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tasks/zeroshot_gpt/datasets.py 0 → 100644
View file @ e4575be9
# coding=utf-8
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Zero-shot datasets."""
import json
import math
import numpy as np
import torch
from megatron import get_args
from megatron import print_rank_0
from megatron import get_tokenizer
from .detokenizer import get_detokenizer
def build_dataset(task):
"""Helper function to select and build dataset."""
if task == 'LAMBADA':
return _build_lambada_dataset()
if task == 'WIKITEXT103':
return _build_wikitext103_dataset()
raise NotImplementedError('dataset for {} task is not '
'implemented.'.format(task))
class _LMDataset(torch.utils.data.Dataset):
def __init__(self, tokens, seq_len, pad_idx, num_original_tokens,
num_tokenized_tokens, overalapping_eval=None):
self.tokens = tokens
self.seq_len = seq_len
self.pad_idx = pad_idx
self.overalapping_eval = overalapping_eval
if self.overalapping_eval is None:
self.overalapping_eval = self.seq_len
self.overalapping_eval = max(1, self.overalapping_eval)
self.num_original_tokens = num_original_tokens
self.num_tokenized_tokens = num_tokenized_tokens
self.total_targets = len(self.tokens) - 1
# remove first sequence tokens
targets = max(self.total_targets - self.overalapping_eval, 0)
self.total_sequences = max(
math.ceil(targets / self.overalapping_eval) + 1, 1)
def __len__(self):
return self.total_sequences
def __getitem__(self, idx):
start_idx = idx * self.overalapping_eval
end_idx = start_idx + self.seq_len
tokens = self.tokens[start_idx:end_idx + 1]
num_tokens = len(tokens)
pad_mask = [1] * num_tokens
if num_tokens < self.seq_len + 1:
num_pad = (self.seq_len + 1 - num_tokens)
pad_mask += [0] * (num_pad)
tokens += [self.pad_idx] * num_pad
pad_mask = np.array(pad_mask[1:])
if self.overalapping_eval != self.seq_len and idx != 0:
pad_mask[:-self.overalapping_eval] *= 0
return {'text': np.array(tokens), 'pad_mask': pad_mask}
class _LambadaDataset(torch.utils.data.Dataset):
def __init__(self, path, pad_idx, tokenizer, seq_len, strict=False):
print_rank_0('> building lambada dataset from {} ...'.format(path))
self.seq_len = seq_len
self.pad_idx = pad_idx
self.tokenizer = tokenizer
self.strict = strict
self.tokens = []
self.labels = []
with open(path, 'r') as f:
for line in f.readlines():
text = json.loads(line)['text']
tokens, labels = self.get_tokens(text)
self.tokens.append(tokens)
self.labels.append(labels)
def get_tokens(self, text):
if not self.strict:
tokens = self.tokenizer.tokenize(text)
return tokens[:-1], [tokens[-1]]
last_token = text.split()[-1]
start_idx = text.rfind(last_token)
beginning_tokens = self.tokenizer.tokenize(text[:start_idx].strip())
last_token = self.tokenizer.tokenize(' ' + last_token)
return beginning_tokens, last_token
def __len__(self):
return len(self.tokens)
def __getitem__(self, idx):
tokens = self.tokens[idx]
num_tokens = len(tokens)
pad_mask = [0] * num_tokens
labels = self.labels[idx]
pad_mask += [1] * len(labels)
tokens = tokens + labels
num_tokens = len(tokens)
if num_tokens < self.seq_len + 1:
num_pad = (self.seq_len + 1 - num_tokens)
pad_mask += [0] * (num_pad)
tokens += [self.pad_idx] * num_pad
pad_mask = np.array(pad_mask[1:])
return {'text': np.array(tokens), 'pad_mask': pad_mask}
def _build_lambada_dataset():
"""Build lambada dataset."""
args = get_args()
tokenizer = get_tokenizer()
assert len(args.valid_data) == 1
val_dataset = _LambadaDataset(args.valid_data[0], tokenizer.eod, tokenizer,
args.seq_length, args.strict_lambada)
print_rank_0(' > found {} samples.'.format(len(val_dataset)))
return val_dataset
def _build_wikitext103_dataset():
""""""
args = get_args()
tokenizer = get_tokenizer()
assert len(args.valid_data) == 1
with open(args.valid_data[0], "rb") as reader:
entire_data = reader.read().decode('utf-8')
num_original_tokens = len(entire_data.strip().split(" "))
entire_data = get_detokenizer(args.valid_data[0])(entire_data)
tokenized_data = tokenizer.tokenize(entire_data)
num_tokenized_tokens = len(tokenized_data)
val_dataset = _LMDataset(tokenized_data, args.seq_length, tokenizer.eod,
num_original_tokens, num_tokenized_tokens,
args.overlapping_eval)
print_rank_0(' > number of original tokens: {}, number of detokenized '
'tokens: {}'.format(num_original_tokens, num_tokenized_tokens))
return val_dataset
tasks/zeroshot_gpt/detokenizer.py 0 → 100644
View file @ e4575be9
# coding=utf-8
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Detokenization."""
import re
def ptb_detokenizer(string):
string = string.replace(" '", "'")
string = string.replace(" \n", "\n")
string = string.replace("\n ", "\n")
string = string.replace(" n't", "n't")
string = string.replace(" N ", "1 ")
string = string.replace("$ 1", "$1")
string = string.replace("# 1", "#1")
return string
def wikitext_detokenizer(string):
# contractions
string = string.replace("s '", "s'")
string = re.sub(r"/' [0-9]/", r"/'[0-9]/", string)
# number separators
string = string.replace(" @-@ ", "-")
string = string.replace(" @,@ ", ",")
string = string.replace(" @.@ ", ".")
# punctuation
string = string.replace(" : ", ": ")
string = string.replace(" ; ", "; ")
string = string.replace(" . ", ". ")
string = string.replace(" ! ", "! ")
string = string.replace(" ? ", "? ")
string = string.replace(" , ", ", ")
# double brackets
string = re.sub(r"\(\s*([^\)]*?)\s*\)", r"(\1)", string)
string = re.sub(r"\[\s*([^\]]*?)\s*\]", r"[\1]", string)
string = re.sub(r"{\s*([^}]*?)\s*}", r"{\1}", string)
string = re.sub(r"\"\s*([^\"]*?)\s*\"", r'"\1"', string)
string = re.sub(r"'\s*([^']*?)\s*'", r"'\1'", string)
# miscellaneous
string = string.replace("= = = =", "====")
string = string.replace("= = =", "===")
string = string.replace("= =", "==")
string = string.replace(" " + chr(176) + " ", chr(176))
string = string.replace(" \n", "\n")
string = string.replace("\n ", "\n")
string = string.replace(" N ", " 1 ")
string = string.replace(" 's", "'s")
return string
def lambada_detokenizer(string):
return string
_DETOKENIZERS = {
'ptb': ptb_detokenizer,
'wiki': wikitext_detokenizer,
'lambada': lambada_detokenizer,
}
def get_detokenizer(path):
for key in _DETOKENIZERS.keys():
if key in path:
return _DETOKENIZERS[key]
tasks/zeroshot_gpt/evaluate.py 0 → 100644
View file @ e4575be9
# coding=utf-8
# Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""GPT zero-shot evaluation."""
import math
import torch
from megatron import get_args
from megatron import print_rank_0, is_last_rank
from megatron import get_tokenizer
from megatron import mpu
from megatron.checkpointing import load_checkpoint
from megatron.model.gpt_model import GPTModel
from megatron.training import get_model
from megatron.utils import get_ltor_masks_and_position_ids, unwrap_model
from megatron.p2p_communication import recv_forward, send_forward
from tasks.finetune_utils import build_data_loader
from .datasets import build_dataset
# These are needed to unwrap the model, would be nice to put these in megatron.utils if possible?
from torch.nn.parallel.distributed import DistributedDataParallel as torchDDP
from megatron.model.distributed import DistributedDataParallel as LocalDDP
from megatron.model.module import Float16Module
def get_model_provider(eval_metric):
"""Based on evaluation metric set the parallel-output flag and
return the model provider."""
def model_provider(pre_process=True, post_process=True):
"""Build the model."""
if eval_metric == 'loss':
parallel_output = True
elif eval_metric == 'accuracy':
parallel_output = False
else:
raise NotImplementedError('output type for {} evaluation metric '
'is not supported.'.format(eval_metric))
print_rank_0('building GPT model ...')
model = GPTModel(num_tokentypes=0, parallel_output=parallel_output,
pre_process=pre_process, post_process=post_process)
return model
return model_provider
def process_batch(batch):
"""Process batch and produce inputs for the model."""
args = get_args()
tokenizer = get_tokenizer()
loss_mask = batch['pad_mask'].long().cuda().contiguous().byte()
tokens_ = batch['text'].long().cuda().contiguous()
labels = tokens_[:, 1:].contiguous()
tokens = tokens_[:, :-1].contiguous()
# Get the masks and position ids.
attention_mask, _, position_ids = get_ltor_masks_and_position_ids(
tokens,
tokenizer.eod,
args.reset_position_ids,
args.reset_attention_mask,
args.eod_mask_loss,
prefix_indices=None,
loss_on_targets_only=args.loss_on_targets_only
)
return tokens, labels, attention_mask, position_ids, loss_mask
def forward_step(batch, model, eval_metric):
"""Forward step."""
# Get the batch.
tokens, labels, attention_mask, position_ids, loss_mask = process_batch(
batch)
# Tell the model what our actual batch size will be
args = get_args()
args.micro_batch_size = len(labels)
input_tensor = recv_forward()
# Forward pass through the model.
unwrapped_model = unwrap_model(
model, (torchDDP, LocalDDP, Float16Module))
unwrapped_model.set_input_tensor(input_tensor)
output = model(tokens, position_ids, attention_mask)
send_forward(output)
if mpu.is_pipeline_last_stage():
# For loss, return the unreduced loss.
if eval_metric == 'loss':
losses = mpu.vocab_parallel_cross_entropy(
output.contiguous().float(), labels.contiguous())
loss = torch.sum(
losses.view(-1) * loss_mask.contiguous().view(-1).float())
return loss
# For accuracy, return the number of correctly predicted samples.
if eval_metric == 'accuracy':
outputs = torch.argmax(output, -1)
correct = (outputs == labels).float()
correct[(1 - loss_mask).bool()] = 1
correct = correct.prod(-1)
return correct.sum()
raise NotImplementedError('forward method for evaluation metric {} '
'is not implemented.'.format(eval_metric))
return None
def evaluate(data_loader, model, eval_metric):
"""Evaluation."""
args = get_args()
# Turn on evaluation mode which disables dropout.
model.eval()
total_output = 0.0
with torch.no_grad():
# For all the batches in the dataset.
for iteration, batch in enumerate(data_loader):
if iteration % args.log_interval == 0:
print_rank_0('> working on iteration: {}'.format(iteration))
# Forward evaluation.
output = forward_step(batch, model, eval_metric)
# Reduce across processes.
if mpu.is_pipeline_last_stage():
torch.distributed.all_reduce(output,
group=mpu.get_data_parallel_group())
total_output += output
return total_output
def evaluate_and_print_results(task, data_loader, model, eval_metric):
"""Evaluate and print results on screen."""
# Evaluate and get results.
output = evaluate(data_loader, model, eval_metric)
string = ' validation results on {} | '.format(task)
if is_last_rank():
if eval_metric == 'loss':
num_tokenized_tokens = data_loader.dataset.num_tokenized_tokens
num_original_tokens = data_loader.dataset.num_original_tokens
val_loss = output / (num_tokenized_tokens - 1)
ppl = math.exp(min(20, val_loss))
token_ratio = (num_tokenized_tokens - 1) / (num_original_tokens - 1)
adjusted_ppl = math.exp(min(20, val_loss * token_ratio))
string += 'avg loss: {:.4E} | '.format(val_loss)
string += 'ppl: {:.4E} | '.format(ppl)
string += 'adjusted ppl: {:.4E} | '.format(adjusted_ppl)
string += 'token ratio: {} |'.format(token_ratio)
elif eval_metric == 'accuracy':
num_examples = len(data_loader.dataset)
acc = output / num_examples
string += 'number correct: {:.4E} | '.format(output)
string += 'total examples: {:.4E} | '.format(num_examples)
string += 'avg accuracy: {:.4E}'.format(acc)
else:
raise NotImplementedError('evaluation method for {} metric is not '
'implemented yet.'.format(eval_metric))
length = len(string) + 1
print('-' * length)
print(string)
print('-' * length)
def main():
"""Main program."""
args = get_args()
if args.num_layers_per_virtual_pipeline_stage is not None:
print("Interleaved pipeline schedule is not yet supported for text generation.")
exit()
if args.task == 'LAMBADA':
eval_metric = 'accuracy'
elif args.task == 'WIKITEXT103':
eval_metric = 'loss'
else:
raise NotImplementedError('{} task is not implemented.'.format(
args.task))
# Set up model and load checkpoint.
model = get_model(get_model_provider(eval_metric))
if args.load is not None:
_ = load_checkpoint(model, None, None)
assert len(model) == 1, "Above condition should have caught this"
model = model[0]
# Data stuff.
dataset = build_dataset(args.task)
dataloader = build_data_loader(dataset, args.micro_batch_size,
args.num_workers, drop_last=False)
# Run evaluation.
evaluate_and_print_results(args.task, dataloader, model, eval_metric)
print_rank_0('done :-)')
tests/README.md 0 → 100644
View file @ e4575be9
# Testing
This test suite heavily borrows from [HF Transformers](https://github.com/huggingface/transformers/), therefore you can refer to the its [testing docs](https://huggingface.co/transformers/testing.html) for in-depth details. In particular wrt writing new tests, as we have access a lot of helper classes and functions, so you can write tests very quickly and not need to reinvent the wheel.
The foundation is `pytest`, which allows you to write normal `pytest` tests, but we also use a lot of unit tests in particular via `TestCasePlus` which extends `unittest` and provides additional rich functionality.
## Running testing
```
make test
```
or:
```
pytest tests
```
Important: the first time you run this it can take some minutes to build all the Megatron cuda kernels and deepspeed kernels if you haven't pre-built the latter.
For various other options please see the doc mentioned at the very top.
You will want to have at least 1 gpu available, best 2 to run the tests.
## CI
The CI setup is documented [here](../.github/workflows/ci.md).
tests/conftest.py 0 → 100644
View file @ e4575be9
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# tests directory-specific settings - this file is run automatically
# by pytest before any tests are run
import sys
import warnings
from os.path import abspath, dirname, join
# allow having multiple repository checkouts and not needing to remember to rerun
# 'pip install -e .[dev]' when switching between checkouts and running tests.
git_repo_path = abspath(join(dirname(dirname(__file__))))
sys.path.insert(1, git_repo_path)
# silence FutureWarning warnings in tests since often we can't act on them until
# they become normal warnings - i.e. the tests still need to test the current functionality
warnings.simplefilter(action="ignore", category=FutureWarning)
def pytest_sessionfinish(session, exitstatus):
# If no tests are collected, pytest exists with code 5, which makes the CI fail.
if exitstatus == 5:
session.exitstatus = 0
tests/data/gpt2/README.md 0 → 100644
View file @ e4575be9
Dataset used for testing.
`ag_news_prompt*`: manually generated from dataset available at https://huggingface.co/datasets/TimeRobber/ag_news_classify_question_first_100
\ No newline at end of file
tests/data/gpt2/generate_ag_news_mtf_dataset.sh 0 → 100644
View file @ e4575be9
python -c "from datasets import load_dataset; load_dataset('TimeRobber/ag_news_classify_question_first_100', split='train').to_json('ag_news_classify_question_first_100.jsonl')"
python tools/preprocess_data.py \
--input ag_news_classify_question_first_100.jsonl \
--output-prefix tests/data/gpt2/ag_news_prompt \
--dataset-impl mmap \
--json-key targets \
--tokenizer-type PretrainedFromHF \
--tokenizer-name-or-path bigscience/tokenizer \
--append-eod \
--workers 8
python tools/preprocess_data.py \
--input ag_news_classify_question_first_100.jsonl \
--output-prefix tests/data/gpt2/ag_news_prompt \
--dataset-impl mmap \
--json-key inputs \
--tokenizer-type PretrainedFromHF \
--tokenizer-name-or-path bigscience/tokenizer \
--workers 8
rm ag_news_classify_question_first_100.jsonl
tests/data/gpt2/gpt2-tiny-merges.txt 0 → 100644
View file @ e4575be9
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tests/data/gpt2/gpt2-tiny-vocab.json 0 → 100644
View file @ e4575be9
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tests/ds_config.json 0 → 100644
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