From 3d1d346ee39776ca0dbe5f378a291a710d569104 Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Tue, 26 Jul 2022 17:15:32 -0400 Subject: [PATCH 01/10] modify T5 model to include linear head for language generation --- torchtext/prototype/models/t5/model.py | 25 ++++++++++++++++++++----- 1 file changed, 20 insertions(+), 5 deletions(-) diff --git a/torchtext/prototype/models/t5/model.py b/torchtext/prototype/models/t5/model.py index 41ffb12b4e..7201a67988 100644 --- a/torchtext/prototype/models/t5/model.py +++ b/torchtext/prototype/models/t5/model.py @@ -11,6 +11,8 @@ @dataclass class T5Conf: encoder_only: bool = False + linear_head: bool = False + tie_word_embeddings: bool = True embedding_dim: int = 768 num_attention_heads: int = 12 num_encoder_layers: int = 12 @@ -35,7 +37,9 @@ class T5Model(nn.Module): Yanqi Zhou, Wei Li, and Peter J. Liu. 2020. Journal of Machine Learning Research. Volume 21 Issue 140 pages 1-67. http://jmlr.org/papers/v21/20-074.html Args: - config.encoder_only: Whether or not model should consist of only the encoder as opposed to encoder-decoder (required) + config.encoder_only: Whether or not model should consist of only the encoder as opposed to encoder-decoder (default=False). + config.linear_head: Whether or not linear layer should be used on decoder's last hidden state to project to vocab (default=False). + config.tie_word_embeddings: Whether the model's encoder and decoder word embeddings should be tied (default=True). config.embedding_dim: Number of expected features in the encoder/decoder inputs (default=768). config.num_attention_heads: Number of heads in the multiheadattention models (default=12). config.num_encoder_layers: Number of encoder layers in the encoder (default=12). @@ -55,11 +59,10 @@ class T5Model(nn.Module): freeze: Indicates whether or not to freeze the model weights. (default: False) Examples: >>> from torchtext.prototype.models import T5Conf, T5Model - >>> t5_config = T5Conf(encoder_only=False) + >>> t5_config = T5Conf(encoder_only=False, linear_head=True) >>> t5_model = T5Model(t5_config) - >>> encoder_input = torch.rand((32, 10, 512)) - >>> decoder_input = torch.rand((32, 20, 512)) - >>> out = t5_model(encoder_input, decoder_input) + >>> encoder_input = torch.randint(0, t5_config.vocab_size, (32, 512)) + >>> out = t5_model(encoder_input) """ def __init__( @@ -73,7 +76,9 @@ def __init__( assert isinstance(config, T5Conf) + self.config = config self.encoder_only = config.encoder_only + self.linear_head = config.linear_head self.padding_idx = config.padding_idx self.training = config.training self.dropout = config.dropout if config.training else 0.0 @@ -118,6 +123,10 @@ def __init__( self.dropout3 = nn.Dropout(self.dropout) self.dropout4 = nn.Dropout(self.dropout) + if config.linear_head: + self.lm_head = nn.Linear(config.embedding_dim, config.vocab_size, bias=False) + self.tie_word_embeddings = config.tie_word_embeddings + if freeze: for p in self.parameters(): p.requires_grad = False @@ -191,6 +200,12 @@ def forward( decoder_output = self.dropout4(decoder_output) decoder_hidden_states = decoder_hidden_states + (decoder_output,) + if self.linear_head: + if self.tie_word_embeddings: + decoder_output = decoder_output * (self.config.embedding_dim ** -0.5) + + decoder_output = self.lm_head(decoder_output) + t5_output = { "encoder_output": encoder_output, "encoder_hidden_states": encoder_hidden_states, From b130db6addd2c620bfdd43a8f9bf959863d7988d Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Tue, 26 Jul 2022 17:21:26 -0400 Subject: [PATCH 02/10] create t5_base_generation bundler --- torchtext/prototype/models/t5/__init__.py | 2 ++ torchtext/prototype/models/t5/bundler.py | 37 +++++++++++++++++++++-- 2 files changed, 37 insertions(+), 2 deletions(-) diff --git a/torchtext/prototype/models/t5/__init__.py b/torchtext/prototype/models/t5/__init__.py index 45c0de5e04..69bb75aef6 100644 --- a/torchtext/prototype/models/t5/__init__.py +++ b/torchtext/prototype/models/t5/__init__.py @@ -1,6 +1,7 @@ from .bundler import ( T5_BASE_ENCODER, T5_BASE, + T5_BASE_GENERATION, T5Bundle, ) from .model import T5Conf, T5Model @@ -12,5 +13,6 @@ "T5Bundle", "T5_BASE_ENCODER", "T5_BASE", + "T5_BASE_GENERATION", "T5Transform", ] diff --git a/torchtext/prototype/models/t5/bundler.py b/torchtext/prototype/models/t5/bundler.py index 0a52007aae..ded8c527cd 100644 --- a/torchtext/prototype/models/t5/bundler.py +++ b/torchtext/prototype/models/t5/bundler.py @@ -137,7 +137,8 @@ def config(self) -> T5Conf: ) T5_BASE_ENCODER.__doc__ = """ - T5 Encoder with Base configuration + T5_BASE_ENCODER is an encoder-only model from a pre-trained T5 model with the base configuration.. + It returns the normalized output from the final layer of the encoder. The T5 model was proposed in `Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer `. It introduces a unified framework that converts text-based @@ -167,7 +168,39 @@ def config(self) -> T5Conf: ) T5_BASE.__doc__ = """ - T5 Encoder-Decoder with Base configuration + T5_BASE is an encoder-decoder model from a pre-trained T5 model with the base configuration. + It returns the normalized output from the final layer of the decoder. + + The T5 model was proposed in `Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer + `. It introduces a unified framework that converts text-based + language problems, such as translation, question-answering, and summarization, into a text-to-text format. The + Colossal Clean Crawled Corpus (C4) dataset is used to pre-train the model on a masked language modeling task, + and various datasets are used to fine-tune the model on each downstream task. The model's architecture is a modified version + of the canonical Transformer architecture. + + Originally published by the authors of T5 under Apache License, Version 2.0 + and redistributed with the same license. + [`License `__, + `Source `__] + + Please refer to :func:`torchtext.prototype.models.T5Bundle` for the usage. + """ + +T5_BASE_GENERATION = T5Bundle( + _path=urljoin(_TEXT_BUCKET, "t5.base.generation.pt"), + _config=T5Conf(encoder_only=False, linear_head=True), + transform=lambda: T5Transform( + urljoin(_TEXT_BUCKET, "t5_tokenizer_base.model"), + max_seq_len=512, + eos_idx=1, + padding_idx=0, + ), +) + +T5_BASE_GENERATION.__doc__ = """ + T5_BASE_GENERATION is an encoder-decoder model from a pre-trained T5 model with the base configuration. + It returns the output of the final layer of the decoder after passing through a linear layer to project the hidden states to + the model vocabulary. This output can then be used for language generation. The T5 model was proposed in `Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer `. 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T5_BASE, + T5_BASE_GENERATION, ) @@ -35,3 +36,8 @@ def test_t5_base_model(self): expected_asset_name = "t5.base.output.pt" test_text = ["Hello world", "Attention rocks!"] self._t5_model(t5_model=T5_BASE, expected_asset_name=expected_asset_name, test_text=test_text) + + def test_t5_base_generation_model(self): + expected_asset_name = "t5.base.generation.output.pt" + test_text = ["Hello world", "Attention rocks!"] + self._t5_model(t5_model=T5_BASE_GENERATION, expected_asset_name=expected_asset_name, test_text=test_text) diff --git a/test/prototype/models/test_models.py b/test/prototype/models/test_models.py index ccd165230c..4fab07c189 100644 --- a/test/prototype/models/test_models.py +++ b/test/prototype/models/test_models.py @@ -33,6 +33,22 @@ def test_t5_bundler_build_model(self): t5_model = T5Bundle.build_model(config=dummy_t5_conf, checkpoint=dummy_t5.state_dict()) self.assertEqual(t5_model.state_dict(), dummy_t5.state_dict()) + # case: user provide encoder-decoder for generation checkpoint state dict + dummy_t5_generation_conf = T5Conf( + encoder_only=False, + linear_head=True, + vocab_size=10, + embedding_dim=16, + ffn_dimension=64, + num_attention_heads=2, + num_encoder_layers=2, + ) + dummy_t5_generation = T5Model(dummy_t5_generation_conf) + t5_generation_model = T5Bundle.build_model( + config=dummy_t5_generation_conf, checkpoint=dummy_t5_generation.state_dict() + ) + self.assertEqual(t5_generation_model.state_dict(), dummy_t5_generation.state_dict()) + @patch("logging.Logger.warning") def test_t5_bundler_get_model(self, mock): from torchtext.prototype.models import T5Conf, T5Bundle @@ -67,6 +83,22 @@ def test_t5_bundler_get_model(self, mock): "The model is not loaded with pre-trained weights. Setting freeze_model to True will hinder model from learning appropriate weights." ) + # encoder-decoder with generation + dummy_t5_generation_conf = T5Conf( + encoder_only=False, + linear_head=True, + vocab_size=10, + embedding_dim=16, + ffn_dimension=64, + num_attention_heads=2, + num_encoder_layers=2, + ) + t5_generation_bundle = T5Bundle(dummy_t5_generation_conf) + t5_generation_bundle.get_model(load_weights=False, freeze_model=True) + mock.assert_called_with( + "The model is not loaded with pre-trained weights. Setting freeze_model to True will hinder model from learning appropriate weights." + ) + def test_t5_bundler_raise_checkpoint(self): from torchtext.prototype.models import T5Conf, T5Bundle @@ -102,6 +134,23 @@ def test_t5_bundler_raise_checkpoint(self): checkpoint=1, ) + # encoder-decoder with generation + with self.assertRaises(TypeError): + dummy_t5_generation_conf = T5Conf( + encoder_only=False, + linear_head=True, + vocab_size=10, + embedding_dim=16, + ffn_dimension=64, + num_attention_heads=2, + num_encoder_layers=2, + ) + T5Bundle.build_model( + config=dummy_t5_generation_conf, + freeze_model=True, + checkpoint=1, + ) + def test_t5_bundler_conf_property(self): from torchtext.prototype.models import T5Conf, T5Bundle From 96e707bb4514d6a7846b664497f975425b933edc Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Tue, 26 Jul 2022 18:12:11 -0400 Subject: [PATCH 04/10] test model training --- test/prototype/models/test_models.py | 41 ++++++++++++++++++++++++++++ 1 file changed, 41 insertions(+) diff --git a/test/prototype/models/test_models.py b/test/prototype/models/test_models.py index 4fab07c189..aa2f07de4a 100644 --- a/test/prototype/models/test_models.py +++ b/test/prototype/models/test_models.py @@ -1,6 +1,9 @@ +import copy from unittest.mock import patch +import torch from test.common.torchtext_test_case import TorchtextTestCase +from torch.nn import functional as F class TestModels(TorchtextTestCase): @@ -164,3 +167,41 @@ def test_t5_bundler_conf_property(self): ) t5_bundle = T5Bundle(dummy_t5_conf) self.assertTrue(isinstance(t5_bundle.config, T5Conf)) + + def test_t5_bundler_train(self): + from torchtext.prototype.models import T5Conf, T5Model, T5Bundle + + dummy_conf = T5Conf( + encoder_only=False, + linear_head=True, + vocab_size=10, + embedding_dim=16, + ffn_dimension=64, + num_attention_heads=2, + num_encoder_layers=2, + training=True, + ) + from torch.optim import SGD + + def _train(model): + optim = SGD(model.parameters(), lr=1) + model_input = torch.tensor([[1, 2, 3, 4, 5]]) + target = torch.tensor([0]) + output = model(model_input)["decoder_output"] + logits = F.log_softmax(output[:, -1], dim=-1) + loss = F.cross_entropy(logits, target) + loss.backward() + optim.step() + + dummy_model = T5Model(dummy_conf) + model = T5Bundle.build_model( + config=dummy_conf, + freeze_model=False, + checkpoint=dummy_model.state_dict(), + ) + + current_state_dict = copy.deepcopy(model.state_dict()) + + _train(model) + + self.assertNotEqual(model.state_dict(), current_state_dict) From bb35d28fab9d1007bdd0a840a4ae1c35c8a50385 Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Tue, 26 Jul 2022 18:22:23 -0400 Subject: [PATCH 05/10] nit corrections --- test/prototype/models/test_models.py | 31 ++++++++++++-------------- torchtext/prototype/models/t5/model.py | 4 ++-- 2 files changed, 16 insertions(+), 19 deletions(-) diff --git a/test/prototype/models/test_models.py b/test/prototype/models/test_models.py index aa2f07de4a..9a7edc57a0 100644 --- a/test/prototype/models/test_models.py +++ b/test/prototype/models/test_models.py @@ -10,7 +10,7 @@ class TestModels(TorchtextTestCase): def test_t5_bundler_build_model(self): from torchtext.prototype.models import T5Conf, T5Model, T5Bundle - # case: user provide encoder checkpoint state dict + # case: user provides encoder checkpoint state dict dummy_encoder_conf = T5Conf( encoder_only=True, vocab_size=10, @@ -23,7 +23,7 @@ def test_t5_bundler_build_model(self): t5_encoder_model = T5Bundle.build_model(config=dummy_encoder_conf, checkpoint=dummy_t5_encoder.state_dict()) self.assertEqual(t5_encoder_model.state_dict(), dummy_t5_encoder.state_dict()) - # case: user provide encoder-decoder checkpoint state dict + # case: user provides encoder-decoder checkpoint state dict dummy_t5_conf = T5Conf( encoder_only=False, vocab_size=10, @@ -36,7 +36,7 @@ def test_t5_bundler_build_model(self): t5_model = T5Bundle.build_model(config=dummy_t5_conf, checkpoint=dummy_t5.state_dict()) self.assertEqual(t5_model.state_dict(), dummy_t5.state_dict()) - # case: user provide encoder-decoder for generation checkpoint state dict + # case: user provides checkpoint state dict for encoder-decoder with generation dummy_t5_generation_conf = T5Conf( encoder_only=False, linear_head=True, @@ -169,19 +169,8 @@ def test_t5_bundler_conf_property(self): self.assertTrue(isinstance(t5_bundle.config, T5Conf)) def test_t5_bundler_train(self): - from torchtext.prototype.models import T5Conf, T5Model, T5Bundle - - dummy_conf = T5Conf( - encoder_only=False, - linear_head=True, - vocab_size=10, - embedding_dim=16, - ffn_dimension=64, - num_attention_heads=2, - num_encoder_layers=2, - training=True, - ) from torch.optim import SGD + from torchtext.prototype.models import T5Conf, T5Model, T5Bundle def _train(model): optim = SGD(model.parameters(), lr=1) @@ -193,15 +182,23 @@ def _train(model): loss.backward() optim.step() + dummy_conf = T5Conf( + encoder_only=False, + linear_head=True, + vocab_size=10, + embedding_dim=16, + ffn_dimension=64, + num_attention_heads=2, + num_encoder_layers=2, + training=True, + ) dummy_model = T5Model(dummy_conf) model = T5Bundle.build_model( config=dummy_conf, freeze_model=False, checkpoint=dummy_model.state_dict(), ) - current_state_dict = copy.deepcopy(model.state_dict()) _train(model) - self.assertNotEqual(model.state_dict(), current_state_dict) diff --git a/torchtext/prototype/models/t5/model.py b/torchtext/prototype/models/t5/model.py index 7201a67988..a41fefd9a6 100644 --- a/torchtext/prototype/models/t5/model.py +++ b/torchtext/prototype/models/t5/model.py @@ -38,8 +38,8 @@ class T5Model(nn.Module): Volume 21 Issue 140 pages 1-67. http://jmlr.org/papers/v21/20-074.html Args: config.encoder_only: Whether or not model should consist of only the encoder as opposed to encoder-decoder (default=False). - config.linear_head: Whether or not linear layer should be used on decoder's last hidden state to project to vocab (default=False). - config.tie_word_embeddings: Whether the model's encoder and decoder word embeddings should be tied (default=True). + config.linear_head: Whether or not a linear layer should be used to project the output of the decoder's last layer to the vocab (default=False). + config.tie_word_embeddings: Whether or not the model's encoder and decoder word embeddings should be tied (default=True). config.embedding_dim: Number of expected features in the encoder/decoder inputs (default=768). config.num_attention_heads: Number of heads in the multiheadattention models (default=12). config.num_encoder_layers: Number of encoder layers in the encoder (default=12). From bee9ed2e0964d25f1d4ef85b4a9abd3c55b4b14d Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Wed, 27 Jul 2022 11:26:39 -0400 Subject: [PATCH 06/10] loosening tolerance for integration tests --- test/prototype/integration_tests/test_models.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/prototype/integration_tests/test_models.py b/test/prototype/integration_tests/test_models.py index 13a7d21599..f955f6612f 100644 --- a/test/prototype/integration_tests/test_models.py +++ b/test/prototype/integration_tests/test_models.py @@ -25,7 +25,7 @@ def _t5_model(self, t5_model, expected_asset_name, test_text): actual = model(model_input)["decoder_output"] expected = torch.load(expected_asset_path) - torch.testing.assert_close(actual, expected) + torch.testing.assert_close(actual, expected, atol=1e-04, rtol=2.5e-06) def test_t5_base_encoder_model(self): expected_asset_name = "t5.base.encoder.output.pt" From 8885ca9fd1125a55ce01bd9577844ca498f26632 Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Wed, 27 Jul 2022 12:47:35 -0400 Subject: [PATCH 07/10] removing redundant tests --- test/prototype/models/test_models.py | 39 ++++++-------------------- torchtext/prototype/models/t5/model.py | 4 ++- 2 files changed, 12 insertions(+), 31 deletions(-) diff --git a/test/prototype/models/test_models.py b/test/prototype/models/test_models.py index 9a7edc57a0..a514eebd7a 100644 --- a/test/prototype/models/test_models.py +++ b/test/prototype/models/test_models.py @@ -18,6 +18,7 @@ def test_t5_bundler_build_model(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) dummy_t5_encoder = T5Model(dummy_encoder_conf) t5_encoder_model = T5Bundle.build_model(config=dummy_encoder_conf, checkpoint=dummy_t5_encoder.state_dict()) @@ -31,6 +32,7 @@ def test_t5_bundler_build_model(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) dummy_t5 = T5Model(dummy_t5_conf) t5_model = T5Bundle.build_model(config=dummy_t5_conf, checkpoint=dummy_t5.state_dict()) @@ -45,6 +47,7 @@ def test_t5_bundler_build_model(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) dummy_t5_generation = T5Model(dummy_t5_generation_conf) t5_generation_model = T5Bundle.build_model( @@ -56,36 +59,6 @@ def test_t5_bundler_build_model(self): def test_t5_bundler_get_model(self, mock): from torchtext.prototype.models import T5Conf, T5Bundle - # encoder-only - dummy_encoder_conf = T5Conf( - encoder_only=True, - vocab_size=10, - embedding_dim=16, - ffn_dimension=64, - num_attention_heads=2, - num_encoder_layers=2, - ) - encoder_bundle = T5Bundle(dummy_encoder_conf) - encoder_bundle.get_model(load_weights=False, freeze_model=True) - mock.assert_called_with( - "The model is not loaded with pre-trained weights. Setting freeze_model to True will hinder model from learning appropriate weights." - ) - - # encoder-decoder - dummy_t5_conf = T5Conf( - encoder_only=False, - vocab_size=10, - embedding_dim=16, - ffn_dimension=64, - num_attention_heads=2, - num_encoder_layers=2, - ) - t5_bundle = T5Bundle(dummy_t5_conf) - t5_bundle.get_model(load_weights=False, freeze_model=True) - mock.assert_called_with( - "The model is not loaded with pre-trained weights. Setting freeze_model to True will hinder model from learning appropriate weights." - ) - # encoder-decoder with generation dummy_t5_generation_conf = T5Conf( encoder_only=False, @@ -95,6 +68,7 @@ def test_t5_bundler_get_model(self, mock): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) t5_generation_bundle = T5Bundle(dummy_t5_generation_conf) t5_generation_bundle.get_model(load_weights=False, freeze_model=True) @@ -114,6 +88,7 @@ def test_t5_bundler_raise_checkpoint(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) T5Bundle.build_model( config=dummy_encoder_conf, @@ -130,6 +105,7 @@ def test_t5_bundler_raise_checkpoint(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) T5Bundle.build_model( config=dummy_t5_conf, @@ -147,6 +123,7 @@ def test_t5_bundler_raise_checkpoint(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) T5Bundle.build_model( config=dummy_t5_generation_conf, @@ -164,6 +141,7 @@ def test_t5_bundler_conf_property(self): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, ) t5_bundle = T5Bundle(dummy_t5_conf) self.assertTrue(isinstance(t5_bundle.config, T5Conf)) @@ -190,6 +168,7 @@ def _train(model): ffn_dimension=64, num_attention_heads=2, num_encoder_layers=2, + num_decoder_layers=2, training=True, ) dummy_model = T5Model(dummy_conf) diff --git a/torchtext/prototype/models/t5/model.py b/torchtext/prototype/models/t5/model.py index a41fefd9a6..788c5938b5 100644 --- a/torchtext/prototype/models/t5/model.py +++ b/torchtext/prototype/models/t5/model.py @@ -62,7 +62,9 @@ class T5Model(nn.Module): >>> t5_config = T5Conf(encoder_only=False, linear_head=True) >>> t5_model = T5Model(t5_config) >>> encoder_input = torch.randint(0, t5_config.vocab_size, (32, 512)) - >>> out = t5_model(encoder_input) + >>> out = t5_model(encoder_input)['decoder_output'] + >>> out.shape + >>> torch.Size([32, 1, 32128]) """ def __init__( From ce192e566a1de187b8f6d7ceb6279a1c6a86358d Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Wed, 27 Jul 2022 13:02:29 -0400 Subject: [PATCH 08/10] change target for train testing since original target led to no learning --- test/prototype/models/test_models.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/prototype/models/test_models.py b/test/prototype/models/test_models.py index a514eebd7a..17d438088f 100644 --- a/test/prototype/models/test_models.py +++ b/test/prototype/models/test_models.py @@ -153,7 +153,7 @@ def test_t5_bundler_train(self): def _train(model): optim = SGD(model.parameters(), lr=1) model_input = torch.tensor([[1, 2, 3, 4, 5]]) - target = torch.tensor([0]) + target = torch.tensor([1]) output = model(model_input)["decoder_output"] logits = F.log_softmax(output[:, -1], dim=-1) loss = F.cross_entropy(logits, target) From 6c8b73b43436670f8ec8d506568246c447775ae0 Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Wed, 27 Jul 2022 17:21:51 -0400 Subject: [PATCH 09/10] remove tie_word_embeddings since not nedded --- torchtext/prototype/models/t5/model.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/torchtext/prototype/models/t5/model.py b/torchtext/prototype/models/t5/model.py index 788c5938b5..c9ff286ad4 100644 --- a/torchtext/prototype/models/t5/model.py +++ b/torchtext/prototype/models/t5/model.py @@ -12,7 +12,6 @@ class T5Conf: encoder_only: bool = False linear_head: bool = False - tie_word_embeddings: bool = True embedding_dim: int = 768 num_attention_heads: int = 12 num_encoder_layers: int = 12 @@ -39,7 +38,6 @@ class T5Model(nn.Module): Args: config.encoder_only: Whether or not model should consist of only the encoder as opposed to encoder-decoder (default=False). config.linear_head: Whether or not a linear layer should be used to project the output of the decoder's last layer to the vocab (default=False). - config.tie_word_embeddings: Whether or not the model's encoder and decoder word embeddings should be tied (default=True). config.embedding_dim: Number of expected features in the encoder/decoder inputs (default=768). config.num_attention_heads: Number of heads in the multiheadattention models (default=12). config.num_encoder_layers: Number of encoder layers in the encoder (default=12). @@ -127,7 +125,6 @@ def __init__( if config.linear_head: self.lm_head = nn.Linear(config.embedding_dim, config.vocab_size, bias=False) - self.tie_word_embeddings = config.tie_word_embeddings if freeze: for p in self.parameters(): @@ -203,9 +200,10 @@ def forward( decoder_hidden_states = decoder_hidden_states + (decoder_output,) if self.linear_head: - if self.tie_word_embeddings: - decoder_output = decoder_output * (self.config.embedding_dim ** -0.5) - + # Rescale output before projecting on vocab. This happens when the encoder and decoder share the + # same word embeddings, which is always the case in our t5 implementation. + # See https://github.com/huggingface/transformers/blob/d0acc9537829e7d067edbb791473bbceb2ecf056/src/transformers/models/t5/modeling_t5.py#L1661 + decoder_output = decoder_output * (self.config.embedding_dim ** -0.5) decoder_output = self.lm_head(decoder_output) t5_output = { From fe392936cb327fd35c6858c5629f63bc2c5bb491 Mon Sep 17 00:00:00 2001 From: pmabbo13 Date: Thu, 28 Jul 2022 10:41:08 -0400 Subject: [PATCH 10/10] add example using T5_BASE_GENERATION in bundler docstring --- torchtext/prototype/models/t5/bundler.py | 13 +++++++++++++ torchtext/prototype/models/t5/model.py | 2 +- 2 files changed, 14 insertions(+), 1 deletion(-) diff --git a/torchtext/prototype/models/t5/bundler.py b/torchtext/prototype/models/t5/bundler.py index ded8c527cd..c4c1d78fb6 100644 --- a/torchtext/prototype/models/t5/bundler.py +++ b/torchtext/prototype/models/t5/bundler.py @@ -39,6 +39,19 @@ class T5Bundle: >>> output.shape torch.Size([2, 1, 768]) + Example - Pretrained base t5 model for generation + >>> import torch, torchtext + >>> import torch.nn.functional as F + >>> t5_base_generation = torchtext.prototype.models.T5_BASE_GENERATION + >>> transform = t5_base_generation.transform() + >>> input_seq = ["Hello world", "Attention rocks!"] + >>> model = t5_base_generation.get_model() + >>> model_input = transform(input_seq) + >>> output = model(model_input)['decoder_output'] + >>> logits = F.log_softmax(output[:,-1], dim=-1) + >>> logits.shape + torch.Size([2, 1, 32128]) + Example - User-specified configuration and checkpoint >>> from torchtext.prototype.models import T5Conf, T5Bundle >>> model_weights_path = "https://download.pytorch.org/models/text/t5.base.encoder.pt" diff --git a/torchtext/prototype/models/t5/model.py b/torchtext/prototype/models/t5/model.py index c9ff286ad4..6a5349ce53 100644 --- a/torchtext/prototype/models/t5/model.py +++ b/torchtext/prototype/models/t5/model.py @@ -62,7 +62,7 @@ class T5Model(nn.Module): >>> encoder_input = torch.randint(0, t5_config.vocab_size, (32, 512)) >>> out = t5_model(encoder_input)['decoder_output'] >>> out.shape - >>> torch.Size([32, 1, 32128]) + torch.Size([32, 1, 32128]) """ def __init__(