diff --git a/.travis.yml b/.travis.yml index 2d7eddf950dea628e35108418d0f663993578d60..8cd015e186af0f53b3827662cba9ff5d108a4a5a 100644 --- a/.travis.yml +++ b/.travis.yml @@ -23,6 +23,8 @@ before_install: - sudo pip install pylint pytest astroid isort pre-commit - sudo pip install kiwisolver - sudo pip install paddlepaddle==1.7.2 --ignore-installed urllib3 + - sudo pip uninstall -y rarfile + - sudo pip install rarfile==3.0 - sudo python setup.py install - | function timeout() { perl -e 'alarm shift; exec @ARGV' "$@"; } diff --git a/core/engine/cluster/cloud/cluster.sh b/core/engine/cluster/cloud/cluster.sh index 8f8c5479df508dfc5e74ee936b665ba08d4647b1..399a21e78aa2eba2489c8aa0b4f2214328bd0a50 100644 --- a/core/engine/cluster/cloud/cluster.sh +++ b/core/engine/cluster/cloud/cluster.sh @@ -59,6 +59,7 @@ function _gen_mpi_config() { -e "s#<$ OUTPUT_PATH $>#$OUTPUT_PATH#g" \ -e "s#<$ THIRDPARTY_PATH $>#$THIRDPARTY_PATH#g" \ -e "s#<$ CPU_NUM $>#$max_thread_num#g" \ + -e "s#<$ USE_PYTHON3 $>#$USE_PYTHON3#g" \ -e "s#<$ FLAGS_communicator_is_sgd_optimizer $>#$FLAGS_communicator_is_sgd_optimizer#g" \ -e "s#<$ FLAGS_communicator_send_queue_size $>#$FLAGS_communicator_send_queue_size#g" \ -e "s#<$ FLAGS_communicator_thread_pool_size $>#$FLAGS_communicator_thread_pool_size#g" \ @@ -76,6 +77,7 @@ function _gen_k8s_config() { -e "s#<$ AFS_REMOTE_MOUNT_POINT $>#$AFS_REMOTE_MOUNT_POINT#g" \ -e "s#<$ OUTPUT_PATH $>#$OUTPUT_PATH#g" \ -e "s#<$ CPU_NUM $>#$max_thread_num#g" \ + -e "s#<$ USE_PYTHON3 $>#$USE_PYTHON3#g" \ -e "s#<$ FLAGS_communicator_is_sgd_optimizer $>#$FLAGS_communicator_is_sgd_optimizer#g" \ -e "s#<$ FLAGS_communicator_send_queue_size $>#$FLAGS_communicator_send_queue_size#g" \ -e "s#<$ FLAGS_communicator_thread_pool_size $>#$FLAGS_communicator_thread_pool_size#g" \ diff --git a/core/engine/cluster/cloud/k8s_config.ini.template b/core/engine/cluster/cloud/k8s_config.ini.template index 904bfbc5e1453f90ec1163d1681d554b52dae45f..8979cc6f0d996c132fbc2259a01134ba4a8a1ee5 100644 --- a/core/engine/cluster/cloud/k8s_config.ini.template +++ b/core/engine/cluster/cloud/k8s_config.ini.template @@ -19,6 +19,7 @@ afs_local_mount_point="/root/paddlejob/workspace/env_run/afs/" # 新k8s afs挂载帮助文档: http://wiki.baidu.com/pages/viewpage.action?pageId=906443193 PADDLE_PADDLEREC_ROLE=WORKER +use_python3=<$ USE_PYTHON3 $> CPU_NUM=<$ CPU_NUM $> GLOG_v=0 diff --git a/core/engine/cluster/cloud/mpi_config.ini.template b/core/engine/cluster/cloud/mpi_config.ini.template index 8312d46a01449b3d6eac322b098d5b029bb67f86..7d9f7fbb97a53c23e566e925a87eae990cef9f2a 100644 --- a/core/engine/cluster/cloud/mpi_config.ini.template +++ b/core/engine/cluster/cloud/mpi_config.ini.template @@ -17,6 +17,7 @@ output_path=<$ OUTPUT_PATH $> thirdparty_path=<$ THIRDPARTY_PATH $> PADDLE_PADDLEREC_ROLE=WORKER +use_python3=<$ USE_PYTHON3 $> CPU_NUM=<$ CPU_NUM $> GLOG_v=0 diff --git a/core/engine/cluster/cluster.py b/core/engine/cluster/cluster.py index 7dbb5708e572340c37265972e541bb00ef2ee195..a64e99e38b2df3033e480706bedd02eadea1dc90 100644 --- a/core/engine/cluster/cluster.py +++ b/core/engine/cluster/cluster.py @@ -159,23 +159,30 @@ class ClusterEnvBase(object): self.cluster_env["PADDLE_VERSION"] = self.backend_env.get( "config.paddle_version", "1.7.2") + # python_version + self.cluster_env["USE_PYTHON3"] = self.backend_env.get( + "config.use_python3", "0") + # communicator + max_thread_num = int(envs.get_runtime_environ("max_thread_num")) self.cluster_env[ "FLAGS_communicator_is_sgd_optimizer"] = self.backend_env.get( "config.communicator.FLAGS_communicator_is_sgd_optimizer", 0) self.cluster_env[ "FLAGS_communicator_send_queue_size"] = self.backend_env.get( - "config.communicator.FLAGS_communicator_send_queue_size", 5) + "config.communicator.FLAGS_communicator_send_queue_size", + max_thread_num) self.cluster_env[ "FLAGS_communicator_thread_pool_size"] = self.backend_env.get( "config.communicator.FLAGS_communicator_thread_pool_size", 32) self.cluster_env[ "FLAGS_communicator_max_merge_var_num"] = self.backend_env.get( - "config.communicator.FLAGS_communicator_max_merge_var_num", 5) + "config.communicator.FLAGS_communicator_max_merge_var_num", + max_thread_num) self.cluster_env[ "FLAGS_communicator_max_send_grad_num_before_recv"] = self.backend_env.get( "config.communicator.FLAGS_communicator_max_send_grad_num_before_recv", - 5) + max_thread_num) self.cluster_env["FLAGS_communicator_fake_rpc"] = self.backend_env.get( "config.communicator.FLAGS_communicator_fake_rpc", 0) self.cluster_env["FLAGS_rpc_retry_times"] = self.backend_env.get( diff --git a/doc/distributed_train.md b/doc/distributed_train.md index 9e7dbf1bd903e459d78f18f66e5893cb3d3ced1b..0f63678220adb81d68dc181dc4d517a40823155e 100644 --- a/doc/distributed_train.md +++ b/doc/distributed_train.md @@ -69,6 +69,12 @@ dataset: data_path: "{workspace}/data/sample_data/train" sparse_slots: "click 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26" dense_slots: "dense_var:13" + +phase: +- name: phase1 + model: "{workspace}/model.py" + dataset_name: dataloader_train + thread_num: 1 ``` 分布式的训练配置可以改为： @@ -101,6 +107,13 @@ dataset: data_path: "{workspace}/train_data" sparse_slots: "click 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26" dense_slots: "dense_var:13" + +phase: +- name: phase1 + model: "{workspace}/model.py" + dataset_name: dataloader_train + # 分布式训练节点的CPU_NUM环境变量与thread_num相等，多个phase时，取最大的thread_num + thread_num: 1 ``` 除此之外，还需关注数据及模型加载的路径，一般而言： @@ -120,6 +133,8 @@ cluster_type: mpi # k8s 可选 config: # 填写任务运行的paddle官方版本号 >= 1.7.2， 默认1.7.2 paddle_version: "1.7.2" + # 是否使用PaddleCloud运行环境下的Python3，默认使用python2 + use_python3: 1 # hdfs/afs的配置信息填写 fs_name: "afs://xxx.com" @@ -140,11 +155,13 @@ config: # paddle参数服务器分布式底层超参，无特殊需求不理不改 communicator: + # 使用SGD优化器时，建议设置为1 FLAGS_communicator_is_sgd_optimizer: 0 + # 以下三个变量默认都等于训练时的线程数：CPU_NUM FLAGS_communicator_send_queue_size: 5 - FLAGS_communicator_thread_pool_size: 32 FLAGS_communicator_max_merge_var_num: 5 FLAGS_communicator_max_send_grad_num_before_recv: 5 + FLAGS_communicator_thread_pool_size: 32 FLAGS_communicator_fake_rpc: 0 FLAGS_rpc_retry_times: 3 @@ -175,12 +192,12 @@ submit: # for k8s gpu # k8s gpu 模式下，训练节点数，及每个节点上的GPU卡数 k8s_trainers: 2 - k8s-cpu-cores: 4 + k8s_cpu_cores: 4 k8s_gpu_card: 1 # for k8s ps-cpu k8s_trainers: 2 - k8s-cpu-cores: 4 + k8s_cpu_cores: 4 k8s_ps_num: 2 k8s_ps_cores: 4 @@ -232,7 +249,7 @@ phase: 再新增`backend.yaml` ```yaml backend: "PaddleCloud" -cluster_type: mpi +cluster_type: mpi # k8s可选 config: paddle_version: "1.7.2" @@ -317,7 +334,7 @@ phase: ```yaml backend: "PaddleCloud" -cluster_type: k8s # k8s 可选 +cluster_type: k8s # mpi 可选 config: # 填写任务运行的paddle官方版本号 >= 1.7.2， 默认1.7.2 @@ -357,7 +374,7 @@ submit: # for k8s gpu # k8s gpu 模式下，训练节点数，及每个节点上的GPU卡数 k8s_trainers: 2 - k8s-cpu-cores: 4 + k8s_cpu_cores: 4 k8s_gpu_card: 1 ``` @@ -399,7 +416,7 @@ phase: 再新增`backend.yaml` ```yaml backend: "PaddleCloud" -cluster_type: k8s # k8s 可选 +cluster_type: k8s # mpi 可选 config: # 填写任务运行的paddle官方版本号 >= 1.7.2， 默认1.7.2 @@ -439,7 +456,7 @@ submit: # for k8s gpu # k8s ps-cpu 模式下，训练节点数，参数服务器节点数，及每个节点上的cpu核心数及内存限制 k8s_trainers: 2 - k8s-cpu-cores: 4 + k8s_cpu_cores: 4 k8s_ps_num: 2 k8s_ps_cores: 4 ``` diff --git a/doc/yaml.md b/doc/yaml.md index 4d08ef72253b5fa1371faa5890c53ba32c0ca2e6..c96b3ee47ad56872d5d85fa6d674887ca083cf82 100644 --- a/doc/yaml.md +++ b/doc/yaml.md @@ -1,4 +1,4 @@ -# PaddleRec yaml配置说明 +# PaddleRec config.yaml配置说明 ## 全局变量 @@ -12,31 +12,31 @@ ## runner变量 -| 名称 | 类型 | 取值 | 是否必须 | 作用描述 | -| :---------------------------: | :----------: | :-------------------------------------------: | :------: | :------------------------------------------------------------------: | -| name | string | 任意 | 是 | 指定runner名称 | +| 名称 | 类型 | 取值 | 是否必须 | 作用描述 | +| :---------------------------: | :----------: | :-------------------------------------------------------: | :------: | :------------------------------------------------------------------: | +| name | string | 任意 | 是 | 指定runner名称 | | class | string | train(默认) / infer / local_cluster_train / cluster_train | 是 | 指定运行runner的类别（单机/分布式， 训练/预测） | -| device | string | cpu(默认) / gpu | 否 | 程序执行设备 | -| fleet_mode | string | ps(默认) / pslib / collective | 否 | 分布式运行模式 | -| selected_gpus | string | "0"(默认) | 否 | 程序运行GPU卡号，若以"0,1"的方式指定多卡，则会默认启用collective模式 | -| worker_num | int | 1(默认) | 否 | 参数服务器模式下worker的数量 | -| server_num | int | 1(默认) | 否 | 参数服务器模式下server的数量 | -| distribute_strategy | string | async(默认)/sync/half_async/geo | 否 | 参数服务器模式下训练模式的选择 | -| epochs | int | >= 1 | 否 | 模型训练迭代轮数 | -| phases | list[string] | 由phase name组成的list | 否 | 当前runner的训练过程列表，顺序执行 | -| init_model_path | string | 路径 | 否 | 初始化模型地址 | -| save_checkpoint_interval | int | >= 1 | 否 | Save参数的轮数间隔 | -| save_checkpoint_path | string | 路径 | 否 | Save参数的地址 | -| save_inference_interval | int | >= 1 | 否 | Save预测模型的轮数间隔 | -| save_inference_path | string | 路径 | 否 | Save预测模型的地址 | -| save_inference_feed_varnames | list[string] | 组网中指定Variable的name | 否 | 预测模型的入口变量name | -| save_inference_fetch_varnames | list[string] | 组网中指定Variable的name | 否 | 预测模型的出口变量name | -| print_interval | int | >= 1 | 否 | 训练指标打印batch间隔 | -| instance_class_path | string | 路径 | 否 | 自定义instance流程实现的地址 | -| network_class_path | string | 路径 | 否 | 自定义network流程实现的地址 | -| startup_class_path | string | 路径 | 否 | 自定义startup流程实现的地址 | -| runner_class_path | string | 路径 | 否 | 自定义runner流程实现的地址 | -| terminal_class_path | string | 路径 | 否 | 自定义terminal流程实现的地址 | +| device | string | cpu(默认) / gpu | 否 | 程序执行设备 | +| fleet_mode | string | ps(默认) / pslib / collective | 否 | 分布式运行模式 | +| selected_gpus | string | "0"(默认) | 否 | 程序运行GPU卡号，若以"0,1"的方式指定多卡，则会默认启用collective模式 | +| worker_num | int | 1(默认) | 否 | 参数服务器模式下worker的数量 | +| server_num | int | 1(默认) | 否 | 参数服务器模式下server的数量 | +| distribute_strategy | string | async(默认)/sync/half_async/geo | 否 | 参数服务器模式下训练模式的选择 | +| epochs | int | >= 1 | 否 | 模型训练迭代轮数 | +| phases | list[string] | 由phase name组成的list | 否 | 当前runner的训练过程列表，顺序执行 | +| init_model_path | string | 路径 | 否 | 初始化模型地址 | +| save_checkpoint_interval | int | >= 1 | 否 | Save参数的轮数间隔 | +| save_checkpoint_path | string | 路径 | 否 | Save参数的地址 | +| save_inference_interval | int | >= 1 | 否 | Save预测模型的轮数间隔 | +| save_inference_path | string | 路径 | 否 | Save预测模型的地址 | +| save_inference_feed_varnames | list[string] | 组网中指定Variable的name | 否 | 预测模型的入口变量name | +| save_inference_fetch_varnames | list[string] | 组网中指定Variable的name | 否 | 预测模型的出口变量name | +| print_interval | int | >= 1 | 否 | 训练指标打印batch间隔 | +| instance_class_path | string | 路径 | 否 | 自定义instance流程实现的地址 | +| network_class_path | string | 路径 | 否 | 自定义network流程实现的地址 | +| startup_class_path | string | 路径 | 否 | 自定义startup流程实现的地址 | +| runner_class_path | string | 路径 | 否 | 自定义runner流程实现的地址 | +| terminal_class_path | string | 路径 | 否 | 自定义terminal流程实现的地址 | @@ -70,3 +70,55 @@ | optimizer.learning_rate | float | > 0 | 否 | 指定学习率 | | reg | float | > 0 | 否 | L2正则化参数，只在SGD下生效 | | others | / | / | / | 由各个模型组网独立指定 | + + +# PaddleRec backend.yaml配置说明 + +## 全局变量 + + | 名称 | 类型 | 取值 | 是否必须 | 作用描述 | + | :----------: | :----: | :-------------: | :------: | :----------------------------------------------: | + | backend | string | paddlecloud/k8s | 是 | 使用PaddleCloud平台提交，还是在公有云K8S集群提交 | + | cluster_type | string | mpi/k8s | 是 | 指定运行的计算集群： mpi 还是 k8s | + + ## config + | 名称 | 类型 | 取值 | 是否必须 | 作用描述 | + | :--------------------: | :----: | :-------------------------------------: | :------: | :------------------------------------------------------------------------------------------: | + | paddle_version | string | paddle官方版本号，如1.7.2/1.8.0/1.8.3等 | 否 | 指定运行训练使用的Paddle版本，默认1.7.2 | + | use_python3 | int | 0（默认）/1 | 否 | 指定是否使用python3进行训练 | + | fs_name | string | "afs://xxx.com" | 是 | hdfs/afs集群名称所需配置 | + | fs_ugi | string | "usr,pwd" | 是 | hdfs/afs集群密钥所需配置 | + | output_path | string | "/user/your/path" | 否 | 任务输出的远程目录 | + | train_data_path | string | "/user/your/path" | 是 | mpi集群下指定训练数据路径，paddlecloud会自动将数据分片并下载到工作目录的`./train_data`文件夹 | + | test_data_path | string | "/user/your/path" | 否 | mpi集群下指定测试数据路径，会自动下载到工作目录的`./test_data`文件夹 | + | thirdparty_path | string | "/user/your/path" | 否 | mpi集群下指定thirdparty路径，会自动下载到工作目录的`./thirdparty`文件夹 | + | afs_remote_mount_point | string | "/user/your/path" | 是 | k8s集群下指定远程路径的地址，会挂载到工作目录的`./afs/下` | + + ### config.communicator + | 名称 | 类型 | 取值 | 是否必须 | 作用描述 | + | :----------------------------------------------: | :---: | :------------: | :------: | :----------------------------------------------------: | + | FLAGS_communicator_is_sgd_optimizer | int | 0（默认）/1 | 否 | 异步分布式训练时的多线程的梯度融合方式是否使用SGD模式 | + | FLAGS_communicator_send_queue_size | int | 线程数（默认） | 否 | 分布式训练时发送队列的大小 | + | FLAGS_communicator_max_merge_var_num | int | 线程数（默认） | 否 | 分布式训练多线程梯度融合时，线程数的配置 | + | FLAGS_communicator_max_send_grad_num_before_recv | int | 线程数（默认） | 否 | 分布式训练使用独立recv参数线程时，与send的步调配置超参 | + | FLAGS_communicator_thread_pool_size | int | 32（默认） | 否 | 分布式训练时，多线程发送参数的线程池大小 | + | FLAGS_communicator_fake_rpc | int | 0（默认）/1 | 否 | 分布式训练时，选择不进行通信 | + | FLAGS_rpc_retry_times | int | 3(默认) | 否 | 分布式训练时，GRPC的失败重试次数 | + + +## submit +| 名称 | 类型 | 取值 | 是否必须 | 作用描述 | +| :-----------: | :----: | :-------------------------: | :------: | :------------------------------------------------------: | +| ak | string | PaddleCloud平台提供的ak密钥 | 是 | paddlecloud用户配置 | +| sk | string | PaddleCloud平台提供的sk密钥 | 否 | paddlecloud用户配置 | +| priority | string | normal/high/very_high | 否 | 任务优先级 | +| job_name | string | 任意 | 是 | 任务名称 | +| group | string | 计算资源所在组名称 | 是 | 组名称 | +| start_cmd | string | 任意 | 是 | 启动命令，默认`python -m paddlerec.run -m ./config.yaml` | +| files | string | 任意 | 是 | 随任务提交上传的文件，给出相对或绝对路径 | +| nodes | int | >=1（默认1） | 否 | mpi集群下的节点数 | +| k8s_trainers | int | >=1（默认1） | 否 | k8s集群下worker的节点数 | +| k8s_cpu_cores | int | >=1（默认1） | 否 | k8s集群下worker的CPU核数 | +| k8s_gpu_card | int | >=1（默认1） | 否 | k8s集群下worker的GPU卡数 | +| k8s_ps_num | int | >=1（默认1） | 否 | k8s集群下server的节点数 | +| k8s_ps_cores | int | >=1（默认1） | 否 | k8s集群下server的CPU核数 | diff --git a/models/match/match-pyramid/__init__.py b/models/match/match-pyramid/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..abf198b97e6e818e1fbe59006f98492640bcee54 --- /dev/null +++ b/models/match/match-pyramid/__init__.py @@ -0,0 +1,13 @@ +# 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. diff --git a/models/match/match-pyramid/config.yaml b/models/match/match-pyramid/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..1c21aef87b865726e93645eb6d733aaa385dec5c --- /dev/null +++ b/models/match/match-pyramid/config.yaml @@ -0,0 +1,89 @@ +# Copyrigh t(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. + + +workspace: "paddlerec.models.match.match-pyramid" + +dataset: +- name: dataset_train + batch_size: 128 + type: DataLoader + data_path: "{workspace}/data/train" + data_converter: "{workspace}/train_reader.py" +- name: dataset_infer + batch_size: 1 + type: DataLoader + data_path: "{workspace}/data/test" + data_converter: "{workspace}/test_reader.py" + + +hyper_parameters: + optimizer: + class: adam + learning_rate: 0.001 + strategy: async + emb_path: "./data/embedding.npy" + sentence_left_size: 20 + sentence_right_size: 500 + vocab_size: 193368 + emb_size: 50 + kernel_num: 8 + hidden_size: 20 + hidden_act: "relu" + out_size: 1 + channels: 1 + conv_filter: [2,10] + conv_act: "relu" + pool_size: [6,50] + pool_stride: [6,50] + pool_type: "max" + pool_padding: "VALID" + +mode: [train_runner , infer_runner] +# config of each runner. +# runner is a kind of paddle training class, which wraps the train/infer process. +runner: +- name: train_runner + class: train + # num of epochs + epochs: 2 + # device to run training or infer + device: cpu + save_checkpoint_interval: 1 # save model interval of epochs + save_inference_interval: 1 # save inference + save_checkpoint_path: "inference" # save checkpoint path + save_inference_path: "inference" # save inference path + save_inference_feed_varnames: [] # feed vars of save inference + save_inference_fetch_varnames: [] # fetch vars of save inference + init_model_path: "" # load model path + print_interval: 2 + phases: phase_train +- name: infer_runner + class: infer + # device to run training or infer + device: cpu + print_interval: 1 + init_model_path: "inference/1" # load model path + phases: phase_infer + +# runner will run all the phase in each epoch +phase: +- name: phase_train + model: "{workspace}/model.py" # user-defined model + dataset_name: dataset_train # select dataset by name + thread_num: 1 +- name: phase_infer + model: "{workspace}/model.py" # user-defined model + dataset_name: dataset_infer # select dataset by name + thread_num: 1 diff --git a/models/match/match-pyramid/data/process.py b/models/match/match-pyramid/data/process.py new file mode 100644 index 0000000000000000000000000000000000000000..7be9d1fbb236150cf8dfd00e700b8cfd9f247aa2 --- /dev/null +++ b/models/match/match-pyramid/data/process.py @@ -0,0 +1,152 @@ +# 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. + +import os +import numpy as np +import random + + +# Read Word Dict and Inverse Word Dict +def read_word_dict(filename): + word_dict = {} + for line in open(filename): + line = line.strip().split() + word_dict[int(line[1])] = line[0] + print('[%s]\n\tWord dict size: %d' % (filename, len(word_dict))) + return word_dict + + +# Read Embedding File +def read_embedding(filename): + embed = {} + for line in open(filename): + line = line.strip().split() + embed[int(line[0])] = list(map(float, line[1:])) + print('[%s]\n\tEmbedding size: %d' % (filename, len(embed))) + return embed + + +# Convert Embedding Dict 2 numpy array +def convert_embed_2_numpy(embed_dict, embed=None): + for k in embed_dict: + embed[k] = np.array(embed_dict[k]) + print('Generate numpy embed:', embed.shape) + return embed + + +# Read Data +def read_data(filename): + data = {} + for line in open(filename): + line = line.strip().split() + data[line[0]] = list(map(int, line[2:])) + print('[%s]\n\tData size: %s' % (filename, len(data))) + return data + + +# Read Relation Data +def read_relation(filename): + data = [] + for line in open(filename): + line = line.strip().split() + data.append((int(line[0]), line[1], line[2])) + print('[%s]\n\tInstance size: %s' % (filename, len(data))) + return data + + +Letor07Path = "./data" +word_dict = read_word_dict(filename=os.path.join(Letor07Path, 'word_dict.txt')) +query_data = read_data(filename=os.path.join(Letor07Path, 'qid_query.txt')) +doc_data = read_data(filename=os.path.join(Letor07Path, 'docid_doc.txt')) +embed_dict = read_embedding(filename=os.path.join(Letor07Path, + 'embed_wiki-pdc_d50_norm')) + +_PAD_ = len(word_dict) #193367 +embed_dict[_PAD_] = np.zeros((50, ), dtype=np.float32) +word_dict[_PAD_] = '[PAD]' +W_init_embed = np.float32(np.random.uniform(-0.02, 0.02, [len(word_dict), 50])) +embedding = convert_embed_2_numpy(embed_dict, embed=W_init_embed) +np.save("embedding.npy", embedding) + +batch_size = 64 +data1_maxlen = 20 +data2_maxlen = 500 +embed_size = 50 +train_iters = 2500 + + +def make_train(): + rel_set = {} + pair_list = [] + rel = read_relation(filename=os.path.join(Letor07Path, + 'relation.train.fold1.txt')) + for label, d1, d2 in rel: + if d1 not in rel_set: + rel_set[d1] = {} + if label not in rel_set[d1]: + rel_set[d1][label] = [] + rel_set[d1][label].append(d2) + for d1 in rel_set: + label_list = sorted(rel_set[d1].keys(), reverse=True) + for hidx, high_label in enumerate(label_list[:-1]): + for low_label in label_list[hidx + 1:]: + for high_d2 in rel_set[d1][high_label]: + for low_d2 in rel_set[d1][low_label]: + pair_list.append((d1, high_d2, low_d2)) + print('Pair Instance Count:', len(pair_list)) + + f = open("./data/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) + X1[:] = _PAD_ + X2[:] = _PAD_ + for i in range(batch_size): + d1, d2p, d2n = random.choice(pair_list) + d1_len = min(data1_maxlen, len(query_data[d1])) + d2p_len = min(data2_maxlen, len(doc_data[d2p])) + d2n_len = min(data2_maxlen, len(doc_data[d2n])) + X1[i, :d1_len] = query_data[d1][:d1_len] + X2[i, :d2p_len] = doc_data[d2p][:d2p_len] + X1[i + batch_size, :d1_len] = query_data[d1][:d1_len] + X2[i + batch_size, :d2n_len] = doc_data[d2n][:d2n_len] + for i in range(batch_size * 2): + q = [str(x) for x in list(X1[i])] + d = [str(x) for x in list(X2[i])] + f.write(",".join(q) + "\t" + ",".join(d) + "\n") + f.close() + + +def make_test(): + rel = read_relation(filename=os.path.join(Letor07Path, + 'relation.test.fold1.txt')) + f = open("./data/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) + X1[:] = _PAD_ + X2[:] = _PAD_ + d1_len = min(data1_maxlen, len(query_data[d1])) + d2_len = min(data2_maxlen, len(doc_data[d2])) + X1[:d1_len] = query_data[d1][:d1_len] + X2[:d2_len] = doc_data[d2][:d2_len] + q = [str(x) for x in list(X1)] + d = [str(x) for x in list(X2)] + f.write(",".join(q) + "\t" + ",".join(d) + "\t" + str(label) + "\t" + + d1 + "\n") + f.close() + + +make_train() +make_test() diff --git a/models/match/match-pyramid/data/relation.test.fold1.txt b/models/match/match-pyramid/data/relation.test.fold1.txt new file mode 100644 index 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diff --git a/models/match/match-pyramid/data_process.sh b/models/match/match-pyramid/data_process.sh new file mode 100644 index 0000000000000000000000000000000000000000..dfd3a8748a98aecdc7e89fb8f4c461740286f8e4 --- /dev/null +++ b/models/match/match-pyramid/data_process.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +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 +tar -xvf ./data/match_pyramid_data.tar.gz +echo "...........data process..............." +python ./data/process.py diff --git a/models/match/match-pyramid/eval.py b/models/match/match-pyramid/eval.py new file mode 100644 index 0000000000000000000000000000000000000000..dae40cef13943051bc993327cbdaf39486d2b48f --- /dev/null +++ b/models/match/match-pyramid/eval.py @@ -0,0 +1,72 @@ +# 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. + +import random +import numpy as np + + +def eval_MAP(pred, gt): + map_value = 0.0 + r = 0.0 + c = list(zip(pred, gt)) + random.shuffle(c) + c = sorted(c, key=lambda x: x[0], reverse=True) + for j, (p, g) in enumerate(c): + if g != 0: + r += 1 + map_value += r / (j + 1.0) + if r == 0: + return 0.0 + else: + return map_value / r + + +filename = './data/relation.test.fold1.txt' +gt = [] +qid = [] +f = open(filename, "r") +f.readline() +num = 0 +for line in f.readlines(): + num = num + 1 + line = line.strip().split() + gt.append(int(line[0])) + qid.append(line[1]) +f.close() +print(num) +filename = './result.txt' +pred = [] +for line in open(filename): + line = line.strip().split(",") + line[1] = line[1].split(":") + line = line[1][1].strip(" ") + line = line.strip("[") + line = line.strip("]") + pred.append(float(line)) + +result_dict = {} +for i in range(len(qid)): + if qid[i] not in result_dict: + result_dict[qid[i]] = [] + result_dict[qid[i]].append([gt[i], pred[i]]) +print(len(result_dict)) + +map = 0 +for qid in result_dict: + gt = np.array(result_dict[qid])[:, 0] + pred = np.array(result_dict[qid])[:, 1] + map += eval_MAP(pred, gt) +map = map / len(result_dict) + +print("map=", map) diff --git a/models/match/match-pyramid/model.py b/models/match/match-pyramid/model.py new file mode 100644 index 0000000000000000000000000000000000000000..6abd1503ab29a851f93378e8a51f31b7c84a2225 --- /dev/null +++ b/models/match/match-pyramid/model.py @@ -0,0 +1,142 @@ +# 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. + +import os +import sys +import random +import numpy as np +import paddle +import paddle.fluid as fluid +from paddlerec.core.utils import envs +from paddlerec.core.model import ModelBase + + +class Model(ModelBase): + def __init__(self, config): + ModelBase.__init__(self, config) + + def _init_hyper_parameters(self): + self.emb_path = envs.get_global_env("hyper_parameters.emb_path") + self.sentence_left_size = envs.get_global_env( + "hyper_parameters.sentence_left_size") + self.sentence_right_size = envs.get_global_env( + "hyper_parameters.sentence_right_size") + self.vocab_size = envs.get_global_env("hyper_parameters.vocab_size") + self.emb_size = envs.get_global_env("hyper_parameters.emb_size") + self.kernel_num = envs.get_global_env("hyper_parameters.kernel_num") + self.hidden_size = envs.get_global_env("hyper_parameters.hidden_size") + self.hidden_act = envs.get_global_env("hyper_parameters.hidden_act") + self.out_size = envs.get_global_env("hyper_parameters.out_size") + self.channels = envs.get_global_env("hyper_parameters.channels") + self.conv_filter = envs.get_global_env("hyper_parameters.conv_filter") + self.conv_act = envs.get_global_env("hyper_parameters.conv_act") + self.pool_size = envs.get_global_env("hyper_parameters.pool_size") + self.pool_stride = envs.get_global_env("hyper_parameters.pool_stride") + self.pool_type = envs.get_global_env("hyper_parameters.pool_type") + self.pool_padding = envs.get_global_env( + "hyper_parameters.pool_padding") + + def input_data(self, is_infer=False, **kwargs): + sentence_left = fluid.data( + name="sentence_left", + shape=[-1, self.sentence_left_size, 1], + dtype='int64', + lod_level=0) + sentence_right = fluid.data( + name="sentence_right", + shape=[-1, self.sentence_right_size, 1], + dtype='int64', + lod_level=0) + return [sentence_left, sentence_right] + + def embedding_layer(self, input): + """ + embedding layer + """ + if os.path.isfile(self.emb_path): + embedding_array = np.load(self.emb_path) + emb = fluid.layers.embedding( + input=input, + size=[self.vocab_size, self.emb_size], + padding_idx=0, + param_attr=fluid.ParamAttr( + name="word_embedding", + initializer=fluid.initializer.NumpyArrayInitializer( + embedding_array))) + else: + emb = fluid.layers.embedding( + input=input, + size=[self.vocab_size, self.emb_size], + padding_idx=0, + param_attr=fluid.ParamAttr( + name="word_embedding", + initializer=fluid.initializer.Xavier())) + + return emb + + def conv_pool_layer(self, input): + """ + convolution and pool layer + """ + # data format NCHW + # same padding + conv = fluid.layers.conv2d( + input=input, + num_filters=self.kernel_num, + stride=1, + padding="SAME", + filter_size=self.conv_filter, + act=self.conv_act) + pool = fluid.layers.pool2d( + input=conv, + pool_size=self.pool_size, + pool_stride=self.pool_stride, + pool_type=self.pool_type, + pool_padding=self.pool_padding) + return pool + + def net(self, inputs, is_infer=False): + left_emb = self.embedding_layer(inputs[0]) + right_emb = self.embedding_layer(inputs[1]) + cross = fluid.layers.matmul(left_emb, right_emb, transpose_y=True) + cross = fluid.layers.reshape(cross, + [-1, 1, cross.shape[1], cross.shape[2]]) + conv_pool = self.conv_pool_layer(input=cross) + relu_hid = fluid.layers.fc(input=conv_pool, + size=self.hidden_size, + act=self.hidden_act) + prediction = fluid.layers.fc( + input=relu_hid, + size=self.out_size, ) + + if is_infer: + self._infer_results["prediction"] = prediction + return + + pos = fluid.layers.slice( + prediction, axes=[0, 1], starts=[0, 0], ends=[64, 1]) + neg = fluid.layers.slice( + prediction, axes=[0, 1], starts=[64, 0], ends=[128, 1]) + loss_part1 = fluid.layers.elementwise_sub( + fluid.layers.fill_constant( + shape=[64, 1], value=1.0, dtype='float32'), + pos) + loss_part2 = fluid.layers.elementwise_add(loss_part1, neg) + loss_part3 = fluid.layers.elementwise_max( + fluid.layers.fill_constant( + shape=[64, 1], value=0.0, dtype='float32'), + loss_part2) + + avg_cost = fluid.layers.mean(loss_part3) + self._cost = avg_cost diff --git a/models/match/match-pyramid/readme.md b/models/match/match-pyramid/readme.md new file mode 100644 index 0000000000000000000000000000000000000000..c0aaa483d1517cd8cb61e45dddb94716c7ec9639 --- /dev/null +++ b/models/match/match-pyramid/readme.md @@ -0,0 +1,94 @@ +# match-pyramid文本匹配模型 + +## 介绍 +在许多自然语言处理任务中，匹配两个文本是一个基本问题。一种有效的方法是从单词，短语和句子中提取有意义的匹配模式以产生匹配分数。受卷积神经网络在图像识别中的成功启发，神经元可以根据提取的基本视觉模式（例如定向的边角和边角）捕获许多复杂的模式，所以我们尝试将文本匹配建模为图像识别问题。本模型对齐原作者庞亮开源的tensorflow代码：https://github.com/pl8787/MatchPyramid-TensorFlow/blob/master/model/model_mp.py， 实现了下述论文中提出的Match-Pyramid模型： + +```text +@inproceedings{Pang L , Lan Y , Guo J , et al. Text Matching as Image Recognition[J]. 2016., + title={Text Matching as Image Recognition}, + author={Liang Pang, Yanyan Lan, Jiafeng Guo, Jun Xu, Shengxian Wan, Xueqi Cheng}, + year={2016} +} +``` + +## 数据准备 +训练及测试数据集选用Letor07数据集和 embed_wiki-pdc_d50_norm 词向量初始化embedding层。 +该数据集包括： +1.词典文件：我们将每个单词映射得到一个唯一的编号wid，并将此映射保存在单词词典文件中。例如：word_dict.txt +2.语料库文件：我们使用字符串标识符的值表示一个句子的编号。第二个数字表示句子的长度。例如：qid_query.txt和docid_doc.txt +3.关系文件：关系文件被用来存储两个句子之间的关系，如query 和document之间的关系。例如：relation.train.fold1.txt, relation.test.fold1.txt +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 + +## 数据下载和预处理 +本文提供了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 +执行该脚本的理想输出为： +``` +bash data_process.sh +...........load data............... +--2020-07-13 13:24:50-- https://paddlerec.bj.bcebos.com/match_pyramid/match_pyramid_data.tar.gz +Resolving paddlerec.bj.bcebos.com... 10.70.0.165 +Connecting to paddlerec.bj.bcebos.com|10.70.0.165|:443... connected. +HTTP request sent, awaiting response... 200 OK +Length: 214449643 (205M) [application/x-gzip] +Saving to: “match_pyramid_data.tar.gz” + +100%[==========================================================================================================>] 214,449,643 114M/s in 1.8s + +2020-07-13 13:24:52 (114 MB/s) - “match_pyramid_data.tar.gz” saved [214449643/214449643] + +data/ +data/relation.test.fold1.txt +data/relation.test.fold2.txt +data/relation.test.fold3.txt +data/relation.test.fold4.txt +data/relation.test.fold5.txt +data/relation.train.fold1.txt +data/relation.train.fold2.txt +data/relation.train.fold3.txt +data/relation.train.fold4.txt +data/relation.train.fold5.txt +data/relation.txt +data/docid_doc.txt +data/qid_query.txt +data/word_dict.txt +data/embed_wiki-pdc_d50_norm +...........data process............... +[./data/word_dict.txt] + Word dict size: 193367 +[./data/qid_query.txt] + Data size: 1692 +[./data/docid_doc.txt] + Data size: 65323 +[./data/embed_wiki-pdc_d50_norm] + Embedding size: 109282 +('Generate numpy embed:', (193368, 50)) +[./data/relation.train.fold1.txt] + Instance size: 47828 +('Pair Instance Count:', 325439) +[./data/relation.test.fold1.txt] + Instance size: 13652 +``` + +## 一键训练并测试评估 +本文提供了一键执行训练，测试和评估的脚本，您可以直接一键运行：bash run.sh +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 +执行该脚本的理想输出为： +``` +..............test................. +13651 +336 +('map=', 0.420878322843591) +``` + +## 每个文件的作用 +paddlerec可以： +通过config.yaml规定模型的参数 +通过model.py规定模型的组网 +使用train_reader.py读取训练集中的数据 +使用test_reader.py读取测试集中的数据。 +本文额外提供： +data_process.sh用来一键处理数据 +run.sh用来一键启动训练，直接得出测试结果 +eval.py通过保存的测试结果，计算map指标 +如需详细了解paddlerec的使用方法请参考https://github.com/PaddlePaddle/PaddleRec/blob/master/README_CN.md 页面下方的教程。 diff --git a/models/match/match-pyramid/run.sh b/models/match/match-pyramid/run.sh new file mode 100644 index 0000000000000000000000000000000000000000..3eccc10a990d563ed1dd5db2ad8ec3a73042ee69 --- /dev/null +++ b/models/match/match-pyramid/run.sh @@ -0,0 +1,6 @@ +#!/bin/bash +echo "................run................." +python -m paddlerec.run -m ./config.yaml >result1.txt +grep -A1 "prediction" ./result1.txt >./result.txt +rm -f result1.txt +python eval.py diff --git a/models/match/match-pyramid/test_reader.py b/models/match/match-pyramid/test_reader.py new file mode 100644 index 0000000000000000000000000000000000000000..2a36ff18f537f1da86189c1c13440086cadc6d74 --- /dev/null +++ b/models/match/match-pyramid/test_reader.py @@ -0,0 +1,39 @@ +# 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. +from __future__ import print_function + +from paddlerec.core.reader import ReaderBase + + +class Reader(ReaderBase): + def init(self): + pass + + def generate_sample(self, line): + """ + Read the data line by line and process it as a dictionary + """ + + def reader(): + """ + This function needs to be implemented by the user, based on data format + """ + + features = line.strip('\n').split('\t') + doc1 = [int(word_id) for word_id in features[0].split(",")] + doc2 = [int(word_id) for word_id in features[1].split(",")] + features_name = ["doc1", "doc2"] + yield zip(features_name, [doc1] + [doc2]) + + return reader diff --git a/models/match/match-pyramid/train_reader.py b/models/match/match-pyramid/train_reader.py new file mode 100644 index 0000000000000000000000000000000000000000..ec9520945ddc5ad4eabcc7a3ac6511b22e495cd8 --- /dev/null +++ b/models/match/match-pyramid/train_reader.py @@ -0,0 +1,40 @@ +# 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. + +from __future__ import print_function + +from paddlerec.core.reader import ReaderBase + + +class Reader(ReaderBase): + def init(self): + pass + + def generate_sample(self, line): + """ + Read the data line by line and process it as a dictionary + """ + + def reader(): + """ + This function needs to be implemented by the user, based on data format + """ + + features = line.strip('\n').split('\t') + doc1 = [int(word_id) for word_id in features[0].split(",")] + doc2 = [int(word_id) for word_id in features[1].split(",")] + features_name = ["doc1", "doc2"] + yield zip(features_name, [doc1] + [doc2]) + + return reader