Neural-Circuit-Diagrams / SVG /implementation.svg
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<?xml version="1.0" encoding="UTF-8"?>
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<text class="cls-196" transform="translate(20 25)"><tspan x="0" y="0">Implementation using einsum</tspan></text>
<text class="cls-196" transform="translate(20 255)"><tspan x="0" y="0">Implementation using einsum</tspan><tspan x="0" y="19.2">(with simultaneous </tspan><tspan class="cls-6" x="131.59" y="19.2">b</tspan><tspan x="139.41" y="19.2">roadcasting of line</tspan><tspan class="cls-6" x="262.11" y="19.2">a</tspan><tspan x="269.34" y="19.2">r functions)</tspan></text>
<g>
<g class="cls-212">
<text class="cls-52" transform="translate(18.68 297.97)"><tspan class="cls-103" x="0" y="0"># Local m</tspan><tspan class="cls-93" x="69.22" y="0">e</tspan><tspan class="cls-141" x="77.01" y="0">mory</tspan><tspan class="cls-81" x="107.77" y="0"> </tspan><tspan class="cls-103" x="115.56" y="0">contains</tspan><tspan x="177.09" y="0">,</tspan></text>
</g>
<g class="cls-184">
<text class="cls-55" transform="translate(203.36 297.97)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-139">
<text class="cls-52" transform="translate(18.68 314.28)"><tspan class="cls-103" x="0" y="0"># Q: y k </tspan><tspan class="cls-93" x="69.22" y="0">h</tspan><tspan class="cls-141" x="77.01" y="0" xml:space="preserve"> # K</tspan><tspan class="cls-81" x="107.77" y="0">:</tspan><tspan class="cls-103" x="115.56" y="0" xml:space="preserve"> x k </tspan><tspan x="154.02" y="0">h</tspan></text>
</g>
<g class="cls-165">
<text class="cls-55" transform="translate(180.33 314.28)"><tspan x="0" y="0"> </tspan></text>
</g>
<polyline class="cls-28" points="226.4 317.76 226.4 334.2 303.32 334.2 303.32 317.76 226.4 317.76"/>
<polyline class="cls-28" points="334.16 317.76 334.16 334.2 372.68 334.2 372.68 317.76 334.16 317.76"/>
<g class="cls-47">
<text class="cls-54" transform="translate(18.68 330.72)"><tspan x="0" y="0">X</tspan></text>
</g>
<g class="cls-20">
<text class="cls-55" transform="translate(26.36 330.72)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-104">
<text class="cls-50" transform="translate(34.04 330.72)"><tspan x="0" y="0">=</tspan></text>
</g>
<g class="cls-218">
<text class="cls-55" transform="translate(41.72 330.72)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-112">
<text class="cls-51" transform="translate(49.41 330.72)"><tspan class="cls-103" x="0" y="0">einop</tspan><tspan x="38.46" y="0">s</tspan></text>
</g>
<g class="cls-75">
<text class="cls-55" transform="translate(95.61 330.72)"><tspan x="0" y="0">.</tspan></text>
</g>
<g class="cls-111">
<text class="cls-49" transform="translate(103.29 330.72)"><tspan class="cls-103" x="0" y="0">ein</tspan><tspan class="cls-81" x="23.07" y="0">s</tspan><tspan class="cls-103" x="30.86" y="0">u</tspan><tspan x="38.55" y="0">m</tspan></text>
</g>
<g class="cls-163">
<text class="cls-55" transform="translate(149.49 330.72)"><tspan x="0" y="0">(</tspan></text>
</g>
<g class="cls-88">
<text class="cls-54" transform="translate(157.17 330.72)"><tspan x="0" y="0">Q</tspan></text>
</g>
<g class="cls-46">
<text class="cls-55" transform="translate(164.85 330.72)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-195">
<text class="cls-54" transform="translate(180.21 330.72)"><tspan x="0" y="0">K</tspan></text>
</g>
<g class="cls-175">
<text class="cls-55" transform="translate(187.89 330.72)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-122">
<text class="cls-53" transform="translate(203.25 330.72)"><tspan class="cls-93" x="0" y="0">&apos;</tspan><tspan class="cls-141" x="7.79" y="0">y</tspan><tspan x="15.48" y="0"> </tspan></text>
</g>
<g class="cls-4">
<text class="cls-53" transform="translate(226.4 330.72)"><tspan class="cls-103" x="0" y="0">k </tspan><tspan class="cls-81" x="15.38" y="0">h</tspan><tspan class="cls-141" x="23.17" y="0">, x k </tspan><tspan x="69.32" y="0">h</tspan></text>
</g>
<g class="cls-76">
<text class="cls-53" transform="translate(303.33 330.72)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-32">
<text class="cls-53" transform="translate(311.01 330.72)"><tspan x="0" y="0">-</tspan></text>
</g>
<g class="cls-159">
<text class="cls-53" transform="translate(318.68 330.72)"><tspan class="cls-129" x="0" y="0">&gt;</tspan><tspan x="7.79" y="0"> </tspan></text>
</g>
<g class="cls-206">
<text class="cls-53" transform="translate(334.17 330.72)"><tspan class="cls-141" x="0" y="0">y x</tspan><tspan class="cls-93" x="23.07" y="0"> </tspan><tspan class="cls-155" x="30.86" y="0">h</tspan></text>
</g>
<g class="cls-156">
<text class="cls-53" transform="translate(372.69 330.72)"><tspan x="0" y="0">&apos;</tspan></text>
</g>
<g class="cls-210">
<text class="cls-55" transform="translate(380.36 330.72)"><tspan x="0" y="0">)</tspan></text>
</g>
<g class="cls-152">
<text class="cls-55" transform="translate(388.04 330.72)"><tspan x="0" y="0"> </tspan></text>
</g>
<polyline class="cls-27" points="64.76 334.2 64.76 350.52 172.64 350.52 172.64 334.2 64.76 334.2"/>
<g class="cls-205">
<text class="cls-54" transform="translate(18.68 347.04)"><tspan x="0" y="0">X</tspan></text>
</g>
<g class="cls-167">
<text class="cls-55" transform="translate(26.36 347.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-181">
<text class="cls-50" transform="translate(34.04 347.04)"><tspan x="0" y="0">=</tspan></text>
</g>
<g class="cls-204">
<text class="cls-55" transform="translate(41.72 347.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-106">
<text class="cls-54" transform="translate(49.41 347.04)"><tspan x="0" y="0">X</tspan></text>
</g>
<g class="cls-192">
<text class="cls-55" transform="translate(57.08 347.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-14">
<text class="cls-50" transform="translate(64.77 347.04)"><tspan x="0" y="0">/</tspan></text>
</g>
<g class="cls-120">
<text class="cls-55" transform="translate(72.45 347.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-160">
<text class="cls-51" transform="translate(80.13 347.04)"><tspan class="cls-103" x="0" y="0">m</tspan><tspan class="cls-81" x="7.69" y="0">a</tspan><tspan class="cls-103" x="15.48" y="0">t</tspan><tspan x="23.17" y="0">h</tspan></text>
</g>
<g class="cls-3">
<text class="cls-55" transform="translate(110.97 347.04)"><tspan x="0" y="0">.</tspan></text>
</g>
<g class="cls-5">
<text class="cls-49" transform="translate(118.65 347.04)"><tspan class="cls-103" x="0" y="0">s</tspan><tspan class="cls-81" x="7.69" y="0">q</tspan><tspan class="cls-103" x="15.48" y="0">r</tspan><tspan x="23.17" y="0">t</tspan></text>
</g>
<g class="cls-31">
<text class="cls-55" transform="translate(149.49 347.04)"><tspan class="cls-103" x="0" y="0">(k</tspan><tspan x="15.38" y="0">)</tspan></text>
</g>
<g class="cls-197">
<text class="cls-55" transform="translate(172.65 347.04)"><tspan x="0" y="0"> </tspan></text>
</g>
</g>
<g>
<g class="cls-219">
<text class="cls-52" transform="translate(18.68 47.96)"><tspan class="cls-103" x="0" y="0"># Local m</tspan><tspan class="cls-93" x="69.22" y="0">e</tspan><tspan class="cls-141" x="77.01" y="0">mory</tspan><tspan class="cls-81" x="107.77" y="0"> </tspan><tspan class="cls-103" x="115.56" y="0">contains</tspan><tspan x="177.09" y="0">,</tspan></text>
</g>
<g class="cls-209">
<text class="cls-55" transform="translate(203.36 47.96)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-216">
<text class="cls-52" transform="translate(18.68 64.28)"><tspan class="cls-103" x="0" y="0"># Q: y k </tspan><tspan class="cls-93" x="69.22" y="0">h</tspan><tspan class="cls-141" x="77.01" y="0" xml:space="preserve"> # K</tspan><tspan class="cls-81" x="107.77" y="0">:</tspan><tspan class="cls-103" x="115.56" y="0" xml:space="preserve"> x k </tspan><tspan x="154.02" y="0">h</tspan></text>
</g>
<g class="cls-182">
<text class="cls-55" transform="translate(180.33 64.28)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-177">
<text class="cls-52" transform="translate(18.68 80.72)"><tspan class="cls-103" x="0" y="0"># Transpo</tspan><tspan class="cls-93" x="69.22" y="0">s</tspan><tspan class="cls-141" x="77.01" y="0">e K</tspan><tspan x="100.08" y="0">,</tspan></text>
</g>
<g class="cls-213">
<text class="cls-55" transform="translate(126.45 80.72)"><tspan x="0" y="0"> </tspan></text>
</g>
<polyline class="cls-25" points="234.08 84.2 234.08 100.52 257.24 100.52 257.24 84.2 234.08 84.2"/>
<polyline class="cls-25" points="303.32 84.2 303.32 100.52 326.48 100.52 326.48 84.2 303.32 84.2"/>
<g class="cls-2">
<text class="cls-54" transform="translate(18.68 97.04)"><tspan x="0" y="0">Q</tspan></text>
</g>
<g class="cls-1">
<text class="cls-55" transform="translate(26.36 97.04)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-203">
<text class="cls-54" transform="translate(41.72 97.04)"><tspan x="0" y="0">K</tspan></text>
</g>
<g class="cls-97">
<text class="cls-55" transform="translate(49.41 97.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-87">
<text class="cls-50" transform="translate(57.08 97.04)"><tspan x="0" y="0">=</tspan></text>
</g>
<g class="cls-34">
<text class="cls-55" transform="translate(64.77 97.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-15">
<text class="cls-54" transform="translate(72.45 97.04)"><tspan x="0" y="0">Q</tspan></text>
</g>
<g class="cls-142">
<text class="cls-55" transform="translate(80.13 97.04)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-132">
<text class="cls-51" transform="translate(95.61 97.04)"><tspan class="cls-103" x="0" y="0">eino</tspan><tspan class="cls-93" x="30.76" y="0">p</tspan><tspan x="38.55" y="0">s</tspan></text>
</g>
<g class="cls-91">
<text class="cls-55" transform="translate(141.81 97.04)"><tspan x="0" y="0">.</tspan></text>
</g>
<g class="cls-151">
<text class="cls-49" transform="translate(149.49 97.04)"><tspan class="cls-103" x="0" y="0">einsu</tspan><tspan x="38.46" y="0">m</tspan></text>
</g>
<g class="cls-61">
<text class="cls-55" transform="translate(195.57 97.04)"><tspan x="0" y="0">(</tspan></text>
</g>
<g class="cls-193">
<text class="cls-54" transform="translate(203.25 97.04)"><tspan x="0" y="0">K</tspan></text>
</g>
<g class="cls-214">
<text class="cls-55" transform="translate(211.05 97.04)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-166">
<text class="cls-53" transform="translate(226.4 97.04)"><tspan x="0" y="0">&apos;</tspan></text>
</g>
<g class="cls-58">
<text class="cls-53" transform="translate(234.09 97.04)"><tspan class="cls-103" x="0" y="0">x</tspan><tspan class="cls-81" x="7.69" y="0"> </tspan><tspan x="15.48" y="0">k</tspan></text>
</g>
<g class="cls-72">
<text class="cls-53" transform="translate(257.25 97.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-19">
<text class="cls-53" transform="translate(264.93 97.04)"><tspan class="cls-141" x="0" y="0">h</tspan><tspan class="cls-155" x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-186">
<text class="cls-53" transform="translate(280.29 97.04)"><tspan x="0" y="0">-</tspan></text>
</g>
<g class="cls-170">
<text class="cls-53" transform="translate(287.97 97.04)"><tspan class="cls-141" x="0" y="0">&gt;</tspan><tspan class="cls-155" x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-202">
<text class="cls-53" transform="translate(303.33 97.04)"><tspan class="cls-141" x="0" y="0">k </tspan><tspan class="cls-155" x="15.38" y="0">x</tspan></text>
</g>
<g class="cls-17">
<text class="cls-53" transform="translate(326.49 97.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-33">
<text class="cls-53" transform="translate(334.17 97.04)"><tspan class="cls-141" x="0" y="0">h</tspan><tspan class="cls-155" x="7.69" y="0">&apos;</tspan></text>
</g>
<g class="cls-131">
<text class="cls-55" transform="translate(349.53 97.04)"><tspan x="0" y="0">)</tspan></text>
</g>
<g class="cls-144">
<text class="cls-55" transform="translate(357.33 97.04)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-189">
<text class="cls-52" transform="translate(18.68 113.47)"><tspan class="cls-103" x="0" y="0"># Implici</tspan><tspan class="cls-93" x="69.22" y="0">t</tspan><tspan class="cls-141" x="77.01" y="0" xml:space="preserve"> out</tspan><tspan class="cls-81" x="107.77" y="0">e</tspan><tspan class="cls-103" x="115.56" y="0">r product</tspan><tspan class="cls-93" x="184.78" y="0"> </tspan><tspan class="cls-141" x="192.57" y="0">and </tspan><tspan class="cls-81" x="223.34" y="0">d</tspan><tspan class="cls-141" x="231.13" y="0">iagonaliz</tspan><tspan class="cls-93" x="300.35" y="0">e</tspan><tspan class="cls-155" x="308.14" y="0">,</tspan></text>
</g>
<g class="cls-78">
<text class="cls-55" transform="translate(334.29 113.47)"><tspan x="0" y="0"> </tspan></text>
</g>
<polyline class="cls-26" points="249.56 116.96 249.56 133.4 257.24 133.4 257.24 116.96 249.56 116.96"/>
<polyline class="cls-26" points="311 116.96 311 133.4 318.68 133.4 318.68 116.96 311 116.96"/>
<g class="cls-137">
<text class="cls-54" transform="translate(18.68 129.93)"><tspan x="0" y="0">X</tspan></text>
</g>
<g class="cls-201">
<text class="cls-55" transform="translate(26.36 129.93)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-119">
<text class="cls-50" transform="translate(34.04 129.93)"><tspan x="0" y="0">=</tspan></text>
</g>
<g class="cls-107">
<text class="cls-55" transform="translate(41.72 129.93)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-147">
<text class="cls-51" transform="translate(49.41 129.93)"><tspan class="cls-103" x="0" y="0">einop</tspan><tspan x="38.46" y="0">s</tspan></text>
</g>
<g class="cls-86">
<text class="cls-55" transform="translate(95.61 129.93)"><tspan x="0" y="0">.</tspan></text>
</g>
<g class="cls-69">
<text class="cls-49" transform="translate(103.29 129.93)"><tspan class="cls-103" x="0" y="0">ein</tspan><tspan class="cls-81" x="23.07" y="0">s</tspan><tspan class="cls-103" x="30.86" y="0">u</tspan><tspan x="38.55" y="0">m</tspan></text>
</g>
<g class="cls-215">
<text class="cls-55" transform="translate(149.49 129.93)"><tspan x="0" y="0">(</tspan></text>
</g>
<g class="cls-80">
<text class="cls-54" transform="translate(157.17 129.93)"><tspan x="0" y="0">Q</tspan></text>
</g>
<g class="cls-48">
<text class="cls-55" transform="translate(164.85 129.93)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-116">
<text class="cls-54" transform="translate(180.21 129.93)"><tspan x="0" y="0">K</tspan></text>
</g>
<g class="cls-207">
<text class="cls-55" transform="translate(187.89 129.93)"><tspan class="cls-103" x="0" y="0">,</tspan><tspan x="7.69" y="0"> </tspan></text>
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<g class="cls-92">
<text class="cls-53" transform="translate(203.25 129.93)"><tspan class="cls-93" x="0" y="0">&apos;</tspan><tspan class="cls-141" x="7.79" y="0">y </tspan><tspan x="23.17" y="0">k</tspan></text>
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<g class="cls-57">
<text class="cls-53" transform="translate(234.09 129.93)"><tspan x="0" y="0">1</tspan></text>
</g>
<g class="cls-128">
<text class="cls-53" transform="translate(241.77 129.93)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-64">
<text class="cls-53" transform="translate(249.57 129.93)"><tspan x="0" y="0">h</tspan></text>
</g>
<g class="cls-73">
<text class="cls-53" transform="translate(257.25 129.93)"><tspan class="cls-141" x="0" y="0">, </tspan><tspan class="cls-155" x="15.38" y="0">k</tspan></text>
</g>
<g class="cls-38">
<text class="cls-53" transform="translate(280.29 129.93)"><tspan x="0" y="0">2</tspan></text>
</g>
<g class="cls-89">
<text class="cls-53" transform="translate(287.97 129.93)"><tspan x="0" y="0"> </tspan></text>
</g>
<g class="cls-199">
<text class="cls-53" transform="translate(295.65 129.93)"><tspan class="cls-141" x="0" y="0">x</tspan><tspan class="cls-155" x="7.69" y="0"> </tspan></text>
</g>
<g class="cls-63">
<text class="cls-53" transform="translate(311.01 129.93)"><tspan x="0" y="0">h</tspan></text>
</g>
<g class="cls-134">
<text class="cls-53" transform="translate(318.68 129.93)"><tspan x="0" y="0"> </tspan></text>
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