diff --git a/models/contentunderstanding/tagspace/data/text2paddle.py b/models/contentunderstanding/tagspace/data/text2paddle.py index 9b4a4fafb2945bfb30869dafb86e066096a8bea0..54d7848d7d84649ff8970be0ce63b1d2fe429a28 100644 --- a/models/contentunderstanding/tagspace/data/text2paddle.py +++ b/models/contentunderstanding/tagspace/data/text2paddle.py @@ -18,6 +18,7 @@ import collections import os import csv import re +import io import sys if six.PY2: reload(sys) @@ -45,11 +46,11 @@ def build_dict(column_num=2, min_word_freq=0, train_dir="", test_dir=""): word_freq = collections.defaultdict(int) files = os.listdir(train_dir) for fi in files: - with open(os.path.join(train_dir, fi), "r", encoding='utf-8') as f: + with io.open(os.path.join(train_dir, fi), "r", encoding='utf-8') as f: word_freq = word_count(column_num, f, word_freq) files = os.listdir(test_dir) for fi in files: - with open(os.path.join(test_dir, fi), "r", encoding='utf-8') as f: + with io.open(os.path.join(test_dir, fi), "r", encoding='utf-8') as f: word_freq = word_count(column_num, f, word_freq) word_freq = [x for x in six.iteritems(word_freq) if x[1] > min_word_freq] @@ -65,51 +66,51 @@ def write_paddle(text_idx, tag_idx, train_dir, test_dir, output_train_dir, if not os.path.exists(output_train_dir): os.mkdir(output_train_dir) for fi in files: - with open(os.path.join(train_dir, fi), "r", encoding='utf-8') as f: - with open( + with io.open(os.path.join(train_dir, fi), "r", encoding='utf-8') as f: + with io.open( os.path.join(output_train_dir, fi), "w", encoding='utf-8') as wf: data_file = csv.reader(f) for row in data_file: tag_raw = re.split(r'\W+', row[0].strip()) pos_index = tag_idx.get(tag_raw[0]) - wf.write(str(pos_index) + ",") + wf.write(u"{},".format(str(pos_index))) text_raw = re.split(r'\W+', row[2].strip()) l = [text_idx.get(w) for w in text_raw] for w in l: - wf.write(str(w) + " ") - wf.write("\n") + wf.write(u"{} ".format(str(w))) + wf.write(u"\n") files = os.listdir(test_dir) if not os.path.exists(output_test_dir): os.mkdir(output_test_dir) for fi in files: - with open(os.path.join(test_dir, fi), "r", encoding='utf-8') as f: - with open( + with io.open(os.path.join(test_dir, fi), "r", encoding='utf-8') as f: + with io.open( os.path.join(output_test_dir, fi), "w", encoding='utf-8') as wf: data_file = csv.reader(f) for row in data_file: tag_raw = re.split(r'\W+', row[0].strip()) pos_index = tag_idx.get(tag_raw[0]) - wf.write(str(pos_index) + ",") + wf.write(u"{},".format(str(pos_index))) text_raw = re.split(r'\W+', row[2].strip()) l = [text_idx.get(w) for w in text_raw] for w in l: - wf.write(str(w) + " ") - wf.write("\n") + wf.write(u"{} ".format(str(w))) + wf.write(u"\n") def text2paddle(train_dir, test_dir, output_train_dir, output_test_dir, output_vocab_text, output_vocab_tag): print("start constuct word dict") vocab_text = build_dict(2, 0, train_dir, test_dir) - with open(output_vocab_text, "w", encoding='utf-8') as wf: - wf.write(str(len(vocab_text)) + "\n") + with io.open(output_vocab_text, "w", encoding='utf-8') as wf: + wf.write(u"{}\n".format(str(len(vocab_text)))) vocab_tag = build_dict(0, 0, train_dir, test_dir) - with open(output_vocab_tag, "w", encoding='utf-8') as wf: - wf.write(str(len(vocab_tag)) + "\n") + with io.open(output_vocab_tag, "w", encoding='utf-8') as wf: + wf.write(u"{}\n".format(str(len(vocab_tag)))) print("construct word dict done\n") write_paddle(vocab_text, vocab_tag, train_dir, test_dir, output_train_dir, diff --git a/models/match/dssm/config.yaml b/models/match/dssm/config.yaml index 2f055aee8a6c4ad7de485a935cf74a17ceae0ef9..7854def2ac50a16cfb8bf2bbd3db5d8577856fe6 100755 --- a/models/match/dssm/config.yaml +++ b/models/match/dssm/config.yaml @@ -29,11 +29,12 @@ dataset: hyper_parameters: optimizer: - class: sgd + class: adam learning_rate: 0.001 - strategy: async - trigram_d: 1439 + strategy: sync + trigram_d: 2900 neg_num: 1 + slice_end: 8 fc_sizes: [300, 300, 128] fc_acts: ['tanh', 'tanh', 'tanh'] @@ -44,7 +45,7 @@ runner: - name: train_runner class: train # num of epochs - epochs: 3 + epochs: 1 # device to run training or infer device: cpu save_checkpoint_interval: 1 # save model interval of epochs @@ -54,14 +55,14 @@ runner: save_inference_feed_varnames: ["query", "doc_pos"] # feed vars of save inference save_inference_fetch_varnames: ["cos_sim_0.tmp_0"] # fetch vars of save inference init_model_path: "" # load model path - print_interval: 2 + print_interval: 10 phases: phase1 - name: infer_runner class: infer # device to run training or infer device: cpu print_interval: 1 - init_model_path: "increment/2" # load model path + init_model_path: "increment/0" # load model path phases: phase2 # runner will run all the phase in each epoch diff --git a/models/match/dssm/data/data_process.sh b/models/match/dssm/data/data_process.sh new file mode 100644 index 0000000000000000000000000000000000000000..16876d60dad022196e6ac12db8f0d32386b7a7f8 --- /dev/null +++ b/models/match/dssm/data/data_process.sh @@ -0,0 +1,24 @@ +# Copyright (c) 2020 PaddlePaddle Authors. 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. +#!/bin/bash + +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz +mv bq/train.txt ./raw_data.txt +python3 preprocess.py +mkdir big_train +mv train.txt ./big_train +mkdir big_test +mv test.txt ./big_test diff --git a/models/match/dssm/data/preprocess.py b/models/match/dssm/data/preprocess.py index 7594e4fe1e4b07992be5055e8e1fcfca63746c4e..c2a41051eeff01c861acdfb93a0188110684085b 100644 --- a/models/match/dssm/data/preprocess.py +++ b/models/match/dssm/data/preprocess.py @@ -1,3 +1,4 @@ +#encoding=utf-8 # Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -11,14 +12,14 @@ # 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. -#encoding=utf-8 import os import sys +import jieba import numpy as np import random -f = open("./zhidao", "r") +f = open("./raw_data.txt", "r") lines = f.readlines() f.close() @@ -26,14 +27,15 @@ f.close() word_dict = {} for line in lines: line = line.strip().split("\t") - text = line[0].split(" ") + line[1].split(" ") + text = line[0].strip("") + " " + line[1].strip("") + text = jieba.cut(text) for word in text: if word in word_dict: continue else: word_dict[word] = len(word_dict) + 1 -f = open("./zhidao", "r") +f = open("./raw_data.txt", "r") lines = f.readlines() f.close() @@ -57,12 +59,13 @@ for line in lines: else: pos_dict[line[0]] = [line[1]] +print("build dict done") #划分训练集和测试集 query_list = list(pos_dict.keys()) -#print(len(query)) -random.shuffle(query_list) -train_query = query_list[:90] -test_query = query_list[90:] +#print(len(query_list)) +#random.shuffle(query_list) +train_query = query_list[:11600] +test_query = query_list[11600:] #获得训练集 train_set = [] @@ -73,6 +76,7 @@ for query in train_query: for neg in neg_dict[query]: train_set.append([query, pos, neg]) random.shuffle(train_set) +print("get train_set done") #获得测试集 test_set = [] @@ -84,13 +88,14 @@ for query in test_query: for neg in neg_dict[query]: test_set.append([query, neg, 0]) random.shuffle(test_set) +print("get test_set done") #训练集中的query,pos,neg转化为词袋 f = open("train.txt", "w") for line in train_set: - query = line[0].strip().split(" ") - pos = line[1].strip().split(" ") - neg = line[2].strip().split(" ") + query = jieba.cut(line[0].strip()) + pos = jieba.cut(line[1].strip()) + neg = jieba.cut(line[2].strip()) query_token = [0] * (len(word_dict) + 1) for word in query: query_token[word_dict[word]] = 1 @@ -109,8 +114,8 @@ f.close() f = open("test.txt", "w") fa = open("label.txt", "w") for line in test_set: - query = line[0].strip().split(" ") - pos = line[1].strip().split(" ") + query = jieba.cut(line[0].strip()) + pos = jieba.cut(line[1].strip()) label = line[2] query_token = [0] * (len(word_dict) + 1) for word in query: diff --git a/models/match/dssm/data/test/test.txt b/models/match/dssm/data/test/test.txt index 67bfe1a45da45ec3c2f9cf25552c299cba76bc0d..aaceea8aec2d9e6a98630e5e5da99f99860eb47a 100644 --- a/models/match/dssm/data/test/test.txt +++ b/models/match/dssm/data/test/test.txt @@ -1,100 +1,100 @@ 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diff --git a/models/match/dssm/data/train/train.txt b/models/match/dssm/data/train/train.txt index 44e028404f639c832a03752d6c46feef5ce9e216..bb67cdfe9f6c31bbf832413b287caefa57c4bedf 100644 --- a/models/match/dssm/data/train/train.txt +++ b/models/match/dssm/data/train/train.txt @@ -1,128 +1,200 @@ 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diff --git a/models/match/dssm/model.py b/models/match/dssm/model.py index 7b0164971ff7f91eea5c5413ec7941690a1a7ebe..a737378947714c525b03a623dde93aa1499e4023 100755 --- a/models/match/dssm/model.py +++ b/models/match/dssm/model.py @@ -29,6 +29,7 @@ class Model(ModelBase): self.hidden_acts = envs.get_global_env("hyper_parameters.fc_acts") self.learning_rate = envs.get_global_env( "hyper_parameters.learning_rate") + self.slice_end = envs.get_global_env("hyper_parameters.slice_end") def input_data(self, is_infer=False, **kwargs): query = fluid.data( @@ -94,7 +95,7 @@ class Model(ModelBase): prob = fluid.layers.softmax(concat_Rs, axis=1) hit_prob = fluid.layers.slice( - prob, axes=[0, 1], starts=[0, 0], ends=[8, 1]) + prob, axes=[0, 1], starts=[0, 0], ends=[self.slice_end, 1]) loss = -fluid.layers.reduce_sum(fluid.layers.log(hit_prob)) avg_cost = fluid.layers.mean(x=loss) self._cost = avg_cost diff --git a/models/match/dssm/readme.md b/models/match/dssm/readme.md index c3d8799ce9e3496e265009bd51ab2f5f3f35aebc..5228e634b3bd0d97805130b58a12a3ee07a2f6e0 100644 --- a/models/match/dssm/readme.md +++ b/models/match/dssm/readme.md @@ -4,11 +4,12 @@ ``` ├── data #样例数据 - ├── train - ├── train.txt #训练数据样例 - ├── test - ├── test.txt #测试数据样例 - ├── preprocess.py #数据处理程序 + ├── train + ├── train.txt #训练数据样例 + ├── test + ├── test.txt #测试数据样例 + ├── preprocess.py #数据处理程序 + ├── data_process #数据一键处理脚本 ├── __init__.py ├── README.md #文档 ├── model.py #模型文件 @@ -46,13 +47,19 @@ Query 和 Doc 的语义相似性可以用这两个向量的 cosine 距离表示

## 数据准备 -我们公开了自建的测试集,包括百度知道、ECOM、QQSIM、UNICOM 四个数据集。这里我们选取百度知道数据集来进行训练。执行以下命令可以获取上述数据集。 +BQ是一个智能客服中文问句匹配数据集,该数据集是自动问答系统语料,共有120,000对句子对,并标注了句子对相似度值。数据中存在错别字、语法不规范等问题,但更加贴近工业场景。执行以下命令可以获取上述数据集。 ``` -wget --no-check-certificate https://baidu-nlp.bj.bcebos.com/simnet_dataset-1.0.0.tar.gz -tar xzf simnet_dataset-1.0.0.tar.gz -rm simnet_dataset-1.0.0.tar.gz +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz +``` +数据集样例: +``` +请问一天是否都是限定只能转入或转出都是五万。 微众多少可以赎回短期理财 0 +微粒咨询电话号码多少 你们的人工客服电话是多少 1 +已经在银行换了新预留号码。 我现在换了电话号码,这个需要更换吗 1 +每个字段以tab键分隔,第1,2列表示两个文本。第3列表示类别(0或1,0表示两个文本不相似,1表示两个文本相似)。 ``` - ## 运行环境 PaddlePaddle>=1.7.2 @@ -120,21 +127,24 @@ PaddleRec Finish 2. 在data目录下载并解压数据集,命令如下: ``` cd data -wget --no-check-certificate https://baidu-nlp.bj.bcebos.com/simnet_dataset-1.0.0.tar.gz -tar xzf simnet_dataset-1.0.0.tar.gz -rm simnet_dataset-1.0.0.tar.gz +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz ``` -3. 本文提供了快速将数据集中的汉字数据处理为可训练格式数据的脚本,您在解压数据集后,可以看见目录中存在一个名为zhidao的文件。然后能可以在python3环境下运行我们提供的preprocess.py文件。即可生成可以直接用于训练的数据目录test.txt,train.txt和label.txt。将其放入train和test目录下以备训练时调用。命令如下: +3. 本文提供了快速将数据集中的汉字数据处理为可训练格式数据的脚本,您在解压数据集后,可以看见目录中存在一个名为bq的目录。将其中的train.txt文件移动到data目录下,然后可以在python3环境下运行我们提供的preprocess.py文件。即可生成可以直接用于训练的数据目录test.txt,train.txt和label.txt。将其放入train和test目录下以备训练时调用。生成时间较长,请耐心等待。命令如下: ``` -mv data/zhidao ./ -rm -rf data +mv bq/train.txt ./raw_data.txt python3 preprocess.py -rm -f ./train/train.txt -mv train.txt ./train -rm -f ./test/test.txt -mv test.txt test +mkdir big_train +mv train.txt ./big_train +mkdir big_test +mv test.txt ./big_test cd .. ``` +也可以使用我们提供的一键数据处理脚本data_process.sh +``` +sh data_process.sh +``` 经过预处理的格式: 训练集为三个稀疏的BOW方式的向量:query,pos,neg 测试集为两个稀疏的BOW方式的向量:query,pos @@ -144,8 +154,10 @@ label.txt中对应的测试集中的标签 将workspace改为您当前的绝对路径。(可用pwd命令获取绝对路径) 将dataset_train中的batch_size从8改为128 -将文件model.py中的 hit_prob = fluid.layers.slice(prob, axes=[0, 1], starts=[0, 0], ends=[8, 1]) - 改为hit_prob = fluid.layers.slice(prob, axes=[0, 1], starts=[0, 0], ends=[128, 1]).当您需要改变batchsize的时候,end中第一个参数也需要随之变化 +将hyper_parameters中的slice_end从8改为128.当您需要改变batchsize的时候,这个参数也需要随之变化 +将dataset_train中的data_path改为{workspace}/data/big_train +将dataset_infer中的data_path改为{workspace}/data/big_test +将hyper_parameters中的trigram_d改为5913 5. 执行脚本,开始训练.脚本会运行python -m paddlerec.run -m ./config.yaml启动训练,并将结果输出到result文件中。然后启动transform.py整合数据,最后计算出正逆序指标: ``` @@ -155,26 +167,14 @@ sh run.sh 输出结果示例: ``` ................run................. -!!! The CPU_NUM is not specified, you should set CPU_NUM in the environment variable list. -CPU_NUM indicates that how many CPUPlace are used in the current task. -And if this parameter are set as N (equal to the number of physical CPU core) the program may be faster. - -export CPU_NUM=32 # for example, set CPU_NUM as number of physical CPU core which is 32. - -!!! The default number of CPU_NUM=1. -I0821 07:16:04.512531 32200 parallel_executor.cc:440] The Program will be executed on CPU using ParallelExecutor, 1 cards are used, so 1 programs are executed in parallel. -I0821 07:16:04.515708 32200 build_strategy.cc:365] SeqOnlyAllReduceOps:0, num_trainers:1 -I0821 07:16:04.518872 32200 parallel_executor.cc:307] Inplace strategy is enabled, when build_strategy.enable_inplace = True -I0821 07:16:04.520995 32200 parallel_executor.cc:375] Garbage collection strategy is enabled, when FLAGS_eager_delete_tensor_gb = 0 -75 -pnr: 2.25581395349 -query_num: 11 -pair_num: 184 184 -equal_num: 44 -正序率: 0.692857142857 -97 43 -``` -6. 提醒:因为采取较小的数据集进行训练和测试,得到指标的浮动程度会比较大。如果得到的指标不合预期,可以多次执行步骤5,即可获得合理的指标。 +8989 +pnr:2.75621659307 +query_num:1369 +pair_num:16240 , 16240 +equal_num:77 +正序率: 0.733774670544 +pos_num: 11860 , neg_num: 4303 +``` ## 进阶使用 diff --git a/models/match/dssm/run.sh b/models/match/dssm/run.sh index 5248d311a3d2b6365dff9ce2bd08fd75f2e599ee..aab3b0f3b2b8f7b07fa36546d0fdc5d22ec72103 100644 --- a/models/match/dssm/run.sh +++ b/models/match/dssm/run.sh @@ -13,7 +13,7 @@ # limitations under the License. #!/bin/bash echo "................run................." -python -m paddlerec.run -m ./config.yaml >result1.txt +python -m paddlerec.run -m ./config.yaml &> result1.txt grep -i "query_doc_sim" ./result1.txt >./result2.txt sed '$d' result2.txt >result.txt rm -f result1.txt diff --git a/models/match/dssm/transform.py b/models/match/dssm/transform.py index 3740ed7c094fc0ea84ff69fd1c10b7af79fb94a8..42e35d9552e04f75d06f141c3456b844bac764f9 100644 --- a/models/match/dssm/transform.py +++ b/models/match/dssm/transform.py @@ -32,13 +32,13 @@ filename = './result.txt' sim = [] for line in open(filename): line = line.strip().split(",") - line[1] = line[1].split(":") - line = line[1][1].strip(" ") + line[3] = line[3].split(":") + line = line[3][1].strip(" ") line = line.strip("[") line = line.strip("]") sim.append(float(line)) -filename = './data/test/test.txt' +filename = './data/big_test/test.txt' f = open(filename, "r") f.readline() query = [] diff --git a/models/match/match-pyramid/data/process.py b/models/match/match-pyramid/data/process.py index 7be9d1fbb236150cf8dfd00e700b8cfd9f247aa2..9ab8fc655c44bcc83070db2db513fce0d387a76f 100644 --- a/models/match/match-pyramid/data/process.py +++ b/models/match/match-pyramid/data/process.py @@ -106,7 +106,7 @@ def make_train(): pair_list.append((d1, high_d2, low_d2)) print('Pair Instance Count:', len(pair_list)) - f = open("./data/train/train.txt", "w") + f = open("./data/big_train/train.txt", "w") for batch in range(800): X1 = np.zeros((batch_size * 2, data1_maxlen), dtype=np.int32) X2 = np.zeros((batch_size * 2, data2_maxlen), dtype=np.int32) @@ -131,7 +131,7 @@ def make_train(): def make_test(): rel = read_relation(filename=os.path.join(Letor07Path, 'relation.test.fold1.txt')) - f = open("./data/test/test.txt", "w") + f = open("./data/big_test/test.txt", "w") for label, d1, d2 in rel: X1 = np.zeros(data1_maxlen, dtype=np.int32) X2 = np.zeros(data2_maxlen, dtype=np.int32) diff --git a/models/match/match-pyramid/data_process.sh b/models/match/match-pyramid/data_process.sh index dfd3a8748a98aecdc7e89fb8f4c461740286f8e4..24da8d0ff3000ebb33d13a1ab676b0809ab364d8 100644 --- a/models/match/match-pyramid/data_process.sh +++ b/models/match/match-pyramid/data_process.sh @@ -3,7 +3,9 @@ echo "...........load data................." wget --no-check-certificate 'https://paddlerec.bj.bcebos.com/match_pyramid/match_pyramid_data.tar.gz' mv ./match_pyramid_data.tar.gz ./data -rm -rf ./data/relation.test.fold1.txt ./data/realtion.train.fold1.txt +rm -rf ./data/relation.test.fold1.txt tar -xvf ./data/match_pyramid_data.tar.gz +mkdir ./data/big_train +mkdir ./data/big_test echo "...........data process..............." python ./data/process.py diff --git a/models/match/match-pyramid/eval.py b/models/match/match-pyramid/eval.py index dae40cef13943051bc993327cbdaf39486d2b48f..c3eccdb681faa1f5bb893007fd597cbf6de836ce 100644 --- a/models/match/match-pyramid/eval.py +++ b/models/match/match-pyramid/eval.py @@ -49,8 +49,8 @@ filename = './result.txt' pred = [] for line in open(filename): line = line.strip().split(",") - line[1] = line[1].split(":") - line = line[1][1].strip(" ") + line[3] = line[3].split(":") + line = line[3][1].strip(" ") line = line.strip("[") line = line.strip("]") pred.append(float(line)) diff --git a/models/match/match-pyramid/readme.md b/models/match/match-pyramid/readme.md index 2960d58e64b80bed8f4c5b0f6f2ff67ce14aed00..2ee200a6142bfb7639a0e49b851dda4895d25e58 100644 --- a/models/match/match-pyramid/readme.md +++ b/models/match/match-pyramid/readme.md @@ -56,10 +56,10 @@ 4.嵌入层文件:我们将预训练的词向量存储在嵌入文件中。例如:embed_wiki-pdc_d50_norm ## 运行环境 -PaddlePaddle>=1.7.2 -python 2.7/3.5/3.6/3.7 -PaddleRec >=0.1 -os : windows/linux/macos +PaddlePaddle>=1.7.2 +python 2.7/3.5/3.6/3.7 +PaddleRec >=0.1 +os : windows/linux/macos ## 快速开始 @@ -72,7 +72,7 @@ python -m paddlerec.run -m models/match/match-pyramid/config.yaml ## 论文复现 1. 确认您当前所在目录为PaddleRec/models/match/match-pyramid 2. 本文提供了原数据集的下载以及一键生成训练和测试数据的预处理脚本,您可以直接一键运行:bash data_process.sh -执行该脚本,会从国内源的服务器上下载Letor07数据集,删除掉data文件夹中原有的relation.test.fold1.txt和relation.train.fold1.txt,并将完整的数据集解压到data文件夹。随后运行 process.py 将全量训练数据放置于`./data/train`,全量测试数据放置于`./data/test`。并生成用于初始化embedding层的embedding.npy文件 +执行该脚本,会从国内源的服务器上下载Letor07数据集,并将完整的数据集解压到data文件夹。随后运行 process.py 将全量训练数据放置于`./data/big_train`,全量测试数据放置于`./data/big_test`。并生成用于初始化embedding层的embedding.npy文件 执行该脚本的理想输出为: ``` bash data_process.sh @@ -123,6 +123,8 @@ data/embed_wiki-pdc_d50_norm 3. 打开文件config.yaml,更改其中的参数 将workspace改为您当前的绝对路径。(可用pwd命令获取绝对路径) +将dataset_train下的data_path参数改为{workspace}/data/big_train +将dataset_infer下的data_path参数改为{workspace}/data/big_test 4. 随后,您直接一键运行:bash run.sh 即可得到复现的论文效果 执行该脚本后,会执行python -m paddlerec.run -m ./config.yaml 命令开始训练并测试模型,将测试的结果保存到result.txt文件,最后通过执行eval.py进行评估得到数据的map指标 @@ -131,7 +133,7 @@ data/embed_wiki-pdc_d50_norm ..............test................. 13651 336 -('map=', 0.420878322843591) +('map=', 0.3993127885738651) ``` ## 进阶使用 diff --git a/models/match/match-pyramid/run.sh b/models/match/match-pyramid/run.sh index 9384899ee30b145f9d10ff66f9bdf6a18b1d8860..ad9f5216065570f623d5eaa751dfc29562062741 100644 --- a/models/match/match-pyramid/run.sh +++ b/models/match/match-pyramid/run.sh @@ -1,6 +1,8 @@ #!/bin/bash echo "................run................." -python -m paddlerec.run -m ./config.yaml >result1.txt -grep -i "prediction" ./result1.txt >./result.txt +python -m paddlerec.run -m ./config.yaml &>result1.txt +grep -i "prediction" ./result1.txt >./result2.txt +sed '$d' result2.txt >result.txt +rm -f result2.txt rm -f result1.txt python eval.py diff --git a/models/match/multiview-simnet/config.yaml b/models/match/multiview-simnet/config.yaml index 9c418fe8430f0a204b4a44bec01bcfb3e29c1346..4dc2317e94d433d898f885c13b3f9ab771067384 100755 --- a/models/match/multiview-simnet/config.yaml +++ b/models/match/multiview-simnet/config.yaml @@ -26,19 +26,19 @@ dataset: batch_size: 1 type: DataLoader # or QueueDataset data_path: "{workspace}/data/test" - sparse_slots: "1 2" + sparse_slots: "0 1" # hyper parameters of user-defined network hyper_parameters: optimizer: class: Adam - learning_rate: 0.0001 - strategy: async + learning_rate: 0.001 + strategy: sync query_encoder: "gru" title_encoder: "gru" query_encode_dim: 128 title_encode_dim: 128 - sparse_feature_dim: 1439 + sparse_feature_dim: 6327 embedding_dim: 128 hidden_size: 128 margin: 0.1 diff --git a/models/match/multiview-simnet/data/data_process.sh b/models/match/multiview-simnet/data/data_process.sh new file mode 100644 index 0000000000000000000000000000000000000000..16876d60dad022196e6ac12db8f0d32386b7a7f8 --- /dev/null +++ b/models/match/multiview-simnet/data/data_process.sh @@ -0,0 +1,24 @@ +# Copyright (c) 2020 PaddlePaddle Authors. 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. +#!/bin/bash + +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz +mv bq/train.txt ./raw_data.txt +python3 preprocess.py +mkdir big_train +mv train.txt ./big_train +mkdir big_test +mv test.txt ./big_test diff --git a/models/match/multiview-simnet/data/preprocess.py b/models/match/multiview-simnet/data/preprocess.py index 414281150661a016cb83a055ac82837a58ccdb32..4c0fb09022398af52a3c0f56225f60c93eaa29ca 100644 --- a/models/match/multiview-simnet/data/preprocess.py +++ b/models/match/multiview-simnet/data/preprocess.py @@ -1,3 +1,4 @@ +#encoding=utf-8 # Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -11,14 +12,14 @@ # 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. -#encoding=utf-8 import os import sys +import jieba import numpy as np import random -f = open("./zhidao", "r") +f = open("./raw_data.txt", "r") lines = f.readlines() f.close() @@ -26,14 +27,15 @@ f.close() word_dict = {} for line in lines: line = line.strip().split("\t") - text = line[0].split(" ") + line[1].split(" ") + text = line[0].strip("") + line[1].strip("") + text = jieba.cut(text) for word in text: if word in word_dict: continue else: word_dict[word] = len(word_dict) + 1 -f = open("./zhidao", "r") +f = open("./raw_data.txt", "r") lines = f.readlines() f.close() @@ -59,10 +61,10 @@ for line in lines: #划分训练集和测试集 query_list = list(pos_dict.keys()) -#print(len(query_list)) +print(len(query_list)) random.shuffle(query_list) -train_query = query_list[:90] -test_query = query_list[90:] +train_query = query_list[:11600] +test_query = query_list[11600:] #获得训练集 train_set = [] @@ -88,9 +90,9 @@ random.shuffle(test_set) #训练集中的query,pos,neg转化格式 f = open("train.txt", "w") for line in train_set: - query = line[0].strip().split(" ") - pos = line[1].strip().split(" ") - neg = line[2].strip().split(" ") + query = jieba.cut(line[0].strip()) + pos = jieba.cut(line[1].strip()) + neg = jieba.cut(line[2].strip()) query_list = [] for word in query: query_list.append(word_dict[word]) @@ -110,8 +112,8 @@ f = open("test.txt", "w") fa = open("label.txt", "w") fb = open("testquery.txt", "w") for line in test_set: - query = line[0].strip().split(" ") - pos = line[1].strip().split(" ") + query = jieba.cut(line[0].strip()) + pos = jieba.cut(line[1].strip()) label = line[2] query_list = [] for word in query: diff --git a/models/match/multiview-simnet/readme.md b/models/match/multiview-simnet/readme.md index 4a59d851bbc26365d9120985d8163bd105f9ec95..3b80f776c9973a156e7e50b946fc2d49b754f334 100644 --- a/models/match/multiview-simnet/readme.md +++ b/models/match/multiview-simnet/readme.md @@ -4,11 +4,12 @@ ``` ├── data #样例数据 - ├── train - ├── train.txt #训练数据样例 - ├── test - ├── test.txt #测试数据样例 - ├── preprocess.py #数据处理程序 + ├── train + ├── train.txt #训练数据样例 + ├── test + ├── test.txt #测试数据样例 + ├── preprocess.py #数据处理程序 + ├── data_process.sh #一键数据处理脚本 ├── __init__.py ├── README.md #文档 ├── model.py #模型文件 @@ -42,14 +43,20 @@

## 数据准备 -我们公开了自建的测试集,包括百度知道、ECOM、QQSIM、UNICOM 四个数据集。这里我们选取百度知道数据集来进行训练。执行以下命令可以获取上述数据集。 +BQ是一个智能客服中文问句匹配数据集,该数据集是自动问答系统语料,共有120,000对句子对,并标注了句子对相似度值。数据中存在错别字、语法不规范等问题,但更加贴近工业场景。执行以下命令可以获取上述数据集。 ``` -wget --no-check-certificate https://baidu-nlp.bj.bcebos.com/simnet_dataset-1.0.0.tar.gz -tar xzf simnet_dataset-1.0.0.tar.gz -rm simnet_dataset-1.0.0.tar.gz +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz ``` - -数据格式为一个标识句子的slot,后跟一个句子中词的token。两者形成{slot:token}的形式标识一个词: +数据集样例: +``` +请问一天是否都是限定只能转入或转出都是五万。 微众多少可以赎回短期理财 0 +微粒咨询电话号码多少 你们的人工客服电话是多少 1 +已经在银行换了新预留号码。 我现在换了电话号码,这个需要更换吗 1 +每个字段以tab键分隔,第1,2列表示两个文本。第3列表示类别(0或1,0表示两个文本不相似,1表示两个文本相似)。 +``` +最终输出的数据格式为一个标识句子的slot,后跟一个句子中词的token。两者形成{slot:token}的形式标识一个词: ``` 0:358 0:206 0:205 0:250 0:9 0:3 0:207 0:10 0:330 0:164 1:1144 1:217 1:206 1:9 1:3 1:207 1:10 1:398 1:2 2:217 2:206 2:9 2:3 2:207 2:10 2:398 2:2 0:358 0:206 0:205 0:250 0:9 0:3 0:207 0:10 0:330 0:164 1:951 1:952 1:206 1:9 1:3 1:207 1:10 1:398 2:217 2:206 2:9 2:3 2:207 2:10 2:398 2:2 @@ -75,24 +82,29 @@ python -m paddlerec.run -m models/match/multiview-simnet/config.yaml 2. 在data目录下载并解压数据集,命令如下: ``` cd data -wget --no-check-certificate https://baidu-nlp.bj.bcebos.com/simnet_dataset-1.0.0.tar.gz -tar xzf simnet_dataset-1.0.0.tar.gz -rm -f simnet_dataset-1.0.0.tar.gz -mv data/zhidao ./ -rm -rf data +wget https://paddlerec.bj.bcebos.com/dssm%2Fbq.tar.gz +tar xzf dssm%2Fbq.tar.gz +rm -f dssm%2Fbq.tar.gz +mv bq/train.txt ./raw_data.txt ``` -3. 本文提供了快速将数据集中的汉字数据处理为可训练格式数据的脚本,您在解压数据集后,可以看见目录中存在一个名为zhidao的文件。然后能可以在python3环境下运行我们提供的preprocess.py文件。即可生成可以直接用于训练的数据目录test.txt,train.txt,label.txt和testquery.txt。将其放入train和test目录下以备训练时调用。命令如下: +3. 本文提供了快速将数据集中的汉字数据处理为可训练格式数据的脚本,您在解压数据集后,可以看见目录中存在一个名为bq的目录。将其中的train.txt文件移动到data目录下。然后可以在python3环境下运行我们提供的preprocess.py文件。即可生成可以直接用于训练的数据目录test.txt,train.txt,label.txt和testquery.txt。将其放入train和test目录下以备训练时调用。生成时间较长,请耐心等待。命令如下: ``` python3 preprocess.py -rm -f ./train/train.txt -mv train.txt ./train -rm -f ./test/test.txt -mv test.txt ./test +mkdir big_train +mv train.txt ./big_train +mkdir big_test +mv test.txt ./big_test cd .. ``` -4. 退回tagspace目录中,打开文件config.yaml,更改其中的参数 +也可以使用我们提供的一键数据处理脚本data_process.sh +``` +sh data_process.sh +``` +4. 退回multiview-simnet目录中,打开文件config.yaml,更改其中的参数 - 将workspace改为您当前的绝对路径。(可用pwd命令获取绝对路径) + 将workspace改为您当前的绝对路径。(可用pwd命令获取绝对路径) + 将dataset_train中的data_path改为{workspace}/data/big_train + 将dataset_infer中的data_path改为{workspace}/data/big_test 5. 执行脚本,开始训练.脚本会运行python -m paddlerec.run -m ./config.yaml启动训练,并将结果输出到result文件中。然后启动格式整理程序transform,最后计算正逆序比: ``` @@ -102,26 +114,14 @@ sh run.sh 运行结果大致如下: ``` ................run................. -!!! The CPU_NUM is not specified, you should set CPU_NUM in the environment variable list. -CPU_NUM indicates that how many CPUPlace are used in the current task. -And if this parameter are set as N (equal to the number of physical CPU core) the program may be faster. - -export CPU_NUM=32 # for example, set CPU_NUM as number of physical CPU core which is 32. - -!!! The default number of CPU_NUM=1. -I0821 14:24:57.255358 7888 parallel_executor.cc:440] The Program will be executed on CPU using ParallelExecutor, 1 cards are used, so 1 programs are executed in parallel. -I0821 14:24:57.259166 7888 build_strategy.cc:365] SeqOnlyAllReduceOps:0, num_trainers:1 -I0821 14:24:57.262634 7888 parallel_executor.cc:307] Inplace strategy is enabled, when build_strategy.enable_inplace = True -I0821 14:24:57.264791 7888 parallel_executor.cc:375] Garbage collection strategy is enabled, when FLAGS_eager_delete_tensor_gb = 0 -103 -pnr: 1.17674418605 -query_num: 11 -pair_num: 468 468 +8902 +pnr: 13.6785350966 +query_num: 1371 +pair_num: 14429 14429 equal_num: 0 -正序率: 0.540598290598 -253 215 +正序率: 0.931873310694 +13446 983 ``` -6. 提醒:因为采取较小的数据集进行训练和测试,得到指标的浮动程度会比较大。如果得到的指标不合预期,可以多次执行步骤5,即可获得合理的指标。 ## 进阶使用 ## FAQ diff --git a/models/match/multiview-simnet/run.sh b/models/match/multiview-simnet/run.sh index 3d9a5bdbba832653ce30b556c19dd8449cda8869..4efbe6b9a989e7a560b6a70d2a32b0beb69ed8d2 100644 --- a/models/match/multiview-simnet/run.sh +++ b/models/match/multiview-simnet/run.sh @@ -14,7 +14,7 @@ #!/bin/bash echo "................run................." -python -m paddlerec.run -m ./config.yaml >result1.txt +python -m paddlerec.run -m ./config.yaml &>result1.txt grep -i "query_pt_sim" ./result1.txt >./result2.txt sed '$d' result2.txt >result.txt rm -f result1.txt diff --git a/models/match/multiview-simnet/transform.py b/models/match/multiview-simnet/transform.py index 2f26b05715a87e768476673bf6531270c2d400e6..7246b2d0ccc4e3e2b78a04ba6fb48a7d3ae6bdcb 100644 --- a/models/match/multiview-simnet/transform.py +++ b/models/match/multiview-simnet/transform.py @@ -31,8 +31,9 @@ filename = './result.txt' sim = [] for line in open(filename): line = line.strip().split(",") - line[1] = line[1].split(":") - line = line[1][1].strip(" ") + print(line) + line[3] = line[3].split(":") + line = line[3][1].strip(" ") line = line.strip("[") line = line.strip("]") sim.append(float(line)) @@ -49,5 +50,6 @@ f.close() filename = 'pair.txt' f = open(filename, "w") for i in range(len(sim)): + print(i) f.write(str(query[i]) + "\t" + str(sim[i]) + "\t" + str(label[i]) + "\n") f.close() diff --git a/tools/cal_pos_neg.py b/tools/cal_pos_neg.py index 3783bf542c8867f244910c1ce764e4fc6e450135..48675682d7584cb03b226e845ec14c4daaff44c9 100644 --- a/tools/cal_pos_neg.py +++ b/tools/cal_pos_neg.py @@ -1,3 +1,4 @@ +#encoding=utf-8 # Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); @@ -11,8 +12,6 @@ # 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. -#!/usr/bin/python -#-*- coding:utf-8 -*- """ docstring """ @@ -21,10 +20,10 @@ import os import sys if len(sys.argv) < 2: - print "usage:python %s input" % (sys.argv[0]) + print("usage:python {} input".format(sys.argv[0])) sys.exit(-1) -fin = file(sys.argv[1]) +fin = open(sys.argv[1]) pos_num = 0 neg_num = 0 @@ -42,15 +41,15 @@ for line in fin: cols = line.strip().split("\t") cnt += 1 if cnt % 500000 == 0: - print "cnt:", cnt, 1.0 * pos_num / neg_num + print("cnt:{}".format(1.0 * pos_num / neg_num)) if len(cols) != 3: continue cur_query = cols[0] if cur_query != last_query: query_num += 1 - for i in xrange(0, len(score_list)): - for j in xrange(i + 1, len(score_list)): + for i in range(0, len(score_list)): + for j in range(i + 1, len(score_list)): if label_list[i] == label_list[j]: continue pair_num += 1 @@ -74,8 +73,8 @@ for line in fin: fin.close() -for i in xrange(0, len(score_list)): - for j in xrange(i + 1, len(score_list)): +for i in range(0, len(score_list)): + for j in range(i + 1, len(score_list)): if label_list[i] == label_list[j]: continue pair_num += 1 @@ -89,9 +88,9 @@ for i in xrange(0, len(score_list)): equal_num += 1 if neg_num > 0: - print "pnr:", 1.0 * pos_num / neg_num - print "query_num:", query_num - print "pair_num:", pos_num + neg_num + equal_num, pair_num - print "equal_num:", equal_num - print "正序率:", 1.0 * pos_num / (pos_num + neg_num) -print pos_num, neg_num + print("pnr:{}".format(1.0 * pos_num / neg_num)) + print("query_num:{}".format(query_num)) + print("pair_num:{} , {}".format(pos_num + neg_num + equal_num, pair_num)) + print("equal_num:{}".format(equal_num)) + print("正序率: {}".format(1.0 * pos_num / (pos_num + neg_num))) +print("pos_num: {} , neg_num: {}".format(pos_num, neg_num))