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README
Apache-2.0

原始的的地址 https://github.com/Conchylicultor/DeepQA

https://colab.research.google.com/drive/1g3cf9T1zyXk53BjNy_UTy7dbfnnTtEoV#scrollTo=Cj8ClQMO_AyV !python --version 这个来自google 最新使用的python 3.6.7

tensorflow 已经更新到1.13.1 print(tf.version)

https://blog.csdn.net/ppp8300885/article/details/74905828 这个博客仔细讲解了核心部分 添加了beamsearch

安装

pip3 install -r requirements.txt):

  • python 3.5
  • tensorflow (tested with v1.0)
  • numpy
  • CUDA (for using GPU)
  • nltk (natural language toolkit for tokenized the sentences)
  • tqdm (for the nice progression bars)
python3 -m nltk.downloader punkt   这个是必须的,在window 不运行就直接报错

web 模块需要安装的内容

channels==1.1.6 django==1.10.7 asgi-redis==1.4.3

redis 需要单独安装然后启动

Chatbot

main.py 训练模型 main.py --test 这个使用的预训练模型,

main.py --test interactive 采用的是实时对话的模式

python main.py -h 运行帮助模块

--modelTag <name>: 指定模型名称进行运行
--keepAll  训练完立刻进行测试

10个单词的上限 ,隐藏层256

web 模块

复制 训练好的模型 到 save/model-server/model.ckpt.(如果没有model-sever 的路径进行创建)

使用这个web框架,第一次需要按照如下配置

export CHATBOT_SECRET_KEY="my-secret-key" 在window 环境换成 set  CHATBOT_SECRET_KEY="my-secret-key"
cd chatbot_website/
python manage.py makemigrations
python manage.py migrate

需要配置

安装redis

自己电脑安装的redise 的地址

D:\Program Files\Redis

cd chatbot_website/
redis-server &  # Launch Redis in background
python manage.py runserver

http://localhost:8000/ 进行访问

以下是测试过程的

python main.py --test interactive 这个测试通过

python main.py --test interactive --modelTag opensubs 这个未通过

使用tensorflow 1.3版本测试

python main.py --test --modelTag opensubs 这个通过了 python main.py --test --modelTag ubuntu-tf1.3 这个通过 python main.py --test --modelTag cornell-tf1.3 未通过

python main.py

TensorFlow detected: v1.10.0 configName D:\python_workspace\DeepQA\save\model\params.ini # 配置文件地址

Warning: Restoring parameters: globStep: 25519 watsonMode: False autoEncode: False corpus: cornell 语料 datasetTag: maxLength: 10 filterVocab: 1 skipLines: False vocabularySize: 40000 字典大小40000 hiddenSize: 512 numLayers: 2 softmaxSamples: 0 initEmbeddings: False embeddingSize: 64 embeddingSource: GoogleNews-vectors-negative300.bin

Loading dataset from D:\python_workspace\DeepQA\data\samples\dataset-cornell-length10-filter1-vocabSize40000.pkl Loaded cornell: 24635 words, 159661 QA Model creation... 2019-03-15 16:45:13.220056: W tensorflow/python/util/util.cc:159] Sets are not currently considered sequences, but this may change in the future, so consider avoiding u sing them. 2019-03-15 16:45:20.851581: I tensorflow/core/common_runtime/process_util.cc:69] Creating new thread pool with default inter op setting: 4. Tune using inter_op_parallel ism_threads for best performance. Initialize variables... WARNING: Restoring previous model from D:\python_workspace\DeepQA\save\model\model.ckpt Start training (press Ctrl+C to save and exit)...

kaggle competitions download -c quora-insincere-questions-classification

#由于本地的电脑系统太烂,tensorflow 根本跑不起来,所以在google 平台上跑代码。

2019-9-2 把数据格式转成 电影对话的数据格式,然后直接跑起来看看。

已经跑完了, 安装redis 查看效果

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My tensorflow implementation of "A neural conversational model", a Deep learning based chatbot 展开 收起
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