From e653ec91978985d78b6c67f97397e00371f668ee Mon Sep 17 00:00:00 2001 From: Jakub Pokrywka Date: Fri, 18 Feb 2022 12:25:44 +0100 Subject: [PATCH] roberta_no_year_better_finetunning 10k trainset --- dev-0/out.tsv | 52584 ++++++++-------- .../01_create_datasets.py | 17 + .../04_predict.py | 24 + .../config.py | 18 + roberta_no_year_better_finetunning_10k/run.sh | 1 + .../run_glue.py | 567 + test-A/out.tsv | 52538 +++++++-------- test-B/out.tsv | 24844 ++++---- 8 files changed, 65610 insertions(+), 64983 deletions(-) create mode 100644 roberta_no_year_better_finetunning_10k/01_create_datasets.py create mode 100644 roberta_no_year_better_finetunning_10k/04_predict.py create mode 100644 roberta_no_year_better_finetunning_10k/config.py create mode 100644 roberta_no_year_better_finetunning_10k/run.sh create mode 100755 roberta_no_year_better_finetunning_10k/run_glue.py diff --git a/dev-0/out.tsv b/dev-0/out.tsv index ca02546..dc6e42b 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,21 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-news +business sport news news opinion news news -sport +news news news news news sport sport -business +opinion news sport news @@ -148500,29 +148500,29 @@ news business opinion news -news business business +sport news sport -business +news news opinion news news -sport -opinion +news +news business news news business business sport +culture news -opinion -news +sport lifestyle -culture +opinion news business sport @@ -148531,12 +148531,12 @@ business lifestyle news opinion -news +sport sport lifestyle +business news news -culture sport culture culture @@ -148545,37 +148545,37 @@ sport sport news news +opinion news news -sport news business news -lifestyle +news news culture sport -business -sport news news news news -culture news news +culture +news +sport news news business opinion opinion news +sport news -lifestyle news sport business -lifestyle +news business sport news @@ -148586,7 +148586,7 @@ sport news sport culture -news +opinion news news lifestyle @@ -148595,21 +148595,21 @@ lifestyle news news sport -news +sport news news business lifestyle news -culture +opinion sport news news business +sport lifestyle news news -news business sport sport @@ -148622,24 +148622,24 @@ opinion news sport business -lifestyle news news +culture business lifestyle news news -sport -opinion news -opinion +news +news +news news news sport opinion news news -sport +opinion news news news @@ -148647,33 +148647,33 @@ news news sport news -business +culture sport news lifestyle lifestyle -news +sport news news opinion news +lifestyle sport -business news news news news news -lifestyle news news news -lifestyle news +culture +business news opinion -news -news +business +sport sport news news @@ -148692,21 +148692,21 @@ opinion news sport news -news -news +culture news news culture sport +news culture sport -news +lifestyle business opinion sport news news -news +sport news news business @@ -148717,7 +148717,7 @@ news sport sport news -news +business sport sport news @@ -148733,8 +148733,8 @@ news business news sport -business news +business opinion sport opinion @@ -148748,22 +148748,22 @@ lifestyle sport sport news +sport news news +business news news +business news -news -news -news -news +business opinion news culture sport opinion +lifestyle news -culture opinion news business @@ -148772,40 +148772,40 @@ news sport opinion news -news +business business news news news news -news +opinion sport news sport sport news news -lifestyle -business sport -lifestyle news +sport news -opinion news -opinion news +opinion news +opinion news news business news -sport news news +sport news sport news +business +news news news sport @@ -148816,14 +148816,14 @@ news opinion news news -lifestyle +sport news -business news +business news opinion news -news +culture news news news @@ -148839,7 +148839,7 @@ opinion news news news -news +business sport news news @@ -148853,25 +148853,25 @@ business news sport news -news -news -sport business +news sport news news news +news +news sport -opinion +news business news news -opinion +news sport business -business news -opinion +news +news news sport news @@ -148880,38 +148880,38 @@ news news news news -news +opinion sport news -sport +news sport lifestyle -opinion news +sport lifestyle news news -business +news news news news opinion business sport -business +opinion opinion news news business sport business -culture +news sport news sport sport lifestyle -sport +opinion news news news @@ -148921,18 +148921,18 @@ news business news news -lifestyle +news business culture culture -business news news +business news business sport -opinion news +culture news news sport @@ -148943,11 +148943,11 @@ business news sport news -opinion -sport news +sport +business culture -lifestyle +sport business sport sport @@ -148960,12 +148960,12 @@ opinion business news sport -culture +opinion news lifestyle business sport -sport +news news news news @@ -148975,32 +148975,32 @@ news news news news -sport news -business +news +news sport news news business -business +opinion news -lifestyle +sport culture business news -news +culture news lifestyle +culture news news -business sport culture sport news news news -news +business sport sport news @@ -149020,32 +149020,32 @@ news news news news -business +lifestyle +opinion news news news news news news -opinion -business +lifestyle lifestyle lifestyle news news -opinion -news news news news +sport news +sport opinion sport sport news news -business -lifestyle +news +culture news news news @@ -149059,7 +149059,7 @@ culture lifestyle news news -opinion +news news sport sport @@ -149067,27 +149067,27 @@ news news opinion business -news -news -news +sport business news news -lifestyle news news +culture news news +news +sport business news business sport business sport -sport news news -business +news +news opinion sport news @@ -149099,23 +149099,23 @@ news business business news -opinion +culture +sport sport -news news opinion news news -news +business opinion opinion news -business -business +news +news news news business -culture +news opinion sport news @@ -149124,7 +149124,7 @@ lifestyle news business sport -news +culture culture business news diff --git a/roberta_no_year_better_finetunning_10k/01_create_datasets.py b/roberta_no_year_better_finetunning_10k/01_create_datasets.py new file mode 100644 index 0000000..2e56e0e --- /dev/null +++ b/roberta_no_year_better_finetunning_10k/01_create_datasets.py @@ -0,0 +1,17 @@ +from config import LABELS_DICT + +with open('../test-A/in.tsv','r') as f_in, open(f'../test-A/huggingface_format.tsv', 'w') as f_hf: + f_hf.write('text\n') + for line_in in f_in: + _,_, text = line_in.split('\t') + f_hf.write(text) + + +for dataset in 'train_10k', 'dev-0': + with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/expected.tsv') as f_exp, open(f'../{dataset}/huggingface_format.csv','w') as f_hf: + f_hf.write('text\tlabel\n') + for line_in, line_exp in zip(f_in, f_exp): + label = LABELS_DICT[line_exp.rstrip('\n')] + _,_,text = line_in.rstrip('\n').split('\t') + f_hf.write(text +'\t'+ str(label) + '\n') + diff --git a/roberta_no_year_better_finetunning_10k/04_predict.py b/roberta_no_year_better_finetunning_10k/04_predict.py new file mode 100644 index 0000000..72c7cd5 --- /dev/null +++ b/roberta_no_year_better_finetunning_10k/04_predict.py @@ -0,0 +1,24 @@ +import pickle +from config import LABELS_LIST, MODEL +from transformers import AutoTokenizer +from tqdm import tqdm + +device = 'cuda' +model_path= './roberta-ireland' + +from transformers import AutoModelForSequenceClassification + +model = AutoModelForSequenceClassification.from_pretrained(model_path).cuda() +tokenizer = AutoTokenizer.from_pretrained(MODEL) + +for dataset in ('dev-0', 'test-A', 'test-B'): + with open(f'../{dataset}/in.tsv') as f_in, open(f'../{dataset}/out.tsv','w') as f_out: + for line_in in tqdm(f_in, total=150_000): + _,_, text = line_in.split('\t') + text = text.rstrip('\n') + inputs = tokenizer(text, padding=True, truncation=True, return_tensors="pt").to(device) + outputs = model(**inputs) + probs = outputs[0].softmax(1) + prediction = LABELS_LIST[probs.argmax(1)] + f_out.write(prediction + '\n') + diff --git a/roberta_no_year_better_finetunning_10k/config.py b/roberta_no_year_better_finetunning_10k/config.py new file mode 100644 index 0000000..4b62f72 --- /dev/null +++ b/roberta_no_year_better_finetunning_10k/config.py @@ -0,0 +1,18 @@ +LABELS_DICT = {'news':0, + 'sport':1, + 'business':2, + 'opinion':3, + 'culture':4, + 'lifestyle':5, + 'removed':6} + + +LABELS_LIST = ['news', + 'sport', + 'business', + 'opinion', + 'culture', + 'lifestyle', + 'removed'] + +MODEL = 'roberta-base' diff --git a/roberta_no_year_better_finetunning_10k/run.sh b/roberta_no_year_better_finetunning_10k/run.sh new file mode 100644 index 0000000..90689c2 --- /dev/null +++ b/roberta_no_year_better_finetunning_10k/run.sh @@ -0,0 +1 @@ +python run_glue.py --max_steps 111273 --model_name_or_path roberta-base --train_file ../train_10k/huggingface_format.csv --validation_file ../dev-0/huggingface_format.csv --do_train --max_seq_length 64 --per_device_train_batch_size 32 --learning_rate 2e-5 --save_steps 50000 --eval_steps 50000 --evaluation_strategy steps --output_dir ./roberta-ireland diff --git a/roberta_no_year_better_finetunning_10k/run_glue.py b/roberta_no_year_better_finetunning_10k/run_glue.py new file mode 100755 index 0000000..5e453c8 --- /dev/null +++ b/roberta_no_year_better_finetunning_10k/run_glue.py @@ -0,0 +1,567 @@ +#!/usr/bin/env python +# coding=utf-8 +# Copyright 2020 The HuggingFace Inc. 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. +""" Finetuning the library models for sequence classification on GLUE.""" +# You can also adapt this script on your own text classification task. Pointers for this are left as comments. + +import logging +import os +import random +import sys +from dataclasses import dataclass, field +from typing import Optional + +import datasets +import numpy as np +from datasets import load_dataset, load_metric + +import transformers +from transformers import ( + AutoConfig, + AutoModelForSequenceClassification, + AutoTokenizer, + DataCollatorWithPadding, + EvalPrediction, + HfArgumentParser, + PretrainedConfig, + Trainer, + TrainingArguments, + default_data_collator, + set_seed, +) +from transformers.trainer_utils import get_last_checkpoint +from transformers.utils import check_min_version +from transformers.utils.versions import require_version + + +# Will error if the minimal version of Transformers is not installed. Remove at your own risks. +check_min_version("4.11.0.dev0") + +require_version("datasets>=1.8.0", "To fix: pip install -r examples/pytorch/text-classification/requirements.txt") + +task_to_keys = { + "cola": ("sentence", None), + "mnli": ("premise", "hypothesis"), + "mrpc": ("sentence1", "sentence2"), + "qnli": ("question", "sentence"), + "qqp": ("question1", "question2"), + "rte": ("sentence1", "sentence2"), + "sst2": ("sentence", None), + "stsb": ("sentence1", "sentence2"), + "wnli": ("sentence1", "sentence2"), +} + +logger = logging.getLogger(__name__) + + +@dataclass +class DataTrainingArguments: + """ + Arguments pertaining to what data we are going to input our model for training and eval. + + Using `HfArgumentParser` we can turn this class + into argparse arguments to be able to specify them on + the command line. + """ + + task_name: Optional[str] = field( + default=None, + metadata={"help": "The name of the task to train on: " + ", ".join(task_to_keys.keys())}, + ) + dataset_name: Optional[str] = field( + default=None, metadata={"help": "The name of the dataset to use (via the datasets library)."} + ) + dataset_config_name: Optional[str] = field( + default=None, metadata={"help": "The configuration name of the dataset to use (via the datasets library)."} + ) + max_seq_length: int = field( + default=128, + metadata={ + "help": "The maximum total input sequence length after tokenization. Sequences longer " + "than this will be truncated, sequences shorter will be padded." + }, + ) + overwrite_cache: bool = field( + default=False, metadata={"help": "Overwrite the cached preprocessed datasets or not."} + ) + pad_to_max_length: bool = field( + default=True, + metadata={ + "help": "Whether to pad all samples to `max_seq_length`. " + "If False, will pad the samples dynamically when batching to the maximum length in the batch." + }, + ) + max_train_samples: Optional[int] = field( + default=None, + metadata={ + "help": "For debugging purposes or quicker training, truncate the number of training examples to this " + "value if set." + }, + ) + max_eval_samples: Optional[int] = field( + default=None, + metadata={ + "help": "For debugging purposes or quicker training, truncate the number of evaluation examples to this " + "value if set." + }, + ) + max_predict_samples: Optional[int] = field( + default=None, + metadata={ + "help": "For debugging purposes or quicker training, truncate the number of prediction examples to this " + "value if set." + }, + ) + train_file: Optional[str] = field( + default=None, metadata={"help": "A csv or a json file containing the training data."} + ) + validation_file: Optional[str] = field( + default=None, metadata={"help": "A csv or a json file containing the validation data."} + ) + test_file: Optional[str] = field(default=None, metadata={"help": "A csv or a json file containing the test data."}) + + def __post_init__(self): + if self.task_name is not None: + self.task_name = self.task_name.lower() + if self.task_name not in task_to_keys.keys(): + raise ValueError("Unknown task, you should pick one in " + ",".join(task_to_keys.keys())) + elif self.dataset_name is not None: + pass + elif self.train_file is None or self.validation_file is None: + raise ValueError("Need either a GLUE task, a training/validation file or a dataset name.") + else: + train_extension = self.train_file.split(".")[-1] + assert train_extension in ["csv", "json"], "`train_file` should be a csv or a json file." + validation_extension = self.validation_file.split(".")[-1] + assert ( + validation_extension == train_extension + ), "`validation_file` should have the same extension (csv or json) as `train_file`." + + +@dataclass +class ModelArguments: + """ + Arguments pertaining to which model/config/tokenizer we are going to fine-tune from. + """ + + model_name_or_path: str = field( + metadata={"help": "Path to pretrained model or model identifier from huggingface.co/models"} + ) + config_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained config name or path if not the same as model_name"} + ) + tokenizer_name: Optional[str] = field( + default=None, metadata={"help": "Pretrained tokenizer name or path if not the same as model_name"} + ) + cache_dir: Optional[str] = field( + default=None, + metadata={"help": "Where do you want to store the pretrained models downloaded from huggingface.co"}, + ) + use_fast_tokenizer: bool = field( + default=True, + metadata={"help": "Whether to use one of the fast tokenizer (backed by the tokenizers library) or not."}, + ) + model_revision: str = field( + default="main", + metadata={"help": "The specific model version to use (can be a branch name, tag name or commit id)."}, + ) + use_auth_token: bool = field( + default=False, + metadata={ + "help": "Will use the token generated when running `transformers-cli login` (necessary to use this script " + "with private models)." + }, + ) + + +def main(): + # See all possible arguments in src/transformers/training_args.py + # or by passing the --help flag to this script. + # We now keep distinct sets of args, for a cleaner separation of concerns. + + parser = HfArgumentParser((ModelArguments, DataTrainingArguments, TrainingArguments)) + if len(sys.argv) == 2 and sys.argv[1].endswith(".json"): + # If we pass only one argument to the script and it's the path to a json file, + # let's parse it to get our arguments. + model_args, data_args, training_args = parser.parse_json_file(json_file=os.path.abspath(sys.argv[1])) + else: + model_args, data_args, training_args = parser.parse_args_into_dataclasses() + + # Setup logging + logging.basicConfig( + format="%(asctime)s - %(levelname)s - %(name)s - %(message)s", + datefmt="%m/%d/%Y %H:%M:%S", + handlers=[logging.StreamHandler(sys.stdout)], + ) + + log_level = training_args.get_process_log_level() + logger.setLevel(log_level) + datasets.utils.logging.set_verbosity(log_level) + transformers.utils.logging.set_verbosity(log_level) + transformers.utils.logging.enable_default_handler() + transformers.utils.logging.enable_explicit_format() + + # Log on each process the small summary: + logger.warning( + f"Process rank: {training_args.local_rank}, device: {training_args.device}, n_gpu: {training_args.n_gpu}" + + f"distributed training: {bool(training_args.local_rank != -1)}, 16-bits training: {training_args.fp16}" + ) + logger.info(f"Training/evaluation parameters {training_args}") + + # Detecting last checkpoint. + last_checkpoint = None + if os.path.isdir(training_args.output_dir) and training_args.do_train and not training_args.overwrite_output_dir: + last_checkpoint = get_last_checkpoint(training_args.output_dir) + if last_checkpoint is None and len(os.listdir(training_args.output_dir)) > 0: + raise ValueError( + f"Output directory ({training_args.output_dir}) already exists and is not empty. " + "Use --overwrite_output_dir to overcome." + ) + elif last_checkpoint is not None and training_args.resume_from_checkpoint is None: + logger.info( + f"Checkpoint detected, resuming training at {last_checkpoint}. To avoid this behavior, change " + "the `--output_dir` or add `--overwrite_output_dir` to train from scratch." + ) + + # Set seed before initializing model. + set_seed(training_args.seed) + + # Get the datasets: you can either provide your own CSV/JSON training and evaluation files (see below) + # or specify a GLUE benchmark task (the dataset will be downloaded automatically from the datasets Hub). + # + # For CSV/JSON files, this script will use as labels the column called 'label' and as pair of sentences the + # sentences in columns called 'sentence1' and 'sentence2' if such column exists or the first two columns not named + # label if at least two columns are provided. + # + # If the CSVs/JSONs contain only one non-label column, the script does single sentence classification on this + # single column. You can easily tweak this behavior (see below) + # + # In distributed training, the load_dataset function guarantee that only one local process can concurrently + # download the dataset. + if data_args.task_name is not None: + # Downloading and loading a dataset from the hub. + raw_datasets = load_dataset("glue", data_args.task_name, cache_dir=model_args.cache_dir) + elif data_args.dataset_name is not None: + # Downloading and loading a dataset from the hub. + raw_datasets = load_dataset( + data_args.dataset_name, data_args.dataset_config_name, cache_dir=model_args.cache_dir + ) + else: + # Loading a dataset from your local files. + # CSV/JSON training and evaluation files are needed. + data_files = {"train": data_args.train_file, "validation": data_args.validation_file} + #data_files = {"train": data_args.train_file, "validation": data_args.validation_file, "test":data_args.test_file} + + # Get the test dataset: you can provide your own CSV/JSON test file (see below) + # when you use `do_predict` without specifying a GLUE benchmark task. + if training_args.do_predict: + if data_args.test_file is not None: + train_extension = data_args.train_file.split(".")[-1] + test_extension = data_args.test_file.split(".")[-1] + assert ( + test_extension == train_extension + ), "`test_file` should have the same extension (csv or json) as `train_file`." + data_files["test"] = data_args.test_file + else: + raise ValueError("Need either a GLUE task or a test file for `do_predict`.") + + for key in data_files.keys(): + logger.info(f"load a local file for {key}: {data_files[key]}") + + if data_args.train_file.endswith(".csv"): + # Loading a dataset from local csv files + raw_datasets = load_dataset("csv", data_files=data_files, cache_dir=model_args.cache_dir, sep='\t') + else: + # Loading a dataset from local json files + raw_datasets = load_dataset("json", data_files=data_files, cache_dir=model_args.cache_dir) + # See more about loading any type of standard or custom dataset at + # https://huggingface.co/docs/datasets/loading_datasets.html. + + # Labels + if data_args.task_name is not None: + is_regression = data_args.task_name == "stsb" + if not is_regression: + label_list = raw_datasets["train"].features["label"].names + num_labels = len(label_list) + else: + num_labels = 1 + else: + # Trying to have good defaults here, don't hesitate to tweak to your needs. + is_regression = raw_datasets["train"].features["label"].dtype in ["float32", "float64"] + if is_regression: + num_labels = 1 + else: + # A useful fast method: + # https://huggingface.co/docs/datasets/package_reference/main_classes.html#datasets.Dataset.unique + label_list = raw_datasets["train"].unique("label") + label_list.sort() # Let's sort it for determinism + num_labels = len(label_list) + + # Load pretrained model and tokenizer + # + # In distributed training, the .from_pretrained methods guarantee that only one local process can concurrently + # download model & vocab. + config = AutoConfig.from_pretrained( + model_args.config_name if model_args.config_name else model_args.model_name_or_path, + num_labels=num_labels, + finetuning_task=data_args.task_name, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + tokenizer = AutoTokenizer.from_pretrained( + model_args.tokenizer_name if model_args.tokenizer_name else model_args.model_name_or_path, + cache_dir=model_args.cache_dir, + use_fast=model_args.use_fast_tokenizer, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + model = AutoModelForSequenceClassification.from_pretrained( + model_args.model_name_or_path, + from_tf=bool(".ckpt" in model_args.model_name_or_path), + config=config, + cache_dir=model_args.cache_dir, + revision=model_args.model_revision, + use_auth_token=True if model_args.use_auth_token else None, + ) + + # Preprocessing the raw_datasets + if data_args.task_name is not None: + sentence1_key, sentence2_key = task_to_keys[data_args.task_name] + else: + # Again, we try to have some nice defaults but don't hesitate to tweak to your use case. + non_label_column_names = [name for name in raw_datasets["train"].column_names if name != "label"] + if "sentence1" in non_label_column_names and "sentence2" in non_label_column_names: + sentence1_key, sentence2_key = "sentence1", "sentence2" + else: + if len(non_label_column_names) >= 2: + sentence1_key, sentence2_key = non_label_column_names[:2] + else: + sentence1_key, sentence2_key = non_label_column_names[0], None + + # Padding strategy + if data_args.pad_to_max_length: + padding = "max_length" + else: + # We will pad later, dynamically at batch creation, to the max sequence length in each batch + padding = False + + # Some models have set the order of the labels to use, so let's make sure we do use it. + label_to_id = None + if ( + model.config.label2id != PretrainedConfig(num_labels=num_labels).label2id + and data_args.task_name is not None + and not is_regression + ): + # Some have all caps in their config, some don't. + label_name_to_id = {k.lower(): v for k, v in model.config.label2id.items()} + if list(sorted(label_name_to_id.keys())) == list(sorted(label_list)): + label_to_id = {i: int(label_name_to_id[label_list[i]]) for i in range(num_labels)} + else: + logger.warning( + "Your model seems to have been trained with labels, but they don't match the dataset: ", + f"model labels: {list(sorted(label_name_to_id.keys()))}, dataset labels: {list(sorted(label_list))}." + "\nIgnoring the model labels as a result.", + ) + elif data_args.task_name is None and not is_regression: + label_to_id = {v: i for i, v in enumerate(label_list)} + + if label_to_id is not None: + model.config.label2id = label_to_id + model.config.id2label = {id: label for label, id in config.label2id.items()} + elif data_args.task_name is not None and not is_regression: + model.config.label2id = {l: i for i, l in enumerate(label_list)} + model.config.id2label = {id: label for label, id in config.label2id.items()} + + if data_args.max_seq_length > tokenizer.model_max_length: + logger.warning( + f"The max_seq_length passed ({data_args.max_seq_length}) is larger than the maximum length for the" + f"model ({tokenizer.model_max_length}). Using max_seq_length={tokenizer.model_max_length}." + ) + max_seq_length = min(data_args.max_seq_length, tokenizer.model_max_length) + + def preprocess_function(examples): + # Tokenize the texts + args = ( + (examples[sentence1_key],) if sentence2_key is None else (examples[sentence1_key], examples[sentence2_key]) + ) + result = tokenizer(*args, padding=padding, max_length=max_seq_length, truncation=True) + + # Map labels to IDs (not necessary for GLUE tasks) + if label_to_id is not None and "label" in examples: + result["label"] = [(label_to_id[l] if l != -1 else -1) for l in examples["label"]] + return result + + with training_args.main_process_first(desc="dataset map pre-processing"): + raw_datasets = raw_datasets.map( + preprocess_function, + batched=True, + load_from_cache_file=not data_args.overwrite_cache, + desc="Running tokenizer on dataset", + ) + if training_args.do_train: + if "train" not in raw_datasets: + raise ValueError("--do_train requires a train dataset") + train_dataset = raw_datasets["train"] + if data_args.max_train_samples is not None: + train_dataset = train_dataset.select(range(data_args.max_train_samples)) + + if training_args.do_eval: + if "validation" not in raw_datasets and "validation_matched" not in raw_datasets: + raise ValueError("--do_eval requires a validation dataset") + eval_dataset = raw_datasets["validation_matched" if data_args.task_name == "mnli" else "validation"] + if data_args.max_eval_samples is not None: + eval_dataset = eval_dataset.select(range(data_args.max_eval_samples)) + + if training_args.do_predict or data_args.task_name is not None or data_args.test_file is not None: + if "test" not in raw_datasets and "test_matched" not in raw_datasets: + raise ValueError("--do_predict requires a test dataset") + predict_dataset = raw_datasets["test_matched" if data_args.task_name == "mnli" else "test"] + if data_args.max_predict_samples is not None: + predict_dataset = predict_dataset.select(range(data_args.max_predict_samples)) + + # Log a few random samples from the training set: + if training_args.do_train: + for index in random.sample(range(len(train_dataset)), 3): + logger.info(f"Sample {index} of the training set: {train_dataset[index]}.") + + # Get the metric function + if data_args.task_name is not None: + metric = load_metric("glue", data_args.task_name) + else: + metric = load_metric("accuracy") + + # You can define your custom compute_metrics function. It takes an `EvalPrediction` object (a namedtuple with a + # predictions and label_ids field) and has to return a dictionary string to float. + def compute_metrics(p: EvalPrediction): + preds = p.predictions[0] if isinstance(p.predictions, tuple) else p.predictions + preds = np.squeeze(preds) if is_regression else np.argmax(preds, axis=1) + if data_args.task_name is not None: + result = metric.compute(predictions=preds, references=p.label_ids) + if len(result) > 1: + result["combined_score"] = np.mean(list(result.values())).item() + return result + elif is_regression: + return {"mse": ((preds - p.label_ids) ** 2).mean().item()} + else: + return {"accuracy": (preds == p.label_ids).astype(np.float32).mean().item()} + + # Data collator will default to DataCollatorWithPadding, so we change it if we already did the padding. + if data_args.pad_to_max_length: + data_collator = default_data_collator + elif training_args.fp16: + data_collator = DataCollatorWithPadding(tokenizer, pad_to_multiple_of=8) + else: + data_collator = None + + # Initialize our Trainer + trainer = Trainer( + model=model, + args=training_args, + train_dataset=train_dataset if training_args.do_train else None, + eval_dataset=eval_dataset if training_args.do_eval else None, + compute_metrics=compute_metrics, + tokenizer=tokenizer, + data_collator=data_collator, + ) + + # Training + if training_args.do_train: + checkpoint = None + if training_args.resume_from_checkpoint is not None: + checkpoint = training_args.resume_from_checkpoint + elif last_checkpoint is not None: + checkpoint = last_checkpoint + train_result = trainer.train(resume_from_checkpoint=checkpoint) + metrics = train_result.metrics + max_train_samples = ( + data_args.max_train_samples if data_args.max_train_samples is not None else len(train_dataset) + ) + metrics["train_samples"] = min(max_train_samples, len(train_dataset)) + + trainer.save_model() # Saves the tokenizer too for easy upload + + trainer.log_metrics("train", metrics) + trainer.save_metrics("train", metrics) + trainer.save_state() + + # Evaluation + if training_args.do_eval: + logger.info("*** Evaluate ***") + + # Loop to handle MNLI double evaluation (matched, mis-matched) + tasks = [data_args.task_name] + eval_datasets = [eval_dataset] + if data_args.task_name == "mnli": + tasks.append("mnli-mm") + eval_datasets.append(raw_datasets["validation_mismatched"]) + + for eval_dataset, task in zip(eval_datasets, tasks): + metrics = trainer.evaluate(eval_dataset=eval_dataset) + + max_eval_samples = ( + data_args.max_eval_samples if data_args.max_eval_samples is not None else len(eval_dataset) + ) + metrics["eval_samples"] = min(max_eval_samples, len(eval_dataset)) + + trainer.log_metrics("eval", metrics) + trainer.save_metrics("eval", metrics) + + if training_args.do_predict: + logger.info("*** Predict ***") + + # Loop to handle MNLI double evaluation (matched, mis-matched) + tasks = [data_args.task_name] + predict_datasets = [predict_dataset] + if data_args.task_name == "mnli": + tasks.append("mnli-mm") + predict_datasets.append(raw_datasets["test_mismatched"]) + + for predict_dataset, task in zip(predict_datasets, tasks): + # Removing the `label` columns because it contains -1 and Trainer won't like that. + predict_dataset = predict_dataset.remove_columns("label") + predictions = trainer.predict(predict_dataset, metric_key_prefix="predict").predictions + predictions = np.squeeze(predictions) if is_regression else np.argmax(predictions, axis=1) + + output_predict_file = os.path.join(training_args.output_dir, f"predict_results_{task}.txt") + if trainer.is_world_process_zero(): + with open(output_predict_file, "w") as writer: + logger.info(f"***** Predict results {task} *****") + writer.write("index\tprediction\n") + for index, item in enumerate(predictions): + if is_regression: + writer.write(f"{index}\t{item:3.3f}\n") + else: + item = label_list[item] + writer.write(f"{index}\t{item}\n") + + if training_args.push_to_hub: + kwargs = {"finetuned_from": model_args.model_name_or_path, "tasks": "text-classification"} + if data_args.task_name is not None: + kwargs["language"] = "en" + kwargs["dataset_tags"] = "glue" + kwargs["dataset_args"] = data_args.task_name + kwargs["dataset"] = f"GLUE {data_args.task_name.upper()}" + + trainer.push_to_hub(**kwargs) + + +def _mp_fn(index): + # For xla_spawn (TPUs) + main() + + +if __name__ == "__main__": + main() diff --git a/test-A/out.tsv b/test-A/out.tsv index 868f144..ae6c9cb 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,15 +1,15 @@ sport -lifestyle news -opinion -sport news news sport +news +news sport +business news business -opinion +business news news news @@ -17,43 +17,43 @@ sport lifestyle sport news -sport news news -business news +business +lifestyle news sport -news -news business news +business news news +opinion sport opinion -lifestyle +news news sport news news news -culture +opinion opinion sport sport news news business -news +sport news sport +lifestyle news news -business sport news -news +opinion culture news news @@ -70,7 +70,7 @@ opinion opinion sport news -news +business sport opinion opinion @@ -93,15 +93,15 @@ news culture news business -sport news -opinion +news +news opinion news -culture news news news +opinion news news news @@ -113,7 +113,7 @@ news news news news -news +sport opinion culture sport @@ -121,17 +121,17 @@ news sport news news -business news +business sport news sport news news business -news +sport lifestyle -business +news news news news @@ -147,7 +147,7 @@ sport sport opinion news -lifestyle +culture opinion news news @@ -155,54 +155,54 @@ news news sport news -news +opinion news business news news news -news +opinion +business business -news sport news -business +news business news news -business news -business +opinion +news sport news -lifestyle -business -business +sport news +business news news +culture business +sport lifestyle lifestyle news news -news business news +business +sport news -lifestyle -news -news -news -opinion -news +sport +sport business +sport +news culture news news sport opinion -sport +opinion news news news @@ -210,14 +210,14 @@ business business sport news -sport -news +opinion news business +business news sport -culture -business +lifestyle +news business news news @@ -234,25 +234,25 @@ news lifestyle news news -sport -news +culture +culture news news business business -business +lifestyle news opinion -culture +opinion sport lifestyle news sport -lifestyle +news sport business -news -news +culture +sport opinion culture opinion @@ -261,40 +261,40 @@ news sport news sport -business +culture sport opinion news business -sport +news news news sport -lifestyle +news culture news news culture -news opinion -business news news +culture +news business -business +news news sport -business +news news news news news sport news -business news news -lifestyle +news +opinion opinion sport news @@ -305,14 +305,14 @@ news news culture opinion -culture news news news news news news -sport +news +news business business business @@ -328,9 +328,9 @@ business news business news -opinion news -business +news +news news news opinion @@ -343,13 +343,13 @@ news news sport news -business -sport news -lifestyle -business news -sport +news +news +news +news +news news news business @@ -359,31 +359,31 @@ news news news news -news +business news sport sport news news -opinion news news news news news +news +sport sport news news -lifestyle sport opinion -business news +business news lifestyle sport sport -sport +news opinion news news @@ -400,25 +400,25 @@ sport culture opinion culture -culture -news lifestyle -business +lifestyle +lifestyle +news news business news news sport -culture +opinion news sport news opinion opinion -sport news -sport +news opinion +news lifestyle sport news @@ -431,8 +431,8 @@ news news news lifestyle -news -news +lifestyle +culture news news news @@ -440,14 +440,14 @@ business news lifestyle business -news +opinion news opinion -culture -culture news -business news +news +business +business sport culture news @@ -456,27 +456,27 @@ news lifestyle opinion business -business +news opinion -business +news news news business sport news news +opinion news news business -news sport news -news -news -news +culture news business news +sport +lifestyle opinion news lifestyle @@ -486,15 +486,15 @@ news sport news opinion -sport news -business -business +opinion +news news -business news business -culture +news +news +opinion news business news @@ -504,35 +504,35 @@ news news news culture -opinion +business news sport opinion culture -business news +business sport opinion -news business +lifestyle news lifestyle news news business -lifestyle +business news news news -business -sport news sport -culture +business +sport +business news news culture -business +news business news news @@ -550,42 +550,42 @@ news sport business news -news lifestyle +culture news news news +business news -news -news +sport +opinion opinion -news sport sport news +business news -culture news +business opinion news news -news sport news business news news -business +sport +news news -culture news news news news news -sport opinion -business +opinion +news news sport news @@ -602,7 +602,7 @@ news business lifestyle news -news +business news sport news @@ -610,19 +610,19 @@ news sport opinion news -news +sport news news opinion news +opinion news -news -news +sport news news sport news -lifestyle +culture sport sport news @@ -631,23 +631,23 @@ news sport news opinion +culture news business business news news news -news culture -business +news culture business -sport news news -culture news +culture news +sport news news news @@ -656,12 +656,12 @@ business news opinion news -opinion +news +news culture -opinion news opinion -sport +news culture news news @@ -671,15 +671,15 @@ news opinion business news -business news -culture +news +news lifestyle news opinion business news -business +news news business business @@ -688,7 +688,7 @@ news news news sport -news +business opinion sport business @@ -698,9 +698,9 @@ sport news culture news +sport news -news -business +lifestyle news news news @@ -710,9 +710,9 @@ news news opinion news +news business -business -lifestyle +culture culture business news @@ -725,24 +725,24 @@ business sport news sport -news +opinion business news news sport news opinion -news -news business +sport +news news sport news -business +news +news news sport sport -opinion news news news @@ -754,20 +754,20 @@ sport business news sport -opinion +business news sport +business +opinion news news news -business -news news news sport -business +culture sport -news +business business business sport @@ -777,8 +777,8 @@ lifestyle sport business news -lifestyle news +sport news news business @@ -786,15 +786,15 @@ sport lifestyle sport news -sport +news news sport -opinion +news news culture news news -lifestyle +opinion sport news sport @@ -806,39 +806,39 @@ sport sport news culture -news business news +news business -sport +opinion culture business news news news news +opinion news news -culture news news business -culture -opinion +news +sport +business business -lifestyle sport opinion -news +lifestyle business sport opinion news sport +business news -news -news -lifestyle +business +culture opinion news news @@ -849,7 +849,7 @@ news news sport sport -culture +opinion business sport news @@ -864,7 +864,7 @@ sport lifestyle sport news -sport +news news business sport @@ -878,20 +878,20 @@ news sport sport news -news +business business culture sport news news +lifestyle business -business -news -sport news opinion +culture +opinion opinion -business +news news news sport @@ -899,7 +899,7 @@ sport news news news -sport +opinion sport business news @@ -914,27 +914,27 @@ news news news opinion -news +business news news business opinion culture -news +sport news news news business -sport +news news sport -lifestyle -culture news -business news news business +business +news +business sport sport news @@ -942,18 +942,18 @@ news sport culture culture -sport +business news news news news sport news -news -news +business news business -opinion +business +news news news business @@ -974,26 +974,26 @@ news sport news news -sport news news business +business culture news -business -business -sport +news business culture -business news +culture +news +business news culture lifestyle sport sport news -opinion +culture news opinion sport @@ -1007,39 +1007,39 @@ news sport news opinion +business news -news +lifestyle opinion -culture news business news news news -news -news +sport +sport news news news news sport -opinion +business sport business news +business news -news -lifestyle +culture news news sport news news -business +news lifestyle sport news -news +opinion sport sport sport @@ -1051,13 +1051,13 @@ news news business lifestyle -lifestyle +business news news sport lifestyle sport -sport +news sport news news @@ -1068,7 +1068,7 @@ news news opinion news -news +sport news news news @@ -1086,19 +1086,19 @@ business business news news -news +sport opinion sport news sport -news +sport news opinion +culture news -opinion business -lifestyle -news +opinion +sport news sport sport @@ -1108,32 +1108,32 @@ news news sport news -news +culture +lifestyle opinion -business sport business news news news news -business +lifestyle news news news news news news -culture +business lifestyle news -lifestyle +culture lifestyle business news news news -lifestyle +business news business news @@ -1143,18 +1143,18 @@ news sport news business -lifestyle -sport news +sport news +lifestyle sport business news sport news -lifestyle news -culture +news +sport sport news opinion @@ -1162,19 +1162,19 @@ news news news news -business +opinion sport lifestyle opinion news -sport +business news news opinion sport news business -lifestyle +news business sport news @@ -1189,22 +1189,22 @@ sport sport news opinion -business +lifestyle sport culture news -news +sport business news news +news sport +business sport news -sport news news news -opinion news business news @@ -1212,13 +1212,13 @@ sport opinion news sport -news +business business news news news news -news +business opinion news sport @@ -1227,13 +1227,13 @@ business business opinion news -news opinion +opinion +business +news news news -business news -sport business sport news @@ -1247,11 +1247,11 @@ sport opinion news business +business news news -business sport -lifestyle +culture news news news @@ -1261,18 +1261,18 @@ sport news news news -business news news +sport news news -culture +opinion business news sport news sport -news +business news news opinion @@ -1285,8 +1285,8 @@ news news news news -opinion -news +business +sport sport news sport @@ -1298,32 +1298,32 @@ news business business news -opinion +news sport sport news news news news -news +opinion sport news business opinion +culture +news news news +business news sport +sport news -business lifestyle -sport -opinion -culture news culture news -news +business news news business @@ -1335,15 +1335,15 @@ news sport opinion news -business +news news news business -lifestyle +opinion opinion sport sport -news +business business news news @@ -1352,13 +1352,13 @@ news news news sport +business news -sport news sport news -news -news +business +opinion news news opinion @@ -1372,24 +1372,24 @@ opinion sport business news -news +opinion lifestyle news business sport news -business +news sport business sport -news +sport business news -business -sport +news sport news news +news sport sport news @@ -1397,13 +1397,13 @@ news news news business -business -business news +business news +business sport -opinion news +sport news sport business @@ -1415,7 +1415,7 @@ news news news news -news +business sport business news @@ -1424,7 +1424,7 @@ sport sport news sport -news +business lifestyle news news @@ -1432,9 +1432,9 @@ news sport news news -opinion news -opinion +sport +news business business news @@ -1444,17 +1444,17 @@ sport news opinion news +opinion +sport +opinion news news opinion +lifestyle news news -culture -lifestyle news -opinion news -business news news news @@ -1464,7 +1464,7 @@ news news opinion sport -business +news news sport news @@ -1484,33 +1484,33 @@ news news business business -business +opinion +news +news +news news -sport -culture -culture news sport news sport news news -lifestyle +culture culture news -lifestyle +sport sport sport business news news business -business -sport news +sport news news news +opinion sport sport opinion @@ -1520,19 +1520,19 @@ sport news news lifestyle -news +opinion opinion news culture sport news culture -business +news news opinion sport business -news +lifestyle sport news business @@ -1542,15 +1542,15 @@ sport news sport news -business news news -sport news +sport +sport culture opinion -business news +culture sport sport business @@ -1560,37 +1560,37 @@ news news culture sport -culture news -opinion +news opinion news +news lifestyle business news culture +business news news -news -lifestyle +opinion business news -sport -news -culture news news -opinion +culture news news +culture +business news news news news +culture news sport news -culture +sport news news sport @@ -1598,21 +1598,21 @@ culture business business sport +sport news -news -business -news +lifestyle news news news +sport news sport -opinion news news -lifestyle business news +lifestyle +news news sport news @@ -1621,19 +1621,19 @@ news culture culture sport +business +sport +sport news news -sport news sport news -sport news news -sport -culture news -sport +news +news news sport sport @@ -1652,21 +1652,21 @@ culture news news lifestyle -news -news +culture opinion +business lifestyle business news -sport +news sport business sport news news sport +business news -opinion news news news @@ -1680,22 +1680,22 @@ business news sport news -opinion +lifestyle business -news +opinion business -culture -news -lifestyle -news +opinion news sport sport +news +sport +news business news news news -opinion +news business opinion news @@ -1709,14 +1709,14 @@ news opinion news news -news +opinion news sport opinion business -culture +opinion business -news +opinion sport news news @@ -1724,36 +1724,36 @@ lifestyle news news culture -news +opinion news business news sport news -sport news news -culture +news opinion -sport -sport news news sport news +opinion +sport +news +news news news -lifestyle culture sport news -business +lifestyle news news sport -news -business +opinion business +lifestyle business news news @@ -1767,7 +1767,7 @@ news sport news news -news +culture news culture business @@ -1775,7 +1775,7 @@ news news sport news -business +lifestyle sport news sport @@ -1807,46 +1807,46 @@ culture news sport sport -opinion +lifestyle news news news sport -business news news -sport -business +news +opinion +news sport sport news -sport +business sport business opinion news news opinion -opinion -opinion +sport +news opinion sport opinion +business news news news -culture opinion news sport news news news -business -lifestyle +news +culture news sport -lifestyle +business business opinion business @@ -1858,7 +1858,7 @@ news sport news sport -culture +sport business sport news @@ -1878,11 +1878,11 @@ news news business news -news +culture opinion news news -culture +news culture news sport @@ -1890,23 +1890,23 @@ lifestyle news news news -opinion +news business -culture +sport culture news culture +lifestyle news news -news -culture -culture +lifestyle +opinion news news opinion business sport -lifestyle +news sport opinion sport @@ -1916,11 +1916,11 @@ business news news sport -news +business sport news news -lifestyle +sport news opinion sport @@ -1929,31 +1929,31 @@ news news news news -news -news +culture news business +business news news news news +culture news news -lifestyle news -opinion +sport sport opinion news news business -business news -lifestyle news +business news news news +lifestyle news news news @@ -1961,11 +1961,11 @@ lifestyle news news sport +business news news news news -culture sport culture news @@ -1973,20 +1973,20 @@ news business news news -news +sport news business sport news -opinion -culture news -business +lifestyle news business news +business news news +opinion sport business news @@ -2008,9 +2008,9 @@ news news news news +business news news -lifestyle news news business @@ -2021,9 +2021,9 @@ news news news sport -news +opinion sport -culture +lifestyle business sport news @@ -2034,10 +2034,10 @@ news sport sport sport -sport -sport -business news +opinion +lifestyle +business news news news @@ -2049,56 +2049,56 @@ business culture sport culture +sport news news -business opinion news news news -sport news +business news news +business news news news -business news -opinion +business news sport business -news -news +sport +opinion news opinion opinion -news -sport sport +business +news news news lifestyle -sport -opinion +news +lifestyle lifestyle opinion business news news -opinion +culture news news business news -lifestyle +news business business business news business -news +sport news news news @@ -2107,34 +2107,34 @@ news sport news news -news +opinion business news news -news +lifestyle news business opinion news news -opinion news -business -opinion -culture news +news +news +culture +business culture sport news news news -culture +news business -sport +lifestyle news sport business -culture +news opinion news news @@ -2142,9 +2142,9 @@ news opinion news news -lifestyle -news business +news +news opinion culture news @@ -2154,8 +2154,8 @@ news opinion news news -lifestyle -opinion +sport +news news news sport @@ -2164,11 +2164,10 @@ sport culture sport sport -news -news -sport business sport +sport +business news news news @@ -2176,11 +2175,12 @@ news news news news +culture +news +news news -lifestyle -lifestyle business -culture +business news sport news @@ -2193,43 +2193,43 @@ news sport news news -lifestyle news news news -opinion news news -sport news +news +sport +lifestyle business lifestyle news +opinion +news +news news -business -business -business lifestyle -business -sport +news +news sport news business news news -business +news news news business sport -news +sport news news news culture news news -news +opinion news news news @@ -2240,10 +2240,10 @@ business news news news -business -lifestyle news -culture +sport +news +news news lifestyle news @@ -2256,37 +2256,37 @@ news sport news sport -culture opinion +sport news news sport news -business +news +news news news lifestyle opinion -opinion news news business news -culture -sport +business +news +news news -sport culture news opinion sport -business +news lifestyle lifestyle news business business -business +news opinion news news @@ -2295,62 +2295,62 @@ news opinion sport sport -sport business -news +business +culture sport -news +business news news sport news news lifestyle +culture news news +lifestyle news opinion -culture -opinion sport -business news news news news +sport opinion news +lifestyle news -opinion news news news news -lifestyle -business -opinion -opinion news news +lifestyle +opinion news +business news +opinion news news news sport sport business +sport news -culture business news news culture lifestyle business +sport news -news -news +opinion lifestyle opinion lifestyle @@ -2359,9 +2359,9 @@ culture business news sport +business news news -business news sport business @@ -2370,55 +2370,55 @@ news sport lifestyle news -opinion +culture news lifestyle news -news +business opinion news business business business news -lifestyle news news -lifestyle -sport news +lifestyle sport news news news news news +sport +sport business -culture +news culture opinion news news -news +sport business news business -news -lifestyle +culture +opinion +opinion opinion -news news news sport news -sport news -lifestyle -opinion -lifestyle news news +opinion +lifestyle +lifestyle news +business news news sport @@ -2431,20 +2431,20 @@ news opinion sport business -news +opinion sport opinion business sport news news -business news -business opinion +sport +business news news -news +sport news news news @@ -2453,11 +2453,11 @@ business opinion sport news -lifestyle -news business news +business news +business news news news @@ -2481,20 +2481,20 @@ news opinion news sport -culture news +sport news -opinion -news +sport news news news +business sport business news news business -sport +business news news news @@ -2508,11 +2508,11 @@ opinion news lifestyle news -business +news news culture sport -culture +sport news business sport @@ -2520,20 +2520,20 @@ sport news news news -news +sport sport news news -news +sport lifestyle sport +business news -news -news +sport opinion news news -news +sport news news business @@ -2542,25 +2542,25 @@ opinion news news news +removed news news -culture news -business -sport news sport +sport +sport culture news -news +business opinion news news sport -business +news news sport -business +lifestyle news business sport @@ -2571,12 +2571,12 @@ news sport news news -business -lifestyle +news +culture sport news news -opinion +business news news business @@ -2584,17 +2584,17 @@ news news news news -opinion +lifestyle news sport +sport +sport news news news news news -news -news -news +business news news news @@ -2604,7 +2604,7 @@ sport sport news news -sport +lifestyle news news news @@ -2615,8 +2615,8 @@ sport news news culture -news culture +opinion news news news @@ -2625,7 +2625,7 @@ news news business news -news +opinion news news news @@ -2636,26 +2636,26 @@ news news lifestyle lifestyle -culture +news sport news lifestyle news -business +news news news sport news news +opinion +news news -culture -business news culture news news -sport -culture +news +news news news news @@ -2665,16 +2665,19 @@ news news sport sport -news +sport sport news sport news sport business -business sport sport +sport +lifestyle +news +news news news news @@ -2685,10 +2688,7 @@ news news news news -opinion news -opinion -opinion news sport news @@ -2710,8 +2710,8 @@ news lifestyle business culture -opinion -lifestyle +sport +culture culture news sport @@ -2720,7 +2720,7 @@ culture news business sport -business +news news news news @@ -2728,25 +2728,25 @@ news sport news news -sport +news opinion news +opinion news news -lifestyle business -sport +opinion news news news business culture -business -sport -news -news news news +sport +sport +opinion +business news lifestyle sport @@ -2756,13 +2756,13 @@ news business news news -sport -sport -news news sport news news +sport +sport +sport news sport culture @@ -2775,26 +2775,26 @@ news business business culture -lifestyle news -opinion +news +lifestyle lifestyle news sport news business -news +business news news news lifestyle news -culture -news +opinion news news -culture news +sport +business culture business lifestyle @@ -2803,29 +2803,29 @@ news sport news news -sport +news news sport news sport news 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