docs/images/DIAG01-STAGE11-attention-update-kv-cache.drawio.svg

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                                    Llama 3.1 Nuts and Bolts Inference Engine
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                                Transformer Model:
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                                Stage: Forward Pass Through Attention Module - Update KV cache
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                <foreignObject pointer-events="none" width="100%" height="100%" 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 flex-start; width: 178px; height: 1px; padding-top: 750px; margin-left: 1281px;">
                        <div data-drawio-colors="color: #F0F0F0; " style="box-sizing: border-box; font-size: 0px; text-align: left; max-height: 27px; overflow: hidden;">
                            <div style="display: inline-block; font-size: 9px; font-family: Helvetica; color: rgb(240, 240, 240); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">
                                (sequenceLength, N_KVHeads, HeadDim)
                            </div>
                        </div>
                    </div>
                </foreignObject>
                <text x="1281" y="750" fill="#F0F0F0" font-family="Helvetica" font-size="9px">
                    (sequenceLength, N_KVHeads, HeadDim)
                </text>
            </switch>
        </g>
        <path d="M 1459 722 M 1529 722 M 1529 753 M 1459 753" fill="none" stroke="#ffffff" stroke-linecap="square" stroke-miterlimit="10" pointer-events="none"/>
        <g transform="translate(-0.5 -0.5)">
            <switch>
                <foreignObject pointer-events="none" width="100%" height="100%" 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 flex-end; width: 68px; height: 1px; padding-top: 750px; margin-left: 1459px;">
                        <div data-drawio-colors="color: #F0F0F0; " style="box-sizing: border-box; font-size: 0px; text-align: right; max-height: 27px; overflow: hidden;">
                            <div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(240, 240, 240); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">
                                (22, 8, 128)
                            </div>
                        </div>
                    </div>
                </foreignObject>
                <text x="1527" y="750" fill="#F0F0F0" font-family="Helvetica" font-size="11px" text-anchor="end">
                    (22, 8, 128)
                </text>
            </switch>
        </g>
        <path d="M 1345.07 834.35 L 1340.07 834.35 Q 1335.07 834.35 1335.07 844.35 L 1335.07 850.35 Q 1335.07 856.35 1330.07 856.35 L 1327.57 856.35 Q 1325.07 856.35 1330.07 856.35 L 1332.57 856.35 Q 1335.07 856.35 1335.07 866.35 L 1335.07 872.35 Q 1335.07 878.35 1340.07 878.35 L 1345.07 878.35" fill="none" stroke="#f0f0f0" stroke-miterlimit="10" pointer-events="none"/>
        <g transform="translate(-0.5 -0.5)rotate(26.5 1363.585 916.02)">
            <switch>
                <foreignObject pointer-events="none" width="100%" height="100%" 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: 95px; height: 1px; padding-top: 916px; margin-left: 1316px;">
                        <div data-drawio-colors="color: #F0F0F0; " style="box-sizing: border-box; font-size: 0px; text-align: center;">
                            <div style="display: inline-block; font-size: 11px; font-family: Helvetica; color: rgb(240, 240, 240); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">
                                N_KVHeads = 8
                            </div>
                        </div>
                    </div>
                </foreignObject>
                <text x="1364" y="919" fill="#F0F0F0" font-family="Helvetica" font-size="11px" text-anchor="middle">
                    N_KVHeads = 8
                </text>
            </switch>
        </g>
        <g transform="translate(-0.5 -0.5)rotate(270 1312.0699999999997 856.3497779334589)">
            <switch>
                <foreignObject pointer-events="none" width="100%" height="100%" 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: 856px; margin-left: 1253px;">
                        <div data-drawio-colors="color: #F0F0F0; " style="box-sizing: border-box; font-size: 0px; text-align: center;">
                            <div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(240, 240, 240); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">
                                sequenceLength = 22
                            </div>
                        </div>
                    </div>
                </foreignObject>
                <text x="1312" y="860" fill="#F0F0F0" font-family="Helvetica" font-size="12px" text-anchor="middle">
                    sequenceLength = 22
                </text>
            </switch>
        </g>
        <g transform="translate(-0.5 -0.5)rotate(334.5 1400.02 782.3247779334588)">
            <switch>
                <foreignObject pointer-events="none" width="100%" height="100%" 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: 86px; height: 1px; padding-top: 782px; margin-left: 1357px;">
                        <div data-drawio-colors="color: #F0F0F0; " style="box-sizing: border-box; font-size: 0px; text-align: center;">
                            <div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(240, 240, 240); line-height: 1.2; pointer-events: none; white-space: normal; overflow-wrap: normal;">
                                HeadDim = 128
                            </div>
                        </div>
                    </div>
                </foreignObject>
                <text x="1400" y="786" fill="#F0F0F0" font-family="Helvetica" font-size="12px" text-anchor="middle">
                    HeadDim = 128
                </text>
            </switch>
        </g>
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                                Apply rotary embeddings
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                                        (reshaped)
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