doc/source/ray-air/images/air-preprocessor.svg

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text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-end; justify-content: unsafe center; width: 398px; height: 1px; padding-top: 138px; margin-left: 441px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px">Predictor.predict()</font></div></div></div></foreignObject><text x="640" y="138" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Predictor.predict()</text></switch></g><rect x="0" y="21" width="400" height="280" fill="#dae8fc" stroke="#6c8ebf" stroke-dasharray="2.9999999999999996 2.9999999999999996" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe flex-end; justify-content: unsafe center; width: 398px; height: 1px; padding-top: 18px; margin-left: 1px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px">Trainer.fit()</font></div></div></div></foreignObject><text x="200" y="18" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Trainer.fit()</text></switch></g><rect x="200" y="126" width="120" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 156px; margin-left: 201px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">train_dataset</div></div></div></foreignObject><text x="260" y="160" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">train_dataset</text></switch></g><rect x="235" y="201" width="120" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"/><rect x="245" y="211" width="120" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 241px; margin-left: 246px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">other_datasets</div></div></div></foreignObject><text x="305" y="245" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">other_datasets</text></switch></g><path d="M 80 111 L 80 146 Q 80 156 90 156 L 193.63 156" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 198.88 156 L 191.88 159.5 L 193.63 156 L 191.88 152.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 167px; margin-left: 145px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;">1. fit_transform()</div></div></div></foreignObject><text x="145" y="170" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle">1. fit_transform()</text></switch></g><path d="M 80 111 L 80 221.05 Q 80 231.05 90 231.05 L 228.63 231" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 233.88 231 L 226.88 234.5 L 228.63 231 L 226.88 227.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 242px; margin-left: 152px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;">2. transform()</div></div></div></foreignObject><text x="152" y="245" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle">2. transform()</text></switch></g><path d="M 140 81 L 453.63 81" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 458.88 81 L 451.88 84.5 L 453.63 81 L 451.88 77.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 92px; margin-left: 280px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;"><font style="font-size: 11px">3. save fitted preprocessor</font></div></div></div></foreignObject><text x="280" y="96" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="16px" text-anchor="middle">3. save fitted preprocessor</text></switch></g><rect x="20" y="51" width="120" height="60" rx="9" ry="9" fill="#fff2cc" stroke="#d6b656" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 81px; margin-left: 21px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Preprocessor</div></div></div></foreignObject><text x="80" y="85" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Preprocessor</text></switch></g><path d="M 520 111 L 520 194.63" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 520 199.88 L 516.5 192.88 L 520 194.63 L 523.5 192.88 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 172px; margin-left: 601px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;">4. Predictor.from_checkpoint()</div></div></div></foreignObject><text x="601" y="175" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle">4. Predictor.from_checkpoint()</text></switch></g><rect x="460" y="51" width="120" height="60" rx="9" ry="9" fill="#f8cecc" stroke="#b85450" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 81px; margin-left: 461px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Checkpoint</div></div></div></foreignObject><text x="520" y="85" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Checkpoint</text></switch></g><rect x="700" y="201" width="120" height="60" fill="rgb(255, 255, 255)" stroke="rgb(0, 0, 0)" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 231px; margin-left: 701px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">inference_batch</div></div></div></foreignObject><text x="760" y="235" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">inference_batch</text></switch></g><path d="M 580 231 L 693.63 231" fill="none" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 698.88 231 L 691.88 234.5 L 693.63 231 L 691.88 227.5 Z" fill="rgb(0, 0, 0)" stroke="rgb(0, 0, 0)" stroke-miterlimit="10" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 241px; margin-left: 636px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: nowrap;">5. transform_batch()</div></div></div></foreignObject><text x="636" y="244" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="11px" text-anchor="middle">5. transform_batch()</text></switch></g><rect x="460" y="201" width="120" height="60" rx="9" ry="9" fill="#fff2cc" stroke="#d6b656" pointer-events="all"/><g transform="translate(-0.5 -0.5)scale(0.9999999999999999)"><switch><foreignObject pointer-events="none" width="101%" height="101%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 231px; margin-left: 461px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Preprocessor</div></div></div></foreignObject><text x="520" y="235" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="12px" text-anchor="middle">Preprocessor</text></switch></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.diagrams.net/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Text is not SVG - cannot display</text></a></switch></svg>