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experiment_setup.py
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setups = {
"coveo": {
"params_bprmax": {
"loss": "bpr-max",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "elu-1",
"hidden_act": "tanh",
"layers": 512,
"batch_size": 144,
"dropout_p_embed": 0.35,
"dropout_p_hidden": 0.0,
"learning_rate": 0.05,
"momentum": 0.4,
"n_sample": 2048,
"sample_alpha": 0.2,
"bpreg": 1.85,
"logq": 0.0,
"n_sample" : 2048,
},
"params_xe": {
"loss": "cross-entropy",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "softmax",
"hidden_act": "tanh",
"layers": 512,
"batch_size": 32,
"dropout_p_embed": 0.4,
"dropout_p_hidden": 0.15,
"learning_rate": 0.03,
"momentum": 0.0,
"n_sample": 2048,
"sample_alpha": 0.0,
"bpreg": 0.0,
"logq": 1.0,
"n_sample" : 2048,
},
},
"diginetica": {
"params_bprmax": {
"loss": "bpr-max",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "elu-1",
"hidden_act": "tanh",
"layers": 512,
"batch_size": 128,
"dropout_p_embed": 0.5,
"dropout_p_hidden": 0.3,
"learning_rate": 0.05,
"momentum": 0.15,
"n_sample": 2048,
"sample_alpha": 0.3,
"bpreg": 0.9,
"logq": 0.0,
"n_sample" : 2048,
},
"params_xe": {
"loss": "cross-entropy",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "softmax",
"hidden_act": "tanh",
"layers": 192,
"batch_size": 128,
"dropout_p_embed": 0.45,
"dropout_p_hidden": 0.15,
"learning_rate": 0.1,
"momentum": 0.0,
"n_sample": 2048,
"sample_alpha": 0.0,
"bpreg": 0.0,
"logq": 1.0,
"n_sample" : 2048,
},
},
"retailrocket": {
"params_bprmax": {
"loss": "bpr-max",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "elu-0.5",
"hidden_act": "tanh",
"layers": 224,
"batch_size": 80,
"dropout_p_embed": 0.5,
"dropout_p_hidden": 0.05,
"learning_rate": 0.05,
"momentum": 0.4,
"n_sample": 2048,
"sample_alpha": 0.4,
"bpreg": 1.95,
"logq": 0.0,
"n_sample" : 2048,
},
"params_xe": {
"loss": "cross-entropy",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "softmax",
"hidden_act": "tanh",
"layers": 192,
"batch_size": 240,
"dropout_p_embed": 0.5,
"dropout_p_hidden": 0.05,
"learning_rate": 0.085,
"momentum": 0.3,
"n_sample": 2048,
"sample_alpha": 0.3,
"bpreg": 0.0,
"logq": 1.0,
"n_sample" : 2048,
},
},
"yoochoose": {
"params_bprmax": {
"loss": "bpr-max",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "linear",
"hidden_act": "tanh",
"layers": 448,
"batch_size": 48,
"dropout_p_embed": 0.25,
"dropout_p_hidden": 0.0,
"learning_rate": 0.075,
"momentum": 0.1,
"n_sample": 2048,
"sample_alpha": 0.2,
"bpreg": 0.5,
"logq": 0.0,
"n_sample" : 2048,
},
"params_xe": {
"loss": "cross-entropy",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "softmax",
"hidden_act": "tanh",
"layers": 480,
"batch_size": 48,
"dropout_p_embed": 0.0,
"dropout_p_hidden": 0.2,
"learning_rate": 0.07,
"momentum": 0.0,
"n_sample": 2048,
"sample_alpha": 0.2,
"bpreg": 0.0,
"logq": 1.0,
"n_sample" : 2048,
},
},
"rees46": {
"params_bprmax": {
"loss": "bpr-max",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "elu-0.5",
"hidden_act": "tanh",
"layers": 512,
"batch_size": 32,
"dropout_p_embed": 0.1,
"dropout_p_hidden": 0.0,
"learning_rate": 0.03,
"momentum": 0.55,
"n_sample": 2048,
"sample_alpha": 0.2,
"bpreg": 0.75,
"logq": 0.0,
"n_sample" : 2048,
},
"params_xe": {
"loss": "cross-entropy",
"optim": "adagrad",
"constrained_embedding": "True",
"embedding": 0,
"final_act": "softmax",
"hidden_act": "tanh",
"layers": 512,
"batch_size": 240,
"dropout_p_embed": 0.45,
"dropout_p_hidden": 0.0,
"learning_rate": 0.065,
"momentum": 0.0,
"n_sample": 2048,
"sample_alpha": 0.5,
"bpreg": 0.0,
"logq": 1.0,
"n_sample" : 2048,
},
},
}