%PDF-1.6
%
1 0 obj
<<
/Metadata 2 0 R
/Type /Catalog
/Pages 3 0 R
>>
endobj
4 0 obj
<<
/Meeting#20Starting#20Date (19 May 2025)
/ModDate (D:20250814152646-04'00')
/IEEE#20Article#20ID (11113169)
/CreationDate (D:20250508203739Z)
/IEEE#20Issue#20ID (11112834)
/Producer <4F70656E50444620312E302E302D534E415053484F543B206D6F646966696564207573696E67206954657874536861727020352E342E3120A9323030302D32303132203154335854204256424120284147504C2D76657273696F6E293B206D6F646966696564207573696E67206954657874AE20436F726520372E322E3420284147504C2076657273696F6E2920A9323030302D323032322069546578742047726F7570204E56>
/Subject (2025 IEEE 41st International Conference on Data Engineering \(ICDE\);2025; ; ;10.1109/ICDE65448.2025.00029)
/IEEE#20Publication#20ID (11112833)
/Title (Ratel: Optimizing Holistic Data Movement to Fine-tune 100B Model on a Consumer GPU)
/Meeting#20Ending#20Date (23 May 2025)
>>
endobj
2 0 obj
<<
/Length 3541
/Subtype /XML
/Type /Metadata
>>
stream
application/pdfIEEE2025 IEEE 41st International Conference on Data Engineering (ICDE);2025; ; ;10.1109/ICDE65448.2025.00029Ratel: Optimizing Holistic Data Movement to Fine-tune 100B Model on a Consumer GPUChangyue LiaoMo SunZihan YangJun XieKaiqi ChenBinhang YuanFei WuZeke Wang
2025 IEEE 41st International Conference on Data Engineering (ICDE)29219 May 202510.1109/ICDE65448.2025.00029306
VoR
endstream
endobj
3 0 obj
<<
/Kids [5 0 R 6 0 R]
/Type /Pages
/Count 15
/ITXT (2.1.7)
>>
endobj
5 0 obj
<<
/Kids [7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R 13 0 R 14 0 R 15 0 R 16 0 R]
/Type /Pages
/Count 10
/Parent 3 0 R
>>
endobj
6 0 obj
<<
/Kids [17 0 R 18 0 R 19 0 R 20 0 R 21 0 R]
/Type /Pages
/Count 5
/Parent 3 0 R
>>
endobj
7 0 obj
<<
/Contents [22 0 R 23 0 R 24 0 R 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/F33 33 0 R
/F108 34 0 R
/F83 35 0 R
/F117 36 0 R
/Xi0 37 0 R
/F129 38 0 R
/Xi1 39 0 R
/F126 40 0 R
/F123 41 0 R
/F134 42 0 R
/F34 43 0 R
/F13 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
8 0 obj
<<
/Group 45 0 R
/Contents [46 0 R 47 0 R 48 0 R 49 0 R 50 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/F33 33 0 R
/Xi1 37 0 R
/F126 40 0 R
/F125 51 0 R
/F6 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im3 52 0 R
/Im1 53 0 R
/Im2 54 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
9 0 obj
<<
/Contents [55 0 R 56 0 R 57 0 R 58 0 R 59 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F32 60 0 R
/F130 32 0 R
/F33 33 0 R
/F30 61 0 R
/F31 62 0 R
/Xi2 37 0 R
/F81 63 0 R
/F126 40 0 R
/F137 64 0 R
/F29 65 0 R
/F102 66 0 R
/F27 67 0 R
/F103 68 0 R
/F136 69 0 R
/F28 70 0 R
/F134 42 0 R
/F26 71 0 R
/F34 43 0 R
/F79 72 0 R
/F106 73 0 R
/F21 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
10 0 obj
<<
/Contents [74 0 R 75 0 R 76 0 R 77 0 R 78 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/Xi3 37 0 R
/F126 40 0 R
/F137 64 0 R
/F136 69 0 R
/F123 41 0 R
/F134 42 0 R
/F34 43 0 R
/F9 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im5 79 0 R
/Im6 80 0 R
/Im4 81 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
11 0 obj
<<
/Contents [82 0 R 83 0 R 84 0 R 85 0 R 86 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/Xi4 37 0 R
/F31 62 0 R
/F126 40 0 R
/F27 67 0 R
/F123 41 0 R
/F134 42 0 R
/F34 43 0 R
/F9 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
12 0 obj
<<
/Group 45 0 R
/Contents [87 0 R 88 0 R 89 0 R 90 0 R 91 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F21 92 0 R
/F130 32 0 R
/F30 61 0 R
/F31 62 0 R
/Xi5 37 0 R
/F81 63 0 R
/F126 40 0 R
/F27 67 0 R
/F28 70 0 R
/F134 42 0 R
/F26 71 0 R
/F34 43 0 R
/F143 93 0 R
/F79 72 0 R
/F15 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im7 94 0 R
/Im8 95 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
13 0 obj
<<
/Contents [96 0 R 97 0 R 98 0 R 99 0 R 100 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F21 92 0 R
/F98 101 0 R
/Xi6 37 0 R
/F130 32 0 R
/F33 33 0 R
/F30 61 0 R
/F31 62 0 R
/F126 40 0 R
/F29 65 0 R
/F27 67 0 R
/F28 70 0 R
/F134 42 0 R
/F26 71 0 R
/F34 43 0 R
/F15 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
14 0 obj
<<
/Group 102 0 R
/Contents [103 0 R 104 0 R 105 0 R 106 0 R 107 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/Xi7 37 0 R
/F83 35 0 R
/F106 73 0 R
/F117 36 0 R
/F115 108 0 R
/F126 40 0 R
/F116 109 0 R
/F134 42 0 R
/F143 93 0 R
/F11 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im9 110 0 R
/Im10 111 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
15 0 obj
<<
/Contents [112 0 R 113 0 R 114 0 R 115 0 R 116 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/F126 40 0 R
/F123 41 0 R
/F134 42 0 R
/F34 43 0 R
/Xi8 37 0 R
/F7 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im17 117 0 R
/Im16 118 0 R
/Im18 119 0 R
/Im11 120 0 R
/Im13 121 0 R
/Im12 122 0 R
/Im15 123 0 R
/Im14 124 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
16 0 obj
<<
/Group 125 0 R
/Contents [126 0 R 127 0 R 128 0 R 129 0 R 130 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/F126 40 0 R
/F123 41 0 R
/F134 42 0 R
/F34 43 0 R
/Xi9 37 0 R
/F7 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im19 131 0 R
/Im20 132 0 R
/Im22 133 0 R
/Im21 134 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 5 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
17 0 obj
<<
/Contents [135 0 R 136 0 R 137 0 R 138 0 R 139 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/Xi10 37 0 R
/F130 32 0 R
/F126 40 0 R
/F134 42 0 R
/F34 43 0 R
/F6 44 0 R
>>
/Pattern <<
>>
/XObject <<
/Im28 140 0 R
/Im27 141 0 R
/Im29 142 0 R
/Im30 143 0 R
/Im24 144 0 R
/Im23 145 0 R
/Im26 146 0 R
/Im25 147 0 R
>>
>>
/CropBox [0 0 612 792]
/Parent 6 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
18 0 obj
<<
/Contents [148 0 R 149 0 R 150 0 R 151 0 R 152 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F130 32 0 R
/F126 40 0 R
/F134 42 0 R
/F34 43 0 R
/Xi11 37 0 R
/F6 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 6 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
19 0 obj
<<
/Contents [153 0 R 154 0 R 155 0 R 156 0 R 157 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F126 40 0 R
/F134 42 0 R
/Xi12 37 0 R
/F4 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 6 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
20 0 obj
<<
/Contents [158 0 R 159 0 R 160 0 R 161 0 R 162 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F126 40 0 R
/F134 42 0 R
/Xi13 37 0 R
/F4 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 6 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
21 0 obj
<<
/Contents [163 0 R 164 0 R 165 0 R 166 0 R 167 0 R]
/Type /Page
/Resources <<
/ColorSpace <<
/pgfprgb [/Pattern /DeviceRGB]
>>
/ExtGState <<
>>
/ProcSet [/PDF /Text /ImageB /ImageC /ImageI]
/Font <<
/F126 40 0 R
/Xi14 37 0 R
/F134 42 0 R
/F4 44 0 R
>>
/Pattern <<
>>
>>
/CropBox [0 0 612 792]
/Parent 6 0 R
/Rotate 0
/MediaBox [0 0 612 792]
>>
endobj
22 0 obj
<<
/Length 10
/Filter /FlateDecode
>>
stream
x+ |
endstream
endobj
23 0 obj
<<
/Length 858
/Filter /FlateDecode
>>
stream
HUKo8WhjK~H_vNnw{PlVۓ %E,fDQ#Eߝ~N竓g(RV7Ny])ʚ:wQ9}