introduce input split
This commit is contained in:
218
rabit-learn/io/base64.h
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218
rabit-learn/io/base64.h
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@@ -0,0 +1,218 @@
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#ifndef RABIT_LEARN_IO_BASE64_H_
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#define RABIT_LEARN_IO_BASE64_H_
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/*!
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* \file base64.h
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* \brief data stream support to input and output from/to base64 stream
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* base64 is easier to store and pass as text format in mapreduce
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* \author Tianqi Chen
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*/
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#include <cctype>
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#include <cstdio>
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#include "./io.h"
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#include "./utils.h"
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namespace rabit {
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namespace io {
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/*! \brief namespace of base64 decoding and encoding table */
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namespace base64 {
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const char DecodeTable[] = {
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
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62, // '+'
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0, 0, 0,
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63, // '/'
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52, 53, 54, 55, 56, 57, 58, 59, 60, 61, // '0'-'9'
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0, 0, 0, 0, 0, 0, 0,
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0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,
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13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, // 'A'-'Z'
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0, 0, 0, 0, 0, 0,
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26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38,
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39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, // 'a'-'z'
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};
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static const char EncodeTable[] =
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"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";
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} // namespace base64
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/*! \brief the stream that reads from base64, note we take from file pointers */
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class Base64InStream: public IStream {
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public:
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explicit Base64InStream(IStream *fs) : reader_(256) {
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reader_.set_stream(fs);
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num_prev = 0; tmp_ch = 0;
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}
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/*!
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* \brief initialize the stream position to beginning of next base64 stream
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* call this function before actually start read
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*/
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inline void InitPosition(void) {
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// get a charater
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do {
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tmp_ch = reader_.GetChar();
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} while (isspace(tmp_ch));
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}
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/*! \brief whether current position is end of a base64 stream */
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inline bool IsEOF(void) const {
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return num_prev == 0 && (tmp_ch == EOF || isspace(tmp_ch));
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}
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virtual size_t Read(void *ptr, size_t size) {
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using base64::DecodeTable;
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if (size == 0) return 0;
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// use tlen to record left size
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size_t tlen = size;
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unsigned char *cptr = static_cast<unsigned char*>(ptr);
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// if anything left, load from previous buffered result
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if (num_prev != 0) {
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if (num_prev == 2) {
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if (tlen >= 2) {
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*cptr++ = buf_prev[0];
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*cptr++ = buf_prev[1];
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tlen -= 2;
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num_prev = 0;
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} else {
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// assert tlen == 1
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*cptr++ = buf_prev[0]; --tlen;
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buf_prev[0] = buf_prev[1];
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num_prev = 1;
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}
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} else {
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// assert num_prev == 1
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*cptr++ = buf_prev[0]; --tlen; num_prev = 0;
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}
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}
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if (tlen == 0) return size;
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int nvalue;
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// note: everything goes with 4 bytes in Base64
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// so we process 4 bytes a unit
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while (tlen && tmp_ch != EOF && !isspace(tmp_ch)) {
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// first byte
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nvalue = DecodeTable[tmp_ch] << 18;
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{
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// second byte
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch != EOF && !isspace(tmp_ch)),
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"invalid base64 format");
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nvalue |= DecodeTable[tmp_ch] << 12;
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*cptr++ = (nvalue >> 16) & 0xFF; --tlen;
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}
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{
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// third byte
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch != EOF && !isspace(tmp_ch)),
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"invalid base64 format");
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// handle termination
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if (tmp_ch == '=') {
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch == '='), "invalid base64 format");
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch == EOF || isspace(tmp_ch)),
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"invalid base64 format");
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break;
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}
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nvalue |= DecodeTable[tmp_ch] << 6;
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if (tlen) {
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*cptr++ = (nvalue >> 8) & 0xFF; --tlen;
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} else {
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buf_prev[num_prev++] = (nvalue >> 8) & 0xFF;
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}
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}
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{
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// fourth byte
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch != EOF && !isspace(tmp_ch)),
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"invalid base64 format");
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if (tmp_ch == '=') {
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utils::Check((tmp_ch = reader_.GetChar(), tmp_ch == EOF || isspace(tmp_ch)),
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"invalid base64 format");
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break;
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}
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nvalue |= DecodeTable[tmp_ch];
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if (tlen) {
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*cptr++ = nvalue & 0xFF; --tlen;
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} else {
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buf_prev[num_prev ++] = nvalue & 0xFF;
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}
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}
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// get next char
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tmp_ch = reader_.GetChar();
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}
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if (kStrictCheck) {
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utils::Check(tlen == 0, "Base64InStream: read incomplete");
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}
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return size - tlen;
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}
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virtual void Write(const void *ptr, size_t size) {
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utils::Error("Base64InStream do not support write");
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}
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private:
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StreamBufferReader reader_;
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int tmp_ch;
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int num_prev;
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unsigned char buf_prev[2];
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// whether we need to do strict check
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static const bool kStrictCheck = false;
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};
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/*! \brief the stream that write to base64, note we take from file pointers */
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class Base64OutStream: public IStream {
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public:
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explicit Base64OutStream(IStream *fp) : fp(fp) {
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buf_top = 0;
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}
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virtual void Write(const void *ptr, size_t size) {
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using base64::EncodeTable;
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size_t tlen = size;
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const unsigned char *cptr = static_cast<const unsigned char*>(ptr);
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while (tlen) {
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while (buf_top < 3 && tlen != 0) {
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buf[++buf_top] = *cptr++; --tlen;
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}
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if (buf_top == 3) {
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// flush 4 bytes out
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PutChar(EncodeTable[buf[1] >> 2]);
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PutChar(EncodeTable[((buf[1] << 4) | (buf[2] >> 4)) & 0x3F]);
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PutChar(EncodeTable[((buf[2] << 2) | (buf[3] >> 6)) & 0x3F]);
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PutChar(EncodeTable[buf[3] & 0x3F]);
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buf_top = 0;
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}
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}
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}
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virtual size_t Read(void *ptr, size_t size) {
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utils::Error("Base64OutStream do not support read");
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return 0;
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}
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/*!
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* \brief finish writing of all current base64 stream, do some post processing
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* \param endch charater to put to end of stream, if it is EOF, then nothing will be done
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*/
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inline void Finish(char endch = EOF) {
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using base64::EncodeTable;
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if (buf_top == 1) {
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PutChar(EncodeTable[buf[1] >> 2]);
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PutChar(EncodeTable[(buf[1] << 4) & 0x3F]);
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PutChar('=');
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PutChar('=');
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}
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if (buf_top == 2) {
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PutChar(EncodeTable[buf[1] >> 2]);
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PutChar(EncodeTable[((buf[1] << 4) | (buf[2] >> 4)) & 0x3F]);
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PutChar(EncodeTable[(buf[2] << 2) & 0x3F]);
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PutChar('=');
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}
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buf_top = 0;
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if (endch != EOF) PutChar(endch);
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this->Flush();
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}
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private:
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IStream *fp;
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int buf_top;
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unsigned char buf[4];
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std::string out_buf;
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const static size_t kBufferSize = 256;
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inline void PutChar(char ch) {
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out_buf += ch;
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if (out_buf.length() >= kBufferSize) Flush();
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}
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inline void Flush(void) {
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fp->Write(BeginPtr(out_buf), out_buf.length());
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out_buf.clear();
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}
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};
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} // namespace utils
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} // namespace rabit
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#endif // RABIT_LEARN_UTILS_BASE64_H_
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36
rabit-learn/io/io-inl.h
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36
rabit-learn/io/io-inl.h
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@@ -0,0 +1,36 @@
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#ifndef RABIT_LEARN_IO_IO_INL_H_
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#define RABIT_LEARN_IO_IO_INL_H_
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/*!
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* \file io-inl.h
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* \brief Input/Output utils that handles read/write
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* of files in distrubuted enviroment
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* \author Tianqi Chen
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*/
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#include <cstring>
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#include "./line_split.h"
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namespace rabit {
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namespace io {
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/*!
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* \brief create input split given a uri
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* \param uri the uri of the input, can contain hdfs prefix
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* \param part the part id of current input
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* \param nsplit total number of splits
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*/
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inline InputSplit *CreateInputSplit(const char *uri,
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unsigned part,
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unsigned nsplit) {
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if (!strcmp(uri, "stdin")) {
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return new SingleFileSplit(uri);
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}
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if (!strncmp(uri, "file://", 7)) {
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return new FileSplit(uri, part, nsplit);
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}
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if (!strncmp(uri, "hdfs://", 7)) {
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utils::Error("HDFS reading is not yet supported");
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return NULL;
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}
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return new FileSplit(uri, part, nsplit);
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}
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} // namespace io
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} // namespace rabit
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#endif // RABIT_LEARN_IO_IO_INL_H_
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53
rabit-learn/io/io.h
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53
rabit-learn/io/io.h
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@@ -0,0 +1,53 @@
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#ifndef RABIT_LEARN_IO_IO_H_
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#define RABIT_LEARN_IO_IO_H_
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/*!
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* \file io.h
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* \brief Input/Output utils that handles read/write
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* of files in distrubuted enviroment
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* \author Tianqi Chen
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*/
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#include "../../include/rabit_serializable.h"
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/*! \brief io interface */
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namespace rabit {
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/*!
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* \brief namespace to handle input split and filesystem interfacing
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*/
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namespace io {
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/*!
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* \brief user facing input split helper,
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* can be used to get the partition of data used by current node
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*/
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class InputSplit {
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public:
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/*!
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* \brief get next line, store into out_data
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* \param out_data the string that stores the line data,
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* \n is not included
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* \return true of next line was found, false if we read all the lines
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*/
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virtual bool NextLine(std::string *out_data) = 0;
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/*! \brief destructor*/
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virtual ~InputSplit(void) {}
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};
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/*!
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* \brief create input split given a uri
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* \param uri the uri of the input, can contain hdfs prefix
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* \param part the part id of current input
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* \param nsplit total number of splits
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*/
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inline InputSplit *CreateInputSplit(const char *uri,
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unsigned part,
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unsigned nsplit);
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/*!
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* \brief create an stream, the stream must be able to close
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* the underlying resources(files) when deleted
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*
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* \param uri the uri of the input, can contain hdfs prefix
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* \param mode can be 'w' or 'r' for read or write
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*/
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inline IStream *CreateStream(const char *uri, const char *mode);
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} // namespace io
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} // namespace rabit
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#include "./io-inl.h"
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#endif // RABIT_LEARN_IO_IO_H_
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217
rabit-learn/io/line_split.h
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217
rabit-learn/io/line_split.h
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@@ -0,0 +1,217 @@
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#ifndef RABIT_LEARN_IO_LINE_SPLIT_H_
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#define RABIT_LEARN_IO_LINE_SPLIT_H_
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/*!
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* \file line_split.h
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* \brief base implementation of line-spliter
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* \author Tianqi Chen
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*/
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#include <vector>
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#include <utility>
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#include <cstring>
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#include <iostream>
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#include <fstream>
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#include "../../include/rabit.h"
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#include "./io.h"
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#include "./utils.h"
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namespace rabit {
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namespace io {
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class LineSplitBase : public InputSplit {
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public:
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virtual ~LineSplitBase() {
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if (fs_ != NULL) delete fs_;
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}
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virtual bool NextLine(std::string *out_data) {
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if (file_ptr_ >= file_ptr_end_ &&
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offset_curr_ >= offset_end_) return false;
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out_data->clear();
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while (true) {
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char c = reader_.GetChar();
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if (reader_.AtEnd()) {
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if (out_data->length() != 0) return true;
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file_ptr_ += 1;
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if (offset_curr_ != file_offset_[file_ptr_]) {
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utils::Error("warning:file size not calculated correctly\n");
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offset_curr_ = file_offset_[file_ptr_];
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}
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if (offset_curr_ >= offset_end_) return false;
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utils::Assert(file_ptr_ + 1 < file_offset_.size(),
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"boundary check");
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delete fs_;
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fs_ = this->GetFile(file_ptr_);
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reader_.set_stream(fs_);
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} else {
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++offset_curr_;
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if (c != '\r' && c != '\n' && c != EOF) {
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*out_data += c;
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} else {
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if (out_data->length() != 0) return true;
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if (file_ptr_ >= file_ptr_end_ &&
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offset_curr_ >= offset_end_) return false;
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}
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}
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}
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}
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protected:
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// constructor
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LineSplitBase(void)
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: fs_(NULL), reader_(kBufferSize) {
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}
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/*!
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* \brief initialize the line spliter,
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* \param file_size, size of each files
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* \param rank the current rank of the data
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* \param nsplit number of split we will divide the data into
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*/
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inline void Init(const std::vector<size_t> &file_size,
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unsigned rank, unsigned nsplit) {
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file_offset_.resize(file_size.size() + 1);
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file_offset_[0] = 0;
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for (size_t i = 0; i < file_size.size(); ++i) {
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file_offset_[i + 1] = file_offset_[i] + file_size[i];
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}
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size_t ntotal = file_offset_.back();
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size_t nstep = (ntotal + nsplit - 1) / nsplit;
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offset_begin_ = std::min(nstep * rank, ntotal);
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offset_end_ = std::min(nstep * (rank + 1), ntotal);
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offset_curr_ = offset_begin_;
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if (offset_begin_ == offset_end_) return;
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file_ptr_ = std::upper_bound(file_offset_.begin(),
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file_offset_.end(),
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offset_begin_) - file_offset_.begin() - 1;
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file_ptr_end_ = std::upper_bound(file_offset_.begin(),
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file_offset_.end(),
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offset_end_) - file_offset_.begin() - 1;
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fs_ = GetFile(file_ptr_);
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reader_.set_stream(fs_);
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// try to set the starting position correctly
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if (file_offset_[file_ptr_] != offset_begin_) {
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fs_->Seek(offset_begin_ - file_offset_[file_ptr_]);
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while (true) {
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char c = reader_.GetChar();
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if (!reader_.AtEnd()) ++offset_curr_;
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if (c == '\n' || c == '\r' || c == EOF) return;
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}
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}
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}
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/*!
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* \brief get the seek stream of given file_index
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* \return the corresponding seek stream at head of file
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*/
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virtual utils::ISeekStream *GetFile(size_t file_index) = 0;
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/*!
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* \brief split names given
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* \param out_fname output file names
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* \param uri_ the iput uri file
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* \param dlm deliminetr
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*/
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inline static void SplitNames(std::vector<std::string> *out_fname,
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const char *uri_,
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const char *dlm) {
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std::string uri = uri_;
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char *p = strtok(BeginPtr(uri), dlm);
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while (p != NULL) {
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out_fname->push_back(std::string(p));
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p = strtok(NULL, dlm);
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}
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}
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private:
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/*! \brief current input stream */
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utils::ISeekStream *fs_;
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/*! \brief file pointer of which file to read on */
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size_t file_ptr_;
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/*! \brief file pointer where the end of file lies */
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size_t file_ptr_end_;
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/*! \brief get the current offset */
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size_t offset_curr_;
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/*! \brief beginning of offset */
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size_t offset_begin_;
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/*! \brief end of the offset */
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size_t offset_end_;
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/*! \brief byte-offset of each file */
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std::vector<size_t> file_offset_;
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/*! \brief buffer reader */
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StreamBufferReader reader_;
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/*! \brief buffer size */
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const static size_t kBufferSize = 256;
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};
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/*! \brief line split from single file */
|
||||
class SingleFileSplit : public InputSplit {
|
||||
public:
|
||||
explicit SingleFileSplit(const char *fname) {
|
||||
if (!strcmp(fname, "stdin")) {
|
||||
use_stdin_ = true;
|
||||
}
|
||||
if (!use_stdin_) {
|
||||
fp_ = utils::FopenCheck(fname, "r");
|
||||
}
|
||||
end_of_file_ = false;
|
||||
}
|
||||
virtual ~SingleFileSplit(void) {
|
||||
if (!use_stdin_) fclose(fp_);
|
||||
}
|
||||
virtual bool NextLine(std::string *out_data) {
|
||||
if (end_of_file_) return false;
|
||||
out_data->clear();
|
||||
while (true) {
|
||||
char c = fgetc(fp_);
|
||||
if (c == EOF) {
|
||||
end_of_file_ = true;
|
||||
}
|
||||
if (c != '\r' && c != '\n' && c != EOF) {
|
||||
*out_data += c;
|
||||
} else {
|
||||
if (out_data->length() != 0) return true;
|
||||
if (end_of_file_) return false;
|
||||
}
|
||||
}
|
||||
return false;
|
||||
}
|
||||
|
||||
private:
|
||||
FILE *fp_;
|
||||
bool use_stdin_;
|
||||
bool end_of_file_;
|
||||
};
|
||||
|
||||
/*! \brief line split from normal file system */
|
||||
class FileSplit : public LineSplitBase {
|
||||
public:
|
||||
explicit FileSplit(const char *uri, unsigned rank, unsigned nsplit) {
|
||||
LineSplitBase::SplitNames(&fnames_, uri, "#");
|
||||
std::vector<size_t> fsize;
|
||||
for (size_t i = 0; i < fnames_.size(); ++i) {
|
||||
if (!strncmp(fnames_[i].c_str(), "file://", 7)) {
|
||||
std::string tmp = fnames_[i].c_str() + 7;
|
||||
fnames_[i] = tmp;
|
||||
}
|
||||
fsize.push_back(GetFileSize(fnames_[i].c_str()));
|
||||
}
|
||||
LineSplitBase::Init(fsize, rank, nsplit);
|
||||
}
|
||||
virtual ~FileSplit(void) {}
|
||||
|
||||
protected:
|
||||
virtual utils::ISeekStream *GetFile(size_t file_index) {
|
||||
utils::Assert(file_index < fnames_.size(), "file index exceed bound");
|
||||
return new FileStream(fnames_[file_index].c_str(), "rb");
|
||||
}
|
||||
// get file size
|
||||
inline static size_t GetFileSize(const char *fname) {
|
||||
FILE *fp = utils::FopenCheck(fname, "rb");
|
||||
// NOTE: fseek may not be good, but serves as ok solution
|
||||
fseek(fp, 0, SEEK_END);
|
||||
size_t fsize = static_cast<size_t>(ftell(fp));
|
||||
fclose(fp);
|
||||
return fsize;
|
||||
}
|
||||
|
||||
private:
|
||||
// file names
|
||||
std::vector<std::string> fnames_;
|
||||
};
|
||||
} // namespace io
|
||||
} // namespace rabit
|
||||
#endif // RABIT_LEARN_IO_LINE_SPLIT_H_
|
||||
102
rabit-learn/io/utils.h
Normal file
102
rabit-learn/io/utils.h
Normal file
@@ -0,0 +1,102 @@
|
||||
#ifndef RABIT_LEARN_IO_UTILS_H_
|
||||
#define RABIT_LEARN_IO_UTILS_H_
|
||||
/*!
|
||||
* \file utils.h
|
||||
* \brief some helper utils that can be used to implement IO
|
||||
* \author Tianqi Chen
|
||||
*/
|
||||
namespace rabit {
|
||||
namespace io {
|
||||
/*! \brief buffer reader of the stream that allows you to get */
|
||||
class StreamBufferReader {
|
||||
public:
|
||||
StreamBufferReader(size_t buffer_size)
|
||||
:stream_(NULL),
|
||||
read_len_(1), read_ptr_(1) {
|
||||
buffer_.resize(buffer_size);
|
||||
}
|
||||
/*!
|
||||
* \brief set input stream
|
||||
*/
|
||||
inline void set_stream(IStream *stream) {
|
||||
stream_ = stream;
|
||||
read_len_ = read_ptr_ = 1;
|
||||
}
|
||||
/*!
|
||||
* \brief allows quick read using get char
|
||||
*/
|
||||
inline char GetChar(void) {
|
||||
while (true) {
|
||||
if (read_ptr_ < read_len_) {
|
||||
return buffer_[read_ptr_++];
|
||||
} else {
|
||||
read_len_ = stream_->Read(&buffer_[0], buffer_.length());
|
||||
if (read_len_ == 0) return EOF;
|
||||
read_ptr_ = 0;
|
||||
}
|
||||
}
|
||||
}
|
||||
inline bool AtEnd(void) const {
|
||||
return read_len_ == 0;
|
||||
}
|
||||
|
||||
private:
|
||||
/*! \brief the underlying stream */
|
||||
IStream *stream_;
|
||||
/*! \brief buffer to hold data */
|
||||
std::string buffer_;
|
||||
/*! \brief length of valid data in buffer */
|
||||
size_t read_len_;
|
||||
/*! \brief pointer in the buffer */
|
||||
size_t read_ptr_;
|
||||
};
|
||||
|
||||
/*! \brief implementation of file i/o stream */
|
||||
class FileStream : public utils::ISeekStream {
|
||||
public:
|
||||
explicit FileStream(const char *fname, const char *mode)
|
||||
: use_stdio(false) {
|
||||
#ifndef RABIT_STRICT_CXX98_
|
||||
if (!strcmp(fname, "stdin")) {
|
||||
use_stdio = true; fp = stdin;
|
||||
}
|
||||
if (!strcmp(fname, "stdout")) {
|
||||
use_stdio = true; fp = stdout;
|
||||
}
|
||||
#endif
|
||||
if (!use_stdio) {
|
||||
fp = utils::FopenCheck(fname, mode);
|
||||
}
|
||||
}
|
||||
virtual ~FileStream(void) {
|
||||
this->Close();
|
||||
}
|
||||
virtual size_t Read(void *ptr, size_t size) {
|
||||
return std::fread(ptr, 1, size, fp);
|
||||
}
|
||||
virtual void Write(const void *ptr, size_t size) {
|
||||
std::fwrite(ptr, size, 1, fp);
|
||||
}
|
||||
virtual void Seek(size_t pos) {
|
||||
std::fseek(fp, static_cast<long>(pos), SEEK_SET);
|
||||
}
|
||||
virtual size_t Tell(void) {
|
||||
return std::ftell(fp);
|
||||
}
|
||||
virtual bool AtEnd(void) const {
|
||||
return feof(fp) != 0;
|
||||
}
|
||||
inline void Close(void) {
|
||||
if (fp != NULL && !use_stdio) {
|
||||
std::fclose(fp); fp = NULL;
|
||||
}
|
||||
}
|
||||
|
||||
private:
|
||||
FILE *fp;
|
||||
bool use_stdio;
|
||||
};
|
||||
} // namespace io
|
||||
} // namespace rabit
|
||||
#endif // RABIT_LEARN_IO_UTILS_H_
|
||||
|
||||
Reference in New Issue
Block a user