jdata_sys = { "debug": False } jdata_config = { "dscp": { "sel": [60, 60], "rcut": 6.0, "rcut_smth": 0.5, "neuron": [8, 16, 32], "resnet_dt": False, "axis_neuron": 4, "type_one_side": True, "NI": 128, "rc_lim": 0.5, "M1": "neuron[-1]", "M2": "axis_neuron", "SEL": [60, 60, 0, 0], "NNODE_FEAS": "(1, neuron)", "nlayer_fea": "len(neuron)", "same_net": "type_one_side", "NIDP": "sum(sel)", "NIX": "2^ceil(ln2(NIDP/1.5))", "ntype": "len(sel)", "ntypex": "same_net ? 1: ntype", "ntypex_max": 1, "ntype_max": 4 }, "fitn": { "neuron": [32, 32, 32], "resnet_dt": False, "NNODE_FITS": "(M1*M2, neuron, 1)", "nlayer_fit": "len(neuron)+1", "NLAYER": "nlayer_fit" }, "size": { "NTYPE_MAX": 4, "NSPU": 4096, "MSPU": 32768, "Na": "NSPU", "NaX": "MSPU" }, "ctrl": { "NSTDM": 16, "NSTDM_M1": 16, "NSTDM_M2": 1, "NSADV": "NSTDM+1", "NSEL": "NSTDM*ntype_max", "NSTDM_M1X": 4, "NSTEP_DELAY": 20, "MAX_FANOUT": 30 }, "nbit": { "NBIT_DATA": 21, "NBIT_DATA_FL": 13, "NBIT_LONG_DATA": 32, "NBIT_LONG_DATA_FL": 24, "NBIT_DIFF_DATA": 24, "NBIT_SPE": 2, "NBIT_CRD": "NBIT_DATA*3", "NBIT_LST": "ln2(NaX)", "NBIT_SPE_MAX": 8, "NBIT_LST_MAX": 16, "NBIT_ATOM": "NBIT_SPE+NBIT_CRD", "NBIT_LONG_ATOM": "NBIT_SPE+NBIT_LONG_DATA*3", "NBIT_RIJ": "NBIT_DATA_FL+5", "NBIT_FEA_X": 10, "NBIT_FEA_X_FL": 4, "NBIT_FEA_X2_FL": 6, "NBIT_FEA": 18, "NBIT_FEA_FL": 10, "NBIT_SHIFT": 4, "NBIT_DATA2": "NBIT_DATA+NBIT_DATA_FL", "NBIT_DATA2_FL": "2*NBIT_DATA_FL", "NBIT_DATA_FEA": "NBIT_DATA+NBIT_FEA_FL", "NBIT_DATA_FEA_FL": "NBIT_DATA_FL+NBIT_FEA_FL", "NBIT_FORCE": 32, "NBIT_FORCE_FL": "2*NBIT_DATA_FL-1", "NBIT_SUM": "NBIT_DATA_FL+8", "NBIT_WEIGHT": 18, "NBIT_WEIGHT_FL": 13, "NBIT_RAM": 72, "NBIT_ADDR": 32, "NBTI_MODEL_HEAD": 32, "NBIT_TH_LONG_ADD": 30, "NBIT_ADD": 15, "RANGE_B": [-100, 100], "RANGE_W": [-20, 20], "NCFG": 35, "NNET": 4920, "NFEA": 8192 }, "end": "" } jdata_config_16 = { "dscp": { "neuron": [8, 16, 32], "axis_neuron": 4, "NI": 128 }, "fitn": { "neuron": [16, 16, 16] }, "ctrl": { "NSTDM": 16, "NSTDM_M1": 16, "NSTDM_M2": 1, "NSTDM_M1X": 4 } } jdata_config_32 = { "dscp": { "neuron": [8, 16, 32], "axis_neuron": 4, "NI": 128 }, "fitn": { "neuron": [32, 32, 32] }, "ctrl": { "NSTDM": 16, "NSTDM_M1": 16, "NSTDM_M2": 1, "NSTDM_M1X": 4 } } jdata_config_64 = { "dscp": { "neuron": [8, 16, 32], "axis_neuron": 4, "NI": 128 }, "fitn": { "neuron": [64, 64, 64] }, "ctrl": { "NSTDM": 32, "NSTDM_M1": 32, "NSTDM_M2": 1, "NSTDM_M1X": 4 } } jdata_config_128 = { "dscp": { "neuron": [8, 16, 32], "axis_neuron": 4, "NI": 128 }, "fitn": { "neuron": [128, 128, 128] }, "ctrl": { "NSTDM": 32, "NSTDM_M1": 32, "NSTDM_M2": 1, "NSTDM_M1X": 4 } } jdata_configs = { "_16": jdata_config_16, "_32": jdata_config_32, "_64": jdata_config_64, "128": jdata_config_128 } jdata_deepmd_input = { "model": { "descriptor": { "seed": 1, "type": "se_a", "sel": [ 60, 60 ], "rcut": 7.0, "rcut_smth": 0.5, "neuron": [ 8, 16, 32 ], "type_one_side": False, "axis_neuron": 4, "resnet_dt": False }, "fitting_net": { "seed": 1, "neuron": [ 128, 128, 128 ], "resnet_dt": False } }, "nvnmd": { "net_size": 128, "config_file": "none", "weight_file": "none", "map_file": "none", "enable": False, "restore_descriptor": False, "restore_fitting_net": False, "quantize_descriptor": False, "quantize_fitting_net": False }, "learning_rate": { "type": "exp", "decay_steps": 5000, "start_lr": 0.005, "stop_lr": 8.257687192506788e-05 }, "loss": { "start_pref_e": 0.02, "limit_pref_e": 1, "start_pref_f": 1000, "limit_pref_f": 1, "start_pref_v": 0, "limit_pref_v": 0 }, "training": { "seed": 1, "stop_batch": 10000, "disp_file": "lcurve.out", "disp_freq": 100, "numb_test": 10, "save_freq": 1000, "save_ckpt": "model.ckpt", "disp_training": True, "time_training": True, "profiling": False, "training_data": { "systems": "dataset", "set_prefix": "set", "batch_size": 1 } } } NVNMD_WELCOME = ( " _ _ __ __ _ _ __ __ ____ ", "| \ | | \ \ / / | \ | | | \/ | | _ \ ", "| \| | \ \ / / | \| | | |\/| | | | | |", "| |\ | \ V / | |\ | | | | | | |_| |", "|_| \_| \_/ |_| \_| |_| |_| |____/ ", ) NVNMD_CITATION = ( "Please read and cite:", "Mo et al., npj Comput Mater 8, 107 (2022)", )