{ "model_parameters": { "vocab_size": 787, "N": 6, "d_model": 256, "d_ff": 2048, "H": 8, "dropout": 0.1 }, "control_ranges": { "Egc": [ -86, 86 ], "Egb": [ -87, 87 ], "Eea": [ -33, 33 ], "Eat": [ -15, 15 ], "Nc": [ -20, 20 ], "EPS": [ -51, 51 ], "Ei": [ -45, 45 ], "Xc": [ -41, 41 ] }, "initialization": { "source_model_parameters": { "vocab_size": 102, "N": 6, "d_model": 256, "d_ff": 2048, "H": 8, "dropout": 0.1 }, "loaded_tensors": 258, "randomly_initialized_tensors": [ "generator.proj.bias", "generator.proj.weight", "src_embed.0.lut.weight", "tgt_embed.0.lut.weight" ] }, "best_epoch": 7, "best_valid_nll": 1.0740462712092977, "history": [ { "epoch": 1, "train_nll": 0.4001046397001366, "valid_nll": 1.1691341886524127 }, { "epoch": 2, "train_nll": 0.20935184885564267, "valid_nll": 1.2250727920262847 }, { "epoch": 3, "train_nll": 0.1799837162392324, "valid_nll": 1.203550871665359 }, { "epoch": 4, "train_nll": 0.1625040992593177, "valid_nll": 1.1592993346042566 }, { "epoch": 5, "train_nll": 0.14981824498221571, "valid_nll": 1.1696538470969007 }, { "epoch": 6, "train_nll": 0.14050288035990963, "valid_nll": 1.1980752255786582 }, { "epoch": 7, "train_nll": 0.13263638268426964, "valid_nll": 1.0740462712092977 }, { "epoch": 8, "train_nll": 0.125997236210437, "valid_nll": 1.0892458209714595 }, { "epoch": 9, "train_nll": 0.12003581032395527, "valid_nll": 1.1086516005051001 }, { "epoch": 10, "train_nll": 0.11488247974711449, "valid_nll": 1.1837406366467242 } ], "sampling_alpha": 0.0, "train_examples": 152036, "validation_examples": 362, "model_label": "Molecular Optimization Transformer polymer-adapted" }