tutorial for new DataSource (#420)

Summary:
Pull Request resolved: #420

This is a tutorial to create a DataSource (using the new data handler)

Reviewed By: bethebunny

Differential Revision: D14554266

fbshipit-source-id: ab523e250975ab71a832ec78511899f2f15dd353

demo/datasource/source.py

@@ -0,0 +1,159 @@
+#!/usr/bin/env python3
+# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
+
+import os
+from random import Random
+from typing import Dict, List, Type
+
+from pytext.data.sources.data_source import RootDataSource
+from pytext.data.utils import UNK
+
+
+def load_vocab(file_path):
+    """
+    Given a file, prepare the vocab dictionary where each line is the value and
+    (line_no - 1) is the key
+    """
+    vocab = {}
+    with open(file_path, "r") as file_contents:
+        for idx, word in enumerate(file_contents):
+            vocab[str(idx)] = word.strip()
+    return vocab
+
+
+def reader(file_path, vocab):
+    with open(file_path, "r") as reader:
+        for line in reader:
+            yield " ".join(
+                vocab.get(s.strip(), UNK)
+                # ATIS every row starts/ends with BOS/EOS: remove them
+                for s in line.split()[1:-1]
+            )
+
+
+class AtisIntentDataSource(RootDataSource):
+    """
+    DataSource which loads queries and intent from the ATIS dataset.
+
+    The simple usage is to provide the path the unzipped atis directory, and
+    it will use the default filenames and parameters.
+
+    ATIS dataset has the following characteristics:
+    - words are stored in a dict file.
+    - content files contain only indices of words.
+    - there's no eval set: we'll take random rows from the train set.
+    - all queries start with BOS (Beginning Of Sentence) and end with EOS
+      (End Of Sentence), which we'll remove.
+    """
+
+    class Config(RootDataSource.Config):
+        path: str = "."
+        field_names: List[str] = ["text", "label"]
+        validation_split: float = 0.25
+        random_seed: int = 12345
+        # Filenames can be overridden if necessary
+        intent_filename: str = "atis.dict.intent.csv"
+        vocab_filename: str = "atis.dict.vocab.csv"
+        test_queries_filename: str = "atis.test.query.csv"
+        test_intent_filename: str = "atis.test.intent.csv"
+        train_queries_filename: str = "atis.train.query.csv"
+        train_intent_filename: str = "atis.train.intent.csv"
+
+    # Config mimics the constructor
+    # This will be the default in future pytext.
+    @classmethod
+    def from_config(cls, config: Config, schema: Dict[str, Type]):
+        return cls(schema=schema, **config._asdict())
+
+    def __init__(
+        self,
+        path="my_directory",
+        field_names=None,
+        validation_split=0.25,
+        random_seed=12345,
+        intent_filename="atis.dict.intent.csv",
+        vocab_filename="atis.dict.vocab.csv",
+        test_queries_filename="atis.test.query.csv",
+        test_intent_filename="atis.test.intent.csv",
+        train_queries_filename="atis.train.query.csv",
+        train_intent_filename="atis.train.intent.csv",
+        **kwargs,
+    ):
+        super().__init__(**kwargs)
+
+        field_names = field_names or ["text", "label"]
+        assert (
+            len(field_names or []) == 2
+        ), "AtisIntentDataSource only handles 2 field_names: {}".format(field_names)
+
+        self.random_seed = random_seed
+        self.validation_split = validation_split
+
+        # Load the vocab dict in memory and provide a lookup function
+        # This allows other applications to
+        self.words = load_vocab(os.path.join(path, vocab_filename))
+        self.intents = load_vocab(os.path.join(path, intent_filename))
+
+        self.query_field = field_names[0]
+        self.intent_field = field_names[1]
+
+        self.test_queries_filepath = os.path.join(path, test_queries_filename)
+        self.test_intent_filepath = os.path.join(path, test_intent_filename)
+        self.train_queries_filepath = os.path.join(path, train_queries_filename)
+        self.train_intent_filepath = os.path.join(path, train_intent_filename)
+
+    def _selector(self, select_eval):
+        """
+        This selector ensures that the same pseudo-random sequence is
+        always the same from the beginning. The `select_eval` parameter
+        guarantees that the training set and eval set are exact complements.
+        """
+        rng = Random(self.random_seed)
+
+        def fn():
+            return select_eval ^ (rng.random() >= self.validation_split)
+
+        return fn
+
+    def _iter_rows(self, query_reader, intent_reader, select_fn=lambda: True):
+        for query_str, intent_str in zip(query_reader, intent_reader):
+            if select_fn():
+                yield {self.query_field: query_str, self.intent_field: intent_str}
+
+    def raw_train_data_generator(self):
+        return iter(
+            self._iter_rows(
+                query_reader=reader(self.train_queries_filepath, self.words),
+                intent_reader=reader(self.train_intent_filepath, self.intent),
+                select_fn=self._selector(select_eval=False),
+            )
+        )
+
+    def raw_eval_data_generator(self):
+        return iter(
+            self._iter_rows(
+                query_reader=reader(self.train_queries_filepath, self.words),
+                intent_reader=reader(self.train_intent_filepath, self.intent),
+                select_fn=self._selector(select_eval=True),
+            )
+        )
+
+    def raw_test_data_generator(self):
+        return iter(
+            self._iter_rows(
+                query_reader=reader(self.test_queries_filepath, self.words),
+                intent_reader=reader(self.test_intent_filepath, self.intent),
+            )
+        )
+
+
+if __name__ == "__main__":
+    import sys
+
+    src = AtisIntentDataSource(sys.argv[1], field_names=["query", "intent"], schema={})
+    for row in src.raw_train_data_generator():
+        print("TRAIN", row)
+    for row in src.raw_eval_data_generator():
+        print("EVAL", row)
+    for row in src.raw_test_data_generator():
+        print("TEST", row)