From 34c78cb9de3673fe4a094fe4bd2ce0b7864e64d4 Mon Sep 17 00:00:00 2001 From: lyhuang Date: Sun, 2 Sep 2018 20:08:17 +0800 Subject: [PATCH] update docs move example to docs --- README.md | 79 +--------------- docs/source/fastNLP.core.rst | 6 ++ docs/source/fastNLP.modules.decoder.rst | 6 ++ .../procedures_and_sequence_labeling.png | Bin 0 -> 51186 bytes docs/source/figures/text_classification.png | Bin 0 -> 54120 bytes docs/source/index.rst | 38 ++++++-- docs/source/user/installation.rst | 31 +++++++ docs/source/user/quickstart.rst | 84 ++++++++++++++++++ 8 files changed, 161 insertions(+), 83 deletions(-) create mode 100644 docs/source/figures/procedures_and_sequence_labeling.png create mode 100644 docs/source/figures/text_classification.png create mode 100644 docs/source/user/installation.rst create mode 100644 docs/source/user/quickstart.rst diff --git a/README.md b/README.md index 8ad0f018..df9c89c9 100644 --- a/README.md +++ b/README.md @@ -20,87 +20,10 @@ fastNLP is a modular Natural Language Processing system based on PyTorch, for fa ## Resources -- [Documentation](https://github.com/fastnlp/fastNLP) +- [Documentation](https://fastnlp.readthedocs.io/en/latest/) - [Source Code](https://github.com/fastnlp/fastNLP) -## Example - -### Basic Usage - -A typical fastNLP routine is composed of four phases: loading dataset, pre-processing data, constructing model and training model. -```python -from fastNLP.models.base_model import BaseModel -from fastNLP.modules import encoder -from fastNLP.modules import aggregation -from fastNLP.modules import decoder - -from fastNLP.loader.dataset_loader import ClassDatasetLoader -from fastNLP.loader.preprocess import ClassPreprocess -from fastNLP.core.trainer import ClassificationTrainer -from fastNLP.core.inference import ClassificationInfer - - -class ClassificationModel(BaseModel): - """ - Simple text classification model based on CNN. - """ - - def __init__(self, num_classes, vocab_size): - super(ClassificationModel, self).__init__() - - self.emb = encoder.Embedding(nums=vocab_size, dims=300) - self.enc = encoder.Conv( - in_channels=300, out_channels=100, kernel_size=3) - self.agg = aggregation.MaxPool() - self.dec = decoder.MLP(100, num_classes=num_classes) - - def forward(self, x): - x = self.emb(x) # [N,L] -> [N,L,C] - x = self.enc(x) # [N,L,C_in] -> [N,L,C_out] - x = self.agg(x) # [N,L,C] -> [N,C] - x = self.dec(x) # [N,C] -> [N, N_class] - return x - - -data_dir = 'data' # directory to save data and model -train_path = 'test/data_for_tests/text_classify.txt' # training set file - -# load dataset -ds_loader = ClassDatasetLoader("train", train_path) -data = ds_loader.load() - -# pre-process dataset -pre = ClassPreprocess(data_dir) -vocab_size, n_classes = pre.process(data, "data_train.pkl") - -# construct model -model_args = { - 'num_classes': n_classes, - 'vocab_size': vocab_size -} -model = ClassificationModel(num_classes=n_classes, vocab_size=vocab_size) - -# train model -train_args = { - "epochs": 20, - "batch_size": 50, - "pickle_path": data_dir, - "validate": False, - "save_best_dev": False, - "model_saved_path": None, - "use_cuda": True, - "learn_rate": 1e-3, - "momentum": 0.9} -trainer = ClassificationTrainer(train_args) -trainer.train(model) - -# predict using model -seqs = [x[0] for x in data] -infer = ClassificationInfer(data_dir) -labels_pred = infer.predict(model, seqs) -``` - ## Installation diff --git a/docs/source/fastNLP.core.rst b/docs/source/fastNLP.core.rst index 2fa2b93b..13943f72 100644 --- a/docs/source/fastNLP.core.rst +++ b/docs/source/fastNLP.core.rst @@ -7,6 +7,12 @@ fastNLP.core.action .. automodule:: fastNLP.core.action :members: +fastNLP.core.loss +------------------ + +.. automodule:: fastNLP.core.loss + :members: + fastNLP.core.metrics --------------------- diff --git a/docs/source/fastNLP.modules.decoder.rst b/docs/source/fastNLP.modules.decoder.rst index b8a36909..6844543a 100644 --- a/docs/source/fastNLP.modules.decoder.rst +++ b/docs/source/fastNLP.modules.decoder.rst @@ -7,6 +7,12 @@ fastNLP.modules.decoder.CRF .. automodule:: fastNLP.modules.decoder.CRF :members: +fastNLP.modules.decoder.MLP +---------------------------- + +.. automodule:: fastNLP.modules.decoder.MLP + :members: + .. automodule:: fastNLP.modules.decoder :members: diff --git a/docs/source/figures/procedures_and_sequence_labeling.png b/docs/source/figures/procedures_and_sequence_labeling.png new file mode 100644 index 0000000000000000000000000000000000000000..06adc0514e10388eb395c160e1218a0c7e05c636 GIT binary patch literal 51186 zcmeFZcT`i|+btSIEGS?B5vj_HfCwl^FG0G}rAZg*C835Eny8>4O`4QYrT5-JK%@zw zw?IPgBvJ!}z}@lve&6}dxa0nH$2fl-24k2JcXpn&)?Uw=&z$q&v!=Qd73Doj5C}x| zLRtP52y{^d1iHX?36@%ZiTPrR|Ehx#yu8!vK(Z=aN0RjMl0wr~s+{ypG z1PwoT{`b|AP!Qwax7bQ=&iwm--r;kkh(Vxk2hsq59~o2jIJG770x6!Z0a@tF+KSc(;oKn`%6^4 z>lL{A)zrM@*0YmMF%$nx7)=8NR1is;dKs$p0mH5cX2{lLd5zc3Lf(X4v7uGWL$!*w z_m?FQO}s`m7e`-$K(FLTGoSuL>hw>C2MSWlaez)R_37bj+^Tq7dj%Bu`vGayH0Kl} 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zhL~GRU}ou|g~L~-H6zQo9@zQ;N~wLND08;ea;`~jMen)4xRhWaTEs{g!5`ZI-|peF zzfCrC!4!Lmd0AVmO~EBFPZ)7q1)Fr3*-a`B zR9N3N!F=H_^s=&Rl2uk!%_5WSgO`%^fDfqLSU>Z5tSYRTvQq0`xJThRYJ [N,L,C] + x = self.enc(x) # [N,L,C_in] -> [N,L,C_out] + x = self.agg(x) # [N,L,C] -> [N,C] + x = self.dec(x) # [N,C] -> [N, N_class] + return x + + + data_dir = 'data' # directory to save data and model + train_path = 'test/data_for_tests/text_classify.txt' # training set file + + # load dataset + ds_loader = ClassDatasetLoader("train", train_path) + data = ds_loader.load() + + # pre-process dataset + pre = ClassPreprocess(data_dir) + vocab_size, n_classes = pre.process(data, "data_train.pkl") + + # construct model + model_args = { + 'num_classes': n_classes, + 'vocab_size': vocab_size + } + model = ClassificationModel(num_classes=n_classes, vocab_size=vocab_size) + + # train model + train_args = { + "epochs": 20, + "batch_size": 50, + "pickle_path": data_dir, + "validate": False, + "save_best_dev": False, + "model_saved_path": None, + "use_cuda": True, + "learn_rate": 1e-3, + "momentum": 0.9} + trainer = ClassificationTrainer(train_args) + trainer.train(model) + + # predict using model + seqs = [x[0] for x in data] + infer = ClassificationInfer(data_dir) + labels_pred = infer.predict(model, seqs) \ No newline at end of file