benchdnn: graph: enhance input displace and shape rewrite for linked attribute and shapes

[wzt1997]

Description

The PR enhances input displacement and rewrite functionality in benchdnn graph for the following aspects:

1. Support mb rewrite on SRC1 of MatMul and scale and zp of DynamicDequantize to support SDPA patterns rewriting.
2. Support shape rewrite for linked attributes and shapes, such as group_shape and scale/zp input of DynamicDequantize. If user provides shapes for one of the attributes or input shapes, benchdnn graph will update the other accordingly after performing some checks.
3. Fix the data type setting for input displacement in case the primitive cannot be created, which solved two specific cases: f8_e4m3 cases as primitive creating might fail as f8_e4m3:f8_e4m3:f8_e5m2 is not supported, and bf16:int4:bf16 matmul cases where f32:int4:bf16 matmul is not supported.

For example:

# Rewrite input shape only
0:PASSED __REPRO: --graph --in-shapes=7:1x16x128x1+8:1x16x128x1 --case=/home/wangzhitao/oneDNN-src/tests/benchdnn/inputs/graph/complex_fusion/mha/sdpa-compressed-v-int8-gs32.json
# Rewrite group-shape only
1:PASSED __REPRO: --graph --op-attrs=34107656704:group_shape:1x1x128x1 --case=/home/wangzhitao/oneDNN-src/tests/benchdnn/inputs/graph/complex_fusion/mha/sdpa-compressed-k-int8-gs32.json
# Rewrite mb size
2:PASSED __REPRO: --graph --mb=10 --case=/home/wangzhitao/oneDNN-src/tests/benchdnn/inputs/graph/complex_fusion/mha/sdpa-compressed-v-int8-gs32.json

[wzt1997]

make test
enable benchdnn_nightly
disable benchdnn_all
enable benchdnn_graph

[wzt1997]

make test
set test_scope=NIGHTLY
disable benchdnn_all
enable benchdnn_graph

[wzt1997]

make test
set test_scope=NIGHTLY
disable benchdnn_all
enable benchdnn_graph

[dzarukin]

I think the logic should be a little bit different:

else if (is_integral(dt)) {
    // Or maybe just f32 instead?
    bia_dt = convert_dt(base_op_ref.in_lts_[2].get_data_type());
} else {
    bia_dt = dt;
}

The limitation to not support s8/u8/s32 bias is uniform across the library and not limited to a specific op.

[wzt1997]

make test
set test_scope=NIGHTLY
disable benchdnn_all
enable benchdnn_graph