Merge branch 'develop' of https://github.com/PaddlePaddle/Paddle into scope-impl

CMakeLists.txt

@@ -27,6 +27,7 @@ if(NOT CMAKE_CROSSCOMPILING)
 endif(NOT CMAKE_CROSSCOMPILING)
 find_package(Git REQUIRED)
 find_package(Threads REQUIRED)
+find_package(Boost QUIET)
 
 include(simd)
 
@@ -92,6 +93,7 @@ include(external/openblas)  # download, build, install openblas
 include(external/swig)      # download, build, install swig
 include(external/warpctc)   # download, build, install warpctc
 include(external/any)       # download libn::any
+include(external/eigen)     # download eigen3
 
 include(generic)            # simplify cmake module
 include(package)            # set paddle packages
@@ -109,6 +111,7 @@ include_directories("${PROJ_ROOT}")
 include_directories("${PROJ_ROOT}/paddle/cuda/include")
 include_directories("${CMAKE_CURRENT_BINARY_DIR}/proto")
 include_directories("${CMAKE_CURRENT_BINARY_DIR}/go/pserver/cclient")
+include_directories(${Boost_INCLUDE_DIRS})
 
 set(EXTERNAL_LIBS
     ${GFLAGS_LIBRARIES}

cmake/external/eigen.cmake

+INCLUDE(ExternalProject)
+
+SET(EIGEN_SOURCE_DIR ${THIRD_PARTY_PATH}/eigen3)
+
+INCLUDE_DIRECTORIES(${EIGEN_SOURCE_DIR}/src/eigen3)
+
+ExternalProject_Add(
+    eigen3
+    ${EXTERNAL_PROJECT_LOG_ARGS}
+    URL            "https://bitbucket.org/eigen/eigen/get/3.3.4.tar.gz"
+    URL_MD5        "1a47e78efe365a97de0c022d127607c3"
+    PREFIX          ${EIGEN_SOURCE_DIR}
+    UPDATE_COMMAND  ""
+    CONFIGURE_COMMAND ""
+    BUILD_COMMAND     ""
+    INSTALL_COMMAND   ""
+    TEST_COMMAND      ""
+)
+
+LIST(APPEND external_project_dependencies eigen3)

doc/getstarted/concepts/use_concepts_cn.rst

@@ -111,7 +111,7 @@ PaddlePaddle支持不同类型的输入数据，主要包括四种类型，和
     # define training dataset reader
     def train_reader():
         train_x = np.array([[1, 1], [1, 2], [3, 4], [5, 2]])
-        train_y = np.array([-2, -3, -7, -7])
+        train_y = np.array([[-2], [-3], [-7], [-7]])
         def reader():
             for i in xrange(train_y.shape[0]):
                 yield train_x[i], train_y[i]

go/cmd/pserver/pserver.go

@@ -30,7 +30,13 @@ func main() {
 	log.SetLevel(level)
 
 	timeout := time.Second * time.Duration((*etcdTimeout))
-	s, err := pserver.NewService(*etcdEndpoint, *numPservers, timeout)
+	e := pserver.NewEtcdClient(*etcdEndpoint, *numPservers, timeout)
+	idx, err := e.Register()
+	if err != nil {
+		panic(err)
+	}
+
+	s, err := pserver.NewService(idx)
 	if err != nil {
 		panic(err)
 	}

go/master/c/client.go

@@ -13,10 +13,13 @@ typedef int paddle_master_client;
 import "C"
 
 import (
+	"strings"
 	"sync"
+	"time"
 	"unsafe"
 
 	"github.com/PaddlePaddle/Paddle/go/master"
+	"github.com/coreos/etcd/clientv3"
 	log "github.com/sirupsen/logrus"
 )
 
@@ -48,16 +51,33 @@ func remove(client C.paddle_master_client) *master.Client {
 	return h
 }
 
-type addresser string
-
-func (a addresser) Address() string {
-	return string(a)
+//export paddle_new_etcd_master_client
+func paddle_new_etcd_master_client(etcdEndpoints *C.char, timeout int, bufSize int) C.paddle_master_client {
+	p := C.GoString(etcdEndpoints)
+	cli, err := clientv3.New(clientv3.Config{
+		Endpoints:   strings.Split(p, ","),
+		DialTimeout: time.Second * time.Duration(timeout),
+	})
+	if err != nil {
+		panic(err)
+	}
+	ch := make(chan string, 1)
+	a, err := master.GetKey(cli, master.DefaultAddrPath, timeout)
+	if err != nil {
+		panic(err)
+	}
+	ch <- a
+	go master.WatchKey(cli, master.DefaultAddrPath, ch)
+	c := master.NewClient(ch, bufSize)
+	return add(c)
 }
 
 //export paddle_new_master_client
 func paddle_new_master_client(addr *C.char, bufSize int) C.paddle_master_client {
 	a := C.GoString(addr)
-	c := master.NewClient(addresser(a), bufSize)
+	ch := make(chan string, 1)
+	ch <- a
+	c := master.NewClient(ch, bufSize)
 	return add(c)
 }
 

go/master/client.go

@@ -2,18 +2,12 @@ package master
 
 import (
 	"os"
-	"time"
 
 	"github.com/PaddlePaddle/Paddle/go/connection"
 	"github.com/PaddlePaddle/recordio"
 	log "github.com/sirupsen/logrus"
 )
 
-// Addresser provide the address of the master server.
-type Addresser interface {
-	Address() string
-}
-
 // Client is the client of the master server.
 type Client struct {
 	conn *connection.Conn
@@ -24,11 +18,11 @@ type Client struct {
 //
 // bufSize is the record buffer size. NextRecord will read from this
 // buffer.
-func NewClient(addr Addresser, bufSize int) *Client {
+func NewClient(addrCh <-chan string, bufSize int) *Client {
 	c := &Client{}
 	c.conn = connection.New()
 	c.ch = make(chan []byte, bufSize)
-	go c.monitorMaster(addr)
+	go c.monitorMaster(addrCh)
 	go c.getRecords()
 	return c
 }
@@ -72,12 +66,10 @@ func (c *Client) getRecords() {
 	}
 }
 
-func (c *Client) monitorMaster(addr Addresser) {
+func (c *Client) monitorMaster(addrCh <-chan string) {
 	lastMaster := ""
-	monitor := func() {
-		// get the lastest address of the master server,
+	for curMaster := range addrCh {
 		// connect to the new address once address changed.
-		curMaster := addr.Address()
 		if curMaster != lastMaster {
 			if curMaster == "" {
 				err := c.conn.Close()
@@ -94,18 +86,10 @@ func (c *Client) monitorMaster(addr Addresser) {
 					// to retry next time.
 					curMaster = lastMaster
 				}
-
 			}
 		}
-
 		lastMaster = curMaster
 	}
-
-	monitor()
-	ticker := time.NewTicker(10 * time.Second)
-	for _ = range ticker.C {
-		monitor()
-	}
 }
 
 // SetDataset set dataset for the master server to dispatch.

go/master/client_internal_test.go

@@ -26,12 +26,6 @@ func init() {
 	log.SetLevel(log.ErrorLevel)
 }
 
-type TestAddresser string
-
-func (a TestAddresser) Address() string {
-	return string(a)
-}
-
 func TestGetFinishTask(t *testing.T) {
 	const path = "/tmp/master_client_test_0"
 
@@ -45,7 +39,6 @@ func TestGetFinishTask(t *testing.T) {
 	if err != nil {
 		panic(err)
 	}
-
 	go func(l net.Listener) {
 		s, err := NewService(&InMemStore{}, chunkPerTask, time.Second, 1)
 		if err != nil {
@@ -82,9 +75,11 @@ func TestGetFinishTask(t *testing.T) {
 	// Manually intialize client to avoid calling c.getRecords()
 	c := &Client{}
 	c.conn = connection.New()
-	go c.monitorMaster(TestAddresser(fmt.Sprintf(":%d", p)))
+	addr := fmt.Sprintf(":%d", p)
+	ch := make(chan string, 1)
+	ch <- addr
+	go c.monitorMaster(ch)
 	c.SetDataset([]string{path})
-
 	checkOnePass := func(i int) {
 		var tasks []Task
 		for idx := 0; idx < totalTask; idx++ {

go/master/client_test.go

@@ -20,7 +20,6 @@ func TestNextRecord(t *testing.T) {
 		path  = "/tmp/master_client_TestFull"
 		total = 50
 	)
-
 	l, err := net.Listen("tcp", ":0")
 	if err != nil {
 		panic(err)
@@ -31,7 +30,6 @@ func TestNextRecord(t *testing.T) {
 	if err != nil {
 		panic(err)
 	}
-
 	go func(l net.Listener) {
 		s, err := master.NewService(&master.InMemStore{}, 10, time.Second, 1)
 		if err != nil {
@@ -63,10 +61,10 @@ func TestNextRecord(t *testing.T) {
 	}
 	w.Close()
 	f.Close()
-
-	c := master.NewClient(master.TestAddresser(fmt.Sprintf(":%d", p)), 10)
+	curAddr := make(chan string, 1)
+	curAddr <- fmt.Sprintf(":%d", p)
+	c := master.NewClient(curAddr, 10)
 	c.SetDataset([]string{path})
-
 	for pass := 0; pass < 50; pass++ {
 		received := make(map[byte]bool)
 		for i := 0; i < total; i++ {

go/master/etcd_client.go

@@ -18,8 +18,8 @@ const (
 	DefaultAddrPath = "/master/addr"
 )
 
-// EtcdClient is the etcd client that master uses for fault tolerance
-// and service registry.
+// EtcdClient is the etcd client that the master uses for fault
+// tolerance and service registry.
 type EtcdClient struct {
 	lockPath  string
 	statePath string
@@ -142,3 +142,31 @@ func (e *EtcdClient) Load() ([]byte, error) {
 	state := kvs[0].Value
 	return state, nil
 }
+
+// GetKey gets the value by the specify key.
+func GetKey(c *clientv3.Client, key string, timeout int) (string, error) {
+	ctx, cancel := context.WithTimeout(context.Background(), time.Second*time.Duration(timeout))
+	resp, err := c.Get(ctx, key)
+	cancel()
+	if err != nil {
+		return "", err
+	}
+	kvs := resp.Kvs
+	if len(kvs) == 0 {
+		return "", nil
+	}
+	v := kvs[0].Value
+	return string(v), nil
+}
+
+// WatchKey watches the specify key and send to valChan if there is some event.
+func WatchKey(c *clientv3.Client, key string, valChan chan<- string) {
+	rch := c.Watch(context.Background(), key)
+	for wresp := range rch {
+		for _, ev := range wresp.Events {
+			// if received event is DELETE, the value will be an empty string
+			log.Infof("received event %s, %q : %q\n", ev.Type, ev.Kv.Key, ev.Kv.Value)
+			valChan <- string(ev.Kv.Value)
+		}
+	}
+}

go/pserver/client.go

 package pserver
 
 import (
+	"errors"
 	"hash/fnv"
 	"sort"
 	"time"
@@ -123,6 +124,9 @@ func (c *Client) FinishInitParams() error {
 // SendGrads sends gradients to parameter servers for updating
 // parameters.
 func (c *Client) SendGrads(grads []Gradient) error {
+	if len(grads) == 0 {
+		return errors.New("no gradient received")
+	}
 	errCh := make(chan error, len(grads))
 	for _, g := range grads {
 		go func(g Gradient) {

go/pserver/client_test.go

@@ -7,7 +7,6 @@ import (
 	"strconv"
 	"strings"
 	"testing"
-	"time"
 
 	"github.com/PaddlePaddle/Paddle/go/pserver"
 )
@@ -31,7 +30,7 @@ func init() {
 		port[i] = p
 
 		go func(l net.Listener) {
-			s, err := pserver.NewService("", time.Second*5)
+			s, err := pserver.NewService(0)
 			if err != nil {
 				panic(err)
 			}

go/pserver/etcd_client.go

+package pserver
+
+import (
+	"context"
+	"errors"
+	"strconv"
+	"strings"
+	"time"
+
+	"github.com/PaddlePaddle/Paddle/go/utils/networkhelper"
+	"github.com/coreos/etcd/clientv3"
+	"github.com/coreos/etcd/clientv3/concurrency"
+	log "github.com/sirupsen/logrus"
+)
+
+// EtcdClient is the etcd client that the pserver uses for fault
+// tolerance, service registry and coordination.
+type EtcdClient struct {
+	numPservers   int
+	etcdEndpoints string
+	etcdClient    *clientv3.Client
+	// etcdTimeout is also used as retry intervals.
+	etcdTimeout time.Duration
+	// FIXME: ensure GetExternalIP gets the correct ip for trainers to connect.
+	externalIP string
+	// desired number of pservers in the job.
+	// assume desired will not change during one training job.
+	desired int
+}
+
+// NewEtcdClient creates an EtcdClient
+func NewEtcdClient(endpoints string, numPservers int, timeout time.Duration) *EtcdClient {
+	return &EtcdClient{
+		etcdTimeout:   timeout,
+		numPservers:   numPservers,
+		etcdEndpoints: endpoints,
+	}
+}
+
+// Register registers the pserver on etcd
+//
+// Register returns the index of the current pserver.
+func (e *EtcdClient) Register() (int, error) {
+
+	var err error
+	e.externalIP, err = networkhelper.GetExternalIP()
+	if err != nil {
+		return 0, err
+	}
+
+	// initialize connection to etcd.
+	ep := strings.Split(e.etcdEndpoints, ",")
+	for {
+		cli, err := clientv3.New(clientv3.Config{
+			Endpoints:   ep,
+			DialTimeout: e.etcdTimeout,
+		})
+		if err != nil {
+			log.Errorf("connect to etcd error: %v", err)
+			time.Sleep(e.etcdTimeout)
+			continue
+		}
+		e.etcdClient = cli
+		log.Debugf("inited client to %s", e.etcdEndpoints)
+		break
+	}
+	// init /ps_desired using transaction, for multiple pservers may want to write
+	// it at the same time.
+	for {
+		ctx, cancel := context.WithTimeout(context.Background(), time.Second)
+		_, err := e.initDesiredPsercers(ctx, e.numPservers)
+		cancel()
+		if err != nil {
+			log.Warn(err)
+			time.Sleep(e.etcdTimeout)
+			continue
+		}
+		break
+	}
+	// TODO: when implementing extending or reducing pservers, /ps_desired is
+	// changed, then we need to watch /ps_desired node for events. For now, just
+	// write once when init and read from it.
+	// wait and set s.desired init value
+	for {
+		ctx, cancel := context.WithTimeout(context.Background(), time.Second)
+		resp, err := e.etcdClient.Get(ctx, PsDesired)
+		cancel()
+		if err != nil {
+			log.Errorf("getting %s error: %v", PsDesired, err)
+			time.Sleep(e.etcdTimeout)
+			continue
+		}
+		if len(resp.Kvs) != 0 {
+			e.desired, err = strconv.Atoi(string(resp.Kvs[0].Value))
+			if err != nil {
+				log.Errorf("value of %s invalid %v\n", PsDesired, err)
+				time.Sleep(e.etcdTimeout)
+				// NOTE: wait util ps_desired value change
+				continue
+			}
+			break
+		}
+	}
+
+	var pserverIdx int
+	// try register pserver node on etcd
+	for {
+		ctx, cancel := context.WithTimeout(context.Background(), time.Second)
+		var err error
+		pserverIdx, err = e.registerPserverEtcd(ctx)
+		cancel()
+		if err != nil {
+			log.Warn(err)
+			time.Sleep(e.etcdTimeout)
+			continue
+		}
+		break
+	}
+
+	return pserverIdx, nil
+}
+
+func (e *EtcdClient) initDesiredPsercers(ctx context.Context, numPservers int) (*clientv3.TxnResponse, error) {
+	return concurrency.NewSTM(e.etcdClient, func(c concurrency.STM) error {
+		dsStr := c.Get(PsDesired)
+		if dsStr == "" {
+			c.Put(PsDesired, strconv.Itoa(numPservers))
+		}
+		return nil
+	}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads))
+}
+
+// registerPserverEtcd registers pserver node on etcd using transaction.
+func (e *EtcdClient) registerPserverEtcd(ctx context.Context) (int, error) {
+	var idx int
+	_, err := concurrency.NewSTM(e.etcdClient, func(c concurrency.STM) error {
+		registered := false
+		for i := 0; i < e.desired; i++ {
+			psKey := "/ps/" + strconv.Itoa(i)
+			log.Debugf("checking %s", psKey)
+			ps := c.Get(psKey)
+			log.Debugf("got value (%s) for key: %s", ps, psKey)
+
+			if ps == "" {
+				resp, err := e.etcdClient.Grant(context.TODO(), 5)
+				if err != nil {
+					log.Fatal(err)
+				}
+				// find the first id and write info
+				c.Put(psKey, e.externalIP, clientv3.WithLease(resp.ID))
+				log.Debugf("set pserver node %s with value %s", psKey, e.externalIP)
+				ch, kaerr := e.etcdClient.KeepAlive(context.TODO(), resp.ID)
+				if kaerr != nil {
+					log.Errorf("keepalive etcd node error: %v", kaerr)
+					return kaerr
+				}
+
+				// Eat the keep alive message so etcd
+				// will not expire the lease.
+				go func(ch <-chan *clientv3.LeaseKeepAliveResponse) {
+					ka := <-ch
+					log.Debugf("keepalive: %d\n", ka.TTL)
+				}(ch)
+				log.Debug("register finished")
+				idx = i
+				registered = true
+				break
+			}
+		}
+		if registered == true {
+			return nil
+		}
+		return errors.New("not registerd, may due to already have enough pservers")
+	}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads))
+
+	if err != nil {
+		return 0, err
+	}
+
+	return idx, nil
+}

go/pserver/service.go

 package pserver
 
 import (
-	"context"
 	"errors"
 	"fmt"
-	"strconv"
-	"strings"
 	"sync"
-	"time"
-
-	"github.com/PaddlePaddle/Paddle/go/utils/networkhelper"
-	"github.com/coreos/etcd/clientv3"
-	"github.com/coreos/etcd/clientv3/concurrency"
-	log "github.com/sirupsen/logrus"
 )
 
 // ElementType is the type of elements of a Parameter.
@@ -55,160 +46,25 @@ type Gradient Parameter
 // Service is the RPC service for pserver.
 type Service struct {
 	initialized chan struct{}
+	idx         int
 
 	mu       sync.Mutex
 	opt      *optimizer
 	paramMap map[string]Parameter
-
-	etcdEndpoints string
-	etcdClient    *clientv3.Client
-	// etcdTimeout is also used as retry intervals.
-	etcdTimeout time.Duration
-	// desired number of pservers in the job.
-	// assume desired will not change during one training job.
-	desired int
-	// FIXME: ensure GetExternalIP gets the correct ip for trainers to connect.
-	externalIP string
 }
 
 // NewService creates a new service, will bypass etcd registration if no
 // endpoints specified.
-func NewService(endpoints string, numPservers int, timeout time.Duration) (*Service, error) {
-	s := &Service{opt: newOptimizer(sgd, 0.005)}
+func NewService(idx int) (*Service, error) {
+	s := &Service{
+		idx: idx,
+		opt: newOptimizer(sgd, 0.005),
+	}
 	s.paramMap = make(map[string]Parameter)
 	s.initialized = make(chan struct{})
-	s.etcdEndpoints = endpoints
-	s.etcdTimeout = timeout
-
-	var err error
-	s.externalIP, err = networkhelper.GetExternalIP()
-	if err != nil {
-		return nil, err
-	}
-
-	if endpoints != "" {
-		// initialize connection to etcd, try
-		ep := strings.Split(s.etcdEndpoints, ",")
-		for {
-			cli, err := clientv3.New(clientv3.Config{
-				Endpoints:   ep,
-				DialTimeout: s.etcdTimeout,
-			})
-			if err != nil {
-				log.Errorf("connect to etcd error: %v", err)
-				time.Sleep(s.etcdTimeout)
-				continue
-			}
-			s.etcdClient = cli
-			log.Debugf("inited client to %s", s.etcdEndpoints)
-			break
-		}
-		// init /ps_desired using transaction, for multiple pservers may want to write
-		// it at the same time.
-		for {
-			ctx, cancel := context.WithTimeout(context.Background(), time.Second)
-			_, err := s.initDesiredPsercers(ctx, numPservers)
-			cancel()
-			if err != nil {
-				log.Warn(err)
-				time.Sleep(s.etcdTimeout)
-				continue
-			}
-			break
-		}
-		// TODO: when implementing extending or reducing pservers, /ps_desired is
-		// changed, then we need to watch /ps_desired node for events. For now, just
-		// write once when init and read from it.
-		// wait and set s.desired init value
-		for {
-			ctx, cancel := context.WithTimeout(context.Background(), time.Second)
-			resp, err := s.etcdClient.Get(ctx, PsDesired)
-			cancel()
-			if err != nil {
-				log.Errorf("getting %s error: %v", PsDesired, err)
-				time.Sleep(s.etcdTimeout)
-				continue
-			}
-			if len(resp.Kvs) != 0 {
-				s.desired, err = strconv.Atoi(string(resp.Kvs[0].Value))
-				if err != nil {
-					log.Errorf("value of %s invalid %v\n", PsDesired, err)
-					time.Sleep(s.etcdTimeout)
-					// NOTE: wait util ps_desired value change
-					continue
-				}
-				break
-			}
-		}
-		// try register pserver node on etcd
-		for {
-			ctx, cancel := context.WithTimeout(context.Background(), time.Second)
-			_, err := s.registerPserverEtcd(ctx)
-			cancel()
-			if err != nil {
-				log.Warn(err)
-				time.Sleep(s.etcdTimeout)
-				continue
-			}
-			break
-		}
-	} // if endpoints != ""
-	// Bypass etcd registration if no endpoints specified
 	return s, nil
 }
 
-func (s *Service) initDesiredPsercers(ctx context.Context, numPservers int) (*clientv3.TxnResponse, error) {
-	return concurrency.NewSTM(s.etcdClient, func(c concurrency.STM) error {
-		dsStr := c.Get(PsDesired)
-		if dsStr == "" {
-			c.Put(PsDesired, strconv.Itoa(numPservers))
-		}
-		return nil
-	}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads))
-}
-
-// registerPserverEtcd registers pserver node on etcd using transaction.
-func (s *Service) registerPserverEtcd(ctx context.Context) (*clientv3.TxnResponse, error) {
-	return concurrency.NewSTM(s.etcdClient, func(c concurrency.STM) error {
-		registered := false
-		for i := 0; i < s.desired; i++ {
-			psKey := "/ps/" + strconv.Itoa(i)
-			log.Debugf("checking %s", psKey)
-			ps := c.Get(psKey)
-			log.Debugf("got value (%s) for key: %s", ps, psKey)
-
-			if ps == "" {
-				resp, err := s.etcdClient.Grant(context.TODO(), 5)
-				if err != nil {
-					log.Fatal(err)
-				}
-				// find the first id and write info
-				c.Put(psKey, s.externalIP, clientv3.WithLease(resp.ID))
-				log.Debugf("set pserver node %s with value %s", psKey, s.externalIP)
-				ch, kaerr := s.etcdClient.KeepAlive(context.TODO(), resp.ID)
-				if kaerr != nil {
-					log.Errorf("keepalive etcd node error: %v", kaerr)
-					return kaerr
-				}
-
-				// Eat the keep alive message so etcd
-				// will not expire the lease.
-				go func(ch <-chan *clientv3.LeaseKeepAliveResponse) {
-					ka := <-ch
-					log.Debugf("keepalive: %d\n", ka.TTL)
-				}(ch)
-				log.Debug("register finished")
-				registered = true
-				break
-			}
-		}
-		if registered == true {
-			return nil
-		}
-		return errors.New("not registerd, may due to already have enough pservers")
-	}, concurrency.WithAbortContext(ctx), concurrency.WithIsolation(concurrency.RepeatableReads))
-}
-
 // InitParam initializes a parameter.
 func (s *Service) InitParam(paramWithConfigs ParameterWithConfig, dummy *int) error {
 	select {

go/pserver/service_test.go

@@ -10,7 +10,7 @@ import (
 )
 
 func TestFull(t *testing.T) {
-	s, err := pserver.NewService("", time.Second*5)
+	s, err := pserver.NewService(0)
 	if err != nil {
 		t.Error(err)
 	}
@@ -75,7 +75,7 @@ func TestFull(t *testing.T) {
 }
 
 func TestMultipleInit(t *testing.T) {
-	s, err := pserver.NewService("", time.Second*5)
+	s, err := pserver.NewService(0)
 	if err != nil {
 		t.Error(err)
 	}
@@ -91,7 +91,7 @@ func TestMultipleInit(t *testing.T) {
 }
 
 func TestUninitialized(t *testing.T) {
-	s, err := pserver.NewService("", time.Second*5)
+	s, err := pserver.NewService(0)
 	err = s.SendGrad(pserver.Gradient{}, nil)
 	if err.Error() != pserver.Uninitialized {
 		t.FailNow()
@@ -99,7 +99,7 @@ func TestUninitialized(t *testing.T) {
 }
 
 func TestBlockUntilInitialized(t *testing.T) {
-	s, err := pserver.NewService("", time.Second*5)
+	s, err := pserver.NewService(0)
 	if err != nil {
 		t.Error(err)
 	}

paddle/CMakeLists.txt

@@ -9,17 +9,10 @@ add_subdirectory(pserver)
 add_subdirectory(trainer)
 add_subdirectory(scripts)
 add_subdirectory(optimizer)
-add_subdirectory(strings)
-
-# Do not build go directory until go cmake is working smoothly.
-# if(CMAKE_Go_COMPILER)
-#   add_subdirectory(go)
-# endif()
-
-find_package(Boost QUIET)
+add_subdirectory(string)
 
 if(Boost_FOUND)
-  include_directories(${Boost_INCLUDE_DIRS})
+  add_subdirectory(memory)
   add_subdirectory(platform)
   add_subdirectory(framework)
 endif()

paddle/framework/CMakeLists.txt

 # ddim lib
 cc_library(ddim SRCS ddim.cc)
 cc_test(ddim_test SRCS ddim_test.cc DEPS ddim)
-
 nv_test(dim_test SRCS dim_test.cu DEPS ddim)
-
 cc_test(variable_test SRCS variable_test.cc)
-
 cc_test(scope_test SRCS scope_test.cc)
+cc_test(enforce_test SRCS enforce_test.cc)

paddle/framework/enforce.h

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+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. */
+
+#pragma once
+#include <paddle/string/printf.h>
+#include <exception>
+#include <sstream>
+
+namespace paddle {
+namespace framework {
+
+/**
+ * @brief Enforce exception. Inherits std::exception
+ *
+ * All enforce condition not met, will throw an EnforceNotMet exception.
+ */
+class EnforceNotMet : public std::exception {
+ public:
+  EnforceNotMet(const std::string& msg, const char* file, int fileline) {
+    std::ostringstream sout;
+    sout << msg << " at [" << file << ":" << fileline << "];";
+    all_msg_ = sout.str();
+  }
+
+  const char* what() const noexcept override { return all_msg_.c_str(); }
+
+ private:
+  std::string all_msg_;
+};
+
+// From https://stackoverflow.com/questions/30130930/
+// __buildin_expect is in C++ 11 standard. Since the condition which enforced
+// should be true in most situation, it will make the compiler generate faster
+// code by adding `UNLIKELY` macro.
+#define UNLIKELY(condition) __builtin_expect(static_cast<bool>(condition), 0)
+
+/**
+ * @brief Throw a EnforceNotMet exception, automatically filled __FILE__ &
+ * __LINE__
+ *
+ * This macro take __VA_ARGS__, user can pass any type if that type can
+ * serialize to std::ostream
+ */
+#define PADDLE_THROW(...)                                            \
+  do {                                                               \
+    throw ::paddle::framework::EnforceNotMet(                        \
+        ::paddle::string::Sprintf(__VA_ARGS__), __FILE__, __LINE__); \
+  } while (0)
+
+/**
+ * @brief Enforce a condition, otherwise throw an EnforceNotMet
+ */
+#define PADDLE_ENFORCE(condition, ...) \
+  do {                                 \
+    if (UNLIKELY(!(condition))) {      \
+      PADDLE_THROW(__VA_ARGS__);       \
+    }                                  \
+  } while (0)
+
+}  // namespace framework
+}  // namespace paddle

paddle/framework/enforce_test.cc

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+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. */
+
+#include <gtest/gtest.h>
+#include <paddle/framework/enforce.h>
+
+TEST(ENFORCE, OK) {
+  PADDLE_ENFORCE(true, "Enforce is ok %d now %f", 123, 0.345);
+  size_t val = 1;
+  const size_t limit = 10;
+  PADDLE_ENFORCE(val < limit, "Enforce is OK too");
+}
+
+TEST(ENFORCE, FAILED) {
+  bool in_catch = false;
+  try {
+    PADDLE_ENFORCE(false, "Enforce is not ok %d at all", 123);
+  } catch (paddle::framework::EnforceNotMet err) {
+    in_catch = true;
+    std::string msg = "Enforce is not ok 123 at all";
+    const char* what = err.what();
+    for (size_t i = 0; i < msg.length(); ++i) {
+      ASSERT_EQ(what[i], msg[i]);
+    }
+  }
+  ASSERT_TRUE(in_catch);
+}
\ No newline at end of file

paddle/gserver/gradientmachines/MultiGradientMachine.cpp

@@ -601,7 +601,7 @@ void TrainerThread::backward() {
 
 void TrainerThread::backwardCallback(Parameter* para) {
   // CPU parameters are merged in the end
-  if (!para->useGpu()) return;
+  if (!para->useGpu() || para->isStatic()) return;
 
   int paramId = para->getID();
   if (multiMachine_->getNumThreads() == 1) {

paddle/memory/.clang-format

+---
+Language:        Cpp
+BasedOnStyle:  Google
+Standard:  Cpp11 
+...

paddle/memory/CMakeLists.txt

+add_subdirectory(detail)

paddle/memory/README.md

@@ -97,6 +97,7 @@ class BuddyAllocator {
   struct Block {
     size_t size;
     Block* left, right;
+    size_t index; // allocator id
   };
   ...
 };

paddle/memory/detail/CMakeLists.txt

+if(${WITH_GPU})
+  nv_library(system_allocator SRCS system_allocator.cc DEPS gflags)
+  nv_test(system_allocator_test SRCS system_allocator_test.cc DEPS system_allocator gflags)
+else(${WITH_GPU})
+  cc_library(system_allocator SRCS system_allocator.cc DEPS gflags)
+  cc_test(system_allocator_test SRCS system_allocator_test.cc DEPS system_allocator gflags)
+endif(${WITH_GPU})

paddle/memory/detail/buddy_allocator.cc

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+   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. */
+
+#pragma once
+
+#include "paddle/memory/detail/buddy_allocator.h"
+
+namespace paddle {
+namespace memory {
+namespace detail {
+
+BuddyAllocator::BuddyAllocator(size_t pool_size, size_t max_pools,
+                               SystemAllocator* system_allocator)
+    : pool_size_(pool_size),
+      max_pools_(max_pools),
+      system_allocator_(system_allocator) {
+  PADDLE_ASSERT(pool_size > 0);
+  PADDLE_ASSERT(max_pools > 0);
+  PADDLE_ASSERT(system_allocator != nullptr);
+}
+
+}  // namespace detail
+}  // namespace memory
+}  // namespace paddle

paddle/memory/detail/buddy_allocator.h

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+   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. */
+
+#pragma once
+
+#include "paddle/memory/detail/system_allocator.h"
+
+#include <mutex>
+#include <vector>
+
+namespace paddle {
+namespace memory {
+namespace detail {
+
+class BuddyAllocator {
+ public:
+  BuddyAllocator(size_t pool_size, size_t max_pools,
+                 SystemAllocator* system_allocator);
+  ~BuddyAllocator();
+
+  void* Alloc(size_t size);
+  void Free(void*);
+  size_t Used();
+
+ private:
+  struct Block {
+    size_t size_;
+    Block* left_;   // left buddy
+    Block* right_;  // right buddy
+  };
+
+  // Initially, there is only one pool.  If a Alloc founds not enough
+  // memory from that pool, and there has not been max_num_pools_,
+  // create a new pool by calling system_allocator_.Alloc(pool_size_).
+  std::vector<void*> pools_;
+
+  size_t pool_size_;      // the size of each pool;
+  size_t max_num_pools_;  // the size of all pools;
+
+  SystemAllocator* system_allocator_;
+
+  std::mutex mutex_;
+
+  // Disable copy and assignment.
+  BuddyAllocator(const BuddyAllocator&) = delete;
+  BuddyAllocator& operator=(const BuddyAllocator&) = delete;
+};
+
+BuddyAllocator<CPUAllocator>* GetCPUBuddyAllocator() {
+  static BuddyAllocator<CPUAllocator>* a = nullptr;
+  if (a == nullptr) {
+    a = new BuddyAllocator<CPUAllocator>();
+  }
+  return a;
+}
+
+#ifndef PADDLE_ONLY_CPU  // The following code are for CUDA.
+
+BuddyAllocator<GPUAllocator>* GetGPUBuddyAllocator(int gpu_id) {
+  static BuddyAllocator<GPUAllocator>** as = NULL;
+  if (as == NULL) {
+    int gpu_num = platform::GetDeviceCount();
+    as = new BuddyAllocator<GPUAllocator>*[gpu_num];
+    for (int gpu = 0; gpu < gpu_num; gpu++) {
+      as[gpu] = new BuddyAllocator<GPUAllocator>();
+    }
+  }
+  return as[gpu_id];
+}
+
+#endif  // PADDLE_ONLY_CPU
+
+}  // namespace detail
+}  // namespace memory
+}  // namespace paddle

paddle/memory/detail/system_allocator.cc

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
+#include "paddle/memory/detail/system_allocator.h"
+
+#include <stdlib.h>    // for malloc and free
+#include <sys/mman.h>  // for mlock and munlock
+
+#include "gflags/gflags.h"
+#include "paddle/platform/assert.h"
+#include "paddle/platform/cuda.h"
+
+// If use_pinned_memory is true, CPUAllocator calls mlock, which
+// returns pinned and locked memory as staging areas for data exchange
+// between host and device.  Allocates too much would reduce the amount
+// of memory available to the system for paging.  So, by default, we
+// should set false to use_pinned_memory.
+DEFINE_bool(use_pinned_memory, false,
+            "If set, allocate cpu/gpu pinned memory.");
+
+namespace paddle {
+namespace memory {
+namespace detail {
+
+void* CPUAllocator::Alloc(size_t size) {
+  // According to http://www.cplusplus.com/reference/cstdlib/malloc/,
+  // malloc might not return nullptr if size is zero, but the returned
+  // pointer shall not be dereferenced -- so we make it nullptr.
+  if (size <= 0) return nullptr;
+
+  void* p = malloc(size);
+  if (p != nullptr && FLAGS_use_pinned_memory) {
+    mlock(p, size);
+  }
+  return p;
+}
+
+void CPUAllocator::Free(void* p, size_t size) {
+  if (p != nullptr && FLAGS_use_pinned_memory) {
+    munlock(p, size);
+  }
+  free(p);
+}
+
+#ifndef PADDLE_ONLY_CPU
+
+void* GPUAllocator::Alloc(size_t size) {
+  // CUDA documentation doesn't explain if cudaMalloc returns nullptr
+  // if size is 0.  We just make sure it does.
+  if (size <= 0) {
+    return nullptr;
+  }
+
+  void* p = 0;
+  cudaError_t result =
+      FLAGS_use_pinned_memory ? cudaMallocHost(&p, size) : cudaMalloc(&p, size);
+  if (result != cudaSuccess) {
+    cudaGetLastError();  // clear error if there is any.
+  }
+  return result == cudaSuccess ? p : nullptr;
+}
+
+void GPUAllocator::Free(void* p, size_t size) {
+  // Purposefully allow cudaErrorCudartUnloading, because
+  // that is returned if you ever call cudaFree after the
+  // driver has already shutdown. This happens only if the
+  // process is terminating, in which case we don't care if
+  // cudaFree succeeds.
+  cudaError_t err = FLAGS_use_pinned_memory ? cudaFreeHost(p) : cudaFree(p);
+  if (err != cudaErrorCudartUnloading) {
+    platform::throw_on_error(err, "cudaFree{Host} failed");
+  }
+}
+
+#endif  // PADDLE_ONLY_CPU
+
+}  // namespace detail
+}  // namespace memory
+}  // namespace paddle

paddle/memory/detail/system_allocator.h

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
+#pragma once
+
+#include <stddef.h>  // for size_t
+
+namespace paddle {
+namespace memory {
+namespace detail {
+
+// SystemAllocator is the parent class of CPUAllocator and
+// GPUAllocator.  A BuddyAllocator object uses a SystemAllocator*
+// pointing to the underlying system allocator.  An alternative to
+// this class hierarchy is to pass a system allocator class to
+// BuddyAllocator as a template parameter.  This approach makes
+// BuddyAllocator a class template, and it's very complicated
+// algorithm would make the buddy_allocator.h messy.
+class SystemAllocator {
+ public:
+  virtual ~SystemAllocator() {}
+  virtual void* Alloc(size_t size) = 0;
+  virtual void Free(void* p, size_t size) = 0;
+};
+
+class CPUAllocator : public SystemAllocator {
+ public:
+  virtual void* Alloc(size_t size);
+  virtual void Free(void* p, size_t size);
+};
+
+#ifndef PADDLE_ONLY_CPU
+class GPUAllocator : public SystemAllocator {
+ public:
+  virtual void* Alloc(size_t size);
+  virtual void Free(void* p, size_t size);
+};
+#endif  // PADDLE_ONLY_CPU
+
+}  // namespace detail
+}  // namespace memory
+}  // namespace paddle

paddle/memory/detail/system_allocator_test.cc

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
+#include "paddle/memory/detail/system_allocator.h"
+
+#include <memory>
+#include <vector>
+
+#include "gflags/gflags.h"
+#include "gtest/gtest.h"
+
+DECLARE_bool(use_pinned_memory);
+
+void TestAllocator(paddle::memory::detail::SystemAllocator& a, size_t size) {
+  bool freed = false;
+  {
+    void* p = a.Alloc(size);
+    if (size > 0) {
+      EXPECT_NE(p, nullptr);
+    } else {
+      EXPECT_EQ(p, nullptr);
+    }
+
+    int* i = static_cast<int*>(p);
+    std::shared_ptr<int> ptr(i, [&](void* p) {
+      freed = true;
+      a.Free(p, size);
+    });
+  }
+  EXPECT_TRUE(freed);
+}
+
+TEST(CPUAllocator, NoLockMem) {
+  FLAGS_use_pinned_memory = false;
+  paddle::memory::detail::CPUAllocator a;
+  TestAllocator(a, 2048);
+  TestAllocator(a, 0);
+}
+
+TEST(CPUAllocator, LockMem) {
+  FLAGS_use_pinned_memory = true;
+  paddle::memory::detail::CPUAllocator a;
+  TestAllocator(a, 2048);
+  TestAllocator(a, 0);
+}
+
+#ifndef PADDLE_ONLY_CPU
+TEST(GPUAllocator, NoStaging) {
+  FLAGS_use_pinned_memory = false;
+  paddle::memory::detail::GPUAllocator a;
+  TestAllocator(a, 2048);
+  TestAllocator(a, 0);
+}
+TEST(GPUAllocator, Staging) {
+  FLAGS_use_pinned_memory = true;
+  paddle::memory::detail::GPUAllocator a;
+  TestAllocator(a, 2048);
+  TestAllocator(a, 0);
+}
+#endif  // PADDLE_ONLY_CPU

paddle/memory/memory.cc

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
+#include "paddle/memory/memory.h"
+#include "paddle/memory/detail/buddy_allocator.h"
+#include "paddle/memory/detail/system_allocator.h"
+#include "paddle/platform/assert.h"
+
+#include <boost/variant.hpp>
+
+namespace paddle {
+namespace memory {
+
+void* Alloc(platform::Place pl, size_t size) {
+#ifndef PADDLE_ONLY_CPU
+  if (paddle::platform::is_gpu_place(pl)) {
+    size_t gpu_id = boost::get<platform::GPUPlace>(pl).device;
+    return detail::GetGPUBuddyAllocator(gpu_id)->Alloc(size);
+  }
+#endif  // PADDLE_ONLY_CPU
+  PADDLE_ASSERT(paddle::platform::is_cpu_place(pl));
+  return detail::GetCPUBuddyAllocator()->Alloc(size);
+}
+
+void Free(paddle::platform::Place pl, void* p) {
+#ifndef PADDLE_ONLY_CPU
+  if (paddle::platform::is_gpu_place(pl)) {
+    size_t gpu_id = boost::get<platform::GPUPlace>(pl).device;
+    detail::GetGPUBuddyAllocator(gpu_id)->Free(p);
+  }
+#endif  // PADDLE_ONLY_CPU
+  PADDLE_ASSERT(paddle::platform::is_cpu_place(pl));
+  detail::GetCPUBuddyAllocator()->Free(p);
+}
+
+size_t Used(paddle::platform::Place pl) {
+#ifndef PADDLE_ONLY_CPU
+  if (paddle::platform::is_gpu_place(pl)) {
+    size_t gpu_id = boost::get<platform::GPUPlace>(pl).device;
+    return detail::GetGPUBuddyAllocator(gpu_id)->Used();
+  }
+#endif  // PADDLE_ONLY_CPU
+  PADDLE_ASSERT(paddle::platform::is_cpu_place(pl));
+  return detail::GetCPUBuddyAllocator()->Used();
+}
+
+}  // namespace memory
+}  // namespace paddle

paddle/platform/must_check.h → paddle/memory/memory.h

-/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
 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.
@@ -10,17 +13,15 @@ See the License for the specific language governing permissions and
 limitations under the License. */
 
 #pragma once
-/**
- * __must_check macro. It make the function's return value must be used,
- * otherwise it will raise a compile warning. And also Paddle treat all compile
- * warnings as errors.
- */
-#ifdef __GNUC__
-#if (__GNUC__ * 10000 + __GNUC_MINOR__ * 100 + __GNUC_PATCHLEVEL__) >= 30400
-#define __must_check __attribute__((warn_unused_result))
-#else
-#define __must_check
-#endif
-#else
-#define __must_check
-#endif
+
+#include "paddle/platform/place.h"
+
+namespace paddle {
+namespace memory {
+
+void* Alloc(paddle::platform::Place, size_t);
+void Free(paddle::platform::Place, void*);
+size_t Used(paddle::platform::Place);
+
+}  // namespace memory
+}  // namespace paddle

paddle/platform/CMakeLists.txt

@@ -2,4 +2,3 @@ nv_test(cuda_test SRCS cuda_test.cu)
 
 cc_library(place SRCS place.cc)
 cc_test(place_test SRCS place_test.cc DEPS place glog gflags)
-cc_test(must_check_test SRCS must_check_test.cc)

paddle/platform/cuda.h

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
+#pragma once
+
+#ifndef PADDLE_ONLY_CPU
+
+#include <thrust/system/cuda/error.h>
+#include <thrust/system_error.h>
+
+namespace paddle {
+namespace platform {
+
+inline void throw_on_error(cudaError_t e, const char* message) {
+  if (e) {
+    throw thrust::system_error(e, thrust::cuda_category(), message);
+  }
+}
+
+int GetDeviceCount(void) {
+  int count;
+  throw_on_error(cudaGetDeviceCount(&count), "cudaGetDeviceCount failed");
+  return count;
+}
+
+}  // namespace platform
+}  // namespace paddle
+
+#endif  // PADDLE_ONLY_CPU

paddle/platform/must_check_test.cc

-#include <gtest/gtest.h>
-#include <paddle/platform/must_check.h>
-
-int __must_check SomeFunctionMustCheck() { return 0; }
-
-TEST(MustCheck, all) {
-  //  This line should not be compiled, because the
-  //  return value of SomeFunctionMustCheck marked as __must_check
-  //  SomeFunctionMustCheck();
-}
\ No newline at end of file

paddle/platform/place.cc

@@ -8,8 +8,8 @@ namespace detail {
 class PlacePrinter : public boost::static_visitor<> {
  public:
   PlacePrinter(std::ostream &os) : os_(os) {}
-  void operator()(const CpuPlace &) { os_ << "CpuPlace"; }
-  void operator()(const GpuPlace &p) { os_ << "GpuPlace(" << p.device << ")"; }
+  void operator()(const CPUPlace &) { os_ << "CPUPlace"; }
+  void operator()(const GPUPlace &p) { os_ << "GPUPlace(" << p.device << ")"; }
 
  private:
   std::ostream &os_;
@@ -22,14 +22,14 @@ static Place the_default_place;
 void set_place(const Place &place) { the_default_place = place; }
 const Place &get_place() { return the_default_place; }
 
-const GpuPlace default_gpu() { return GpuPlace(0); }
-const CpuPlace default_cpu() { return CpuPlace(); }
+const GPUPlace default_gpu() { return GPUPlace(0); }
+const CPUPlace default_cpu() { return CPUPlace(); }
 
 bool is_gpu_place(const Place &p) {
-  return boost::apply_visitor(IsGpuPlace(), p);
+  return boost::apply_visitor(IsGPUPlace(), p);
 }
 bool is_cpu_place(const Place &p) {
-  return !boost::apply_visitor(IsGpuPlace(), p);
+  return !boost::apply_visitor(IsGPUPlace(), p);
 }
 
 bool places_are_same_class(const Place &p1, const Place &p2) {

paddle/platform/place.h

+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+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. */
+
 #pragma once
+
 #include <boost/variant.hpp>
 #include <iostream>
 
 namespace paddle {
 namespace platform {
 
-struct CpuPlace {
+struct CPUPlace {
   // WORKAROUND: for some reason, omitting this constructor
   // causes errors with boost 1.59 and OSX
-  CpuPlace() {}
+  CPUPlace() {}
 
   // needed for variant equality comparison
-  inline bool operator==(const CpuPlace &) const { return true; }
-  inline bool operator!=(const CpuPlace &) const { return false; }
+  inline bool operator==(const CPUPlace &) const { return true; }
+  inline bool operator!=(const CPUPlace &) const { return false; }
 };
 
-struct GpuPlace {
-  GpuPlace() : GpuPlace(0) {}
-  GpuPlace(int d) : device(d) {}
+struct GPUPlace {
+  GPUPlace() : GPUPlace(0) {}
+  GPUPlace(int d) : device(d) {}
 
   // needed for variant equality comparison
-  inline bool operator==(const GpuPlace &o) const { return device == o.device; }
-  inline bool operator!=(const GpuPlace &o) const { return !(*this == o); }
+  inline bool operator==(const GPUPlace &o) const { return device == o.device; }
+  inline bool operator!=(const GPUPlace &o) const { return !(*this == o); }
 
   int device;
 };
 
-struct IsGpuPlace : public boost::static_visitor<bool> {
-  bool operator()(const CpuPlace &) const { return false; }
-  bool operator()(const GpuPlace &gpu) const { return true; }
+struct IsGPUPlace : public boost::static_visitor<bool> {
+  bool operator()(const CPUPlace &) const { return false; }
+  bool operator()(const GPUPlace &gpu) const { return true; }
 };
 
-typedef boost::variant<GpuPlace, CpuPlace> Place;
+typedef boost::variant<GPUPlace, CPUPlace> Place;
 
 void set_place(const Place &);
 const Place &get_place();
 
-const GpuPlace default_gpu();
-const CpuPlace default_cpu();
+const GPUPlace default_gpu();
+const CPUPlace default_cpu();
 
 bool is_gpu_place(const Place &);
 bool is_cpu_place(const Place &);

paddle/platform/place_test.cc

@@ -3,8 +3,8 @@
 #include "gtest/gtest.h"
 
 TEST(Place, Equality) {
-  paddle::platform::CpuPlace cpu;
-  paddle::platform::GpuPlace g0(0), g1(1), gg0(0);
+  paddle::platform::CPUPlace cpu;
+  paddle::platform::GPUPlace g0(0), g1(1), gg0(0);
 
   EXPECT_EQ(cpu, cpu);
   EXPECT_EQ(g0, g0);
@@ -22,19 +22,19 @@ TEST(Place, Default) {
   EXPECT_TRUE(paddle::platform::is_gpu_place(paddle::platform::default_gpu()));
   EXPECT_TRUE(paddle::platform::is_cpu_place(paddle::platform::default_cpu()));
 
-  paddle::platform::set_place(paddle::platform::CpuPlace());
+  paddle::platform::set_place(paddle::platform::CPUPlace());
   EXPECT_TRUE(paddle::platform::is_cpu_place(paddle::platform::get_place()));
 }
 
 TEST(Place, Print) {
   {
     std::stringstream ss;
-    ss << paddle::platform::GpuPlace(1);
-    EXPECT_EQ("GpuPlace(1)", ss.str());
+    ss << paddle::platform::GPUPlace(1);
+    EXPECT_EQ("GPUPlace(1)", ss.str());
   }
   {
     std::stringstream ss;
-    ss << paddle::platform::CpuPlace();
-    EXPECT_EQ("CpuPlace", ss.str());
+    ss << paddle::platform::CPUPlace();
+    EXPECT_EQ("CPUPlace", ss.str());
   }
 }

paddle/py_paddle/dataprovider_converter.py

@@ -109,6 +109,10 @@ class DenseScanner(IScanner):
             if len(self.__shape__) > 3:
                 raise ValueError(
                     "The dimension of input cannot be greater than 3.")
+            if len(self.__shape__) == 0:
+                raise ValueError(
+                    "The input should be a vector, please check your input data."
+                )
             self.__dim__ = reduce(lambda x, y: x * y, self.__shape__)
             if len(self.__shape__) == 1 and self.__dim__ != self.input_type.dim:
                 raise ValueError(
@@ -140,7 +144,7 @@ class DenseScanner(IScanner):
         if len(self.__shape__) > 1:
             # The last-two dimenstions are the frame height and width.
             # For example, the layout is CHW for 3-D feature of image.
-            # The H and W are the fram height and width.
+            # The H and W are the frame height and width.
             h, w = self.__shape__[-2:]
             argument.setSlotFrameHeight(self.pos, h)
             argument.setSlotFrameWidth(self.pos, w)

paddle/string/CMakeLists.txt

+cc_library(stringpiece SRCS piece.cc)
+cc_test(stringpiece_test SRCS piece_test.cc DEPS stringpiece glog gflags)
+
+cc_test(stringprintf_test SRCS printf_test.cc DEPS glog gflags)

paddle/strings/stringpiece.cc → paddle/string/piece.cc

@@ -14,7 +14,7 @@
   limitations under the License.
 */
 
-#include "paddle/strings/stringpiece.h"
+#include "paddle/string/piece.h"
 
 #include <string.h>
 
@@ -23,29 +23,25 @@
 #include <stdexcept>
 
 namespace paddle {
+namespace string {
 
-StringPiece::StringPiece() : data_(NULL), size_(0) {}
+Piece::Piece() : data_(NULL), size_(0) {}
 
-StringPiece::StringPiece(const char* d, size_t n) : data_(d), size_(n) {
+Piece::Piece(const char* d, size_t n) : data_(d), size_(n) {
   if (d == NULL && n != 0)
-    throw std::invalid_argument(
-        "StringPiece requires len to be 0 for NULL data");
+    throw std::invalid_argument("Piece requires len to be 0 for NULL data");
 }
 
-StringPiece::StringPiece(const char* s) : data_(s) {
-  size_ = (s == NULL) ? 0 : strlen(s);
-}
+Piece::Piece(const char* s) : data_(s) { size_ = (s == NULL) ? 0 : strlen(s); }
 
-StringPiece::StringPiece(const std::string& s)
-    : data_(s.data()), size_(s.size()) {}
+Piece::Piece(const std::string& s) : data_(s.data()), size_(s.size()) {}
 
-char StringPiece::operator[](size_t n) const {
-  if (n >= len())
-    throw std::invalid_argument("index out of StringPiece length");
+char Piece::operator[](size_t n) const {
+  if (n >= len()) throw std::invalid_argument("index out of Piece length");
   return data_[n];
 }
 
-int Compare(StringPiece a, StringPiece b) {
+int Compare(Piece a, Piece b) {
   const size_t min_len = (a.len() < b.len()) ? a.len() : b.len();
   int r = memcmp(a.data(), b.data(), min_len);
   if (r == 0) {
@@ -57,85 +53,86 @@ int Compare(StringPiece a, StringPiece b) {
   return r;
 }
 
-bool operator==(StringPiece x, StringPiece y) {
+bool operator==(Piece x, Piece y) {
   return ((x.len() == y.len()) &&
           (x.data() == y.data() || memcmp(x.data(), y.data(), x.len()) == 0));
 }
 
-bool operator!=(StringPiece x, StringPiece y) { return !(x == y); }
+bool operator!=(Piece x, Piece y) { return !(x == y); }
 
-bool operator<(StringPiece x, StringPiece y) { return Compare(x, y) < 0; }
-bool operator>(StringPiece x, StringPiece y) { return Compare(x, y) > 0; }
+bool operator<(Piece x, Piece y) { return Compare(x, y) < 0; }
+bool operator>(Piece x, Piece y) { return Compare(x, y) > 0; }
 
-bool operator<=(StringPiece x, StringPiece y) { return Compare(x, y) <= 0; }
-bool operator>=(StringPiece x, StringPiece y) { return Compare(x, y) >= 0; }
+bool operator<=(Piece x, Piece y) { return Compare(x, y) <= 0; }
+bool operator>=(Piece x, Piece y) { return Compare(x, y) >= 0; }
 
-bool HasPrefix(StringPiece s, StringPiece x) {
+bool HasPrefix(Piece s, Piece x) {
   return ((s.len() >= x.len()) && (memcmp(s.data(), x.data(), x.len()) == 0));
 }
 
-bool HasSuffix(StringPiece s, StringPiece x) {
+bool HasSuffix(Piece s, Piece x) {
   return ((s.len() >= x.len()) &&
           (memcmp(s.data() + (s.len() - x.len()), x.data(), x.len()) == 0));
 }
 
-StringPiece SkipPrefix(StringPiece s, size_t n) {
+Piece SkipPrefix(Piece s, size_t n) {
   if (n > s.len())
-    throw std::invalid_argument("Skip distance larger than StringPiece length");
-  return StringPiece(s.data() + n, s.len() - n);
+    throw std::invalid_argument("Skip distance larger than Piece length");
+  return Piece(s.data() + n, s.len() - n);
 }
 
-StringPiece SkipSuffix(StringPiece s, size_t n) {
+Piece SkipSuffix(Piece s, size_t n) {
   if (n > s.len())
-    throw std::invalid_argument("Skip distance larger than StringPiece length");
-  return StringPiece(s.data(), s.len() - n);
+    throw std::invalid_argument("Skip distance larger than Piece length");
+  return Piece(s.data(), s.len() - n);
 }
 
-StringPiece TrimPrefix(StringPiece s, StringPiece x) {
+Piece TrimPrefix(Piece s, Piece x) {
   return HasPrefix(s, x) ? SkipPrefix(s, x.len()) : s;
 }
 
-StringPiece TrimSuffix(StringPiece s, StringPiece x) {
+Piece TrimSuffix(Piece s, Piece x) {
   return HasSuffix(s, x) ? SkipSuffix(s, x.len()) : s;
 }
 
-bool Contains(StringPiece s, StringPiece sub) {
+bool Contains(Piece s, Piece sub) {
   return std::search(s.begin(), s.end(), sub.begin(), sub.end()) != s.end();
 }
 
-size_t Index(StringPiece s, StringPiece sub) {
+size_t Index(Piece s, Piece sub) {
   auto e = std::search(s.begin(), s.end(), sub.begin(), sub.end());
-  return e != s.end() ? e - s.data() : StringPiece::npos;
+  return e != s.end() ? e - s.data() : Piece::npos;
 }
 
-size_t Find(StringPiece s, char c, size_t pos) {
+size_t Find(Piece s, char c, size_t pos) {
   if (pos >= s.len()) {
-    return StringPiece::npos;
+    return Piece::npos;
   }
   const char* result =
       reinterpret_cast<const char*>(memchr(s.data() + pos, c, s.len() - pos));
-  return result != nullptr ? result - s.data() : StringPiece::npos;
+  return result != nullptr ? result - s.data() : Piece::npos;
 }
 
-size_t RFind(StringPiece s, char c, size_t pos) {
-  if (s.len() == 0) return StringPiece::npos;
+size_t RFind(Piece s, char c, size_t pos) {
+  if (s.len() == 0) return Piece::npos;
   for (const char* p = s.data() + std::min(pos, s.len() - 1); p >= s.data();
        p--) {
     if (*p == c) {
       return p - s.data();
     }
   }
-  return StringPiece::npos;
+  return Piece::npos;
 }
 
-StringPiece SubStr(StringPiece s, size_t pos, size_t n) {
+Piece SubStr(Piece s, size_t pos, size_t n) {
   if (pos > s.len()) pos = s.len();
   if (n > s.len() - pos) n = s.len() - pos;
-  return StringPiece(s.data() + pos, n);
+  return Piece(s.data() + pos, n);
 }
 
-std::ostream& operator<<(std::ostream& o, StringPiece piece) {
+std::ostream& operator<<(std::ostream& o, Piece piece) {
   return o << piece.ToString();
 }
 
+}  // namespace string
 }  // namespace paddle

paddle/strings/stringpiece.h → paddle/string/piece.h

@@ -20,33 +20,34 @@
 #include <string>
 
 namespace paddle {
+namespace string {
 
-// StringPiece points into a std::string object but doesn't own the
+// Piece points into a std::string object but doesn't own the
 // string.  It is for efficient access to strings.  Like Go's string
-// type.  Not that StringPiece doesn't mutate the underlying string,
+// type.  Not that Piece doesn't mutate the underlying string,
 // so it is thread-safe given that the underlying string doesn't
-// change.  Because StringPiece contains a little data members, and
+// change.  Because Piece contains a little data members, and
 // its syntax is simple as it doesn't own/manage the string, it is
-// cheap to construct StringPieces and pass them around.
-class StringPiece {
+// cheap to construct Pieces and pass them around.
+class Piece {
 public:
   static const size_t npos = static_cast<size_t>(-1);
 
   // We provide non-explicit singleton constructors so users can
-  // pass in a "const char*" or a "string" wherever a "StringPiece"
+  // pass in a "const char*" or a "string" wherever a "Piece"
   // is expected.  These contructors ensure that if data_ is NULL,
   // size_ is 0.
-  StringPiece();
-  StringPiece(const char* d, size_t n);
-  StringPiece(const char* d);
-  StringPiece(const std::string& s);
+  Piece();
+  Piece(const char* d, size_t n);
+  Piece(const char* d);
+  Piece(const std::string& s);
 
   const char* data() const { return data_; }
   size_t len() const { return size_; }
 
   char operator[](size_t n) const;
 
-  // StringPiece doesn't own the string, so both iterator and const
+  // Piece doesn't own the string, so both iterator and const
   // iterator are const char* indeed.
   typedef const char* const_iterator;
   typedef const char* iterator;
@@ -63,43 +64,44 @@ private:
   // Intentionally copyable
 };
 
-int Compare(StringPiece a, StringPiece b);
+int Compare(Piece a, Piece b);
 
-bool operator==(StringPiece x, StringPiece y);
-bool operator!=(StringPiece x, StringPiece y);
-bool operator<(StringPiece x, StringPiece y);
-bool operator>(StringPiece x, StringPiece y);
-bool operator<=(StringPiece x, StringPiece y);
-bool operator>=(StringPiece x, StringPiece y);
+bool operator==(Piece x, Piece y);
+bool operator!=(Piece x, Piece y);
+bool operator<(Piece x, Piece y);
+bool operator>(Piece x, Piece y);
+bool operator<=(Piece x, Piece y);
+bool operator>=(Piece x, Piece y);
 
-bool HasPrefix(StringPiece s, StringPiece prefix);
-bool HasSuffix(StringPiece s, StringPiece suffix);
+bool HasPrefix(Piece s, Piece prefix);
+bool HasSuffix(Piece s, Piece suffix);
 
-StringPiece SkipPrefix(StringPiece s, size_t n);
-StringPiece SkipSuffix(StringPiece s, size_t n);
+Piece SkipPrefix(Piece s, size_t n);
+Piece SkipSuffix(Piece s, size_t n);
 
 // Skip the prefix (or suffix) if it matches with the string.
-StringPiece TrimPrefix(StringPiece s, StringPiece prefix);
-StringPiece TrimSuffix(StringPiece s, StringPiece suffix);
+Piece TrimPrefix(Piece s, Piece prefix);
+Piece TrimSuffix(Piece s, Piece suffix);
 
 // Returns if s contains sub.  Any s except for empty s contains an
 // empty sub.
-bool Contains(StringPiece s, StringPiece sub);
+bool Contains(Piece s, Piece sub);
 
 // Return the first occurrence of sub in s, or npos.  If both s and
 // sub is empty, it returns npos; otherwise, if only sub is empty, it
 // returns 0.
-size_t Index(StringPiece s, StringPiece sub);
+size_t Index(Piece s, Piece sub);
 
 // Return the first occurrence of c in s[pos:end], or npos.
-size_t Find(StringPiece s, char c, size_t pos);
+size_t Find(Piece s, char c, size_t pos);
 
 // Search range is [0..pos] inclusive.  If pos == npos, search everything.
-size_t RFind(StringPiece s, char c, size_t pos);
+size_t RFind(Piece s, char c, size_t pos);
 
-StringPiece SubStr(StringPiece s, size_t pos, size_t n);
+Piece SubStr(Piece s, size_t pos, size_t n);
 
-// allow StringPiece to be logged
-std::ostream& operator<<(std::ostream& o, StringPiece piece);
+// allow Piece to be logged
+std::ostream& operator<<(std::ostream& o, Piece piece);
 
+}  // namespace string
 }  // namespace paddle

paddle/strings/stringpiece_test.cc → paddle/string/piece_test.cc

@@ -14,7 +14,7 @@
   limitations under the License.
 */
 
-#include "paddle/strings/stringpiece.h"
+#include "paddle/string/piece.h"
 
 #include <sstream>
 
@@ -22,42 +22,44 @@
 
 TEST(StringPiece, Construct) {
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ(NULL, s.data());
     EXPECT_EQ(0U, s.len());
   }
-  { EXPECT_THROW(paddle::StringPiece s(NULL, 10000U), std::invalid_argument); }
   {
-    paddle::StringPiece s(NULL);
+    EXPECT_THROW(paddle::string::Piece s(NULL, 10000U), std::invalid_argument);
+  }
+  {
+    paddle::string::Piece s(NULL);
     EXPECT_EQ(0U, s.len());
   }
   {
     std::string a;
     EXPECT_EQ(0U, a.size());
-    paddle::StringPiece s(a);
+    paddle::string::Piece s(a);
     EXPECT_EQ(0U, s.len());
   }
 }
 
 TEST(StringPiece, CopyAndAssign) {
-  paddle::StringPiece empty;
+  paddle::string::Piece empty;
   EXPECT_EQ(0U, empty.len());
 
-  paddle::StringPiece a("hello");
-  paddle::StringPiece b = a;
+  paddle::string::Piece a("hello");
+  paddle::string::Piece b = a;
   EXPECT_EQ(b.len(), strlen("hello"));
   EXPECT_EQ(a, b);
 
   std::string storage("hello");
-  paddle::StringPiece c(storage);
+  paddle::string::Piece c(storage);
   EXPECT_EQ(a, c);
   EXPECT_NE(a.data(), c.data());
 }
 
 TEST(StringPiece, Compare) {
   {
-    paddle::StringPiece a("hello");
-    paddle::StringPiece b("world");
+    paddle::string::Piece a("hello");
+    paddle::string::Piece b("world");
     EXPECT_TRUE(a != b);
     EXPECT_FALSE(a == b);
     EXPECT_TRUE(a < b);
@@ -68,7 +70,7 @@ TEST(StringPiece, Compare) {
     EXPECT_GT(Compare(b, a), 0);
   }
   {
-    paddle::StringPiece a, b;
+    paddle::string::Piece a, b;
     EXPECT_TRUE(a == b);
     EXPECT_FALSE(a != b);
     EXPECT_FALSE(a < b);
@@ -82,31 +84,31 @@ TEST(StringPiece, Compare) {
 
 TEST(StringPiece, ToString) {
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ(std::string(""), s.ToString());
   }
   {
-    paddle::StringPiece s(NULL);
+    paddle::string::Piece s(NULL);
     EXPECT_EQ(std::string(""), s.ToString());
   }
   {
-    paddle::StringPiece s("hello");
+    paddle::string::Piece s("hello");
     EXPECT_EQ(std::string("hello"), s.ToString());
   }
 }
 
 TEST(StringPiece, HasPrefixSuffix) {
-  using paddle::HasPrefix;
-  using paddle::HasSuffix;
+  using paddle::string::HasPrefix;
+  using paddle::string::HasSuffix;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_FALSE(HasPrefix(s, "something"));
     EXPECT_TRUE(HasPrefix(s, ""));
     EXPECT_FALSE(HasSuffix(s, "something"));
     EXPECT_TRUE(HasSuffix(s, ""));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_TRUE(HasPrefix(s, ""));
     EXPECT_TRUE(HasPrefix(s, "a"));
     EXPECT_TRUE(HasPrefix(s, "ap"));
@@ -120,10 +122,10 @@ TEST(StringPiece, HasPrefixSuffix) {
 }
 
 TEST(StringPiece, SkipPrefixSuffix) {
-  using paddle::SkipPrefix;
-  using paddle::SkipSuffix;
+  using paddle::string::SkipPrefix;
+  using paddle::string::SkipSuffix;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ("", SkipPrefix(s, 0));
     EXPECT_THROW(SkipPrefix(s, 1), std::invalid_argument);
 
@@ -131,7 +133,7 @@ TEST(StringPiece, SkipPrefixSuffix) {
     EXPECT_THROW(SkipSuffix(s, 1), std::invalid_argument);
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ("app", SkipPrefix(s, 0));
     EXPECT_EQ("pp", SkipPrefix(s, 1));
     EXPECT_EQ("p", SkipPrefix(s, 2));
@@ -147,10 +149,10 @@ TEST(StringPiece, SkipPrefixSuffix) {
 }
 
 TEST(StringPiece, TrimPrefixSuffix) {
-  using paddle::TrimPrefix;
-  using paddle::TrimSuffix;
+  using paddle::string::TrimPrefix;
+  using paddle::string::TrimSuffix;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ("", TrimPrefix(s, ""));
     EXPECT_EQ("", TrimPrefix(s, "something"));
 
@@ -158,7 +160,7 @@ TEST(StringPiece, TrimPrefixSuffix) {
     EXPECT_EQ("", TrimSuffix(s, "something"));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ("app", TrimPrefix(s, ""));
     EXPECT_EQ("pp", TrimPrefix(s, "a"));
     EXPECT_EQ("p", TrimPrefix(s, "ap"));
@@ -174,14 +176,14 @@ TEST(StringPiece, TrimPrefixSuffix) {
 }
 
 TEST(StringPiece, Contains) {
-  using paddle::Contains;
+  using paddle::string::Contains;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_FALSE(Contains(s, ""));
     EXPECT_FALSE(Contains(s, "something"));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_TRUE(Contains(s, ""));
     EXPECT_TRUE(Contains(s, "a"));
     EXPECT_TRUE(Contains(s, "p"));
@@ -193,15 +195,15 @@ TEST(StringPiece, Contains) {
 }
 
 TEST(StringPiece, Index) {
-  using paddle::Index;
-  auto npos = paddle::StringPiece::npos;
+  using paddle::string::Index;
+  auto npos = paddle::string::Piece::npos;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ(npos, Index(s, ""));
     EXPECT_EQ(npos, Index(s, "something"));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ(0U, Index(s, ""));
     EXPECT_EQ(0U, Index(s, "a"));
     EXPECT_EQ(1U, Index(s, "p"));
@@ -213,14 +215,14 @@ TEST(StringPiece, Index) {
 }
 
 TEST(StringPiece, Find) {
-  using paddle::Find;
-  auto npos = paddle::StringPiece::npos;
+  using paddle::string::Find;
+  auto npos = paddle::string::Piece::npos;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ(npos, Find(s, 'a', 0U));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ(0U, Find(s, 'a', 0U));
     EXPECT_EQ(1U, Find(s, 'p', 0U));
     EXPECT_EQ(1U, Find(s, 'p', 1U));
@@ -230,14 +232,14 @@ TEST(StringPiece, Find) {
 }
 
 TEST(StringPiece, RFind) {
-  using paddle::RFind;
-  auto npos = paddle::StringPiece::npos;
+  using paddle::string::RFind;
+  auto npos = paddle::string::Piece::npos;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ(npos, RFind(s, 'a', 0U));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ(2U, RFind(s, 'p', 2U));
     EXPECT_EQ(0U, RFind(s, 'a', 2U));
     EXPECT_EQ(1U, RFind(s, 'p', 1U));
@@ -247,15 +249,15 @@ TEST(StringPiece, RFind) {
 }
 
 TEST(StringPiece, SubStr) {
-  using paddle::SubStr;
+  using paddle::string::SubStr;
   {
-    paddle::StringPiece s;
+    paddle::string::Piece s;
     EXPECT_EQ("", SubStr(s, 0, 0));
     EXPECT_EQ("", SubStr(s, 0, 1));
     EXPECT_EQ("", SubStr(s, 1, 0));
   }
   {
-    paddle::StringPiece s("app");
+    paddle::string::Piece s("app");
     EXPECT_EQ("", SubStr(s, 0, 0));
     EXPECT_EQ("", SubStr(s, 1, 0));
     EXPECT_EQ("", SubStr(s, 2, 0));
@@ -279,15 +281,15 @@ TEST(StringPiece, SubStr) {
 }
 
 TEST(StringPiece, StreamOutput) {
-  using paddle::StringPiece;
+  using paddle::string::Piece;
 
   std::stringstream o;
-  o << StringPiece();
+  o << paddle::string::Piece();
   EXPECT_EQ("", o.str());
 
-  o << StringPiece("hello");
+  o << paddle::string::Piece("hello");
   EXPECT_EQ("hello", o.str());
 
-  o << StringPiece();
+  o << paddle::string::Piece();
   EXPECT_EQ("hello", o.str());
 }

paddle/string/printf.h

+/*
+  Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+  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.
+*/
+
+// Compared with std::stringstream, there are primary purpose of
+// string::Printf:
+//
+// 1. Type-safe printing, with why and how explained in
+//    http://www.drdobbs.com/stringprintf-a-typesafe-printf-family-fo/184401999.
+//    Implementation includes
+//
+//    https://github.com/c42f/tinyformat
+//    boost::format
+//    std::stringstream
+//
+//    std::stringstream is not convenient enough in many cases.  For example:
+//
+//      std::cout << std::setprecision(2) << std::fixed << 1.23456 << "\n";
+//
+//    boost::format is the most convenient one.  We can have
+//
+//      std::cout << format("%2% %1%") % 36 % 77;
+//
+//    or
+//
+//      format fmter("%2% %1%");
+//      fmter % 36; fmter % 77;
+//      std::cout << fmter.c_str();
+//
+//    But the overloading of % might be overkilling and it would be
+//    more efficient if it can write to std::cout directly.
+//
+//    tinyformat has an interface compatible with the C-printf style,
+//    and it can writes to a stream or returns a std::string:
+//
+//      std::cout << tfm::printf(
+//                  "%s, %s %d, %.2d:%.2d\n",
+//                  weekday, month, day, hour, min);
+//
+//    or
+//
+//      tfm::format(std::cout,
+//                  "%s, %s %d, %.2d:%.2d\n",
+//                  weekday, month, day, hour, min);
+//
+// 2. High-performance -- most printed strings are not too long and
+//    doens't need dynamic memory allocation.  Many StringPrintf
+//    implementations doesn't enforce type-safe, but are
+//    high-performance, including
+//
+//    https://developers.google.com/optimization/reference/base/stringprintf/
+//    https://github.com/adobe/chromium/blob/master/base/stringprintf.h
+//    https://github.com/google/protobuf/blob/master/src/google/protobuf/stubs/stringprintf.h
+//
+// According to
+// https://github.com/c42f/tinyformat#compile-time-and-code-bloat,
+// boost::format runs too slow and results in large executable binary
+// files.  So here we port tinyformat.
+
+#pragma once
+
+#include <iostream>
+#include <sstream>
+#include "paddle/string/tinyformat/tinyformat.h"  // https://github.com/c42f/tinyformat
+
+namespace paddle {
+namespace string {
+
+template <typename... Args>
+void Fprintf(std::ostream& out, const char* fmt, const Args&... args) {
+  tinyformat::vformat(out, fmt, tinyformat::makeFormatList(args...));
+}
+
+template <typename... Args>
+std::string Sprintf(const char* fmt, const Args&... args) {
+  std::ostringstream oss;
+  Fprintf(oss, fmt, args...);
+  return oss.str();
+}
+
+template <typename... Args>
+void Printf(const char* fmt, const Args&... args) {
+  Fprintf(std::cout, fmt, args...);
+}
+
+}  // namespace string
+}  // namespace paddle

paddle/string/printf_test.cc

+#include "paddle/string/printf.h"
+
+#include <string>
+
+#include "gtest/gtest.h"
+
+TEST(StringPrintf, StringPrintf) {
+  std::string weekday = "Wednesday";
+  const char* month = "July";
+  size_t day = 27;
+  long hour = 14;
+  int min = 44;
+  EXPECT_EQ(std::string("Wednesday, July 27, 14:44"),
+            paddle::string::Sprintf(
+                "%s, %s %d, %.2d:%.2d", weekday, month, day, hour, min));
+}

paddle/string/tinyformat/tinyformat.h

+// tinyformat.h
+// Copyright (C) 2011, Chris Foster [chris42f (at) gmail (d0t) com]
+//
+// Boost Software License - Version 1.0
+//
+// Permission is hereby granted, free of charge, to any person or organization
+// obtaining a copy of the software and accompanying documentation covered by
+// this license (the "Software") to use, reproduce, display, distribute,
+// execute, and transmit the Software, and to prepare derivative works of the
+// Software, and to permit third-parties to whom the Software is furnished to
+// do so, all subject to the following:
+//
+// The copyright notices in the Software and this entire statement, including
+// the above license grant, this restriction and the following disclaimer,
+// must be included in all copies of the Software, in whole or in part, and
+// all derivative works of the Software, unless such copies or derivative
+// works are solely in the form of machine-executable object code generated by
+// a source language processor.
+//
+// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+// FITNESS FOR A PARTICULAR PURPOSE, TITLE AND NON-INFRINGEMENT. IN NO EVENT
+// SHALL THE COPYRIGHT HOLDERS OR ANYONE DISTRIBUTING THE SOFTWARE BE LIABLE
+// FOR ANY DAMAGES OR OTHER LIABILITY, WHETHER IN CONTRACT, TORT OR OTHERWISE,
+// ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
+// DEALINGS IN THE SOFTWARE.
+
+//------------------------------------------------------------------------------
+// Tinyformat: A minimal type safe printf replacement
+//
+// tinyformat.h is a type safe printf replacement library in a single C++
+// header file.  Design goals include:
+//
+// * Type safety and extensibility for user defined types.
+// * C99 printf() compatibility, to the extent possible using std::ostream
+// * Simplicity and minimalism.  A single header file to include and distribute
+//   with your projects.
+// * Augment rather than replace the standard stream formatting mechanism
+// * C++98 support, with optional C++11 niceties
+//
+//
+// Main interface example usage
+// ----------------------------
+//
+// To print a date to std::cout:
+//
+//   std::string weekday = "Wednesday";
+//   const char* month = "July";
+//   size_t day = 27;
+//   long hour = 14;
+//   int min = 44;
+//
+//   tfm::printf("%s, %s %d, %.2d:%.2d\n", weekday, month, day, hour, min);
+//
+// The strange types here emphasize the type safety of the interface; it is
+// possible to print a std::string using the "%s" conversion, and a
+// size_t using the "%d" conversion.  A similar result could be achieved
+// using either of the tfm::format() functions.  One prints on a user provided
+// stream:
+//
+//   tfm::format(std::cerr, "%s, %s %d, %.2d:%.2d\n",
+//               weekday, month, day, hour, min);
+//
+// The other returns a std::string:
+//
+//   std::string date = tfm::format("%s, %s %d, %.2d:%.2d\n",
+//                                  weekday, month, day, hour, min);
+//   std::cout << date;
+//
+// These are the three primary interface functions.  There is also a
+// convenience function printfln() which appends a newline to the usual result
+// of printf() for super simple logging.
+//
+//
+// User defined format functions
+// -----------------------------
+//
+// Simulating variadic templates in C++98 is pretty painful since it requires
+// writing out the same function for each desired number of arguments.  To make
+// this bearable tinyformat comes with a set of macros which are used
+// internally to generate the API, but which may also be used in user code.
+//
+// The three macros TINYFORMAT_ARGTYPES(n), TINYFORMAT_VARARGS(n) and
+// TINYFORMAT_PASSARGS(n) will generate a list of n argument types,
+// type/name pairs and argument names respectively when called with an integer
+// n between 1 and 16.  We can use these to define a macro which generates the
+// desired user defined function with n arguments.  To generate all 16 user
+// defined function bodies, use the macro TINYFORMAT_FOREACH_ARGNUM.  For an
+// example, see the implementation of printf() at the end of the source file.
+//
+// Sometimes it's useful to be able to pass a list of format arguments through
+// to a non-template function.  The FormatList class is provided as a way to do
+// this by storing the argument list in a type-opaque way.  Continuing the
+// example from above, we construct a FormatList using makeFormatList():
+//
+//   FormatListRef formatList = tfm::makeFormatList(weekday, month, day, hour,
+//   min);
+//
+// The format list can now be passed into any non-template function and used
+// via a call to the vformat() function:
+//
+//   tfm::vformat(std::cout, "%s, %s %d, %.2d:%.2d\n", formatList);
+//
+//
+// Additional API information
+// --------------------------
+//
+// Error handling: Define TINYFORMAT_ERROR to customize the error handling for
+// format strings which are unsupported or have the wrong number of format
+// specifiers (calls assert() by default).
+//
+// User defined types: Uses operator<< for user defined types by default.
+// Overload formatValue() for more control.
+
+#pragma once
+
+#include <algorithm>
+#include <cassert>
+#include <iostream>
+#include <sstream>
+
+namespace paddle {
+namespace string {
+namespace tinyformat {
+
+#ifndef TINYFORMAT_ERROR
+#define TINYFORMAT_ERROR(reason) assert(0 && reason)
+#endif
+
+//------------------------------------------------------------------------------
+namespace detail {
+
+// Test whether type T1 is convertible to type T2
+template <typename T1, typename T2>
+struct is_convertible {
+private:
+  // two types of different size
+  struct fail {
+    char dummy[2];
+  };
+  struct succeed {
+    char dummy;
+  };
+  // Try to convert a T1 to a T2 by plugging into tryConvert
+  static fail tryConvert(...);
+  static succeed tryConvert(const T2 &);
+  static const T1 &makeT1();
+
+public:
+  // Standard trick: the (...) version of tryConvert will be chosen from
+  // the overload set only if the version taking a T2 doesn't match.
+  // Then we compare the sizes of the return types to check which
+  // function matched.  Very neat, in a disgusting kind of way :)
+  static const bool value = sizeof(tryConvert(makeT1())) == sizeof(succeed);
+};
+
+// Format the value by casting to type fmtT.  This default implementation
+// should never be called.
+template <typename T,
+          typename fmtT,
+          bool convertible = is_convertible<T, fmtT>::value>
+struct formatValueAsType {
+  static void invoke(std::ostream & /*out*/, const T & /*value*/) { assert(0); }
+};
+// Specialized version for types that can actually be converted to fmtT, as
+// indicated by the "convertible" template parameter.
+template <typename T, typename fmtT>
+struct formatValueAsType<T, fmtT, true> {
+  static void invoke(std::ostream &out, const T &value) {
+    out << static_cast<fmtT>(value);
+  }
+};
+
+// Convert an arbitrary type to integer.  The version with convertible=false
+// throws an error.
+template <typename T, bool convertible = is_convertible<T, int>::value>
+struct convertToInt {
+  static int invoke(const T & /*value*/) {
+    TINYFORMAT_ERROR(
+        "tinyformat: Cannot convert from argument type to "
+        "integer for use as variable width or precision");
+    return 0;
+  }
+};
+// Specialization for convertToInt when conversion is possible
+template <typename T>
+struct convertToInt<T, true> {
+  static int invoke(const T &value) { return static_cast<int>(value); }
+};
+
+// Format at most ntrunc characters to the given stream.
+template <typename T>
+inline void formatTruncated(std::ostream &out, const T &value, int ntrunc) {
+  std::ostringstream tmp;
+  tmp << value;
+  std::string result = tmp.str();
+  out.write(result.c_str(),
+            (std::min)(ntrunc, static_cast<int>(result.size())));
+}
+#define TINYFORMAT_DEFINE_FORMAT_TRUNCATED_CSTR(type)                       \
+  inline void formatTruncated(std::ostream &out, type *value, int ntrunc) { \
+    std::streamsize len = 0;                                                \
+    while (len < ntrunc && value[len] != 0) ++len;                          \
+    out.write(value, len);                                                  \
+  }
+// Overload for const char* and char*.  Could overload for signed & unsigned
+// char too, but these are technically unneeded for printf compatibility.
+TINYFORMAT_DEFINE_FORMAT_TRUNCATED_CSTR(const char)
+TINYFORMAT_DEFINE_FORMAT_TRUNCATED_CSTR(char)
+#undef TINYFORMAT_DEFINE_FORMAT_TRUNCATED_CSTR
+
+}  // namespace detail
+
+//------------------------------------------------------------------------------
+// Variable formatting functions.  May be overridden for user-defined types if
+// desired.
+
+/// Format a value into a stream, delegating to operator<< by default.
+///
+/// Users may override this for their own types.  When this function is called,
+/// the stream flags will have been modified according to the format string.
+/// The format specification is provided in the range [fmtBegin, fmtEnd).  For
+/// truncating conversions, ntrunc is set to the desired maximum number of
+/// characters, for example "%.7s" calls formatValue with ntrunc = 7.
+///
+/// By default, formatValue() uses the usual stream insertion operator
+/// operator<< to format the type T, with special cases for the %c and %p
+/// conversions.
+template <typename T>
+inline void formatValue(std::ostream &out,
+                        const char * /*fmtBegin*/,
+                        const char *fmtEnd,
+                        int ntrunc,
+                        const T &value) {
+  // The mess here is to support the %c and %p conversions: if these
+  // conversions are active we try to convert the type to a char or const
+  // void* respectively and format that instead of the value itself.  For the
+  // %p conversion it's important to avoid dereferencing the pointer, which
+  // could otherwise lead to a crash when printing a dangling (const char*).
+  const bool canConvertToChar = detail::is_convertible<T, char>::value;
+  const bool canConvertToVoidPtr =
+      detail::is_convertible<T, const void *>::value;
+  if (canConvertToChar && *(fmtEnd - 1) == 'c')
+    detail::formatValueAsType<T, char>::invoke(out, value);
+  else if (canConvertToVoidPtr && *(fmtEnd - 1) == 'p')
+    detail::formatValueAsType<T, const void *>::invoke(out, value);
+  else if (ntrunc >= 0) {
+    // Take care not to overread C strings in truncating conversions like
+    // "%.4s" where at most 4 characters may be read.
+    detail::formatTruncated(out, value, ntrunc);
+  } else
+    out << value;
+}
+
+// Overloaded version for char types to support printing as an integer
+#define TINYFORMAT_DEFINE_FORMATVALUE_CHAR(charType) \
+  inline void formatValue(std::ostream &out,         \
+                          const char * /*fmtBegin*/, \
+                          const char *fmtEnd,        \
+                          int /**/,                  \
+                          charType value) {          \
+    switch (*(fmtEnd - 1)) {                         \
+      case 'u':                                      \
+      case 'd':                                      \
+      case 'i':                                      \
+      case 'o':                                      \
+      case 'X':                                      \
+      case 'x':                                      \
+        out << static_cast<int>(value);              \
+        break;                                       \
+      default:                                       \
+        out << value;                                \
+        break;                                       \
+    }                                                \
+  }
+// per 3.9.1: char, signed char and unsigned char are all distinct types
+TINYFORMAT_DEFINE_FORMATVALUE_CHAR(char)
+TINYFORMAT_DEFINE_FORMATVALUE_CHAR(signed char)
+TINYFORMAT_DEFINE_FORMATVALUE_CHAR(unsigned char)
+#undef TINYFORMAT_DEFINE_FORMATVALUE_CHAR
+
+//------------------------------------------------------------------------------
+// Tools for emulating variadic templates in C++98.  The basic idea here is
+// stolen from the boost preprocessor metaprogramming library and cut down to
+// be just general enough for what we need.
+
+#define TINYFORMAT_ARGTYPES(n) TINYFORMAT_ARGTYPES_##n
+#define TINYFORMAT_VARARGS(n) TINYFORMAT_VARARGS_##n
+#define TINYFORMAT_PASSARGS(n) TINYFORMAT_PASSARGS_##n
+#define TINYFORMAT_PASSARGS_TAIL(n) TINYFORMAT_PASSARGS_TAIL_##n
+
+// To keep it as transparent as possible, the macros below have been generated
+// using python via the excellent cog.py code generation script.  This avoids
+// the need for a bunch of complex (but more general) preprocessor tricks as
+// used in boost.preprocessor.
+//
+// To rerun the code generation in place, use `cog.py -r tinyformat.h`
+// (see http://nedbatchelder.com/code/cog).  Alternatively you can just create
+// extra versions by hand.
+
+/*[[[cog
+maxParams = 16
+
+def makeCommaSepLists(lineTemplate, elemTemplate, startInd=1):
+    for j in range(startInd,maxParams+1):
+        list = ', '.join([elemTemplate % {'i':i} for i in range(startInd,j+1)])
+        cog.outl(lineTemplate % {'j':j, 'list':list})
+
+makeCommaSepLists('#define TINYFORMAT_ARGTYPES_%(j)d %(list)s',
+                  'class T%(i)d')
+
+cog.outl()
+makeCommaSepLists('#define TINYFORMAT_VARARGS_%(j)d %(list)s',
+                  'const T%(i)d& v%(i)d')
+
+cog.outl()
+makeCommaSepLists('#define TINYFORMAT_PASSARGS_%(j)d %(list)s', 'v%(i)d')
+
+cog.outl()
+cog.outl('#define TINYFORMAT_PASSARGS_TAIL_1')
+makeCommaSepLists('#define TINYFORMAT_PASSARGS_TAIL_%(j)d , %(list)s',
+                  'v%(i)d', startInd = 2)
+
+cog.outl()
+cog.outl('#define TINYFORMAT_FOREACH_ARGNUM(m) \\\n    ' +
+         ' '.join(['m(%d)' % (j,) for j in range(1,maxParams+1)]))
+]]]*/
+#define TINYFORMAT_ARGTYPES_1 class T1
+#define TINYFORMAT_ARGTYPES_2 class T1, class T2
+#define TINYFORMAT_ARGTYPES_3 class T1, class T2, class T3
+#define TINYFORMAT_ARGTYPES_4 class T1, class T2, class T3, class T4
+#define TINYFORMAT_ARGTYPES_5 class T1, class T2, class T3, class T4, class T5
+#define TINYFORMAT_ARGTYPES_6 \
+  class T1, class T2, class T3, class T4, class T5, class T6
+#define TINYFORMAT_ARGTYPES_7 \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7
+#define TINYFORMAT_ARGTYPES_8 \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, class T8
+#define TINYFORMAT_ARGTYPES_9                                           \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9
+#define TINYFORMAT_ARGTYPES_10                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10
+#define TINYFORMAT_ARGTYPES_11                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11
+#define TINYFORMAT_ARGTYPES_12                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11, class T12
+#define TINYFORMAT_ARGTYPES_13                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11, class T12, class T13
+#define TINYFORMAT_ARGTYPES_14                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11, class T12, class T13,   \
+      class T14
+#define TINYFORMAT_ARGTYPES_15                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11, class T12, class T13,   \
+      class T14, class T15
+#define TINYFORMAT_ARGTYPES_16                                          \
+  class T1, class T2, class T3, class T4, class T5, class T6, class T7, \
+      class T8, class T9, class T10, class T11, class T12, class T13,   \
+      class T14, class T15, class T16
+
+#define TINYFORMAT_VARARGS_1 const T1 &v1
+#define TINYFORMAT_VARARGS_2 const T1 &v1, const T2 &v2
+#define TINYFORMAT_VARARGS_3 const T1 &v1, const T2 &v2, const T3 &v3
+#define TINYFORMAT_VARARGS_4 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4
+#define TINYFORMAT_VARARGS_5 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5
+#define TINYFORMAT_VARARGS_6                                            \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5, \
+      const T6 &v6
+#define TINYFORMAT_VARARGS_7                                            \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5, \
+      const T6 &v6, const T7 &v7
+#define TINYFORMAT_VARARGS_8                                            \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5, \
+      const T6 &v6, const T7 &v7, const T8 &v8
+#define TINYFORMAT_VARARGS_9                                            \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5, \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9
+#define TINYFORMAT_VARARGS_10                                           \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5, \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10
+#define TINYFORMAT_VARARGS_11                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11
+#define TINYFORMAT_VARARGS_12                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11, const T12 &v12
+#define TINYFORMAT_VARARGS_13                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11, const T12 &v12, const T13 &v13
+#define TINYFORMAT_VARARGS_14                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11, const T12 &v12, const T13 &v13, const T14 &v14
+#define TINYFORMAT_VARARGS_15                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11, const T12 &v12, const T13 &v13, const T14 &v14,         \
+      const T15 &v15
+#define TINYFORMAT_VARARGS_16                                                 \
+  const T1 &v1, const T2 &v2, const T3 &v3, const T4 &v4, const T5 &v5,       \
+      const T6 &v6, const T7 &v7, const T8 &v8, const T9 &v9, const T10 &v10, \
+      const T11 &v11, const T12 &v12, const T13 &v13, const T14 &v14,         \
+      const T15 &v15, const T16 &v16
+
+#define TINYFORMAT_PASSARGS_1 v1
+#define TINYFORMAT_PASSARGS_2 v1, v2
+#define TINYFORMAT_PASSARGS_3 v1, v2, v3
+#define TINYFORMAT_PASSARGS_4 v1, v2, v3, v4
+#define TINYFORMAT_PASSARGS_5 v1, v2, v3, v4, v5
+#define TINYFORMAT_PASSARGS_6 v1, v2, v3, v4, v5, v6
+#define TINYFORMAT_PASSARGS_7 v1, v2, v3, v4, v5, v6, v7
+#define TINYFORMAT_PASSARGS_8 v1, v2, v3, v4, v5, v6, v7, v8
+#define TINYFORMAT_PASSARGS_9 v1, v2, v3, v4, v5, v6, v7, v8, v9
+#define TINYFORMAT_PASSARGS_10 v1, v2, v3, v4, v5, v6, v7, v8, v9, v10
+#define TINYFORMAT_PASSARGS_11 v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11
+#define TINYFORMAT_PASSARGS_12 v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12
+#define TINYFORMAT_PASSARGS_13 \
+  v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13
+#define TINYFORMAT_PASSARGS_14 \
+  v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14
+#define TINYFORMAT_PASSARGS_15 \
+  v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15
+#define TINYFORMAT_PASSARGS_16 \
+  v1, v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16
+
+#define TINYFORMAT_PASSARGS_TAIL_1
+#define TINYFORMAT_PASSARGS_TAIL_2 , v2
+#define TINYFORMAT_PASSARGS_TAIL_3 , v2, v3
+#define TINYFORMAT_PASSARGS_TAIL_4 , v2, v3, v4
+#define TINYFORMAT_PASSARGS_TAIL_5 , v2, v3, v4, v5
+#define TINYFORMAT_PASSARGS_TAIL_6 , v2, v3, v4, v5, v6
+#define TINYFORMAT_PASSARGS_TAIL_7 , v2, v3, v4, v5, v6, v7
+#define TINYFORMAT_PASSARGS_TAIL_8 , v2, v3, v4, v5, v6, v7, v8
+#define TINYFORMAT_PASSARGS_TAIL_9 , v2, v3, v4, v5, v6, v7, v8, v9
+#define TINYFORMAT_PASSARGS_TAIL_10 , v2, v3, v4, v5, v6, v7, v8, v9, v10
+#define TINYFORMAT_PASSARGS_TAIL_11 , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11
+#define TINYFORMAT_PASSARGS_TAIL_12 \
+  , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12
+#define TINYFORMAT_PASSARGS_TAIL_13 \
+  , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13
+#define TINYFORMAT_PASSARGS_TAIL_14 \
+  , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14
+#define TINYFORMAT_PASSARGS_TAIL_15 \
+  , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15
+#define TINYFORMAT_PASSARGS_TAIL_16 \
+  , v2, v3, v4, v5, v6, v7, v8, v9, v10, v11, v12, v13, v14, v15, v16
+
+#define TINYFORMAT_FOREACH_ARGNUM(m)                                         \
+  m(1) m(2) m(3) m(4) m(5) m(6) m(7) m(8) m(9) m(10) m(11) m(12) m(13) m(14) \
+      m(15) m(16)
+//[[[end]]]
+
+namespace detail {
+
+// Type-opaque holder for an argument to format(), with associated actions on
+// the type held as explicit function pointers.  This allows FormatArg's for
+// each argument to be allocated as a homogenous array inside FormatList
+// whereas a naive implementation based on inheritance does not.
+class FormatArg {
+public:
+  FormatArg() {}
+
+  template <typename T>
+  FormatArg(const T &value)
+      : m_value(static_cast<const void *>(&value)),
+        m_formatImpl(&formatImpl<T>),
+        m_toIntImpl(&toIntImpl<T>) {}
+
+  void format(std::ostream &out,
+              const char *fmtBegin,
+              const char *fmtEnd,
+              int ntrunc) const {
+    m_formatImpl(out, fmtBegin, fmtEnd, ntrunc, m_value);
+  }
+
+  int toInt() const { return m_toIntImpl(m_value); }
+
+private:
+  template <typename T>
+  static void formatImpl(std::ostream &out,
+                         const char *fmtBegin,
+                         const char *fmtEnd,
+                         int ntrunc,
+                         const void *value) {
+    formatValue(out, fmtBegin, fmtEnd, ntrunc, *static_cast<const T *>(value));
+  }
+
+  template <typename T>
+  static int toIntImpl(const void *value) {
+    return convertToInt<T>::invoke(*static_cast<const T *>(value));
+  }
+
+  const void *m_value;
+  void (*m_formatImpl)(std::ostream &out,
+                       const char *fmtBegin,
+                       const char *fmtEnd,
+                       int ntrunc,
+                       const void *value);
+  int (*m_toIntImpl)(const void *value);
+};
+
+// Parse and return an integer from the string c, as atoi()
+// On return, c is set to one past the end of the integer.
+inline int parseIntAndAdvance(const char *&c) {
+  int i = 0;
+  for (; *c >= '0' && *c <= '9'; ++c) i = 10 * i + (*c - '0');
+  return i;
+}
+
+// Print literal part of format string and return next format spec
+// position.
+//
+// Skips over any occurrences of '%%', printing a literal '%' to the
+// output.  The position of the first % character of the next
+// nontrivial format spec is returned, or the end of string.
+inline const char *printFormatStringLiteral(std::ostream &out,
+                                            const char *fmt) {
+  const char *c = fmt;
+  for (;; ++c) {
+    switch (*c) {
+      case '\0':
+        out.write(fmt, c - fmt);
+        return c;
+      case '%':
+        out.write(fmt, c - fmt);
+        if (*(c + 1) != '%') return c;
+        // for "%%", tack trailing % onto next literal section.
+        fmt = ++c;
+        break;
+      default:
+        break;
+    }
+  }
+}
+
+// Parse a format string and set the stream state accordingly.
+//
+// The format mini-language recognized here is meant to be the one from C99,
+// with the form "%[flags][width][.precision][length]type".
+//
+// Formatting options which can't be natively represented using the ostream
+// state are returned in spacePadPositive (for space padded positive numbers)
+// and ntrunc (for truncating conversions).  argIndex is incremented if
+// necessary to pull out variable width and precision .  The function returns a
+// pointer to the character after the end of the current format spec.
+inline const char *streamStateFromFormat(std::ostream &out,
+                                         bool &spacePadPositive,
+                                         int &ntrunc,
+                                         const char *fmtStart,
+                                         const detail::FormatArg *formatters,
+                                         int &argIndex,
+                                         int numFormatters) {
+  if (*fmtStart != '%') {
+    TINYFORMAT_ERROR(
+        "tinyformat: Not enough conversion specifiers in format string");
+    return fmtStart;
+  }
+  // Reset stream state to defaults.
+  out.width(0);
+  out.precision(6);
+  out.fill(' ');
+  // Reset most flags; ignore irrelevant unitbuf & skipws.
+  out.unsetf(std::ios::adjustfield | std::ios::basefield |
+             std::ios::floatfield | std::ios::showbase | std::ios::boolalpha |
+             std::ios::showpoint | std::ios::showpos | std::ios::uppercase);
+  bool precisionSet = false;
+  bool widthSet = false;
+  int widthExtra = 0;
+  const char *c = fmtStart + 1;
+  // 1) Parse flags
+  for (;; ++c) {
+    switch (*c) {
+      case '#':
+        out.setf(std::ios::showpoint | std::ios::showbase);
+        continue;
+      case '0':
+        // overridden by left alignment ('-' flag)
+        if (!(out.flags() & std::ios::left)) {
+          // Use internal padding so that numeric values are
+          // formatted correctly, eg -00010 rather than 000-10
+          out.fill('0');
+          out.setf(std::ios::internal, std::ios::adjustfield);
+        }
+        continue;
+      case '-':
+        out.fill(' ');
+        out.setf(std::ios::left, std::ios::adjustfield);
+        continue;
+      case ' ':
+        // overridden by show positive sign, '+' flag.
+        if (!(out.flags() & std::ios::showpos)) spacePadPositive = true;
+        continue;
+      case '+':
+        out.setf(std::ios::showpos);
+        spacePadPositive = false;
+        widthExtra = 1;
+        continue;
+      default:
+        break;
+    }
+    break;
+  }
+  // 2) Parse width
+  if (*c >= '0' && *c <= '9') {
+    widthSet = true;
+    out.width(parseIntAndAdvance(c));
+  }
+  if (*c == '*') {
+    widthSet = true;
+    int width = 0;
+    if (argIndex < numFormatters)
+      width = formatters[argIndex++].toInt();
+    else
+      TINYFORMAT_ERROR(
+          "tinyformat: Not enough arguments to read variable width");
+    if (width < 0) {
+      // negative widths correspond to '-' flag set
+      out.fill(' ');
+      out.setf(std::ios::left, std::ios::adjustfield);
+      width = -width;
+    }
+    out.width(width);
+    ++c;
+  }
+  // 3) Parse precision
+  if (*c == '.') {
+    ++c;
+    int precision = 0;
+    if (*c == '*') {
+      ++c;
+      if (argIndex < numFormatters)
+        precision = formatters[argIndex++].toInt();
+      else
+        TINYFORMAT_ERROR(
+            "tinyformat: Not enough arguments to read variable precision");
+    } else {
+      if (*c >= '0' && *c <= '9')
+        precision = parseIntAndAdvance(c);
+      else if (*c == '-')  // negative precisions ignored, treated as zero.
+        parseIntAndAdvance(++c);
+    }
+    out.precision(precision);
+    precisionSet = true;
+  }
+  // 4) Ignore any C99 length modifier
+  while (*c == 'l' || *c == 'h' || *c == 'L' || *c == 'j' || *c == 'z' ||
+         *c == 't')
+    ++c;
+  // 5) We're up to the conversion specifier character.
+  // Set stream flags based on conversion specifier (thanks to the
+  // boost::format class for forging the way here).
+  bool intConversion = false;
+  switch (*c) {
+    case 'u':
+    case 'd':
+    case 'i':
+      out.setf(std::ios::dec, std::ios::basefield);
+      intConversion = true;
+      break;
+    case 'o':
+      out.setf(std::ios::oct, std::ios::basefield);
+      intConversion = true;
+      break;
+    case 'X':
+      out.setf(std::ios::uppercase);
+    case 'x':
+    case 'p':
+      out.setf(std::ios::hex, std::ios::basefield);
+      intConversion = true;
+      break;
+    case 'E':
+      out.setf(std::ios::uppercase);
+    case 'e':
+      out.setf(std::ios::scientific, std::ios::floatfield);
+      out.setf(std::ios::dec, std::ios::basefield);
+      break;
+    case 'F':
+      out.setf(std::ios::uppercase);
+    case 'f':
+      out.setf(std::ios::fixed, std::ios::floatfield);
+      break;
+    case 'G':
+      out.setf(std::ios::uppercase);
+    case 'g':
+      out.setf(std::ios::dec, std::ios::basefield);
+      // As in boost::format, let stream decide float format.
+      out.flags(out.flags() & ~std::ios::floatfield);
+      break;
+    case 'a':
+    case 'A':
+      TINYFORMAT_ERROR(
+          "tinyformat: the %a and %A conversion specs "
+          "are not supported");
+      break;
+    case 'c':
+      // Handled as special case inside formatValue()
+      break;
+    case 's':
+      if (precisionSet) ntrunc = static_cast<int>(out.precision());
+      // Make %s print booleans as "true" and "false"
+      out.setf(std::ios::boolalpha);
+      break;
+    case 'n':
+      // Not supported - will cause problems!
+      TINYFORMAT_ERROR("tinyformat: %n conversion spec not supported");
+      break;
+    case '\0':
+      TINYFORMAT_ERROR(
+          "tinyformat: Conversion spec incorrectly "
+          "terminated by end of string");
+      return c;
+    default:
+      break;
+  }
+  if (intConversion && precisionSet && !widthSet) {
+    // "precision" for integers gives the minimum number of digits (to be
+    // padded with zeros on the left).  This isn't really supported by the
+    // iostreams, but we can approximately simulate it with the width if
+    // the width isn't otherwise used.
+    out.width(out.precision() + widthExtra);
+    out.setf(std::ios::internal, std::ios::adjustfield);
+    out.fill('0');
+  }
+  return c + 1;
+}
+
+//------------------------------------------------------------------------------
+inline void formatImpl(std::ostream &out,
+                       const char *fmt,
+                       const detail::FormatArg *formatters,
+                       int numFormatters) {
+  // Saved stream state
+  std::streamsize origWidth = out.width();
+  std::streamsize origPrecision = out.precision();
+  std::ios::fmtflags origFlags = out.flags();
+  char origFill = out.fill();
+
+  for (int argIndex = 0; argIndex < numFormatters; ++argIndex) {
+    // Parse the format string
+    fmt = printFormatStringLiteral(out, fmt);
+    bool spacePadPositive = false;
+    int ntrunc = -1;
+    const char *fmtEnd = streamStateFromFormat(out,
+                                               spacePadPositive,
+                                               ntrunc,
+                                               fmt,
+                                               formatters,
+                                               argIndex,
+                                               numFormatters);
+    if (argIndex >= numFormatters) {
+      // Check args remain after reading any variable width/precision
+      TINYFORMAT_ERROR("tinyformat: Not enough format arguments");
+      return;
+    }
+    const FormatArg &arg = formatters[argIndex];
+    // Format the arg into the stream.
+    if (!spacePadPositive)
+      arg.format(out, fmt, fmtEnd, ntrunc);
+    else {
+      // The following is a special case with no direct correspondence
+      // between stream formatting and the printf() behaviour.  Simulate
+      // it crudely by formatting into a temporary string stream and
+      // munging the resulting string.
+      std::ostringstream tmpStream;
+      tmpStream.copyfmt(out);
+      tmpStream.setf(std::ios::showpos);
+      arg.format(tmpStream, fmt, fmtEnd, ntrunc);
+      std::string result = tmpStream.str();  // allocates... yuck.
+      for (size_t i = 0, iend = result.size(); i < iend; ++i)
+        if (result[i] == '+') result[i] = ' ';
+      out << result;
+    }
+    fmt = fmtEnd;
+  }
+
+  // Print remaining part of format string.
+  fmt = printFormatStringLiteral(out, fmt);
+  if (*fmt != '\0')
+    TINYFORMAT_ERROR(
+        "tinyformat: Too many conversion specifiers in format string");
+
+  // Restore stream state
+  out.width(origWidth);
+  out.precision(origPrecision);
+  out.flags(origFlags);
+  out.fill(origFill);
+}
+
+}  // namespace detail
+
+/// List of template arguments format(), held in a type-opaque way.
+///
+/// A const reference to FormatList (typedef'd as FormatListRef) may be
+/// conveniently used to pass arguments to non-template functions: All type
+/// information has been stripped from the arguments, leaving just enough of a
+/// common interface to perform formatting as required.
+class FormatList {
+public:
+  FormatList(detail::FormatArg *formatters, int N)
+      : m_formatters(formatters), m_N(N) {}
+
+  friend void vformat(std::ostream &out,
+                      const char *fmt,
+                      const FormatList &list);
+
+private:
+  const detail::FormatArg *m_formatters;
+  int m_N;
+};
+
+/// Reference to type-opaque format list for passing to vformat()
+typedef const FormatList &FormatListRef;
+
+namespace detail {
+
+// Format list subclass with fixed storage to avoid dynamic allocation
+template <int N>
+class FormatListN : public FormatList {
+public:
+  template <typename... Args>
+  FormatListN(const Args &... args)
+      : FormatList(&m_formatterStore[0], N),
+        m_formatterStore{FormatArg(args)...} {
+    static_assert(sizeof...(args) == N, "Number of args must be N");
+  }
+
+private:
+  FormatArg m_formatterStore[N];
+};
+
+// Special 0-arg version - MSVC says zero-sized C array in struct is nonstandard
+template <>
+class FormatListN<0> : public FormatList {
+public:
+  FormatListN() : FormatList(0, 0) {}
+};
+
+}  // namespace detail
+
+//------------------------------------------------------------------------------
+// Primary API functions
+
+/// Make type-agnostic format list from list of template arguments.
+///
+/// The exact return type of this function is an implementation detail and
+/// shouldn't be relied upon.  Instead it should be stored as a FormatListRef:
+///
+///   FormatListRef formatList = makeFormatList( /*...*/ );
+template <typename... Args>
+detail::FormatListN<sizeof...(Args)> makeFormatList(const Args &... args) {
+  return detail::FormatListN<sizeof...(args)>(args...);
+}
+
+/// Format list of arguments to the stream according to the given format string.
+///
+/// The name vformat() is chosen for the semantic similarity to vprintf(): the
+/// list of format arguments is held in a single function argument.
+inline void vformat(std::ostream &out, const char *fmt, FormatListRef list) {
+  detail::formatImpl(out, fmt, list.m_formatters, list.m_N);
+}
+
+/// Format list of arguments to the stream according to given format string.
+template <typename... Args>
+void format(std::ostream &out, const char *fmt, const Args &... args) {
+  vformat(out, fmt, makeFormatList(args...));
+}
+
+/// Format list of arguments according to the given format string and return
+/// the result as a string.
+template <typename... Args>
+std::string format(const char *fmt, const Args &... args) {
+  std::ostringstream oss;
+  format(oss, fmt, args...);
+  return oss.str();
+}
+
+/// Format list of arguments to std::cout, according to the given format string
+template <typename... Args>
+void printf(const char *fmt, const Args &... args) {
+  format(std::cout, fmt, args...);
+}
+
+template <typename... Args>
+void printfln(const char *fmt, const Args &... args) {
+  format(std::cout, fmt, args...);
+  std::cout << '\n';
+}
+
+}  // namespace tinyformat
+}  // namespace string
+}  // namespace paddle

paddle/strings/CMakeLists.txt

-cc_library(stringpiece SRCS stringpiece.cc)
-cc_test(stringpiece_test SRCS stringpiece_test.cc DEPS stringpiece glog gflags)

paddle/utils/Error.h

@@ -19,7 +19,21 @@ limitations under the License. */
 #include <stdio.h>
 #include <memory>
 #include <string>
-#include "paddle/platform/must_check.h"
+
+/**
+ * __must_check macro. It make the function's return value must be used,
+ * otherwise it will raise a compile warning. And also Paddle treat all compile
+ * warnings as errors.
+ */
+#ifdef __GNUC__
+#if (__GNUC__ * 10000 + __GNUC_MINOR__ * 100 + __GNUC_PATCHLEVEL__) >= 30400
+#define __must_check __attribute__((warn_unused_result))
+#else
+#define __must_check
+#endif
+#else
+#define __must_check
+#endif
 
 namespace paddle {
 

python/paddle/v2/dataset/__init__.py

@@ -25,8 +25,9 @@ import uci_housing
 import sentiment
 import wmt14
 import mq2007
+import flowers
 
 __all__ = [
     'mnist', 'imikolov', 'imdb', 'cifar', 'movielens', 'conll05', 'sentiment'
-    'uci_housing', 'wmt14', 'mq2007'
+    'uci_housing', 'wmt14', 'mq2007', 'flowers'
 ]

python/paddle/v2/dataset/flowers.py

@@ -34,9 +34,9 @@ from common import download
 import tarfile
 import scipy.io as scio
 from paddle.v2.image import *
+from paddle.v2.reader import *
 import os
 import numpy as np
-import paddle.v2 as paddle
 from multiprocessing import cpu_count
 __all__ = ['train', 'test', 'valid']
 
@@ -46,6 +46,12 @@ SETID_URL = 'http://www.robots.ox.ac.uk/~vgg/data/flowers/102/setid.mat'
 DATA_MD5 = '52808999861908f626f3c1f4e79d11fa'
 LABEL_MD5 = 'e0620be6f572b9609742df49c70aed4d'
 SETID_MD5 = 'a5357ecc9cb78c4bef273ce3793fc85c'
+# In official 'readme', tstid is the flag of test data
+# and trnid is the flag of train data. But test data is more than train data.
+# So we exchange the train data and test data.
+TRAIN_FLAG = 'tstid'
+TEST_FLAG = 'trnid'
+VALID_FLAG = 'valid'
 
 
 def default_mapper(sample):
@@ -53,8 +59,8 @@ def default_mapper(sample):
     map image bytes data to type needed by model input layer
     '''
     img, label = sample
-    img = paddle.image.load_image_bytes(img)
-    img = paddle.image.simple_transform(img, 256, 224, True)
+    img = load_image_bytes(img)
+    img = simple_transform(img, 256, 224, True)
     return img.flatten().astype('float32'), label
 
 
@@ -63,7 +69,8 @@ def reader_creator(data_file,
                    setid_file,
                    dataset_name,
                    mapper=default_mapper,
-                   buffered_size=1024):
+                   buffered_size=1024,
+                   use_xmap=True):
     '''
     1. read images from tar file and
         merge images into batch files in 102flowers.tgz_batch/
@@ -105,11 +112,13 @@ def reader_creator(data_file,
             for sample, label in itertools.izip(data, batch['label']):
                 yield sample, int(label)
 
-    return paddle.reader.xmap_readers(mapper, reader,
-                                      cpu_count(), buffered_size)
+    if use_xmap:
+        return xmap_readers(mapper, reader, cpu_count(), buffered_size)
+    else:
+        return map_readers(mapper, reader)
 
 
-def train(mapper=default_mapper, buffered_size=1024):
+def train(mapper=default_mapper, buffered_size=1024, use_xmap=True):
     '''
     Create flowers training set reader.
     It returns a reader, each sample in the reader is
@@ -128,11 +137,11 @@ def train(mapper=default_mapper, buffered_size=1024):
     return reader_creator(
         download(DATA_URL, 'flowers', DATA_MD5),
         download(LABEL_URL, 'flowers', LABEL_MD5),
-        download(SETID_URL, 'flowers', SETID_MD5), 'trnid', mapper,
-        buffered_size)
+        download(SETID_URL, 'flowers', SETID_MD5), TRAIN_FLAG, mapper,
+        buffered_size, use_xmap)
 
 
-def test(mapper=default_mapper, buffered_size=1024):
+def test(mapper=default_mapper, buffered_size=1024, use_xmap=True):
     '''
     Create flowers test set reader.
     It returns a reader, each sample in the reader is
@@ -151,11 +160,11 @@ def test(mapper=default_mapper, buffered_size=1024):
     return reader_creator(
         download(DATA_URL, 'flowers', DATA_MD5),
         download(LABEL_URL, 'flowers', LABEL_MD5),
-        download(SETID_URL, 'flowers', SETID_MD5), 'tstid', mapper,
-        buffered_size)
+        download(SETID_URL, 'flowers', SETID_MD5), TEST_FLAG, mapper,
+        buffered_size, use_xmap)
 
 
-def valid(mapper=default_mapper, buffered_size=1024):
+def valid(mapper=default_mapper, buffered_size=1024, use_xmap=True):
     '''
     Create flowers validation set reader.
     It returns a reader, each sample in the reader is
@@ -174,8 +183,8 @@ def valid(mapper=default_mapper, buffered_size=1024):
     return reader_creator(
         download(DATA_URL, 'flowers', DATA_MD5),
         download(LABEL_URL, 'flowers', LABEL_MD5),
-        download(SETID_URL, 'flowers', SETID_MD5), 'valid', mapper,
-        buffered_size)
+        download(SETID_URL, 'flowers', SETID_MD5), VALID_FLAG, mapper,
+        buffered_size, use_xmap)
 
 
 def fetch():

python/paddle/v2/dataset/tests/flowers_test.py

@@ -31,13 +31,13 @@ class TestFlowers(unittest.TestCase):
     def test_train(self):
         instances, max_label_value = self.check_reader(
             paddle.v2.dataset.flowers.train())
-        self.assertEqual(instances, 1020)
+        self.assertEqual(instances, 6149)
         self.assertEqual(max_label_value, 102)
 
     def test_test(self):
         instances, max_label_value = self.check_reader(
             paddle.v2.dataset.flowers.test())
-        self.assertEqual(instances, 6149)
+        self.assertEqual(instances, 1020)
         self.assertEqual(max_label_value, 102)
 
     def test_valid(self):

python/paddle/v2/parameters.py

@@ -51,7 +51,7 @@ class Parameters(object):
     def __init__(self):
         self.__param_conf__ = dict()
         self.__gradient_machines__ = []
-        self.__tmp_params__ = []
+        self.__tmp_params__ = dict()
 
     def __append_config__(self, param_conf):
         """
@@ -128,12 +128,9 @@ class Parameters(object):
 
         if len(self.__gradient_machines__) == 0:
             # create new parameter in python numpy.
-            if len(self.__tmp_params__) != 0:
-                ret_list = [
-                    mat for name, mat in self.__tmp_params__ if name == key
-                ]
-                if len(ret_list) == 1:
-                    return ret_list[0]
+            if key in self.__tmp_params__:
+                return self.__tmp_params__[key]
+            else:
                 return np.ndarray(shape=shape, dtype=np.float32)
         else:
             for each_gradient_machine in self.__gradient_machines__:
@@ -187,7 +184,7 @@ class Parameters(object):
                              (shape, value.shape))
 
         if len(self.__gradient_machines__) == 0:
-            self.__tmp_params__.append((key, value))
+            self.__tmp_params__[key] = value
         else:
             for each_gradient_machine in self.__gradient_machines__:
                 __copy_parameter_to_gradient_machine__(each_gradient_machine,
@@ -231,7 +228,7 @@ class Parameters(object):
             raise ValueError("gradient_machine should be api.GradientMachine")
 
         if len(self.__tmp_params__) != 0:
-            for name, val in self.__tmp_params__:
+            for name, val in self.__tmp_params__.iteritems():
                 try:
                     __copy_parameter_to_gradient_machine__(gradient_machine,
                                                            name, val)
@@ -287,6 +284,18 @@ class Parameters(object):
 
     @staticmethod
     def from_tar(f):
+        """
+        Create a `Parameters` object from the given file. And
+        the `Parameters` only contains the parameters in this
+        file. It is adapted the parameters are same in the
+        defined network and the given file. For example, it
+        can be used in the inference.
+
+        :param f: the initialized model file.
+        :type f: tar file
+        :return: A Parameters object.
+        :rtype: Parameters.
+        """
         params = Parameters()
         tar = tarfile.TarFile(fileobj=f, mode='r')
         for finfo in tar:
@@ -302,6 +311,21 @@ class Parameters(object):
             params.deserialize(param_name, f)
         return params
 
+    def init_from_tar(self, f):
+        """
+        Different from `from_tar`, this interface can be used to
+        init partial network parameters from another saved model.
+
+        :param f: the initialized model file.
+        :type f: tar file
+        :return: Nothing.
+        """
+
+        tar_param = Parameters.from_tar(f)
+        for pname in tar_param.names():
+            if pname in self.names():
+                self.set(pname, tar_param.get(pname))
+
 
 def __get_parameter_in_gradient_machine__(gradient_machine, name):
     """

python/paddle/v2/reader/decorator.py

@@ -248,9 +248,6 @@ def xmap_readers(mapper, reader, process_num, buffer_size, order=False):
     :rtype: callable
     """
     end = XmapEndSignal()
-    in_queue = Queue(buffer_size)
-    out_queue = Queue(buffer_size)
-    out_order = [0]
 
     # define a worker to read samples from reader to in_queue
     def read_worker(reader, in_queue):
@@ -266,12 +263,6 @@ def xmap_readers(mapper, reader, process_num, buffer_size, order=False):
             in_order += 1
         in_queue.put(end)
 
-    # start a read worker in a thread
-    target = order_read_worker if order else read_worker
-    t = Thread(target=target, args=(reader, in_queue))
-    t.daemon = True
-    t.start()
-
     # define a worker to handle samples from in_queue by mapper
     # and put mapped samples into out_queue
     def handle_worker(in_queue, out_queue, mapper):
@@ -298,6 +289,15 @@ def xmap_readers(mapper, reader, process_num, buffer_size, order=False):
         in_queue.put(end)
         out_queue.put(end)
 
+    def xreader():
+        in_queue = Queue(buffer_size)
+        out_queue = Queue(buffer_size)
+        out_order = [0]
+        # start a read worker in a thread
+        target = order_read_worker if order else read_worker
+        t = Thread(target=target, args=(reader, in_queue))
+        t.daemon = True
+        t.start()
         # start several handle_workers
         target = order_handle_worker if order else handle_worker
         args = (in_queue, out_queue, mapper, out_order) if order else (
@@ -310,7 +310,6 @@ def xmap_readers(mapper, reader, process_num, buffer_size, order=False):
         for w in workers:
             w.start()
 
-    def xreader():
         sample = out_queue.get()
         while not isinstance(sample, XmapEndSignal):
             yield sample

python/paddle/v2/reader/tests/decorator_test.py

@@ -132,10 +132,12 @@ class TestXmap(unittest.TestCase):
         for order in orders:
             for tNum in thread_nums:
                 for size in buffered_size:
-                    result = []
-                    for i in paddle.v2.reader.xmap_readers(mapper,
+                    reader = paddle.v2.reader.xmap_readers(mapper,
                                                            reader_creator_10(0),
-                                                           tNum, size, order)():
+                                                           tNum, size, order)
+                    for n in xrange(3):
+                        result = []
+                        for i in reader():
                             result.append(i)
                         if not order:
                             result.sort()

python/paddle/v2/tests/test_parameters.py

@@ -20,14 +20,17 @@ import cStringIO
 import numpy
 
 
-def __rand_param_config__(name):
+def __rand_param_config__(name, psize=None):
     conf = ParameterConfig()
     conf.name = name
     size = 1
+    if psize is None:
         for i in xrange(2):
             dim = random.randint(1, 1000)
             conf.dims.append(dim)
             size *= dim
+    else:
+        size = psize
     conf.size = size
     assert conf.IsInitialized()
     return conf
@@ -77,6 +80,50 @@ class TestParameters(unittest.TestCase):
         expected = numpy.array([[1, 1], [1, 2], [1, 1]], numpy.float32)
         assert numpy.logical_and.reduce(numpy.reshape(val == expected, 6))
 
+    def test_init_from_tar(self):
+        def get_param(names, size):
+            p = parameters.Parameters()
+            for k, v in zip(names, size):
+                p.__append_config__(__rand_param_config__(k, v))
+            for name in p.names():
+                param = p.get(name)
+                param[:] = numpy.random.uniform(
+                    -1.0, 1.0, size=p.get_shape(name))
+                p.set(name, param)
+            return p
+
+        def get_parames():
+            name1 = ['param_0', 'param_1']
+            size1 = [128, 256]
+            p1 = get_param(name1, size1)
+            file1 = cStringIO.StringIO()
+            p1.to_tar(file1)
+            file1.seek(0)
+
+            name2 = ['param_0', 'param_1', 'param_2']
+            size2 = [128, 256, 288]
+            p2 = get_param(name2, size2)
+            file2 = cStringIO.StringIO()
+            p2.to_tar(file2)
+            file2.seek(0)
+            return p1, file1, p2, file2
+
+        p1, file1, p2, file2 = get_parames()
+        p2.init_from_tar(file1)
+        for name in p1.names():
+            self.assertEqual(p1.get_shape(name), p2.get_shape(name))
+            v1 = p1.get(name)
+            v2 = p2.get(name)
+            self.assertTrue(numpy.isclose(v1, v2).all())
+
+        p1, file1, p2, file2 = get_parames()
+        p1.init_from_tar(file2)
+        for name in p1.names():
+            self.assertEqual(p1.get_shape(name), p2.get_shape(name))
+            v1 = p1.get(name)
+            v2 = p2.get(name)
+            self.assertTrue(numpy.isclose(v1, v2).all())
+
 
 if __name__ == '__main__':
     unittest.main()

python/setup.py.in

@@ -15,7 +15,8 @@ setup_requires=["requests",
                 "protobuf==3.1",
                 "recordio",
                 "matplotlib",
-                "rarfile"]
+                "rarfile",
+                "scipy>=0.19.0"]
 
 if '${CMAKE_SYSTEM_PROCESSOR}' not in ['arm', 'armv7-a', 'aarch64']:
     setup_requires+=["opencv-python"]