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5 changes: 1 addition & 4 deletions tools/mtmd/clip.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -628,9 +628,6 @@ ggml_tensor * clip_graph::build_attn(
ggml_tensor * v = ggml_permute(ctx0, v_cur, 1, 2, 0, 3);
v = ggml_cont(ctx0, v);

const auto n_tokens = q->ne[1];
const auto n_head = q->ne[2];

ggml_tensor * kq = ggml_mul_mat(ctx0, k, q);
// F32 may not needed for vision encoders?
// ggml_mul_mat_set_prec(kq, GGML_PREC_F32);
Expand All @@ -639,7 +636,7 @@ ggml_tensor * clip_graph::build_attn(

ggml_tensor * kqv = ggml_mul_mat(ctx0, v, kq);
cur = ggml_permute(ctx0, kqv, 0, 2, 1, 3);
cur = ggml_cont_2d(ctx0, cur, cur->ne[0]*n_head, n_tokens);
cur = ggml_cont_2d(ctx0, cur, cur->ne[0] * cur->ne[1], cur->ne[2] * cur->ne[3]);
}

cb(cur, "kqv_out", il);
Expand Down
2 changes: 1 addition & 1 deletion tools/mtmd/mtmd.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -175,7 +175,7 @@ struct mtmd_context {

clip_context_params ctx_clip_params {
/* use_gpu */ ctx_params.use_gpu,
/* flash_attn_type */ CLIP_FLASH_ATTN_TYPE_AUTO,
/* flash_attn_type */ mtmd_get_clip_flash_attn_type(ctx_params.flash_attn_type),
/* image_min_tokens */ ctx_params.image_min_tokens,
/* image_max_tokens */ ctx_params.image_max_tokens,
/* warmup */ ctx_params.warmup,
Expand Down
9 changes: 9 additions & 0 deletions tools/mtmd/tests.sh
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,14 @@ if [ "${1:-}" = "huge" ]; then
echo "Include BIG and HUGE models..."
fi

# Check if the second argument is "flash", then enable flash attention
# This is useful to test if flash attention off works correctly
FLASH_ATTN="on"
if [ "${2:-}" = "flash_off" ] || [ "${1:-}" = "flash_off" ]; then
FLASH_ATTN="off"
echo "Flash attention disabled..."
fi

###############

arr_prefix=()
Expand Down Expand Up @@ -143,6 +151,7 @@ for i in "${!arr_hf[@]}"; do
-hf $(printf %q "$hf") \
--image $(printf %q "$SCRIPT_DIR/$inp_file") \
--temp 0 -n 128 \
--flash-attn $(printf %q "$FLASH_ATTN") \
${extra_args}"

# if extra_args does not contain -p, we add a default prompt
Expand Down
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