From 951473cb2f94aca5a5da4e51993a22e84ed19089 Mon Sep 17 00:00:00 2001 From: yiyang-echo <15594999221@163.com> Date: Fri, 26 Apr 2024 00:30:33 +0800 Subject: [PATCH 1/3] fix: package name should use _ or not - #79 --- research/huawei-gts/CRF/src/model/__init__.py | 0 research/{huawei-gts => huawei_gts}/BGE/README.md | 0 .../BGE/baai_general_embedding/arguments.py | 0 .../BGE/baai_general_embedding/data.py | 0 .../BGE/baai_general_embedding/hccl_tools.py | 0 .../BGE/baai_general_embedding/loss_monitor.py | 0 .../BGE/baai_general_embedding/lr_schedule.py | 0 .../BGE/baai_general_embedding/modeling.py | 0 .../{huawei-gts => huawei_gts}/BGE/baai_general_embedding/run.py | 0 .../BGE/baai_general_embedding/run_singlenode.sh | 0 .../BGE/evaluate/FlagEmbedding/__init__.py | 0 .../BGE/evaluate/FlagEmbedding/flag_models.py | 0 research/{huawei-gts => huawei_gts}/BGE/evaluate/eval_msmarco.py | 0 research/{huawei-gts => huawei_gts}/BGE/evaluate/evaluate.sh | 0 research/{huawei-gts => 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research/huawei_gts/CRF/src/utils/config.py diff --git a/research/huawei-gts/CRF/src/utils/dataset.py b/research/huawei_gts/CRF/src/utils/dataset.py similarity index 100% rename from research/huawei-gts/CRF/src/utils/dataset.py rename to research/huawei_gts/CRF/src/utils/dataset.py diff --git a/research/huawei-gts/CRF/src/utils/metrics.py b/research/huawei_gts/CRF/src/utils/metrics.py similarity index 100% rename from research/huawei-gts/CRF/src/utils/metrics.py rename to research/huawei_gts/CRF/src/utils/metrics.py From 006667222df070f8682a1a2b6b1998eabfa9ed72 Mon Sep 17 00:00:00 2001 From: yiyang-echo <15594999221@163.com> Date: Fri, 26 Apr 2024 11:38:10 +0800 Subject: [PATCH 2/3] test: add bert test --- research/huawei_gts/CRF/test/test_bert.py | 219 ++++++++++++++++++++++ 1 file changed, 219 insertions(+) create mode 100644 research/huawei_gts/CRF/test/test_bert.py diff --git a/research/huawei_gts/CRF/test/test_bert.py b/research/huawei_gts/CRF/test/test_bert.py new file mode 100644 index 00000000..7e286bb7 --- /dev/null +++ b/research/huawei_gts/CRF/test/test_bert.py @@ -0,0 +1,219 @@ +import os +import random + +import mindspore +import mindspore.dataset as ds +import numpy as np +from ..model.lstm_crf_model import CRF +from mindnlp.engine import Trainer +from mindnlp.transformers import AutoModel, AutoTokenizer +from mindspore import nn +from mindspore.nn import AdamWeightDecay as AdamW +from tqdm.autonotebook import tqdm + + +def seed_everything(seed): + random.seed(seed) + os.environ["PYTHONHASHSEED"] = str(seed) + np.random.seed(seed) + mindspore.set_seed(seed) + mindspore.dataset.config.set_seed(seed) + + +# 读取文本，返回词典，索引表，句子，标签 +def read_data(path): + sentences = [] + labels = [] + with open(path, 'r', encoding='utf-8') as f: + sent = [] + label = [] + for line in f: + parts = line.split() + if len(parts) == 0: + if len(sent) != 0: + sentences.append(sent) + labels.append(label) + sent = [] + label = [] + else: + sent.append(parts[0]) + label.append(parts[-1]) + + return (sentences, labels) + + +def read_vocab(path): + vocab_list = [] + with open(path, 'r', encoding='utf-8') as f: + for word in f: + vocab_list.append(word.strip()) + return vocab_list + + +def get_entity(decode): + starting = False + p_ans = [] + for i, label in enumerate(decode): + if label > 0: + if label % 2 == 1: + starting = True + p_ans.append(([i], labels_text_mp[label // 2])) + elif starting: + p_ans[-1][0].append(i) + else: + starting = False + return p_ans + + +# 处理数据 +class Feature(object): + def __init__(self, sent, label): + self.sent = sent + label = [LABEL_MAP[c] for c in label] + self.token_ids = list(tokenizer(' '.join(sent)).input_ids) + self.seq_length = len(self.token_ids) if len(self.token_ids) - 2 < max_Len else max_Len + 2 + offset = tokenizer(' '.join(sent), return_offsets_mapping=True).offset_mapping + self.labels = self.get_labels(offset, label) + self.labels = [0] + self.labels[:max_Len] + [0] + self.labels = self.labels + [0] * (max_Len - len(self.labels) + 2) + + self.token_ids = [101] + self.token_ids[1:-1][:max_Len] + [102] + self.token_ids = self.token_ids + [0] * (max_Len - len(self.token_ids) + 2) + self.entity = get_entity(self.labels) + + def get_labels(self, offset_mapping, label): + sent_len, count, index = 0, 0, 0 + label_new = [] + for l, r in offset_mapping: + if l != 0 or r != 0: + if count == sent_len: + sent_len += len(self.sent[index]) + index += 1 + count += r - l + label_new.append(label[index - 1]) + + return label_new + + +class GetDatasetGenerator: + def __init__(self, path): + data = read_data(path) + self.features = [Feature(data[0][i], data[1][i]) for i in range(len(data[0]))] + + def __len__(self): + return len(self.features) + + def __getitem__(self, index): + feature = self.features[index] + token_ids = feature.token_ids + labels = feature.labels + + return token_ids, feature.seq_length, labels + + +def process_dataset(source, batch_size, shuffle): + dataset = ds.GeneratorDataset(source, ["ids", "seq_length", "labels"], shuffle=shuffle) + dataset = dataset.batch(batch_size=batch_size) + + return dataset + + +def debug_dataset(dataset): + dataset = dataset.batch(batch_size=16) + for data in dataset.create_dict_iterator(): + print(data["data"].shape, data["label"].shape) + break + + +def get_metric(P_ans, valid): + predict_score = 0 # 预测正确个数 + predict_number = 0 # 预测结果个数 + totol_number = 0 # 标签个数 + for i in range(len(P_ans)): + predict_number += len(P_ans[i]) + totol_number += len(valid.features[i].entity) + pred_true = [x for x in valid.features[i].entity if x in P_ans[i]] + predict_score += len(pred_true) + P = predict_score / predict_number if predict_number > 0 else 0. + R = predict_score / totol_number if totol_number > 0 else 0. + f1 = (2 * P * R) / (P + R) if (P + R) > 0 else 0. + print(f'f1 = {f1}， P(准确率) = {P}, R(召回率) = {R}') + + +def get_optimizer(model): + param_optimizer = list(model.parameters_and_names()) + + no_decay = ['bias', 'layer_norm.bias', 'layer_norm.weight'] + crf_p = [n for n, p in param_optimizer if str(n).find('crf') != -1] + + optimizer_grouped_parameters = [ + {'params': [p for n, p in param_optimizer if not any(nd in n for nd in no_decay) and n not in crf_p], + 'weight_decay': 0.8}, + {'params': [p for n, p in param_optimizer if any(nd in n for nd in no_decay) and n not in crf_p], + 'weight_decay': 0.0}, + {'params': [p for n, p in param_optimizer if n in crf_p], 'lr': 3e-3, 'weight_decay': 0.8}, + ] + optimizer = AdamW(optimizer_grouped_parameters, learning_rate=3e-5, eps=1e-8) # 学习率不宜过大，不然预测结果可能都是0 + + return optimizer + + +class Bert_LSTM_CRF(nn.Cell): + def __init__(self, num_labels): + super().__init__() + self.num_labels = num_labels + self.bert_model = AutoModel.from_pretrained('bert-base-uncased') + hidden_size = self.bert_model.config.hidden_size + self.bilstm = nn.LSTM(hidden_size, hidden_size // 2, batch_first=True, bidirectional=True) + self.crf_hidden_fc = nn.Dense(hidden_size, self.num_labels) + self.crf = CRF(self.num_labels, batch_first=True, reduction='sum') + + def construct(self, ids, seq_length=None, labels=None): + attention_mask = (ids > mindspore.tensor(0)) + output = self.bert_model(input_ids=ids, attention_mask=attention_mask) + lstm_feat, _ = self.bilstm(output[0]) + emissions = self.crf_hidden_fc(lstm_feat) + loss_crf = self.crf(emissions, tags=labels, seq_length=seq_length) + + return loss_crf + + +seed_everything(42) +max_Len = 113 +Entity = ['PER', 'LOC', 'ORG', 'MISC'] +labels_text_mp = {k: v for k, v in enumerate(Entity)} +LABEL_MAP = {'O': 0} +for i, e in enumerate(Entity): + LABEL_MAP[f'B-{e}'] = 2 * (i + 1) - 1 + LABEL_MAP[f'I-{e}'] = 2 * (i + 1) + +tokenizer = AutoTokenizer.from_pretrained('bert-base-uncased', use_fast=True) +train = GetDatasetGenerator('../../../../huawei_gts/CRF/conll2003/train.txt') +test = GetDatasetGenerator('../../../../huawei_gts/CRF/conll2003/test.txt') +dev = GetDatasetGenerator('../../../../huawei_gts/CRF/conll2003/valid.txt') + +epochs = 3 +batch_size = 16 +dataset_train = process_dataset(train, batch_size=batch_size, shuffle=False) +model = Bert_LSTM_CRF(num_labels=len(Entity) * 2 + 1) +optimizer = get_optimizer(model) +trainer = Trainer(network=model, train_dataset=dataset_train, optimizer=optimizer, epochs=epochs) + +trainer.run(tgt_columns="labels") + +# 预测：train +dataset_train = process_dataset(train, batch_size=batch_size, shuffle=False) +size = dataset_train.get_dataset_size() +steps = size +decodes = [] +model.set_train(False) +with tqdm(total=steps) as t: + for batch, (token_ids, seq_length, labels) in enumerate(dataset_train.create_tuple_iterator()): + score, history = model(token_ids, seq_length=seq_length) + best_tags = model.crf.post_decode(score, history, seq_length) + decode = [[y.asnumpy().item() for y in x] for x in best_tags] + decodes.extend(list(decode)) + t.update(1) + +v_pred = [get_entity(x) for x in decodes] +get_metric(v_pred, train) From 1388d4f5d7976861187fcdd1cefa0362f83e80c8 Mon Sep 17 00:00:00 2001 From: yiyang-echo <15594999221@163.com> Date: Fri, 26 Apr 2024 14:18:40 +0800 Subject: [PATCH 3/3] feat: add bert train config files --- .../model/bert-base-uncased/config.json | 23 + .../model/bert-base-uncased/tokenizer.json | 1 + .../bert-base-uncased/tokenizer_config.json | 1 + .../model/bert-base-uncased/vocab.txt | 30522 ++++++++++++++++ 4 files changed, 30547 insertions(+) create mode 100644 research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/config.json create mode 100644 research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/tokenizer.json create mode 100644 research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/tokenizer_config.json create mode 100644 research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/vocab.txt diff --git a/research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/config.json b/research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/config.json new file mode 100644 index 00000000..45a2321a --- /dev/null +++ b/research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/config.json @@ -0,0 +1,23 @@ +{ + "architectures": [ + "BertForMaskedLM" + ], + "attention_probs_dropout_prob": 0.1, + "gradient_checkpointing": false, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 768, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_norm_eps": 1e-12, + "max_position_embeddings": 512, + "model_type": "bert", + "num_attention_heads": 12, + "num_hidden_layers": 12, + "pad_token_id": 0, + "position_embedding_type": "absolute", + "transformers_version": "4.6.0.dev0", + "type_vocab_size": 2, + "use_cache": true, + "vocab_size": 30522 +} diff --git a/research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/tokenizer.json b/research/huawei_gts/CRF/test/.mindnlp/model/bert-base-uncased/tokenizer.json new file mode 100644 index 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