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params_helper.py
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params_helper.py
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def wn(args, params):
if 'WN18RR_v1' in args.dataset:
params['lr'] = 0.001
params['decay_rate'] = 0.9980
params['lamb'] = 0.0001
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 32
params['type_num'] = 3
params['n_layer'] = 5
params['n_batch'] = 10
if 'WN18RR_v2' in args.dataset:
params['lr'] = 0.0021
params['decay_rate'] = 0.99
params['lamb'] = 0.002
params["dropout"] = 0.05
params['early'] = 5
params['hidden_dim'] = 64
params['attn_dim'] = 3
params['type_topk'] = 16
params['type_num'] = 2
params['n_layer'] = 6
params['n_batch'] = 20
if 'WN18RR_v3' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9
params['lamb'] = 0.01
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 32
params['type_num'] = 5
params['n_layer'] = 5
params['n_batch'] = 20
if 'WN18RR_v4' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.99
params['lamb'] = 0.1
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 64
params['attn_dim'] = 3
params['type_topk'] = 32
params['type_num'] = 9
params['n_layer'] = 5
params['n_batch'] = 64
return params
def fb(args, params):
if 'fb237_v1' in args.dataset:
params['lr'] = 0.001
params['decay_rate'] = 0.9980
params['lamb'] = 0.0001
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 64
params['attn_dim'] = 5
params['type_topk'] = 64
params['type_num'] = 3
params['n_layer'] = 3
params['n_batch'] = 20
if 'fb237_v2' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9980
params['lamb'] = 0.000025
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 64
params['type_num'] = 5
params['n_layer'] = 3
params['n_batch'] = 64
if 'fb237_v3' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9980
params['lamb'] = 0.0005
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 64
params['type_num'] = 5
params['n_layer'] = 3
params['n_batch'] = 64
if 'fb237_v4' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9980
params['lamb'] = 0.000186
params["dropout"] = 0.07
params['early'] = 5
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 64
params['type_num'] = 5
params['n_layer'] = 3
params['n_batch'] = 64
return params
def nl(args, params):
if 'nell_v1' in args.dataset:
params['lr'] = 0.0001
params['decay_rate'] = 0.9980
params['lamb'] = 0.01
params["dropout"] = None
params['early'] = 2
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 1
params['type_num'] = 2
params['n_layer'] = 3
params['n_batch'] = 20
if 'nell_v2' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9980
params['lamb'] = 0.0001
params["dropout"] = 0.05
params['early'] = 2
params['hidden_dim'] = 32
params['attn_dim'] = 5
params['type_topk'] = 4
params['type_num'] = 9
params['n_layer'] = 3
params['n_batch'] = 20
if 'nell_v3' in args.dataset:
params['lr'] = 0.002
params['decay_rate'] = 0.99
params['lamb'] = 0.02
params["dropout"] = None
params['early'] = 5
params['hidden_dim'] = 48
params['attn_dim'] = 3
params['type_topk'] = 64
params['type_num'] = 5
params['n_layer'] = 3
params['n_batch'] = 20
if 'nell_v4' in args.dataset:
params['lr'] = 0.005
params['decay_rate'] = 0.9980
params['lamb'] = 0.1
params["dropout"] = 0.03
params['early'] = 5
params['hidden_dim'] = 48
params['attn_dim'] = 5
params['type_topk'] = 8
params['type_num'] = 2
params['n_layer'] = 3
params['n_batch'] = 20
return params
def set_params(args):
params = {}
if args.dataset.startswith("WN18RR"):
params = wn(args, params)
elif args.dataset.startswith("fb237"):
params = fb(args, params)
elif args.dataset.startswith("nell"):
params = nl(args, params)
else:
assert False
print(params)
return params