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ParlAI 由facebook开源的多任务智能对话分享,训练和

ParlAI 由facebook开源的多任务智能对话分享,训练和

作者: 凌冰_lonny | 来源:发表于2019-10-09 09:22 被阅读0次
    [ ParlAI

    特色介绍

    • 1 集成了大量的公开数据集---从公开领域闲聊到专业的视觉问题问答一应俱全
    • 2 海量参考模型
    • 3 无缝衔接亚马逊Mechanical Turk系统,完成数据收集,训练和人工评估

    新建一个目录

     mkdir  parlAI
    

    下载和安装

    git clone https://github.com/facebookresearch/ParlAI.git
    cd ParlAI; python setup.py develop
    

    可以看到输出

    Cloning into 'ParlAI'...
    remote: Enumerating objects: 47, done.
    remote: Counting objects: 100% (47/47), done.
    remote: Compressing objects: 100% (44/44), done.
    remote: Total 24850 (delta 18), reused 10 (delta 3), pack-reused 24803
    Receiving objects: 100% (24850/24850), 28.80 MiB | 1.36 MiB/s, done.
    Resolving deltas: 100% (17462/17462), done.
    

    安装速度还是很快的
    之后进入目录
    执行测试代码

    这个测试是在1k训练样本的BabI任务上随机输出 10条任务1的样例结果

    python examples/display_data.py -t babi:task1k:1
    

    这个中间可能有很多依赖需要安装,请自行处理吧
    正常运行的结果,我们来看一下

    [ optional arguments: ] 
    [  display_ignore_fields: agent_reply ]
    [  max_display_len: 1000 ]
    [  num_examples: 10 ]
    [ Main ParlAI Arguments: ] 
    [  batchsize: 1 ]
    [  datapath: /home/xxx/parlAI/ParlAI/data ]
    [  datatype: train:stream ]
    [  download_path: /home/xxx/parlAI/ParlAI/downloads ]
    [  hide_labels: False ]
    [  image_mode: raw ]
    [  init_opt: None ]
    [  multitask_weights: [1] ]
    [  numthreads: 1 ]
    [  show_advanced_args: False ]
    [  task: babi:task1k:1 ]
    [ ParlAI Model Arguments: ] 
    [  dict_class: None ]
    [  init_model: None ]
    [  model: None ]
    [  model_file: None ]
    [ PytorchData Arguments: ] 
    [  batch_length_range: 5 ]
    [  batch_sort_cache_type: pop ]
    [  batch_sort_field: text ]
    [  numworkers: 4 ]
    [  pytorch_context_length: -1 ]
    [  pytorch_datapath: None ]
    [  pytorch_include_labels: True ]
    [  pytorch_preprocess: False ]
    [  pytorch_teacher_batch_sort: False ]
    [  pytorch_teacher_dataset: None ]
    [  pytorch_teacher_task: None ]
    [  shuffle: False ]
    [ ParlAI Image Preprocessing Arguments: ] 
    [  image_cropsize: 224 ]
    [  image_size: 256 ]
    [ Current ParlAI commit: e8d0a75d291c7bb4b4e5565d60a899f794c10963 ]
    [creating task(s): babi:task1k:1]
    [building data: /home/xxx/parlAI/ParlAI/data/bAbI]
    [ downloading: http://parl.ai/downloads/babi/babi.tar.gz to /home/xxx/parlAI/ParlAI/data/bAbI/babi.tar.gz ]
    Downloading babi.tar.gz: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████| 19.2M/19.2M [00:05<00:00, 3.29MB/s]
    unpacking babi.tar.gz
    [loading fbdialog data:/home/xxx/parlAI/ParlAI/data/bAbI/tasks_1-20_v1-2/en-valid-nosf/qa1_train.txt]
    [loading fbdialog data:/home/xxx/parlAI/ParlAI/data/bAbI/tasks_1-20_v1-2/en-valid-nosf/qa1_train.txt]
    [babi:task1k:1]: Mary moved to the bathroom.
    John went to the hallway.
    Where is Mary?
    [labels: bathroom]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: Daniel went back to the hallway.
    Sandra moved to the garden.
    Where is Daniel?
    [labels: hallway]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: John moved to the office.
    Sandra journeyed to the bathroom.
    Where is Daniel?
    [labels: hallway]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: Mary moved to the hallway.
    Daniel travelled to the office.
    Where is Daniel?
    [labels: office]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: John went back to the garden.
    John moved to the bedroom.
    Where is Sandra?
    [labels: bathroom]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    - - - - - - - - - - - - - - - - - - - - -
    ~~
    [babi:task1k:1]: Sandra travelled to the office.
    Sandra went to the bathroom.
    Where is Sandra?
    [labels: bathroom]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: Mary went to the bedroom.
    Daniel moved to the hallway.
    Where is Sandra?
    [labels: bathroom]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: John went to the garden.
    John travelled to the office.
    Where is Sandra?
    [labels: bathroom]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: Daniel journeyed to the bedroom.
    Daniel travelled to the hallway.
    Where is John?
    [labels: office]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    ~~
    [babi:task1k:1]: John went to the bedroom.
    John travelled to the office.
    Where is Daniel?
    [labels: hallway]
    [label_candidates: office|hallway|kitchen|bathroom|bedroom|...and 1 more]
    - - - - - - - - - - - - - - - - - - - - -
    ~~
    [ loaded 180 episodes with a total of 900 examples ]
    

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