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-  <text x="120" y="668" fill="#94a3b8" font-size="11" font-weight="600">Compressed cache contents</text>
-  <text x="120" y="686" fill="#f8fafc" font-size="11">C0  =  compress( The,  quick,  brown,  fox,  jumps,  over,  the,  lazy )</text>
-  <text x="120" y="704" fill="#f8fafc" font-size="11">C1  =  compress( dog,  ate,  a,  small,  red,  fish,  this,  morning )</text>
-</svg>
\ No newline at end of file
diff --git a/deepseek_v4/visualize_attention_masks.py b/deepseek_v4/visualize_attention_masks.py
deleted file mode 100644
index acac4f87c7e2eced8f37f60c5407b0cc68bb2926..0000000000000000000000000000000000000000
--- a/deepseek_v4/visualize_attention_masks.py
+++ /dev/null
@@ -1,591 +0,0 @@
-"""Visualise the per-layer-type attention mask DeepSeek-V4 actually feeds to
-`eager_attention_forward`, for the three attention layer types (sliding, CSA, HCA).
-Generates the SVGs embedded in `docs/source/en/model_doc/deepseek_v4.md`.
-
-We build a tiny V4 model (small enough that 16 source tokens × all compressed
-slots fits on screen), forward a dummy batch through it, wrap each attention
-layer's forward with a thin shim that replays the mask-extension logic
-(`cat([sliding_mask, block_bias])`) and captures the exact post-cat mask, then
-render each layer's mask in either:
-
-  * the `■` / `⬚` ANSI-coloured style of `transformers.utils.attention_visualizer`
-    (default; suppressed when stdout isn't a TTY or `NO_COLOR=1` is set), or
-  * an SVG grid suitable for embedding in markdown (with `--svg <DIR>`).
-
-For CSA layers the visualizer remaps the literal `[S, S·k]` flat-slot `block_bias`
-back to the more readable `[S, T_entries]` entry-visibility view (each compressor
-column is then a compressed *entry* rather than a gather slot), and shades cells
-red when an entry is causally available but the indexer's top-k did not pick it.
-
-Run from the repository root::
-
-    python docs/source/en/imgs/deepseek_v4/visualize_attention_masks.py
-    python docs/source/en/imgs/deepseek_v4/visualize_attention_masks.py \\
-        --svg docs/source/en/imgs/deepseek_v4
-"""
-
-from __future__ import annotations
-
-import argparse
-import os
-from pathlib import Path
-
-import torch
-import torch.nn.functional as F
-
-from transformers import DeepseekV4Config, DeepseekV4ForCausalLM
-from transformers.models.deepseek_v4.modeling_deepseek_v4 import (
-    DeepseekV4CSACompressor,
-    DeepseekV4HCACompressor,
-    DeepseekV4Indexer,
-    DeepseekV4PreTrainedModel,
-)
-from transformers.utils.output_capturing import OutputRecorder
-
-
-# Tiny config so the visualised matrices fit in a terminal. Compress rates are dialled
-# down (m_csa=4, m_hca=8 — vs the real 4/128) so HCA actually emits an entry at S=16.
-CFG = DeepseekV4Config(
-    vocab_size=64,
-    hidden_size=64,
-    moe_intermediate_size=64,
-    num_hidden_layers=3,
-    num_attention_heads=4,
-    num_key_value_heads=1,
-    head_dim=32,
-    partial_rotary_factor=8 / 32,
-    q_lora_rank=32,
-    o_groups=2,
-    o_lora_rank=16,
-    num_experts_per_tok=2,
-    n_routed_experts=4,
-    n_shared_experts=1,
-    mlp_layer_types=["moe", "moe", "moe"],
-    layer_types=["sliding_attention", "compressed_sparse_attention", "heavily_compressed_attention"],
-    compress_rates={"compressed_sparse_attention": 4, "heavily_compressed_attention": 8},
-    sliding_window=8,
-    hc_mult=2,
-    hc_sinkhorn_iters=3,
-    hc_eps=1.0e-6,
-    index_n_heads=2,
-    index_head_dim=16,
-    index_topk=2,
-    num_nextn_predict_layers=0,
-    swiglu_limit=10.0,
-    rope_theta=10000.0,
-    compress_rope_theta=160000.0,
-    max_position_embeddings=64,
-)
-
-
-# ANSI colours, matching `transformers.utils.attention_visualizer`.
-GREEN = "\033[92m"
-YELLOW = "\033[93m"
-DIM = "\033[90m"
-RESET = "\033[0m"
-BLACK_SQUARE = "■"
-WHITE_SQUARE = "⬚"
-
-
-def _meta_subtitle(meta: dict | None) -> str:
-    """One-liner subtitle describing the layer's compressor config."""
-    if meta is None:
-        return ""
-    parts: list[str] = []
-    if meta.get("compress_rate") is not None:
-        parts.append(f"m={meta['compress_rate']}")
-    if meta.get("index_topk") is not None:
-        parts.append(f"k={meta['index_topk']}")
-    if meta.get("T_entries"):
-        parts.append(f"{meta['T_entries']} entries")
-    return " · ".join(parts)
-
-
-def _render(
-    mask_2d: torch.Tensor,
-    query_labels: list[str],
-    kv_labels: list[str],
-    title: str,
-    *,
-    color: bool = True,
-    meta: dict | None = None,
-) -> str:
-    """Render a 2D additive mask (0 = visible, -inf = masked) as a ■ / ⬚ grid.
-
-    `mask_2d` is `[S_q, S_kv]`. Columns past `len(query_labels)` are the
-    compressor / indexer entries the caller cat'd into the mask via
-    `cat([sliding_causal_mask, block_bias], dim=-1)`. When `color=False`,
-    diagonal / compressor slots are marked with the distinguishing glyphs
-    `◆` and `▲` instead of ANSI colours so the output renders in markdown.
-    """
-    visible = (mask_2d > -1e30).bool()
-    n_q, n_kv = visible.shape
-    sliding_kv = len(query_labels)  # by construction kv labels begin with the sliding tokens
-
-    if color:
-        g, y, d, r = GREEN, YELLOW, DIM, RESET
-        visible_glyph = f"{g}{BLACK_SQUARE}{r}"
-        compr_glyph = f"{y}{BLACK_SQUARE}{r}"
-    else:
-        g = y = d = r = ""
-        visible_glyph = "▣"
-        compr_glyph = "▲"
-
-    max_q_label = max(len(q) for q in query_labels)
-    out: list[str] = []
-    out.append(title)
-    out.append("=" * len(title))
-    out.append(
-        f"  shape=[{n_q}, {n_kv}]   "
-        f"{visible_glyph} visible (sliding KV)   {compr_glyph} visible (compressor entry)   {WHITE_SQUARE} masked"
-    )
-    subtitle = _meta_subtitle(meta)
-    if subtitle:
-        out.append(f"  {subtitle}")
-    if meta and meta.get("topk_picks") is not None:
-        # Append per-query indexer picks so warm-up sentinels and entry choices are auditable.
-        picks_lines = [f"  indexer topk picks (entry id, -1 = warm-up sentinel):"]
-        for i, picks in enumerate(meta["topk_picks"][0]):  # B=1
-            picks_lines.append(f"    q{i:>2}: {picks}")
-        out.append("\n".join(picks_lines))
-
-    # Column headers (kv indices, stacked vertically across `width` lines).
-    width = max(2, len(str(n_kv - 1)))
-    for line in range(width):
-        header_chars = []
-        for j in range(n_kv):
-            label = str(j).rjust(width)
-            ch = label[line] if line < len(label) else " "
-            # Tint compressor-section header so it visually separates from the sliding section.
-            header_chars.append(f"{d}{ch}{r}" if j >= sliding_kv else ch)
-        prefix = " " * (max_q_label + 6)
-        out.append(prefix + " ".join(header_chars))
-
-    # Body rows.
-    for i in range(n_q):
-        row_cells = []
-        for j in range(n_kv):
-            if not visible[i, j]:
-                row_cells.append(WHITE_SQUARE)
-            elif j >= sliding_kv:
-                row_cells.append(compr_glyph)
-            else:
-                row_cells.append(visible_glyph)
-        out.append(f"{query_labels[i].rjust(max_q_label)} : {str(i).rjust(2)}  " + " ".join(row_cells))
-
-    out.append(f"  {compr_glyph} columns past index {sliding_kv - 1} are compressor / indexer slots (block_bias).")
-    return "\n".join(out)
-
-
-# SVG palette + geometry. Bigger cells so we can fit token-string labels comfortably,
-# and compressor columns are drawn `m` cells wide so the visual encodes the fact that
-# one compressed entry summarizes m source tokens (rather than a 1:1 KV slot like the
-# sliding section).
-SVG_CELL = 24
-SVG_GAP = 2
-SVG_PAD_LEFT = 120     # roomy enough for the longest row-label token ("morning") at 11pt
-SVG_PAD_TOP = 200      # title (20) + shape (40) + meta (60) + section header (~80) + col idx + rotated tokens
-SVG_PAD_RIGHT = 48
-SVG_PAD_BOTTOM = 56
-SVG_COLORS = {
-    # Dark-mode palette: black background, light text.
-    "background": "#0b1220",    # near-black with a hint of blue
-    "visible": "#22c55e",       # green-500, pops against black
-    "masked": "#1e293b",        # slate-800 — dim cells that are visible against bg but recede
-    "indexer_masked": "#ef4444",# red-500, also pops
-    "compressor": "#22c55e",    # same green as visible (single-color attended-to)
-    "separator": "#475569",     # slate-600
-    "text": "#f8fafc",          # slate-50 — main text on black
-    "muted": "#94a3b8",         # slate-400 — secondary text
-}
-
-# Static word list used as token labels on the SVG axes. Real token semantics don't
-# affect the mask (which depends only on positions), so these labels are decorative.
-SVG_TOKENS = [
-    "The", "quick", "brown", "fox", "jumps", "over", "the", "lazy",
-    "dog", "ate", "a", "small", "red", "fish", "this", "morning",
-]
-
-
-def _render_svg(mask_2d: torch.Tensor, title: str, sliding_kv: int, meta: dict | None = None) -> str:
-    """Render the mask as a standalone SVG document.
-
-    Rows = queries (top → bottom). The sliding K=V section is one cell per
-    source position (key index). The compressor section is `T_entries`
-    blocks each `m·cell` wide — the wide rectangle is the visual hint that
-    one compressed entry summarizes `m` source tokens (rather than 1:1).
-
-    Cells are coloured: green = visible (the query attends to this slot),
-    light gray = masked. Compressor entries are tinted amber when visible
-    to a given query and pale amber when masked, so the compressor section
-    reads as a distinct "compression band" even at a glance.
-    """
-    visible = (mask_2d > -1e30).bool()
-    n_q, n_kv = visible.shape
-    n_compr = n_kv - sliding_kv
-    m = (meta or {}).get("compress_rate") or 1
-    stride = SVG_CELL + SVG_GAP
-
-    # All cells (sliding + compressor) are the same `SVG_CELL` width — a single KV slot
-    # is a single KV slot regardless of which cache produced it. The compressor section
-    # is shifted right by `section_gap` so the `cat([sliding_mask, block_bias])` boundary
-    # reads clearly.
-    section_gap = stride * 2
-    col_x: list[float] = []
-    col_w: list[float] = []
-    cursor = float(SVG_PAD_LEFT)
-    for j in range(sliding_kv):
-        col_x.append(cursor)
-        col_w.append(SVG_CELL)
-        cursor += stride
-    if n_compr > 0:
-        cursor += section_gap
-    for _w in range(n_compr):
-        col_x.append(cursor)
-        col_w.append(SVG_CELL)
-        cursor += stride
-    grid_w = cursor - SVG_PAD_LEFT - stride
-    grid_h = n_q * stride - SVG_GAP
-
-    # Footer legend: one line per compressed entry mapping it to its source tokens.
-    legend_lines = []
-    for w_idx in range(n_compr):
-        a, b = w_idx * m, (w_idx + 1) * m - 1
-        toks = [SVG_TOKENS[p] if p < len(SVG_TOKENS) else f"t{p}" for p in range(a, b + 1)]
-        legend_lines.append(f"C{w_idx}  =  compress( {',  '.join(toks)} )")
-    footer_h = (len(legend_lines) * 18 + 32) if legend_lines else 0
-
-    w = SVG_PAD_LEFT + grid_w + SVG_PAD_RIGHT
-    h = SVG_PAD_TOP + grid_h + SVG_PAD_BOTTOM + footer_h
-
-    subtitle = _meta_subtitle(meta)
-    # Explicit `width` / `height` (matching viewBox) so renderers don't fall back to the
-    # 150×150 SVG default when the file is embedded without sizing CSS. `preserveAspectRatio`
-    # keeps it sharp when scaled.
-    elems: list[str] = [
-        f'<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 {w} {h}" '
-        f'width="{w}" height="{h}" preserveAspectRatio="xMinYMin meet" '
-        f'font-family="ui-monospace, SFMono-Regular, Menlo, monospace" font-size="11">',
-        f'  <rect x="0" y="0" width="{w}" height="{h}" fill="{SVG_COLORS["background"]}" />',
-        f'  <text x="{SVG_PAD_LEFT}" y="20" font-size="15" font-weight="600" fill="{SVG_COLORS["text"]}">{title}</text>',
-        f'  <text x="{SVG_PAD_LEFT}" y="40" fill="{SVG_COLORS["muted"]}">'
-        f'shape=[{n_q}, {n_kv}]   keys →   queries ↓</text>',
-    ]
-    if subtitle:
-        elems.append(
-            f'  <text x="{SVG_PAD_LEFT}" y="60" fill="{SVG_COLORS["compressor"]}">{subtitle}</text>'
-        )
-
-    # Column headers, top-down within the `SVG_PAD_TOP` gutter (above the grid line):
-    #   y =  78  : `C_w` (centered over the compressor block, bold green)
-    #   y =  92  : `pos a–b` source-position range for the compressor block
-    #   y = SVG_PAD_TOP - 70 = 270 : numeric column index (sliding) — just above the
-    #                                tallest rotated token so it reads as a tick label.
-    #   y = SVG_PAD_TOP - 60 .. SVG_PAD_TOP : rotated (-90°) per-position token labels
-    #                                          (sliding + per-source-position inside blocks)
-    #   y = SVG_PAD_TOP                       : grid begins.
-    idx_y = SVG_PAD_TOP - 70
-    token_baseline_y = SVG_PAD_TOP - 8
-    # Vertical extent of the rotated-token area we want the dashed separators to span —
-    # just the token region, not the full title/subtitle gutter.
-    token_top_y = SVG_PAD_TOP - 60
-    for j in range(sliding_kv):
-        cx = col_x[j] + col_w[j] / 2
-        elems.append(
-            f'  <text x="{cx:.1f}" y="{idx_y}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["muted"]}" font-size="10">{j}</text>'
-        )
-        tok = SVG_TOKENS[j] if j < len(SVG_TOKENS) else f"t{j}"
-        elems.append(
-            f'  <text x="{cx:.1f}" y="{token_baseline_y}" text-anchor="start" '
-            f'transform="rotate(-90 {cx:.1f} {token_baseline_y})" '
-            f'fill="{SVG_COLORS["text"]}" font-size="12" font-style="italic">{tok}</text>'
-        )
-    # `C_w` label sits on the same row as the sliding-section indices — the compressor
-    # cell looks like any other KV slot, with its `C_w` identifier centered above it
-    # in the column-index band. The actual source-tokens-that-got-compressed mapping
-    # lives in the footer legend so the body of the diagram stays clean.
-    for w_idx in range(n_compr):
-        j = sliding_kv + w_idx
-        cx = col_x[j] + col_w[j] / 2
-        elems.append(
-            f'  <text x="{cx:.1f}" y="{idx_y}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["visible"]}" font-size="11" font-weight="700">C{w_idx}</text>'
-        )
-
-    # Section headers + `cat` indicator above the column-index band. The dashed
-    # separator line marks the `cat([sliding_mask, block_bias], dim=-1)` join.
-    if sliding_kv > 0:
-        sliding_mid_x = (col_x[0] + col_x[sliding_kv - 1] + col_w[sliding_kv - 1]) / 2
-        elems.append(
-            f'  <text x="{sliding_mid_x:.1f}" y="{idx_y - 32}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["text"]}" font-size="12" font-weight="600">Sliding K=V cache</text>'
-        )
-    if n_compr > 0:
-        compr_mid_x = (col_x[sliding_kv] + col_x[-1] + col_w[-1]) / 2
-        elems.append(
-            f'  <text x="{compr_mid_x:.1f}" y="{idx_y - 32}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["text"]}" font-size="12" font-weight="600">Compressed cache</text>'
-        )
-        # `cat` operator centered in the section gap between the two sections.
-        cat_x = (col_x[sliding_kv - 1] + col_w[sliding_kv - 1] + col_x[sliding_kv]) / 2
-        elems.append(
-            f'  <text x="{cat_x:.1f}" y="{idx_y - 32}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["muted"]}" font-size="14" font-weight="700">⊕</text>'
-        )
-        elems.append(
-            f'  <text x="{cat_x:.1f}" y="{idx_y - 18}" text-anchor="middle" '
-            f'fill="{SVG_COLORS["muted"]}" font-size="9">cat dim=-1</text>'
-        )
-
-    # Row labels: query index (small, muted) + token (italic, dark) on the left.
-    # `SVG_PAD_LEFT` is sized to fit the longest token in the static word list.
-    for i in range(n_q):
-        cy = SVG_PAD_TOP + i * stride + SVG_CELL / 2 + 4
-        elems.append(
-            f'  <text x="6" y="{cy:.1f}" fill="{SVG_COLORS["muted"]}" font-size="10">q{i:>2}</text>'
-        )
-        tok = SVG_TOKENS[i] if i < len(SVG_TOKENS) else f"t{i}"
-        elems.append(
-            f'  <text x="{SVG_PAD_LEFT - 8}" y="{cy:.1f}" text-anchor="end" '
-            f'fill="{SVG_COLORS["text"]}" font-size="12" font-style="italic">{tok}</text>'
-        )
-
-    # Dashed vertical separator between sliding K=V and compressor sections.
-    if 0 < sliding_kv < n_kv:
-        sep_x = col_x[sliding_kv - 1] + col_w[sliding_kv - 1] + section_gap / 2
-        elems.append(
-            f'  <line x1="{sep_x:.1f}" y1="{SVG_PAD_TOP - 28}" x2="{sep_x:.1f}" '
-            f'y2="{SVG_PAD_TOP + grid_h:.1f}" stroke="{SVG_COLORS["separator"]}" '
-            f'stroke-width="1" stroke-dasharray="4 3" />'
-        )
-
-    # Indexer-rejected mask (CSA only): causally available compressor entry that the
-    # indexer's top-k chose not to pick. Rendered red to distinguish from the plain
-    # "not yet causally ready" masking (light gray).
-    rejected = (meta or {}).get("indexer_rejected")
-    if rejected is not None:
-        if rejected.ndim == 4:
-            rejected = rejected[0, 0]
-        elif rejected.ndim == 3:
-            rejected = rejected[0]
-
-    # Cells.
-    for i in range(n_q):
-        for j in range(n_kv):
-            x = col_x[j]
-            y = SVG_PAD_TOP + i * stride
-            in_compressor = j >= sliding_kv
-            is_rejected = rejected is not None and bool(rejected[i, j])
-            if visible[i, j]:
-                fill = SVG_COLORS["compressor"] if in_compressor else SVG_COLORS["visible"]
-            elif is_rejected:
-                fill = SVG_COLORS["indexer_masked"]
-            else:
-                fill = SVG_COLORS["masked"]
-            elems.append(
-                f'  <rect x="{x:.1f}" y="{y}" width="{col_w[j]:.1f}" height="{SVG_CELL}" '
-                f'rx="3" ry="3" fill="{fill}" />'
-            )
-
-    # Legend at the bottom. The red legend item is only meaningful for CSA (the only
-    # layer type that has an indexer + top-k pick step), so we include it only when
-    # the captured mask actually has rejected cells.
-    legend_y = SVG_PAD_TOP + grid_h + 30
-    legend_items = [
-        ("attended-to", SVG_COLORS["visible"]),
-        ("masked (not causally ready)", SVG_COLORS["masked"]),
-    ]
-    if rejected is not None and bool(rejected.any()):
-        legend_items.append(("indexer-masked (top-k did not pick)", SVG_COLORS["indexer_masked"]))
-    x_cursor = SVG_PAD_LEFT
-    for label, color in legend_items:
-        elems.append(
-            f'  <rect x="{x_cursor}" y="{legend_y - 12}" width="14" height="14" rx="3" ry="3" fill="{color}" />'
-        )
-        elems.append(
-            f'  <text x="{x_cursor + 20}" y="{legend_y}" fill="{SVG_COLORS["text"]}">{label}</text>'
-        )
-        x_cursor += 20 + len(label) * 6.5 + 24
-
-    # Footer: `C_w = compress(token, token, …)` lines, one per compressed entry. Says
-    # explicitly which source tokens each compressed-cache slot summarises — replaces
-    # the per-cell rotated-token annotations we used to render above each C_w block
-    # when the compressor section had wide cells.
-    if legend_lines:
-        footer_y = legend_y + 24
-        elems.append(
-            f'  <text x="{SVG_PAD_LEFT}" y="{footer_y}" '
-            f'fill="{SVG_COLORS["muted"]}" font-size="11" font-weight="600">Compressed cache contents</text>'
-        )
-        for line_idx, line in enumerate(legend_lines):
-            elems.append(
-                f'  <text x="{SVG_PAD_LEFT}" y="{footer_y + 18 + line_idx * 18}" '
-                f'fill="{SVG_COLORS["text"]}" font-size="11">{line}</text>'
-            )
-
-    elems.append("</svg>")
-    return "\n".join(elems)
-
-
-def _sliding_causal_mask(seq_len: int, sliding_window: int) -> torch.Tensor:
-    """Standard `[1, 1, S, S]` sliding-window-causal additive mask (0 visible, -inf masked).
-    Identical to what `create_sliding_window_causal_mask` builds for the sliding section
-    of every V4 attention layer — we synthesise it here so the visualiser stays decoupled
-    from the model's internal mask-building."""
-    q = torch.arange(seq_len)
-    k = torch.arange(seq_len)
-    diff = q.view(-1, 1) - k.view(1, -1)
-    visible = (diff >= 0) & (diff < sliding_window)
-    return torch.where(visible, torch.zeros((), dtype=torch.float32), torch.full((), float("-inf"))).view(1, 1, seq_len, seq_len)
-
-
-def main() -> None:
-    torch.manual_seed(0)
-
-    # ────────────────────────────────────────────────────────────────────────────────
-    # Extend `DeepseekV4PreTrainedModel._can_record_outputs` with the compressor /
-    # indexer outputs we need to reconstruct the visualised mask. The base class
-    # already registers `router_logits` / `hidden_states` / `attentions`; we add three
-    # more keys, each routed by `OutputRecorder(target_class=…, index=…)`:
-    #
-    #   * `csa_block_bias`  ← `DeepseekV4CSACompressor.forward()` returns `(gathered, block_bias)`,
-    #                          we grab index 1 (the per-query bias `[B, 1, S, S*k]`).
-    #   * `hca_block_bias`  ← `DeepseekV4HCACompressor.forward()` likewise (already entry-resolved).
-    #   * `indexer_topk`    ← `DeepseekV4Indexer.forward()` returns a single tensor `[B, S, k]`.
-    #
-    # Setting this *before* instantiating the model is what `PreTrainedModel.__init__`
-    # picks up to populate `_CAN_RECORD_REGISTRY`. The `@capture_outputs` decorator on
-    # `DeepseekV4Model.forward` then installs the corresponding `register_forward_hook`
-    # calls lazily on first request and stashes the captures on the returned
-    # `ModelOutput`. We just flip `config.output_<key>=True` to switch them on.
-    # ────────────────────────────────────────────────────────────────────────────────
-    DeepseekV4PreTrainedModel._can_record_outputs = {
-        **(DeepseekV4PreTrainedModel._can_record_outputs or {}),
-        "csa_block_bias": OutputRecorder(DeepseekV4CSACompressor, index=1),
-        "hca_block_bias": OutputRecorder(DeepseekV4HCACompressor, index=1),
-        "indexer_topk": OutputRecorder(DeepseekV4Indexer, index=0),
-    }
-
-    cfg = CFG
-    for key in ("csa_block_bias", "hca_block_bias", "indexer_topk"):
-        setattr(cfg, f"output_{key}", True)
-    full_model = DeepseekV4ForCausalLM(cfg).eval()
-    # `@capture_outputs` decorates `DeepseekV4Model.forward` (the inner model). The outer
-    # `DeepseekV4ForCausalLM.forward` builds a `CausalLMOutput` that only forwards logits
-    # and last_hidden_state, so our extra capture keys disappear if we go via the outer.
-    # Call the inner directly — we don't need logits to visualise masks.
-    inner_model = full_model.model
-
-    seq_len = 16
-    input_ids = torch.arange(seq_len).unsqueeze(0) % cfg.vocab_size  # [1, S]
-    with torch.no_grad():
-        out = inner_model(input_ids=input_ids)
-
-    # Tuples (one entry per layer of the matching module class). With our 3-layer
-    # config: 1 CSA layer + 1 HCA layer + 1 sliding-only layer.
-    csa_block_biases = getattr(out, "csa_block_bias", ()) or ()
-    hca_block_biases = getattr(out, "hca_block_bias", ()) or ()
-    indexer_topks = getattr(out, "indexer_topk", ()) or ()
-
-    # ────────────────────────────────────────────────────────────────────────────────
-    # Build the display mask + metadata per layer from the captured outputs.
-    # ────────────────────────────────────────────────────────────────────────────────
-    sliding_mask = _sliding_causal_mask(seq_len, cfg.sliding_window)  # [1, 1, S, S]
-    captured: dict[int, tuple[str, torch.Tensor, dict]] = {}
-    csa_iter = iter(csa_block_biases)
-    hca_iter = iter(hca_block_biases)
-    indexer_iter = iter(indexer_topks)
-    for layer_idx, layer in enumerate(inner_model.layers):
-        attn = layer.self_attn
-        layer_type = attn.layer_type
-        meta = {
-            "compress_rate": (attn.compressor.compress_rate if attn.compressor is not None else None),
-            "index_topk": (
-                attn.compressor.indexer.index_topk
-                if attn.compressor is not None and getattr(attn.compressor, "indexer", None) is not None
-                else None
-            ),
-            "T_entries": seq_len // attn.compressor.compress_rate if attn.compressor is not None else 0,
-            "topk_picks": None,
-            "indexer_rejected": None,
-        }
-        if attn.compressor is None:
-            captured[layer_idx] = (layer_type, sliding_mask, meta)
-            continue
-
-        if layer_type == "heavily_compressed_attention":
-            block_bias = next(hca_iter).detach().cpu()
-            display_mask = torch.cat([sliding_mask, block_bias.to(sliding_mask.dtype)], dim=-1)
-        elif layer_type == "compressed_sparse_attention":
-            _ = next(csa_iter)  # consume the (literal) `[B, 1, S, S*k]` flat-slot bias
-            topk = next(indexer_iter).detach().cpu()  # [B, S, k]
-            meta["topk_picks"] = topk.tolist()
-            # Remap the flat-slot view to the more readable entry-visibility view via
-            # the indexer's per-query top-k picks (one-hot + OR-reduce sidesteps the
-            # duplicate-index clobber that `scatter_` would hit on warm-up sentinels).
-            T_entries = meta["T_entries"]
-            valid = topk >= 0
-            safe = topk.clamp(min=0)
-            oh = F.one_hot(safe, num_classes=T_entries).bool() & valid.unsqueeze(-1)
-            em = oh.any(dim=-2)  # [B, S, T_entries]
-            entry_bias = torch.where(em, torch.zeros((), dtype=torch.float32), torch.full((), float("-inf")))
-            display_mask = torch.cat([sliding_mask, entry_bias.unsqueeze(1)], dim=-1)
-            # Red-highlight cells: causally available entry that the indexer rejected.
-            causal_threshold = torch.arange(seq_len).add(1).floor_divide(attn.compressor.compress_rate)
-            entry_idx = torch.arange(T_entries)
-            causally_available = entry_idx.view(1, -1) < causal_threshold.view(-1, 1)
-            rejected = causally_available & ~em[0]
-            meta["indexer_rejected"] = torch.cat(
-                [torch.zeros((seq_len, seq_len), dtype=torch.bool), rejected], dim=-1
-            )
-        else:
-            display_mask = sliding_mask
-
-        captured[layer_idx] = (layer_type, display_mask, meta)
-
-    color = os.environ.get("NO_COLOR") is None and os.isatty(1)
-
-    svg_dir = main.svg_dir if hasattr(main, "svg_dir") else None
-    if svg_dir is not None:
-        svg_dir.mkdir(parents=True, exist_ok=True)
-
-    print()
-    for layer_idx in sorted(captured):
-        layer_type, mask, meta = captured[layer_idx]
-        if mask is None:
-            continue
-        if mask.ndim == 4:
-            mask_2d = mask[0, 0]
-        elif mask.ndim == 3:
-            mask_2d = mask[0]
-        else:
-            mask_2d = mask
-
-        q_labels = [f"q{i}" for i in range(mask_2d.shape[0])]
-        kv_labels_sliding = [f"k{i}" for i in range(seq_len)]
-        n_compressor = mask_2d.shape[1] - seq_len
-        kv_labels_compressor = [f"c{i}" for i in range(n_compressor)]
-        kv_labels = kv_labels_sliding + kv_labels_compressor
-
-        title = f"Layer {layer_idx}: {layer_type}"
-        print(_render(mask_2d, q_labels, kv_labels, title, color=color, meta=meta))
-        print()
-        if svg_dir is not None:
-            svg_path = svg_dir / f"deepseek_v4_mask_layer{layer_idx}_{layer_type}.svg"
-            svg_path.write_text(_render_svg(mask_2d, title, sliding_kv=seq_len, meta=meta))
-            print(f"  wrote {svg_path}")
-            print()
-
-
-if __name__ == "__main__":
-    parser = argparse.ArgumentParser(description=__doc__)
-    parser.add_argument(
-        "--svg",
-        type=Path,
-        default=None,
-        help="Directory to write one SVG per layer (in addition to the ANSI / plain-text terminal output).",
-    )
-    args = parser.parse_args()
-    main.svg_dir = args.svg  # type: ignore[attr-defined]
-    main()
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