add your comments to the existing issue.
- If you don't find an existing issue, you can open a new one. Be sure to include a **title and clear description**, as much relevant information as possible, and a **code sample** or an **executable test case** demonstrating the expected behavior.
### Pull Requests
The process described here has several goals:
- Maintain FunASR's quality
- Fix problems that are important to users
- Engage the community in working toward the best possible FunASR
Please follow these steps to have your contribution considered by the maintainers:
1. **Fork** the repository.
2. **Clone** your fork: `git clone https://github.com/alibaba/FunASR.git`
3. **Create a branch** for your changes: `git checkout -b my-new-feature`
4. **Make your changes**.
5. **Commit your changes**: `git commit -am 'Add some feature'`
6. **Push to the branch**: `git push origin my-new-feature`
7. **Create a new Pull Request**.
### Code of Conduct
This project and everyone participating in it is governed by the FunASR Code of Conduct. By participating, you are expected to uphold this code.
Thank you for contributing to FunASR!
MODEL_LICENSE 0 → 100644
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FunASR Model Open Source License Agreement
Version: 1.1
Copyright (C) [2023-2028] [Alibaba Group]. All rights reserved.
Thank you for choosing the FunASR open-source model. The FunASR open-source model includes a range of free and open industrial models for you to use, modify, share, and learn from.
To ensure better community collaboration, we have established the following agreement, and we hope you will read and comply with its terms.
Definitions
In this agreement, [FunASR Software] refers to FunASR open-source model weights and their derivatives, including finetuned models; [You] refers to individuals or organizations using, modifying, sharing, and learning from [FunASR Software].
2 License and Restrictions
2.1 License
You are free to use, copy, modify, and share [FunASR Software] under the terms of this agreement.
2.2 Restrictions
When using, copying, modifying, and sharing [FunASR Software], you must attribute the source and author information and retain relevant model names in [FunASR Software].
3 Responsibility and Risk
[FunASR Software] is provided for reference and learning purposes only, and Alibaba Group assumes no responsibility for any direct or indirect losses resulting from your use or modification of [FunASR Software]. You should assume all risks associated with using and modifying [FunASR Software].
4 Community Conduct Guidelines
4.1 Encouraged Behavior
The community welcomes developers and users to engage in discussions about [FunASR Software]. Participants are encouraged to interact in a friendly, polite, and respectful manner to foster constructive discussion and collaboration.
4.2 Prohibited Behavior
Individual or organizational users shall not engage in unjustified denigration, malicious smearing, or baseless insults against [FunASR Software]. Such behavior is considered a violation of the spirit of community cooperation. If a user is found to be engaging in the prohibited behavior mentioned above, it will be considered an automatic forfeiture of all licenses under this agreement.
5 Termination
If you violate any terms of this agreement, your license will automatically terminate, and you must cease using, copying, modifying, and sharing [FunASR Software].
6 Revisions
This agreement may be updated and revised occasionally. The revised agreement will be published in the official repository of [FunASR Software] and will take effect automatically. Continuing to use, copy, modify, and share [FunASR Software] indicates your acceptance of the revised agreement.
7 Miscellaneous
This agreement is governed by the laws of [Country/Region]. If any provision is deemed illegal, invalid, or unenforceable, that provision shall be considered severed from this agreement, and the remaining provisions shall continue to be valid and binding.
If you have any questions or comments regarding this agreement, please contact us.
Copyright © [2023-2028] [Alibaba Group]. All rights reserved.
FunASR 模型开源协议
版本号：1.1
版权所有 (C) [2023-2028] [阿里巴巴集团]。保留所有权利。
感谢您选择 FunASR 开源模型。FunASR 开源模型包含一系列免费且开源的工业模型，让大家可以使用、修改、分享和学习该模型。
为了保证更好的社区合作，我们制定了以下协议，希望您仔细阅读并遵守本协议。
1 定义
本协议中，[FunASR 软件]指 FunASR 开源模型权重及其衍生品，包括 Finetune 后的模型；[您]指使用、修改、分享和学习[FunASR 软件]的个人或组织。
2 许可和限制
2.1 许可
您可以在遵守本协议的前提下，自由地使用、复制、修改和分享[FunASR 软件]。
2.2 限制
您在使用、复制、修改和分享[FunASR 软件]时，必须注明出处以及作者信息，并保留[FunASR 软件]中相关模型名称。
3 责任和风险承担
[FunASR 软件]仅作为参考和学习使用，不对您使用或修改[FunASR 软件]造成的任何直接或间接损失承担任何责任。您对[FunASR 软件]的使用和修改应该自行承担风险。
4 社区行为准则
4.1 欢迎交流
社区欢迎开发者与用户对[FunASR 软件]进行交流讨论。交流中请注意保持友好、礼貌和文明，以促进建设性的讨论和合作。
4.2 禁止行为
个人或组织用户不得对[FunASR 软件]进行无端诋毁、恶意抹黑或凭空谩骂。此类行为被视为违反社区合作精神。如被认定从事上述禁止行为，将视为自动放弃本协议下的所有许可。
5 终止
如果您违反本协议的任何条款，您的许可将自动终止，您必须停止使用、复制、修改和分享[FunASR 软件]。
6 修订
本协议可能会不时更新和修订。修订后的协议将在[FunASR 软件]官方仓库发布，并自动生效。如果您继续使用、复制、修改和分享[FunASR 软件]，即表示您同意修订后的协议。
7 其他规定
本协议受到[国家/地区] 的法律管辖。如果任何条款被裁定为不合法、无效或无法执行，则该条款应被视为从本协议中删除，而其余条款应继续有效并具有约束力。
如果您对本协议有任何问题或意见，请联系我们。
版权所有© [2023-2028] [阿里巴巴集团]。保留所有权利。
README.md
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# Leaderboard IO
## Configuration
### Data set:
[Aishell1](https://www.openslr.org/33/): dev, test
[Aishell2](https://www.aishelltech.com/aishell_2): dev_ios, test_ios, test_android, test_mic
[WenetSpeech](https://github.com/wenet-e2e/WenetSpeech): dev, test_meeting, test_net
### Tools
#### [Install Requirements](https://alibaba-damo-academy.github.io/FunASR/en/installation/installation.html#installation)
Install ModelScope and FunASR from pip
```shell
pip install -U modelscope funasr
# For the users in China, you could install with the command:
#pip install -U funasr -i https://mirror.sjtu.edu.cn/pypi/web/simple
```
Or install FunASR from source code
```shell
git clone https://github.com/alibaba/FunASR.git && cd FunASR
pip install -e ./
# For the users in China, you could install with the command:
# pip install -e ./ -i https://mirror.sjtu.edu.cn/pypi/web/simple
```
#### Recipe
##### [Test CER](https://alibaba-damo-academy.github.io/FunASR/en/modelscope_pipeline/asr_pipeline.html#inference-with-multi-thread-cpus-or-multi-gpus)
set the `model`, `data_dir` and `output_dir` in `infer.sh`.
```shell
cd egs_modelscope/asr/TEMPLATE
bash infer.sh
```
## Benchmark CER
### Chinese Dataset
<table border="1">
<tr align="center">
<td style="border: 1px solid">Model</td>
<td style="border: 1px solid">Offline/Online</td>
<td colspan="2" style="border: 1px solid">Aishell1</td>
<td colspan="4" style="border: 1px solid">Aishell2</td>
<td colspan="3" style="border: 1px solid">WenetSpeech</td>
</tr>
<tr align="center">
<td style="border: 1px solid"></td>
<td style="border: 1px solid"></td>
<td style="border: 1px solid">dev</td>
<td style="border: 1px solid">test</td>
<td style="border: 1px solid">dev_ios</td>
<td style="border: 1px solid">test_ios</td>
<td style="border: 1px solid">test_android</td>
<td style="border: 1px solid">test_mic</td>
<td style="border: 1px solid">dev</td>
<td style="border: 1px solid">test_meeting</td>
<td style="border: 1px solid">test_net</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">1.76</td>
<td style="border: 1px solid">1.94</td>
<td style="border: 1px solid">2.79</td>
<td style="border: 1px solid">2.84</td>
<td style="border: 1px solid">3.08</td>
<td style="border: 1px solid">3.03</td>
<td style="border: 1px solid">3.43</td>
<td style="border: 1px solid">7.01</td>
<td style="border: 1px solid">6.66</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary">Paraformer-large-long</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">1.80</td>
<td style="border: 1px solid">2.10</td>
<td style="border: 1px solid">2.78</td>
<td style="border: 1px solid">2.87</td>
<td style="border: 1px solid">3.12</td>
<td style="border: 1px solid">3.11</td>
<td style="border: 1px solid">3.44</td>
<td style="border: 1px solid">13.28</td>
<td style="border: 1px solid">7.08</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404/summary">Paraformer-large-contextual</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">1.76</td>
<td style="border: 1px solid">2.02</td>
<td style="border: 1px solid">2.73</td>
<td style="border: 1px solid">2.85</td>
<td style="border: 1px solid">2.98</td>
<td style="border: 1px solid">2.95</td>
<td style="border: 1px solid">3.42</td>
<td style="border: 1px solid">7.16</td>
<td style="border: 1px solid">6.72</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-online/summary">Paraformer-large-online</a> </td>
<td style="border: 1px solid">Online</td>
<td style="border: 1px solid">2.37</td>
<td style="border: 1px solid">3.34</td>
<td style="border: 1px solid">4.04</td>
<td style="border: 1px solid">3.86</td>
<td style="border: 1px solid">4.38</td>
<td style="border: 1px solid">4.21</td>
<td style="border: 1px solid">4.55</td>
<td style="border: 1px solid">10.64</td>
<td style="border: 1px solid">7.78</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-common-vocab8358-tensorflow1/summary">Paraformer</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">3.24</td>
<td style="border: 1px solid">3.69</td>
<td style="border: 1px solid">4.58</td>
<td style="border: 1px solid">4.63</td>
<td style="border: 1px solid">4.83</td>
<td style="border: 1px solid">4.71</td>
<td style="border: 1px solid">4.19</td>
<td style="border: 1px solid">8.32</td>
<td style="border: 1px solid">9.19</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-online/summary">UniASR</a> </td>
<td style="border: 1px solid">Online</td>
<td style="border: 1px solid">3.34</td>
<td style="border: 1px solid">3.99</td>
<td style="border: 1px solid">4.62</td>
<td style="border: 1px solid">4.52</td>
<td style="border: 1px solid">4.77</td>
<td style="border: 1px solid">4.73</td>
<td style="border: 1px solid">4.51</td>
<td style="border: 1px solid">10.63</td>
<td style="border: 1px solid">9.70</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_UniASR-large_asr_2pass-zh-cn-16k-common-vocab8358-tensorflow1-offline/summary">UniASR-large</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">2.93</td>
<td style="border: 1px solid">3.48</td>
<td style="border: 1px solid">3.95</td>
<td style="border: 1px solid">3.87</td>
<td style="border: 1px solid">4.11</td>
<td style="border: 1px solid">4.11</td>
<td style="border: 1px solid">4.16</td>
<td style="border: 1px solid">10.09</td>
<td style="border: 1px solid">8.69</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-aishell1-pytorch/summary">Paraformer-aishell</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">4.88</td>
<td style="border: 1px solid">5.43</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell1-vocab4234-pytorch/summary">ParaformerBert-aishell</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">6.14</td>
<td style="border: 1px solid">7.01</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformer_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">Paraformer-aishell2</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">5.82</td>
<td style="border: 1px solid">6.30</td>
<td style="border: 1px solid">6.60</td>
<td style="border: 1px solid">5.83</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
</tr>
<tr align="center">
<td style="border: 1px solid"> <a href="https://www.modelscope.cn/models/damo/speech_paraformerbert_asr_nat-zh-cn-16k-aishell2-vocab5212-pytorch/summary">ParaformerBert-aishell2</a> </td>
<td style="border: 1px solid">Offline</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">4.95</td>
<td style="border: 1px solid">5.45</td>
<td style="border: 1px solid">5.59</td>
<td style="border: 1px solid">5.83</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
<td style="border: 1px solid">-</td>
</tr>
</table>
### English Dataset
data/list/train.jsonl 0 → 100644
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{"key": "BAC009S0764W0121", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/BAC009S0764W0121.wav", "source_len": 90, "target": "甚至出现交易几乎停滞的情况", "target_len": 13}
{"key": "BAC009S0916W0489", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/BAC009S0916W0489.wav", "source_len": 90, "target": "湖北一公司以员工名义贷款数十员工负债千万", "target_len": 20}
{"key": "asr_example_cn_en", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_cn_en.wav", "source_len": 91, "target": "所有只要处理 data 不管你是做 machine learning 做 deep learning 做 data analytics 做 data science 也好 scientist 也好通通都要都做的基本功啊那 again 先先对有一些也许对", "target_len": 19}
{"key": "ID0012W0014", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_en.wav", "source_len": 88, "target": "he tried to think how it could be", "target_len": 8}
data/list/train_emo.txt 0 → 100644
View file @ 431278fa
BAC009S0764W0121 <|NEUTRAL|>
BAC009S0916W0489 <|NEUTRAL|>
asr_example_cn_en <|NEUTRAL|>
ID0012W0014 <|NEUTRAL|>
data/list/train_event.txt 0 → 100644
View file @ 431278fa
BAC009S0764W0121 <|Speech|>
BAC009S0916W0489 <|Speech|>
asr_example_cn_en <|Speech|>
ID0012W0014 <|Speech|>
data/list/train_text.txt 0 → 100644
View file @ 431278fa
BAC009S0764W0121 甚至出现交易几乎停滞的情况
BAC009S0916W0489 湖北一公司以员工名义贷款数十员工负债千万
asr_example_cn_en 所有只要处理 data 不管你是做 machine learning 做 deep learning 做 data analytics 做 data science 也好 scientist 也好通通都要都做的基本功啊那 again 先先对有一些也许对
ID0012W0014 he tried to think how it could be
\ No newline at end of file
data/list/train_text_language.txt 0 → 100644
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BAC009S0764W0121 <|zh|>
BAC009S0916W0489 <|zh|>
asr_example_cn_en <|zh|>
ID0012W0014 <|en|>
data/list/train_wav.scp 0 → 100644
View file @ 431278fa
BAC009S0764W0121 https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/BAC009S0764W0121.wav
BAC009S0916W0489 https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/BAC009S0916W0489.wav
asr_example_cn_en https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_cn_en.wav
ID0012W0014 https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_en.wav
\ No newline at end of file
data/list/val.jsonl 0 → 100644
View file @ 431278fa
{"key": "ID0012W0013", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav", "source_len": 88, "target": "欢迎大家来体验达摩院推出的语音识别模型", "target_len": 19}
{"key": "ID0012W0014", "source": "https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_en.wav", "source_len": 88, "target": "he tried to think how it could be", "target_len": 8}
data/list/val_text.txt 0 → 100644
View file @ 431278fa
ID0012W0013 欢迎大家来体验达摩院推出的语音识别模型
ID0012W0014 he tried to think how it could be
\ No newline at end of file
data/list/val_wav.scp 0 → 100644
View file @ 431278fa
ID0012W0013 https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_zh.wav
ID0012W0014 https://isv-data.oss-cn-hangzhou.aliyuncs.com/ics/MaaS/ASR/test_audio/asr_example_en.wav
\ No newline at end of file
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