File size: 39,083 Bytes
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<style>
:root {
--bg: #ffffff; --fg: #1b1f24; --muted: #6b7280; --panel: #f6f8fa; --grid: #e5e7eb;
--embed: #dbeafe; --embed-s: #3b82f6;
--attn: #cffafe; --attn-s: #06b6d4;
--mamba: #dcfce7; --mamba-s: #22c55e;
--linattn: #fce7f3; --linattn-s: #ec4899;
--recur: #ede9fe; --recur-s: #8b5cf6;
--moe: #ffedd5; --moe-s: #f97316;
--mlp: #ede9fe; --mlp-s: #8b5cf6;
--norm: #e5e7eb; --norm-s: #9ca3af;
--head: #fee2e2; --head-s: #ef4444;
--config: #f1f5f9; --config-s: #64748b;
--rope: #fef9c3; --rope-s: #eab308;
--layer: #f8fafc; --layer-s: #cbd5e1;
--io: #f1f5f9; --io-s: #94a3b8;
--soft: #fae8ff; --soft-s: #c026d3;
--add: #ffffff; --add-s: #475569;
--block-s: #94a3b8;
--residual: #f59e0b;
--added: #16a34a; --over: #d97706; --deleted: #dc2626;
--lt-full: #06b6d4; --lt-sliding: #3b82f6; --lt-chunked: #8b5cf6;
--lt-compressed: #f97316; --lt-heavy: #dc2626; --lt-linear: #ec4899; --lt-mamba: #22c55e;
--cell-on: #0ea5e9; --cell-off: #e5e7eb;
--vision: #dcfce7; --vision-s: #16a34a; --audio: #fae8ff; --audio-s: #c026d3;
--proj: #fef3c7; --proj-s: #d97706; --xattn: #db2777;
--conv: #d1fae5; --conv-s: #10b981; --act: #ecfccb; --act-s: #65a30d;
--pool: #e0f2fe; --pool-s: #0284c7; --quant: #fae8ff; --quant-s: #c026d3;
}
@media (prefers-color-scheme: dark) {
:root {
--bg: #0d1117; --fg: #e6edf3; --muted: #8b949e; --panel: #161b22; --grid: #30363d;
--embed: #172554; --attn: #083344; --mamba: #052e16; --linattn: #500724;
--recur: #2e1065; --moe: #431407; --mlp: #2e1065; --norm: #21262d; --head: #450a0a;
--config: #1e293b; --rope: #422006; --layer: #161b22;
--conv: #022c22; --act: #1a2e05; --pool: #082f49; --quant: #3b0764; --proj: #422006;
--io: #1e293b; --soft: #3b0764; --add: #0d1117; --cell-off: #21262d;
}
}
.bg { fill: var(--bg); }
text { font-family: ui-sans-serif, -apple-system, "Segoe UI", Roboto, sans-serif; fill: var(--fg); }
.title { font-size: 22px; font-weight: 700; }
.subtitle { font-size: 13px; fill: var(--muted); }
.box-label { font-size: 14px; font-weight: 600; }
.box-label.sm { font-size: 12.5px; }
.box-sub { font-size: 11px; fill: var(--muted); }
.glyph { font-size: 18px; font-weight: 700; fill: var(--add-s); }
.badge { font-size: 12px; font-weight: 700; fill: var(--fg); }
.facts-k { font-size: 11.5px; fill: var(--muted); }
.facts-v { font-size: 11.5px; font-weight: 600; }
.legend-t { font-size: 11.5px; fill: var(--fg); }
.panel { fill: var(--panel); stroke: var(--grid); }
rect.b { rx: 9; stroke-width: 1.6; }
.c-embed { fill: var(--embed); stroke: var(--embed-s); }
.c-attn { fill: var(--attn); stroke: var(--attn-s); }
.c-mamba { fill: var(--mamba); stroke: var(--mamba-s); }
.c-linattn { fill: var(--linattn); stroke: var(--linattn-s); }
.c-recur { fill: var(--recur); stroke: var(--recur-s); }
.c-moe { fill: var(--moe); stroke: var(--moe-s); }
.c-mlp { fill: var(--mlp); stroke: var(--mlp-s); }
.c-norm { fill: var(--norm); stroke: var(--norm-s); }
.c-head { fill: var(--head); stroke: var(--head-s); }
.c-config{ fill: var(--config);stroke: var(--config-s); }
.c-rope { fill: var(--rope); stroke: var(--rope-s); }
.c-proj { fill: var(--proj); stroke: var(--proj-s); }
.c-conv { fill: var(--conv); stroke: var(--conv-s); }
.c-act { fill: var(--act); stroke: var(--act-s); }
.c-pool { fill: var(--pool); stroke: var(--pool-s); }
.c-quant { fill: var(--quant); stroke: var(--quant-s); }
.c-layer { fill: var(--layer); stroke: var(--layer-s); }
.c-io { fill: var(--io); stroke: var(--io-s); }
.c-soft { fill: var(--soft); stroke: var(--soft-s); }
.c-add { fill: var(--add); stroke: var(--add-s); }
.c-block { fill: none; stroke: var(--block-s); stroke-width: 1.6; stroke-dasharray: 7 5; }
.c-lt-full { fill: var(--lt-full); stroke: var(--lt-full); }
.c-lt-sliding { fill: var(--lt-sliding); stroke: var(--lt-sliding); }
.c-lt-chunked { fill: var(--lt-chunked); stroke: var(--lt-chunked); }
.c-lt-compressed { fill: var(--lt-compressed); stroke: var(--lt-compressed); }
.c-lt-heavy { fill: var(--lt-heavy); stroke: var(--lt-heavy); }
.c-lt-linear { fill: var(--lt-linear); stroke: var(--lt-linear); }
.c-lt-mamba { fill: var(--lt-mamba); stroke: var(--lt-mamba); }
.cell-on { fill: var(--cell-on); }
.cell-off { fill: var(--cell-off); }
.grid-frame { fill: none; stroke: var(--grid); stroke-width: 1; }
.mask-bg { fill: var(--cell-off); }
.mask-on { fill: #22c55e; }
.mask-div { stroke: var(--fg); stroke-width: 1.5; stroke-dasharray: 3 2; }
.c-vision { fill: var(--vision); stroke: var(--vision-s); }
.c-audio { fill: var(--audio); stroke: var(--audio-s); }
.c-proj { fill: var(--proj); stroke: var(--proj-s); }
.c-sub { fill: var(--bg); stroke: var(--block-s); stroke-width: 1.2; }
.sec-h { font-size: 12px; font-weight: 700; }
.sec-hbar { fill: var(--bg); opacity: 0.82; }
.residual.xattn { stroke: var(--xattn); stroke-width: 2.4; }
.ghost { opacity: 0.32; stroke-dasharray: 4 3; }
.ch-added rect.b, rect.b.ch-added { stroke: var(--added); stroke-width: 3.2; }
.ch-over rect.b, rect.b.ch-over { stroke: var(--over); stroke-width: 3.2; }
.ch-deleted rect.b, rect.b.ch-deleted { stroke: var(--deleted); stroke-width: 3.2; }
.edge { stroke: var(--grid); stroke-width: 2; }
.flow { stroke: var(--grid); stroke-width: 2; fill: none; }
.residual { stroke: var(--residual); stroke-width: 2; fill: none; }
.rope { stroke: var(--rope-s); stroke-width: 2.2; fill: none; }
.xattn { stroke: var(--xattn); stroke-width: 2.4; fill: none; }
.cell-idx { font-size: 9px; fill: #ffffff; font-weight: 600; }
.sky { fill: #bae6fd; } .sun { fill: #fde047; } .hill { fill: #4ade80; }
</style>
<defs><marker id="ah-flow" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="var(--grid)"/></marker><marker id="ah-residual" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="var(--residual)"/></marker><marker id="ah-rope" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="var(--rope-s)"/></marker><marker id="ah-xattn" viewBox="0 0 10 10" refX="8" refY="5" markerWidth="7" markerHeight="7" orient="auto-start-reverse"><path d="M0,0 L10,5 L0,10 z" fill="var(--xattn)"/></marker></defs>
<rect class="bg" x="0" y="0" width="1200" height="1303"/>
<text class="title" x="24" y="34">bamba</text>
<text class="subtitle" x="24" y="54">diff vs llama (+jamba,mamba2) · 4 overridden · 23 added · 0 deleted · 4 new · 5 inherited-as-is</text>
<line class="edge" x1="485" y1="108" x2="485" y2="1261"/>
<g class=""><rect class="c-block" x="286" y="184" width="398" height="943" rx="14"/><text class="box-sub" x="298" y="202">BambaModel · base model</text></g>
<g class=""><title>32 × BambaDecoderLayer</title><rect class="c-block" x="294" y="257" width="382" height="830" rx="14"/><text class="box-sub" x="306" y="275">BambaDecoderLayer</text><text class="badge" x="664" y="277" text-anchor="end">× 32</text></g>
<g class=""><rect class="c-block" x="286" y="1127" width="398" height="142" rx="14"/><text class="box-sub" x="298" y="1145">BambaForCausalLM · task head</text></g>
<g class=""><rect class="b c-attn ch-over" x="320" y="321" width="330" height="470" rx="11"/><rect class="sec-hbar" x="325" y="325" width="320" height="18" rx="5"/><text class="sec-h" x="332" y="338">Token Mixer (SSM) · BambaMixer</text></g>
<g class="ghost"><rect class="b c-mlp " x="320" y="887" width="330" height="152" rx="11"/><rect class="sec-hbar" x="325" y="891" width="320" height="18" rx="5"/><text class="sec-h" x="332" y="904">MLP · LlamaMLP ↩ inherited</text></g>
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<polyline class="residual" points="320,818 270,818 270,1066 320,1066" stroke-dasharray="6 4" marker-end="url(#ah-residual)"/>
<g class=""><rect class="b c-io" x="320" y="108" width="330" height="32" rx="16"/><text class="box-label sm" x="485.0" y="122.0" text-anchor="middle">input_ids</text><text class="box-sub" x="485.0" y="137.0" text-anchor="middle">tokenize("Hey, how are you?") → [1, 6]</text></g>
<g class="ghost"><title>token 0: 'Hey'</title><rect class="b c-sub" x="320" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="345.0" y="165.0" text-anchor="middle">Hey</text><text class="box-sub" x="345.0" y="180.0" text-anchor="middle">0</text></g>
<g class="ghost"><title>token 1: ','</title><rect class="b c-sub" x="375" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="400.0" y="165.0" text-anchor="middle">,</text><text class="box-sub" x="400.0" y="180.0" text-anchor="middle">1</text></g>
<g class="ghost"><title>token 2: '␣how'</title><rect class="b c-sub" x="431" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="456.0" y="165.0" text-anchor="middle">␣how</text><text class="box-sub" x="456.0" y="180.0" text-anchor="middle">2</text></g>
<g class="ghost"><title>token 3: '␣are'</title><rect class="b c-sub" x="487" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="512.0" y="165.0" text-anchor="middle">␣are</text><text class="box-sub" x="512.0" y="180.0" text-anchor="middle">3</text></g>
<g class="ghost"><title>token 4: '␣you'</title><rect class="b c-sub" x="543" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="568.0" y="165.0" text-anchor="middle">␣you</text><text class="box-sub" x="568.0" y="180.0" text-anchor="middle">4</text></g>
<g class="ghost"><title>token 5: '?'</title><rect class="b c-sub" x="599" y="154" width="50" height="26" rx="9"/><text class="box-label sm" x="624.0" y="165.0" text-anchor="middle">?</text><text class="box-sub" x="624.0" y="180.0" text-anchor="middle">5</text></g>
<g class="ghost"><rect class="b c-embed" x="320" y="198" width="330" height="45" rx="9"/><text class="box-label sm" x="485.0" y="218.5" text-anchor="middle">Token Embedding</text><text class="box-sub" x="485.0" y="233.5" text-anchor="middle">weight [128000 × 4096] → [1, 6, 4096]</text></g>
<g class="ghost"><rect class="b c-norm" x="320" y="279" width="330" height="28" rx="9"/><text class="box-label sm" x="485.0" y="291.0" text-anchor="middle">BambaRMSNorm</text><text class="box-sub" x="485.0" y="306.0" text-anchor="middle">pre-mixer [1, 6, 4096]</text></g>
<g class=""><title>act: SiLUActivation</title><rect class="b c-act ch-added" x="330" y="347" width="310" height="22" rx="9"/><text class="box-label sm" x="485.0" y="362.5" text-anchor="middle">act SiLU</text><circle cx="342" cy="359" r="5" fill="var(--added)"/></g>
<g class=""><title>conv1d: Conv1d 8704×1×4</title><rect class="b c-conv ch-added" x="330" y="377" width="310" height="22" rx="9"/><text class="box-label sm" x="485.0" y="392.5" text-anchor="middle">conv1d Conv1d 8704×1×4</text><circle cx="342" cy="389" r="5" fill="var(--added)"/></g>
<g class=""><title>in_proj: Linear [4096→17024]</title><rect class="b c-proj ch-added" x="330" y="407" width="310" height="22" rx="9"/><text class="box-label sm" x="485.0" y="422.5" text-anchor="middle">in_proj [4096→17024]</text><circle cx="342" cy="419" r="5" fill="var(--added)"/></g>
<g class=""><title>norm: BambaRMSNormGated 8192</title><rect class="b c-norm ch-added" x="330" y="437" width="310" height="22" rx="9"/><text class="box-label sm" x="485.0" y="452.5" text-anchor="middle">norm RMSNormGated 8192</text><circle cx="342" cy="449" r="5" fill="var(--added)"/></g>
<g class=""><title>out_proj: Linear [8192→4096]</title><rect class="b c-proj ch-added" x="330" y="467" width="310" height="22" rx="9"/><text class="box-label sm" x="485.0" y="482.5" text-anchor="middle">out_proj [8192→4096]</text><circle cx="342" cy="479" r="5" fill="var(--added)"/></g>
<g class="ghost"><rect class="b c-sub" x="330" y="497" width="310" height="30" rx="9"/><text class="box-label sm" x="485.0" y="516.5" text-anchor="middle">selective state-space scan (SSM)</text></g>
<g class=""><title>mamba attention mask (q↓ × k→)</title><text class="box-sub" x="365" y="539">mamba mask</text><rect class="mask-bg" x="365" y="545" width="240.0" height="240.0"/><rect class="mask-on" x="365.0" y="545.0" width="10.0" height="10.0"/><rect class="mask-on" x="365.0" y="555.0" width="10.0" height="10.0"/><rect class="mask-on" x="375.0" y="555.0" width="10.0" height="10.0"/><rect class="mask-on" x="365.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="375.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="385.0" y="565.0" width="10.0" height="10.0"/><rect class="mask-on" x="365.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="375.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="385.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="395.0" y="575.0" width="10.0" height="10.0"/><rect class="mask-on" x="365.0" y="585.0" width="10.0" height="10.0"/><rect class="mask-on" x="375.0" y="585.0" 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x="425.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="435.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="445.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="455.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="465.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="475.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="485.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="495.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="505.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="515.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="525.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="535.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="545.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="555.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="565.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="575.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="585.0" y="775.0" width="10.0" height="10.0"/><rect class="mask-on" x="595.0" y="775.0" width="10.0" height="10.0"/><rect class="grid-frame" x="365" y="545" width="240.0" height="240.0"/></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="485.0" cy="818" r="13"/><text class="glyph" x="485.0" y="824" text-anchor="middle">+</text></g>
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<g class="ghost"><title>gate_proj: Linear [4096→14336]</title><rect class="b c-proj" x="332" y="913" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="928.5" text-anchor="middle">gate_proj [4096→14336]</text></g>
<g class="ghost"><title>up_proj: Linear [4096→14336]</title><rect class="b c-proj" x="332" y="943" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="958.5" text-anchor="middle">up_proj [4096→14336]</text></g>
<g class="ghost"><title>down_proj: Linear [14336→4096]</title><rect class="b c-proj" x="332" y="973" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="988.5" text-anchor="middle">down_proj [14336→4096]</text></g>
<g class="ghost"><title>act_fn: SiLUActivation</title><rect class="b c-act" x="332" y="1003" width="306" height="22" rx="9"/><text class="box-label sm" x="485.0" y="1018.5" text-anchor="middle">act_fn SiLU</text></g>
<g class=""><title>residual add</title><circle class="b c-add " cx="485.0" cy="1066" r="13"/><text class="glyph" x="485.0" y="1072" text-anchor="middle">+</text></g>
<g class="ghost"><rect class="b c-norm" x="320" y="1093" width="330" height="28" rx="9"/><text class="box-label sm" x="485.0" y="1105.0" text-anchor="middle">Final RMSNorm</text><text class="box-sub" x="485.0" y="1120.0" text-anchor="middle">[1, 6, 4096]</text></g>
<g class=""><title>BambaForCausalLM</title><rect class="b c-head ch-over" x="320" y="1135" width="330" height="42" rx="9"/><text class="box-label sm" x="485.0" y="1154.0" text-anchor="middle">LM Head</text><text class="box-sub" x="485.0" y="1169.0" text-anchor="middle">Linear [4096→128000]</text><circle cx="332" cy="1147" r="5" fill="var(--over)"/></g>
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<text class="facts-k" x="926" y="112">model id</text>
<text class="facts-v" x="1162" y="112" text-anchor="end">ibm-fms/Bamba-9.8b-2.2T-hf</text>
<text class="facts-k" x="926" y="134">parent</text>
<text class="facts-v" x="1162" y="134" text-anchor="end">llama</text>
<text class="facts-k" x="926" y="156">classes</text>
<text class="facts-v" x="1162" y="156" text-anchor="end">11</text>
<text class="facts-k" x="926" y="178">overridden</text>
<text class="facts-v" x="1162" y="178" text-anchor="end">4</text>
<text class="facts-k" x="926" y="200">added</text>
<text class="facts-v" x="1162" y="200" text-anchor="end">23</text>
<text class="facts-k" x="926" y="222">new classes</text>
<text class="facts-v" x="1162" y="222" text-anchor="end">4</text>
<text class="facts-k" x="926" y="244">inherited as-is</text>
<text class="facts-v" x="1162" y="244" text-anchor="end">5</text>
<text class="legend-t" x="914" y="282" font-weight="700">legend</text>
<rect x="916" y="293" width="16" height="12" rx="2" fill="none" stroke="var(--added)" stroke-width="3"/>
<text class="legend-t" x="940" y="303">new submodule (vs parent)</text>
<rect x="916" y="311" width="16" height="12" rx="2" fill="none" stroke="var(--over)" stroke-width="3"/>
<text class="legend-t" x="940" y="321">changed / redefined</text>
<rect x="916" y="329" width="16" height="12" rx="2" fill="none" stroke="var(--deleted)" stroke-width="3"/>
<text class="legend-t" x="940" y="339">deleted</text>
<rect x="916" y="347" width="16" height="12" rx="2" fill="none" stroke="var(--grid)" stroke-width="3"/>
<text class="legend-t" x="940" y="357">inherited / copy-pasted</text>
<text class="legend-t" x="914" y="380" font-weight="700">changes by class</text>
<circle cx="920" cy="393" r="4" fill="var(--over)"/>
<text class="facts-v" x="932" y="396">BambaDecoderLayer</text>
<text class="box-sub" x="932" y="409">ovr __init__,forward</text>
<circle cx="920" cy="421" r="4" fill="var(--added)"/>
<text class="facts-v" x="932" y="424">BambaFlashAttentionKwargs</text>
<text class="box-sub" x="932" y="437">5 attr</text>
<circle cx="920" cy="449" r="4" fill="var(--added)"/>
<text class="facts-v" x="932" y="452">BambaForCausalLM</text>
<text class="box-sub" x="932" y="465">ovr __init__,forward; add prepare_inputs_for…</text>
<circle cx="920" cy="477" r="4" fill="var(--added)"/>
<text class="facts-v" x="932" y="480">BambaMixer</text>
<text class="box-sub" x="932" y="493">add __init__,cuda_kernels_forward,forward,to…</text>
<circle cx="920" cy="505" r="4" fill="var(--added)"/>
<text class="facts-v" x="932" y="508">BambaModel</text>
<text class="box-sub" x="932" y="521">add __init__,_update_mamba_mask,forward</text>
<circle cx="920" cy="533" r="4" fill="var(--added)"/>
<text class="facts-v" x="932" y="536">BambaPreTrainedModel</text>
<text class="box-sub" x="932" y="549">add _init_weights; 9 attr</text>
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