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model-L.yaml
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model_type: pdeformer
model:
graphormer:
num_node_type: 128
num_in_degree: 32
num_out_degree: 32
num_spatial: 16
num_encoder_layers: 12
embed_dim: 768
ffn_embed_dim: 1536
num_heads: 32
pre_layernorm: True
scalar_encoder:
dim_hidden: 256
num_layers: 3
function_encoder:
type: cnn2dv3
num_branches: 4
resolution: 128
conv2d_input_txyz: False
cnn_keep_nchw: True
multi_inr:
enable: False
inr:
type: poly_inr
num_layers: 12
dim_hidden: 768
poly_inr:
enable_affine: False
enable_shift: True
enable_scale: True
modify_he_init: False
affine_act_fn: identity
activation_fn: sin
hypernet:
dim_hidden: 512
num_layers: 2
shared: False
load_ckpt: path/to/your/downloaded/model-L.ckpt
# You can download from https://ai.gitee.com/functoreality/PDEformer2-L/blob/master/model-L.ckpt
data:
pde_dag:
max_n_scalar_nodes: 80
max_n_function_nodes: 6
disconn_attn_bias: -inf