diff --git a/RGNN_RL/AMP_NMCF.py b/RGNN_RL/AMP_NMCF.py new file mode 100644 index 0000000..5f1878c --- /dev/null +++ b/RGNN_RL/AMP_NMCF.py @@ -0,0 +1,725 @@ +import torch +import numpy as np +import os +import math +import json +from tabulate import tabulate +import gymnasium as gym +from gymnasium import spaces + +from ckt_graphs import GraphAMPNMCF +from dev_params import DeviceParams +from utils import ActionNormalizer, OutputParser2 +from datetime import datetime + +date = datetime.today().strftime('%Y-%m-%d') +PWD = os.getcwd() +SPICE_NETLIST_DIR = f'{PWD}/simulations' +os.environ['CUDA_LAUNCH_BLOCKING'] = "1" + +CktGraph = GraphAMPNMCF + +class AMPNMCFEnv(gym.Env, CktGraph, DeviceParams): + + def __init__(self): + gym.Env.__init__(self) + CktGraph.__init__(self) + DeviceParams.__init__(self, self.ckt_hierarchy) + + self.CktGraph = CktGraph() + self.observation_space = spaces.Box(low=-np.inf, high=np.inf, shape=self.obs_shape, dtype=np.float64) + self.action_space = spaces.Box(low=-1, high=1, shape=self.action_shape, dtype=np.float64) + + def _initialize_simulation(self): + self.W_M0, self.L_M0, self.M_M0, \ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_M11, self.L_M11, self.M_M11, \ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.W_M23, self.L_M23, self.M_M23, \ + self.Ib, \ + self.M_C0, \ + self.M_C1 = \ + np.array([3.3362978670411754 ,4.742308604047522, 15, + 4.248077067647905, 0.502195331105472, 11, + 3.1794641651469213, 3.0358051647305397, 12, + 1.6729651500310327, 2.5908412055522803, 336, + 0.5878148470263471, 1.390856319070185, 14, + 6.092117946109758, 0.5002226836950241, 4, + 0.5019434139098478, 4.213849479423464, 44, + 4.660878181441053e-06, + 10, + 10]) + + """Run the initial simulations.""" + action = np.array([self.W_M0, self.L_M0, self.M_M0, \ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_M11, self.L_M11, self.M_M11,\ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.W_M23, self.L_M23, self.M_M23,\ + self.Ib, \ + self.M_C0, \ + self.M_C1]) + self.do_simulation(action) + + def _do_simulation(self, action: np.array): + W_M0, L_M0, M_M0,\ + W_M8, L_M8, M_M8,\ + W_M10, L_M10, M_M10,\ + W_M11, L_M11, M_M11,\ + W_M17, L_M17, M_M17,\ + W_M21, L_M21, M_M21,\ + W_M23, L_M23, M_M23, \ + Ib, \ + M_C0, \ + M_C1 = action + + M_M0 = int(M_M0) + M_M8 = int(M_M8) + M_M10 = int(M_M10) + M_M11 = int(M_M11) + M_M17 = int(M_M17) + M_M21 = int(M_M21) + M_M23 = int(M_M23) + M_C0 = int(M_C0) + M_C1 = int(M_C1) + + # update netlist + try: + # open the netlist of the testbench + AMP_NMCF_vars = open(f'{SPICE_NETLIST_DIR}/AMP_NMCF_vars.spice', 'r') + lines = AMP_NMCF_vars.readlines() + lines[0] = f'.param MOSFET_0_8_W_BIASCM_PMOS={W_M0} MOSFET_0_8_L_BIASCM_PMOS={L_M0} MOSFET_0_8_M_BIASCM_PMOS={M_M0}\n' + lines[1] = f'.param MOSFET_8_2_W_gm1_PMOS={W_M8} MOSFET_8_2_L_gm1_PMOS={L_M8} MOSFET_8_2_M_gm1_PMOS={M_M8}\n' + lines[2] = f'.param MOSFET_10_1_W_gm2_PMOS={W_M10} MOSFET_10_1_L_gm2_PMOS={L_M10} MOSFET_10_1_M_gm2_PMOS={M_M10}\n' + lines[3] = f'.param MOSFET_11_1_W_gmf2_PMOS={W_M11} MOSFET_11_1_L_gmf2_PMOS={L_M11} MOSFET_11_1_M_gmf2_PMOS={M_M11}\n' + lines[4] = f'.param MOSFET_17_7_W_BIASCM_NMOS={W_M17} MOSFET_17_7_L_BIASCM_NMOS={L_M17} MOSFET_17_7_M_BIASCM_NMOS={M_M17}\n' + lines[5] = f'.param MOSFET_21_2_W_LOAD2_NMOS={W_M21} MOSFET_21_2_L_LOAD2_NMOS={L_M21} MOSFET_21_2_M_LOAD2_NMOS={M_M21}\n' + lines[6] = f'.param MOSFET_23_1_W_gm3_NMOS={W_M23} MOSFET_23_1_L_gm3_NMOS={L_M23} MOSFET_23_1_M_gm3_NMOS={M_M23}\n' + lines[7] = f'.param CURRENT_0_BIAS={Ib}\n' + lines[8] = f'.param M_C0={M_C0}\n' + lines[9] = f'.param M_C1={M_C1}\n' + + AMP_NMCF_vars = open(f'{SPICE_NETLIST_DIR}/AMP_NMCF_vars.spice', 'w') + AMP_NMCF_vars.writelines(lines) + AMP_NMCF_vars.close() + os.system(f'cd {SPICE_NETLIST_DIR}&& ngspice -b -o AMP_NMCF_ACDC.log AMP_NMCF_ACDC.cir') + os.system(f'cd {SPICE_NETLIST_DIR}&& ngspice -b -o AMP_NMCF_Tran.log AMP_NMCF_Tran.cir') + print('*** Simulations Done! ***') + except: + print('ERROR') + + def do_simulation(self, action): + self._do_simulation(action) + self.sim_results = OutputParser2(self.CktGraph) + self.op_results = self.sim_results.dcop(file_name='AMP_NMCF_op') + + def reset(self, seed=None, options=None): + super().reset(seed=seed) + self._initialize_simulation() + observation = self._get_obs() + info = self._get_info() + return observation, info + + def close(self): + return None + + def step(self, action): + action = ActionNormalizer(action_space_low=self.action_space_low, action_space_high = \ + self.action_space_high).action(action) # convert [-1.1] range back to normal range + action = action.astype(object) + + print(f"action: {action}") + + self.W_M0, self.L_M0, self.M_M0,\ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_M11, self.L_M11, self.M_M11,\ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.W_M23, self.L_M23, self.M_M23, \ + self.Ib, \ + self.M_C0, \ + self.M_C1 = action + + ''' run simulations ''' + self.do_simulation(action) + + '''get observation''' + observation = self._get_obs() + info = self._get_info() + + reward = self.reward + + if reward >= 0: + terminated = True + else: + terminated = False + + print(tabulate( + [ + ['TC', self.TC, self.TC_target], + ['Power', self.Power, self.Power_target], + ['vos', self.vos, self.vos_target], + ['cmrrdc', self.cmrrdc, self.cmrrdc_target], + ['dcgain', self.dcgain, self.dcgain_target], + + ['GBW', self.GBW, self.GBW_target], + ['phase_margin (deg)', self.phase_margin, self.phase_margin_target], + ['PSRP', self.PSRP, self.PSRP_target], + ['PSRN', self.PSRN, self.PSRN_target], + + ['sr', self.sr, self.sr_target], + ['settlingTime', self.settlingTime, self.settlingTime_target], + + ['TC score', self.TC_score, ''], + ['Power score', self.Power_score, ''], + ['vos score', self.vos_score, ''], + ['cmrrdc score', self.cmrrdc_score, ''], + ['dcgain score', self.dcgain_score, ''], + + ['GBW score', self.GBW_score, ''], + ['phase_margin (deg) score', self.phase_margin_score, ''], + ['PSRP score', self.PSRP_score, ''], + ['PSRN score', self.PSRN_score, ''], + + ['sr score', self.sr_score, ''], + ['settlingTime score', self.settlingTime_score,''], + + ['Reward', reward, ''] + ], + headers=['param', 'num', 'target'], tablefmt='orgtbl', numalign='right', floatfmt=".8f" + )) + + return observation, reward, terminated, False, info + + def _get_obs(self): + # pick some .OP params from the dict: + try: + f = open(f'{SPICE_NETLIST_DIR}/AMP_NMCF_op_mean_std.json') + self.op_mean_std = json.load(f) + self.op_mean = self.op_mean_std['OP_M_mean'] + self.op_std = self.op_mean_std['OP_M_std'] + self.op_mean = np.array([self.op_mean['id'], self.op_mean['gm'], self.op_mean['gds'], self.op_mean['vth'], self.op_mean['vdsat'], self.op_mean['vds'], self.op_mean['vgs']]) + self.op_std = np.array([self.op_std['id'], self.op_std['gm'], self.op_std['gds'], self.op_std['vth'], self.op_std['vdsat'], self.op_std['vds'], self.op_std['vgs']]) + except: + print('You need to run <_random_op_sims> to generate mean and std for transistor .OP parameters') + + self.OP_M0 = self.op_results['M0'] + self.OP_M0_norm = (np.array([self.OP_M0['id'], + self.OP_M0['gm'], + self.OP_M0['gds'], + self.OP_M0['vth'], + self.OP_M0['vdsat'], + self.OP_M0['vds'], + self.OP_M0['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M1 = self.op_results['M1'] + self.OP_M1_norm = (np.array([self.OP_M1['id'], + self.OP_M1['gm'], + self.OP_M1['gds'], + self.OP_M1['vth'], + self.OP_M1['vdsat'], + self.OP_M1['vds'], + self.OP_M1['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M2 = self.op_results['M2'] + self.OP_M2_norm = (np.array([self.OP_M2['id'], + self.OP_M2['gm'], + self.OP_M2['gds'], + self.OP_M2['vth'], + self.OP_M2['vdsat'], + self.OP_M2['vds'], + self.OP_M2['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M3 = self.op_results['M3'] + self.OP_M3_norm = (np.abs([self.OP_M3['id'], + self.OP_M3['gm'], + self.OP_M3['gds'], + self.OP_M3['vth'], + self.OP_M3['vdsat'], + self.OP_M3['vds'], + self.OP_M3['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M4 = self.op_results['M4'] + self.OP_M4_norm = (np.abs([self.OP_M4['id'], + self.OP_M4['gm'], + self.OP_M4['gds'], + self.OP_M4['vth'], + self.OP_M4['vdsat'], + self.OP_M4['vds'], + self.OP_M4['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M5 = self.op_results['M5'] + self.OP_M5_norm = (np.abs([self.OP_M5['id'], + self.OP_M5['gm'], + self.OP_M5['gds'], + self.OP_M5['vth'], + self.OP_M5['vdsat'], + self.OP_M5['vds'], + self.OP_M5['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M6 = self.op_results['M6'] + self.OP_M6_norm = (np.array([self.OP_M6['id'], + self.OP_M6['gm'], + self.OP_M6['gds'], + self.OP_M6['vth'], + self.OP_M6['vdsat'], + self.OP_M6['vds'], + self.OP_M6['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M7 = self.op_results['M7'] + self.OP_M7_norm = (np.array([self.OP_M7['id'], + self.OP_M7['gm'], + self.OP_M7['gds'], + self.OP_M7['vth'], + self.OP_M7['vdsat'], + self.OP_M7['vds'], + self.OP_M7['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M8 = self.op_results['M8'] + self.OP_M8_norm = (np.array([self.OP_M8['id'], + self.OP_M8['gm'], + self.OP_M8['gds'], + self.OP_M8['vth'], + self.OP_M8['vdsat'], + self.OP_M8['vds'], + self.OP_M8['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M9 = self.op_results['M9'] + self.OP_M9_norm = (np.array([self.OP_M9['id'], + self.OP_M9['gm'], + self.OP_M9['gds'], + self.OP_M9['vth'], + self.OP_M9['vdsat'], + self.OP_M9['vds'], + self.OP_M9['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M10 = self.op_results['M10'] + self.OP_M10_norm = (np.array([self.OP_M10['id'], + self.OP_M10['gm'], + self.OP_M10['gds'], + self.OP_M10['vth'], + self.OP_M10['vdsat'], + self.OP_M10['vds'], + self.OP_M10['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M11 = self.op_results['M11'] + self.OP_M11_norm = (np.array([self.OP_M11['id'], + self.OP_M11['gm'], + self.OP_M11['gds'], + self.OP_M11['vth'], + self.OP_M11['vdsat'], + self.OP_M11['vds'], + self.OP_M11['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M12 = self.op_results['M12'] + self.OP_M12_norm = (np.array([self.OP_M12['id'], + self.OP_M12['gm'], + self.OP_M12['gds'], + self.OP_M12['vth'], + self.OP_M12['vdsat'], + self.OP_M12['vds'], + self.OP_M12['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M13 = self.op_results['M13'] + self.OP_M13_norm = (np.array([self.OP_M13['id'], + self.OP_M13['gm'], + self.OP_M13['gds'], + self.OP_M13['vth'], + self.OP_M13['vdsat'], + self.OP_M13['vds'], + self.OP_M13['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M14 = self.op_results['M14'] + self.OP_M14_norm = (np.array([self.OP_M14['id'], + self.OP_M14['gm'], + self.OP_M14['gds'], + self.OP_M14['vth'], + self.OP_M14['vdsat'], + self.OP_M14['vds'], + self.OP_M14['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M15 = self.op_results['M15'] + self.OP_M15_norm = (np.array([self.OP_M15['id'], + self.OP_M15['gm'], + self.OP_M15['gds'], + self.OP_M15['vth'], + self.OP_M15['vdsat'], + self.OP_M15['vds'], + self.OP_M15['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M16 = self.op_results['M16'] + self.OP_M16_norm = (np.array([self.OP_M16['id'], + self.OP_M16['gm'], + self.OP_M16['gds'], + self.OP_M16['vth'], + self.OP_M16['vdsat'], + self.OP_M16['vds'], + self.OP_M16['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M17 = self.op_results['M17'] + self.OP_M17_norm = (np.array([self.OP_M17['id'], + self.OP_M17['gm'], + self.OP_M17['gds'], + self.OP_M17['vth'], + self.OP_M17['vdsat'], + self.OP_M17['vds'], + self.OP_M17['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M18 = self.op_results['M18'] + self.OP_M18_norm = (np.array([self.OP_M18['id'], + self.OP_M18['gm'], + self.OP_M18['gds'], + self.OP_M18['vth'], + self.OP_M18['vdsat'], + self.OP_M18['vds'], + self.OP_M18['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M19 = self.op_results['M19'] + self.OP_M19_norm = (np.array([self.OP_M19['id'], + self.OP_M19['gm'], + self.OP_M19['gds'], + self.OP_M19['vth'], + self.OP_M19['vdsat'], + self.OP_M19['vds'], + self.OP_M19['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M20 = self.op_results['M20'] + self.OP_M20_norm = (np.array([self.OP_M20['id'], + self.OP_M20['gm'], + self.OP_M20['gds'], + self.OP_M20['vth'], + self.OP_M20['vdsat'], + self.OP_M20['vds'], + self.OP_M20['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M21 = self.op_results['M21'] + self.OP_M21_norm = (np.array([self.OP_M21['id'], + self.OP_M21['gm'], + self.OP_M21['gds'], + self.OP_M21['vth'], + self.OP_M21['vdsat'], + self.OP_M21['vds'], + self.OP_M21['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M22 = self.op_results['M22'] + self.OP_M22_norm = (np.array([self.OP_M22['id'], + self.OP_M22['gm'], + self.OP_M22['gds'], + self.OP_M22['vth'], + self.OP_M22['vdsat'], + self.OP_M22['vds'], + self.OP_M22['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M23 = self.op_results['M23'] + self.OP_M23_norm = (np.array([self.OP_M23['id'], + self.OP_M23['gm'], + self.OP_M23['gds'], + self.OP_M23['vth'], + self.OP_M23['vdsat'], + self.OP_M23['vds'], + self.OP_M23['vgs'] + ]) - self.op_mean)/self.op_std + # it is not straightforward to extract resistance info from sky130 resistor, using the following approximation instead + # normalize all passive components + self.OP_C0_norm = ActionNormalizer(action_space_low=self.C0_low, action_space_high=self.C0_high).reverse_action(self.op_results['C0']['c']) # convert to (-1, 1) + self.OP_C1_norm = ActionNormalizer(action_space_low=self.C1_low, action_space_high=self.C1_high).reverse_action(self.op_results['C1']['c']) # convert to (-1, 1) + + # state shall be in the order of node (node0, node1, ...) + observation = np.array([ + [0,0,0,0, 0, self.OP_M0_norm[0],self.OP_M0_norm[1],self.OP_M0_norm[2],self.OP_M0_norm[3],self.OP_M0_norm[4],self.OP_M0_norm[5],self.OP_M0_norm[6]], + [0,0,0,0, 0, self.OP_M1_norm[0],self.OP_M1_norm[1],self.OP_M1_norm[2],self.OP_M1_norm[3],self.OP_M1_norm[4],self.OP_M1_norm[5],self.OP_M1_norm[6]], + [0,0,0,0, 0, self.OP_M2_norm[0],self.OP_M2_norm[1],self.OP_M2_norm[2],self.OP_M2_norm[3],self.OP_M2_norm[4],self.OP_M2_norm[5],self.OP_M2_norm[6]], + [0,0,0,0, 0, self.OP_M3_norm[0],self.OP_M3_norm[1],self.OP_M3_norm[2],self.OP_M3_norm[3],self.OP_M3_norm[4],self.OP_M3_norm[5],self.OP_M3_norm[6]], + [0,0,0,0, 0, self.OP_M4_norm[0],self.OP_M4_norm[1],self.OP_M4_norm[2],self.OP_M4_norm[3],self.OP_M4_norm[4],self.OP_M4_norm[5],self.OP_M4_norm[6]], + [0,0,0,0, 0, self.OP_M5_norm[0],self.OP_M5_norm[1],self.OP_M5_norm[2],self.OP_M5_norm[3],self.OP_M5_norm[4],self.OP_M5_norm[5],self.OP_M5_norm[6]], + [0,0,0,0, 0, self.OP_M6_norm[0],self.OP_M6_norm[1],self.OP_M6_norm[2],self.OP_M6_norm[3],self.OP_M6_norm[4],self.OP_M6_norm[5],self.OP_M6_norm[6]], + [0,0,0,0, 0, self.OP_M7_norm[0],self.OP_M7_norm[1],self.OP_M7_norm[2],self.OP_M7_norm[3],self.OP_M7_norm[4],self.OP_M7_norm[5],self.OP_M7_norm[6]], + [0,0,0,0, 0, self.OP_M8_norm[0],self.OP_M8_norm[1],self.OP_M8_norm[2],self.OP_M8_norm[3],self.OP_M8_norm[4],self.OP_M8_norm[5],self.OP_M8_norm[6]], + [0,0,0,0, 0, self.OP_M9_norm[0],self.OP_M9_norm[1],self.OP_M9_norm[2],self.OP_M9_norm[3],self.OP_M9_norm[4],self.OP_M9_norm[5],self.OP_M9_norm[6]], + [0,0,0,0, 0, self.OP_M10_norm[0],self.OP_M10_norm[1],self.OP_M10_norm[2],self.OP_M10_norm[3],self.OP_M10_norm[4],self.OP_M10_norm[5],self.OP_M10_norm[6]], + [0,0,0,0, 0, self.OP_M11_norm[0],self.OP_M11_norm[1],self.OP_M11_norm[2],self.OP_M11_norm[3],self.OP_M11_norm[4],self.OP_M11_norm[5],self.OP_M11_norm[6]], + [0,0,0,0, 0, self.OP_M12_norm[0],self.OP_M12_norm[1],self.OP_M12_norm[2],self.OP_M12_norm[3],self.OP_M12_norm[4],self.OP_M12_norm[5],self.OP_M12_norm[6]], + [0,0,0,0, 0, self.OP_M13_norm[0],self.OP_M13_norm[1],self.OP_M13_norm[2],self.OP_M13_norm[3],self.OP_M13_norm[4],self.OP_M13_norm[5],self.OP_M13_norm[6]], + [0,0,0,0, 0, self.OP_M14_norm[0],self.OP_M14_norm[1],self.OP_M14_norm[2],self.OP_M14_norm[3],self.OP_M14_norm[4],self.OP_M14_norm[5],self.OP_M14_norm[6]], + [0,0,0,0, 0, self.OP_M15_norm[0],self.OP_M15_norm[1],self.OP_M15_norm[2],self.OP_M15_norm[3],self.OP_M15_norm[4],self.OP_M15_norm[5],self.OP_M15_norm[6]], + [0,0,0,0, 0, self.OP_M16_norm[0],self.OP_M16_norm[1],self.OP_M16_norm[2],self.OP_M16_norm[3],self.OP_M16_norm[4],self.OP_M16_norm[5],self.OP_M16_norm[6]], + [0,0,0,0, 0, self.OP_M17_norm[0],self.OP_M17_norm[1],self.OP_M17_norm[2],self.OP_M17_norm[3],self.OP_M17_norm[4],self.OP_M17_norm[5],self.OP_M17_norm[6]], + [0,0,0,0, 0, self.OP_M18_norm[0],self.OP_M18_norm[1],self.OP_M18_norm[2],self.OP_M18_norm[3],self.OP_M18_norm[4],self.OP_M18_norm[5],self.OP_M18_norm[6]], + [0,0,0,0, 0, self.OP_M19_norm[0],self.OP_M19_norm[1],self.OP_M19_norm[2],self.OP_M19_norm[3],self.OP_M19_norm[4],self.OP_M19_norm[5],self.OP_M19_norm[6]], + [0,0,0,0, 0, self.OP_M20_norm[0],self.OP_M20_norm[1],self.OP_M20_norm[2],self.OP_M20_norm[3],self.OP_M20_norm[4],self.OP_M20_norm[5],self.OP_M20_norm[6]], + [0,0,0,0, 0, self.OP_M21_norm[0],self.OP_M21_norm[1],self.OP_M21_norm[2],self.OP_M21_norm[3],self.OP_M21_norm[4],self.OP_M21_norm[5],self.OP_M21_norm[6]], + [0,0,0,0, 0, self.OP_M22_norm[0],self.OP_M22_norm[1],self.OP_M22_norm[2],self.OP_M22_norm[3],self.OP_M22_norm[4],self.OP_M22_norm[5],self.OP_M22_norm[6]], + [0,0,0,0, 0, self.OP_M23_norm[0],self.OP_M23_norm[1],self.OP_M23_norm[2],self.OP_M23_norm[3],self.OP_M23_norm[4],self.OP_M23_norm[5],self.OP_M23_norm[6]], + + [self.Vdd,0,0,0,0, 0,0,0,0,0,0,0], + [0,self.GND,0,0,0, 0,0,0,0,0,0,0], + [0,0,self.Ib,0,0, 0,0,0,0,0,0,0], + [0,0,0,self.OP_C0_norm,0, 0,0,0,0,0,0,0], + [0,0,0,0,self.OP_C1_norm, 0,0,0,0,0,0,0], + ]) + # clip the obs for better regularization + observation = np.clip(observation, -5, 5) + + return observation + + def _get_info(self): + '''Evaluate the performance''' + ''' DC ''' + self.dc_results = self.sim_results.dc(file_name='AMP_NMCF_ACDC_DC') + self.TC = self.dc_results[1][1] + self.Power = self.dc_results[2][1] + self.vos_1 = self.dc_results[3][1] + self.vos = abs(self.vos_1) + + self.TC_score = np.min([(self.TC_target - self.TC) / (self.TC_target + self.TC), 0]) + self.Power_score = np.min([(self.Power_target - self.Power) / (self.Power_target + self.Power), 0]) + self.vos_score = np.min([(self.vos_target - self.vos) / (self.vos_target + self.vos), 0]) + + ''' AC ''' + self.ac_results = self.sim_results.ac(file_name='AMP_NMCF_ACDC_AC') + self.cmrrdc = self.ac_results[1][1] + if self.cmrrdc > 0 : + self.cmrrdc_score = -1 + else : + self.cmrrdc_score = np.min([(self.cmrrdc - self.cmrrdc_target) / (self.cmrrdc + self.cmrrdc_target), 0]) + if self.cmrrdc < self.cmrrdc_target: + self.cmrrdc_score = 0 + + self.PSRP = self.ac_results[2][1] + if self.PSRP > 0 : + self.PSRP_score = -1 + else : + self.PSRP_score = np.min([(self.PSRP - self.PSRP_target) / (self.PSRP + self.PSRP_target), 0]) + if self.PSRP < self.PSRP_target: + self.PSRP_score = 0 + + self.PSRN = self.ac_results[3][1] + if self.PSRN > 0 : + self.PSRN_score = -1 + else : + self.PSRN_score = np.min([(self.PSRN - self.PSRN_target) / (self.PSRN + self.PSRN_target), 0]) + if self.PSRN < self.PSRN_target: + self.PSRN_score = 0 + + self.dcgain = self.ac_results[4][1] + if self.dcgain > 0 : + try: + self.dcgain_score = np.min([(self.dcgain - self.dcgain_target) / (self.dcgain + self.dcgain_target), 0]) + self.GBW_PM_results = self.sim_results.GBW_PM(file_name='AMP_NMCF_ACDC_GBW_PM') + self.GBW = self.GBW_PM_results[1][1] + self.GBW_score = np.min([(self.GBW - self.GBW_target) / (self.GBW + self.GBW_target), 0]) + self.phase_margin = self.GBW_PM_results[2][1] + self.phase_margin_score = np.min([(self.phase_margin - self.phase_margin_target) / (self.phase_margin + self.phase_margin_target), 0]) + except: + if self.phase_margin > 180 or self.phase_margin < 0: + self.phase_margin = 0 + else: + self.phase_margin = self.phase_margin + else : + self.dcgain_score = -1 + self.GBW = 0 + self.GBW_score = -1 + self.phase_margin = 0 + self.phase_margin_score = -1 + + """ Tran """ + self.tran_results = self.sim_results.tran(file_name='AMP_NMCF_Tran') + self.sr_rise = self.tran_results[1][1] + self.sr_fall = self.tran_results[2][1] + self.sr = (self.sr_rise + self.sr_fall) / 2 + self.sr_score = np.min([(self.sr - self.sr_target) / (self.sr + self.sr_target), 0]) + + """ setting_time """ + self.meas = {} + self.d0 = 0.01 + # path = './benchmarks/TB_Amplifier_ACDC/' + self.time_data, self.vin_data, self.vout_data = self.sim_results.extract_tran_data(file_name='tran.dat') + if self.time_data is None: + return None + self.d0_settle, self.d1_settle, self.d2_settle, self.stable, self.SR_p, self.settling_time_p, self.SR_n, self.settling_time_n = self.sim_results.analyze_amplifier_performance(self.vin_data, self.vout_data, self.time_data, self.d0) + self.d0_settle = abs(self.d0_settle) + self.d1_settle = abs(self.d1_settle) + self.d2_settle = abs(self.d2_settle) + self.SR_n = abs(self.SR_n) + self.SR_p = abs(self.SR_p) + self.settlingTime_p = abs(self.settling_time_p) + self.settlingTime_n = abs(self.settling_time_n) + + if math.isnan(self.d0_settle): + self.d0_settle = 10 + + if math.isnan(self.d1_settle) or math.isnan(self.d2_settle) : + if math.isnan(self.d1_settle): + self.d0_settle += 10 + if math.isnan(self.d2_settle): + self.d0_settle += 10 + self.d_settle = self.d0_settle + else: + self.d_settle = max(self.d0_settle, self.d1_settle, self.d2_settle) + + if math.isnan(self.SR_p) or math.isnan(self.SR_n) : + self.SR = -self.d_settle + else: + self.SR = min(self.SR_p,self.SR_n) + + if math.isnan(self.settlingTime_p) or math.isnan(self.settlingTime_n) : + self.settlingTime = self.d_settle + else: + self.settlingTime = max(self.settlingTime_p, self.settlingTime_n) + + self.meas['d_settle'] = self.d_settle + self.meas['SR'] = self.SR + self.meas['settlingTime'] = self.settlingTime + self.settlingTime_score = np.min([(self.settlingTime_target - self.settlingTime) / (self.settlingTime_target + self.settlingTime), 0]) + + + """ Total reward """ + self.reward = self.TC_score + self.Power_score + self.vos_score + self.cmrrdc_score + \ + self.dcgain_score + self.GBW_score + self.phase_margin_score + self.PSRP_score + \ + self.PSRN_score + self.sr_score + self.settlingTime_score + + return { + 'TC': self.TC, + 'Power': self.Power, + 'vos': self.vos, + 'cmrrdc': self.cmrrdc, + 'dcgain': self.dcgain, + + 'GBW': self.GBW, + 'phase_margin (deg)': self.phase_margin, + 'PSRP': self.PSRP, + 'PSRN': self.PSRN, + + 'sr': self.sr, + 'setting_time':self.settlingTime + } + + + def _init_random_sim(self, max_sims=100): + ''' + + This is NOT the same as the random step in the agent, here is basically + doing some completely random design variables selection for generating + some device parameters for calculating the mean and variance for each + .OP device parameters (getting a statistical idea of, how each ckt parameter's range is like'), + so that you can do the normalization for the state representations later. + + ''' + random_op_count = 0 + OP_M_lists = [] + OP_R_lists = [] + OP_C_lists = [] + OP_V_lists = [] + OP_I_lists = [] + + while random_op_count <= max_sims : + print(f'* simulation #{random_op_count} *') + action = np.random.uniform(self.action_space_low, self.action_space_high, self.action_dim) + print(f'action: {action}') + self._do_simulation(action) + + sim_results = OutputParser2(self.CktGraph) + op_results = sim_results.dcop(file_name='AMP_NMCF_op') + + OP_M_list = [] + OP_R_list = [] + OP_C_list = [] + OP_V_list = [] + OP_I_list = [] + + for key in list(op_results): + if key[0] == 'M' or key[0] == 'm': + OP_M = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_M_list.append(OP_M) + elif key[0] == 'R' or key[0] == 'r': + OP_R = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_R_list.append(OP_R) + elif key[0] == 'C' or key[0] == 'c': + OP_C = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_C_list.append(OP_C) + elif key[0] == 'V' or key[0] == 'v': + OP_V = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_V_list.append(OP_V) + elif key[0] == 'I' or key[0] == 'i': + OP_I = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_I_list.append(OP_I) + else: + None + + OP_M_list = np.array(OP_M_list) + OP_R_list = np.array(OP_R_list) + OP_C_list = np.array(OP_C_list) + OP_V_list = np.array(OP_V_list) + OP_I_list = np.array(OP_I_list) + + OP_M_lists.append(OP_M_list) + OP_R_lists.append(OP_R_list) + OP_C_lists.append(OP_C_list) + OP_V_lists.append(OP_V_list) + OP_I_lists.append(OP_I_list) + + random_op_count = random_op_count + 1 + + OP_M_lists = np.array(OP_M_lists) + OP_R_lists = np.array(OP_R_lists) + OP_C_lists = np.array(OP_C_lists) + OP_V_lists = np.array(OP_V_lists) + OP_I_lists = np.array(OP_I_lists) + + if OP_M_lists.size != 0: + OP_M_mean = np.mean(OP_M_lists.reshape(-1, OP_M_lists.shape[-1]), axis=0) + OP_M_std = np.std(OP_M_lists.reshape(-1, OP_M_lists.shape[-1]),axis=0) + OP_M_mean_dict = {} + OP_M_std_dict = {} + for idx, key in enumerate(self.params_mos): + OP_M_mean_dict[key] = OP_M_mean[idx] + OP_M_std_dict[key] = OP_M_std[idx] + + if OP_R_lists.size != 0: + OP_R_mean = np.mean(OP_R_lists.reshape(-1, OP_R_lists.shape[-1]), axis=0) + OP_R_std = np.std(OP_R_lists.reshape(-1, OP_R_lists.shape[-1]),axis=0) + OP_R_mean_dict = {} + OP_R_std_dict = {} + for idx, key in enumerate(self. params_r): + OP_R_mean_dict[key] = OP_R_mean[idx] + OP_R_std_dict[key] = OP_R_std[idx] + + if OP_C_lists.size != 0: + OP_C_mean = np.mean(OP_C_lists.reshape(-1, OP_C_lists.shape[-1]), axis=0) + OP_C_std = np.std(OP_C_lists.reshape(-1, OP_C_lists.shape[-1]),axis=0) + OP_C_mean_dict = {} + OP_C_std_dict = {} + for idx, key in enumerate(self.params_c): + OP_C_mean_dict[key] = OP_C_mean[idx] + OP_C_std_dict[key] = OP_C_std[idx] + + if OP_V_lists.size != 0: + OP_V_mean = np.mean(OP_V_lists.reshape(-1, OP_V_lists.shape[-1]), axis=0) + OP_V_std = np.std(OP_V_lists.reshape(-1, OP_V_lists.shape[-1]),axis=0) + OP_V_mean_dict = {} + OP_V_std_dict = {} + for idx, key in enumerate(self.params_v): + OP_V_mean_dict[key] = OP_V_mean[idx] + OP_V_std_dict[key] = OP_V_std[idx] + + if OP_I_lists.size != 0: + OP_I_mean = np.mean(OP_I_lists.reshape(-1, OP_I_lists.shape[-1]), axis=0) + OP_I_std = np.std(OP_I_lists.reshape(-1, OP_I_lists.shape[-1]),axis=0) + OP_I_mean_dict = {} + OP_I_std_dict = {} + for idx, key in enumerate(self.params_i): + OP_I_mean_dict[key] = OP_I_mean[idx] + OP_I_std_dict[key] = OP_I_std[idx] + + self.OP_M_mean_std = { + 'OP_M_mean': OP_M_mean_dict, + 'OP_M_std': OP_M_std_dict + } + + with open(f'{SPICE_NETLIST_DIR}/AMP_NMCF_op_mean_std.json','w') as file: + json.dump(self.OP_M_mean_std, file) \ No newline at end of file diff --git a/RGNN_RL/Dockerfile b/RGNN_RL/Dockerfile new file mode 100644 index 0000000..850fb88 --- /dev/null +++ b/RGNN_RL/Dockerfile @@ -0,0 +1,28 @@ +FROM continuumio/miniconda3 + +WORKDIR /rl +VOLUME [ "/rl" ] + +COPY . /rl +COPY environment.yml /rl/ +COPY torch-1.13.1+cpu-cp310-cp310-linux_x86_64.whl /rl/ +COPY torch_cluster-1.6.1+pt113cpu-cp310-cp310-linux_x86_64.whl /rl/ +COPY torch_scatter-2.1.1+pt113cpu-cp310-cp310-linux_x86_64.whl /rl/ +COPY torch_sparse-0.6.17+pt113cpu-cp310-cp310-linux_x86_64.whl /rl/ +COPY torch_spline_conv-1.2.2+pt113cpu-cp310-cp310-linux_x86_64.whl /rl/ + +RUN conda env create -f environment.yml + +SHELL ["conda", "run", "-n", "analoggym-env", "/bin/bash", "-c"] + +RUN pip install --no-cache-dir /rl/torch-1.13.1+cpu-cp310-cp310-linux_x86_64.whl \ + /rl/torch_cluster-1.6.1+pt113cpu-cp310-cp310-linux_x86_64.whl \ + /rl/torch_scatter-2.1.1+pt113cpu-cp310-cp310-linux_x86_64.whl \ + /rl/torch_sparse-0.6.17+pt113cpu-cp310-cp310-linux_x86_64.whl \ + /rl/torch_spline_conv-1.2.2+pt113cpu-cp310-cp310-linux_x86_64.whl + +CMD ["conda", "run", "-n", "analoggym-env", "python", "main_AMP.py"] + + + + diff --git a/RGNN_RL/LDO_TB.py b/RGNN_RL/LDO_TB.py new file mode 100644 index 0000000..a9e5f97 --- /dev/null +++ b/RGNN_RL/LDO_TB.py @@ -0,0 +1,740 @@ +import torch +import numpy as np +import os +import json +from tabulate import tabulate +import gymnasium as gym +from gymnasium import spaces + +from ckt_graphs import GraphLDOtestbench +from dev_params import DeviceParams +from utils import ActionNormalizer, OutputParser +from datetime import datetime + +date = datetime.today().strftime('%Y-%m-%d') +PWD = os.getcwd() +SPICE_NETLIST_DIR = f'{PWD}/simulations' +os.environ['CUDA_LAUNCH_BLOCKING'] = "1" + +CktGraph = GraphLDOtestbench + +class LDOtestbenchEnv(gym.Env, CktGraph, DeviceParams): + + def __init__(self): + gym.Env.__init__(self) + CktGraph.__init__(self) + DeviceParams.__init__(self, self.ckt_hierarchy) + + self.CktGraph = CktGraph() + self.observation_space = spaces.Box(low=-np.inf, high=np.inf, shape=self.obs_shape, dtype=np.float64) + self.action_space = spaces.Box(low=-1, high=1, shape=self.action_shape, dtype=np.float64) + + def _initialize_simulation(self): + self.W_M0, self.L_M0, self.M_M0, \ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_power, self.L_power, self.M_power, \ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.Ib, \ + self.M_C0, \ + self.M_CL = \ + np.array([4.7731718389796995 ,1.0036600464756384, 3, + 5.479611261286143, 3.6591292755218054, 8, + 8.366790237867656, 1.0854081932306854, 7, + 8.967108977628818, 0.15324273949718603, 928, + 1.4406027822407284, 4.139558701381334, 10, + 6.085375847752627, 1.88747423370982, 8, + 3e-6, + 34, + 253]) + + """Run the initial simulations.""" + action = np.array([self.W_M0, self.L_M0, self.M_M0, \ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_power, self.L_power, self.M_power, \ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.Ib, \ + self.M_C0, \ + self.M_CL]) + self.do_simulation(action) + + def _do_simulation(self, action: np.array): + W_M0, L_M0, M_M0,\ + W_M8, L_M8, M_M8,\ + W_M10, L_M10, M_M10,\ + W_power, L_power, M_power, \ + W_M17, L_M17, M_M17,\ + W_M21, L_M21, M_M21,\ + Ib, \ + M_C0, \ + M_CL = action + + M_M0 = int(M_M0) + M_M8 = int(M_M8) + M_M10 = int(M_M10) + M_power = int(M_power) + M_M17 = int(M_M17) + M_M21 = int(M_M21) + M_C0 = int(M_C0) + M_CL = int(M_CL) + + # update netlist + try: + # open the netlist of the testbench + LDO_testbench_vars = open(f'{SPICE_NETLIST_DIR}/LDO_TB_vars.spice', 'r') + lines = LDO_testbench_vars.readlines() + + lines[0] = f'.param mosfet_0_8_w_biascm_pmos={W_M0} mosfet_0_8_l_biascm_pmos={L_M0} mosfet_0_8_m_biascm_pmos={M_M0}\n' + lines[1] = f'.param mosfet_8_2_w_gm1_pmos={W_M8} mosfet_8_2_l_gm1_pmos={L_M8} mosfet_8_2_m_gm1_pmos={M_M8}\n' + lines[2] = f'.param mosfet_10_1_w_gm2_pmos={W_M10} mosfet_10_1_l_gm2_pmos={L_M10} mosfet_10_1_m_gm2_pmos={M_M10}\n' + lines[3] = f'.param mosfet_11_1_w_power_pmos={W_power} mosfet_11_1_l_power_pmos={L_power} mosfet_11_1_m_power_pmos={M_power}\n' + lines[4] = f'.param mosfet_17_7_w_biascm_nmos={W_M17} mosfet_17_7_l_biascm_nmos={L_M17} mosfet_17_7_m_biascm_nmos={M_M17}\n' + lines[5] = f'.param mosfet_21_2_w_load2_nmos={W_M21} mosfet_21_2_l_load2_nmos={L_M21} mosfet_21_2_m_load2_nmos={M_M21}\n' + lines[6] = f'.param current_0_bias={Ib}\n' + lines[7] = f'.param M_C0={M_C0}\n' + lines[8] = f'.param M_CL={M_CL}\n' + + LDO_testbench_vars = open(f'{SPICE_NETLIST_DIR}/LDO_TB_vars.spice', 'w') + LDO_testbench_vars.writelines(lines) + LDO_testbench_vars.close() + os.system(f'cd {SPICE_NETLIST_DIR}&& ngspice -b -o LDO_TB_ACDC.log LDO_TB_ACDC.cir') + os.system(f'cd {SPICE_NETLIST_DIR}&& ngspice -b -o LDO_TB_Tran.log LDO_TB_Tran.cir') + print('*** Simulations Done! ***') + except: + print('ERROR') + + def do_simulation(self, action): + self._do_simulation(action) + self.sim_results = OutputParser(self.CktGraph) + self.op_results = self.sim_results.dcop(file_name='LDO_TB_op') + + def reset(self, seed=None, options=None): + super().reset(seed=seed) + self._initialize_simulation() + observation = self._get_obs() + info = self._get_info() + return observation, info + + def close(self): + return None + + def step(self, action): + action = ActionNormalizer(action_space_low=self.action_space_low, action_space_high = \ + self.action_space_high).action(action) # convert [-1.1] range back to normal range + action = action.astype(object) + + print(f"action: {action}") + + self.W_M0, self.L_M0, self.M_M0,\ + self.W_M8, self.L_M8, self.M_M8,\ + self.W_M10, self.L_M10, self.M_M10,\ + self.W_power, self.L_power, self.M_power, \ + self.W_M17, self.L_M17, self.M_M17,\ + self.W_M21, self.L_M21, self.M_M21,\ + self.Ib, \ + self.M_C0, \ + self.M_CL = action + + ''' run simulations ''' + self.do_simulation(action) + + '''get observation''' + observation = self._get_obs() + info = self._get_info() + + reward = self.reward + + if reward >= 0: + terminated = True + else: + terminated = False + + print(tabulate( + [ + ['LDR', self.LDR, self.LDR_target], + ['LNR_maxload', self.LNR_maxload, self.LNR_target], + ['LNR_minload', self.LNR_minload, self.LNR_target], + ['Power_maxload', self.Power_maxload, self.Power_maxload_target], + ['Power_minload', self.Power_minload, self.Power_minload_target], + ['vos_maxload', self.vos_maxload, self.vos_target], + ['vos_minload', self.vos_minload, self.vos_target], + + ['PSRR_maxload (dB)', self.PSRR_maxload, self.PSRR_target], + ['PSRR_minload (dB)', self.PSRR_minload, self.PSRR_target], + ['GBW_maxload', self.GBW_maxload, self.GBW_target], + ['GBW_minload', self.GBW_minload, self.GBW_target], + ['phase_margin_maxload (deg) ', self.phase_margin_maxload, self.phase_margin_target], + ['phase_margin_minload (deg) ', self.phase_margin_minload, self.phase_margin_target], + + ['v_undershoot', self.v_undershoot, self.v_undershoot_target], + ['v_overshoot', self.v_overshoot, self.v_overshoot_target], + + ['CL (pF)', self.op_results['CL']['c']*1e12, ''], + + ['LDR score', self.LDR_score, ''], + ['LNR_maxload score', self.LNR_maxload_score, ''], + ['LNR_minload score', self.LNR_minload_score, ''], + ['Power_maxload score', self.Power_maxload_score, ''], + ['Power_minload score', self.Power_minload_score, ''], + ['vos_maxload score', self.vos_maxload_score, ''], + ['vos_minload score', self.vos_minload_score, ''], + + ['PSRR_maxload (dB) score', self.PSRR_maxload_score, ''], + ['PSRR_minload (dB) score', self.PSRR_minload_score, ''], + ['GBW_maxload score', self.GBW_maxload_score, ''], + ['GBW_minload score', self.GBW_minload_score, ''], + ['PM score maxload', self.phase_margin_maxload_score, ''], + ['PM score minload', self.phase_margin_minload_score, ''], + + ['v_undershoot score', self.v_undershoot_score, ''], + ['v_overshoot score', self.v_overshoot_score, ''], + + ['CL area score', self.CL_area_score, ''], + ['Reward', reward, ''] + ], + headers=['param', 'num', 'target'], tablefmt='orgtbl', numalign='right', floatfmt=".8f" + )) + + return observation, reward, terminated, False, info + + def _get_obs(self): + # pick some .OP params from the dict: + try: + f = open(f'{SPICE_NETLIST_DIR}/LDO_TB_op_mean_std.json') + self.op_mean_std = json.load(f) + self.op_mean = self.op_mean_std['OP_M_mean'] + self.op_std = self.op_mean_std['OP_M_std'] + self.op_mean = np.array([self.op_mean['id'], self.op_mean['gm'], self.op_mean['gds'], self.op_mean['vth'], self.op_mean['vdsat'], self.op_mean['vds'], self.op_mean['vgs']]) + self.op_std = np.array([self.op_std['id'], self.op_std['gm'], self.op_std['gds'], self.op_std['vth'], self.op_std['vdsat'], self.op_std['vds'], self.op_std['vgs']]) + except: + print('You need to run <_random_op_sims> to generate mean and std for transistor .OP parameters') + + self.OP_M0 = self.op_results['M0'] + self.OP_M0_norm = (np.array([self.OP_M0['id'], + self.OP_M0['gm'], + self.OP_M0['gds'], + self.OP_M0['vth'], + self.OP_M0['vdsat'], + self.OP_M0['vds'], + self.OP_M0['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M1 = self.op_results['M1'] + self.OP_M1_norm = (np.array([self.OP_M1['id'], + self.OP_M1['gm'], + self.OP_M1['gds'], + self.OP_M1['vth'], + self.OP_M1['vdsat'], + self.OP_M1['vds'], + self.OP_M1['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M2 = self.op_results['M2'] + self.OP_M2_norm = (np.array([self.OP_M2['id'], + self.OP_M2['gm'], + self.OP_M2['gds'], + self.OP_M2['vth'], + self.OP_M2['vdsat'], + self.OP_M2['vds'], + self.OP_M2['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M3 = self.op_results['M3'] + self.OP_M3_norm = (np.abs([self.OP_M3['id'], + self.OP_M3['gm'], + self.OP_M3['gds'], + self.OP_M3['vth'], + self.OP_M3['vdsat'], + self.OP_M3['vds'], + self.OP_M3['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M4 = self.op_results['M4'] + self.OP_M4_norm = (np.abs([self.OP_M4['id'], + self.OP_M4['gm'], + self.OP_M4['gds'], + self.OP_M4['vth'], + self.OP_M4['vdsat'], + self.OP_M4['vds'], + self.OP_M4['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M5 = self.op_results['M5'] + self.OP_M5_norm = (np.abs([self.OP_M5['id'], + self.OP_M5['gm'], + self.OP_M5['gds'], + self.OP_M5['vth'], + self.OP_M5['vdsat'], + self.OP_M5['vds'], + self.OP_M5['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M6 = self.op_results['M6'] + self.OP_M6_norm = (np.array([self.OP_M6['id'], + self.OP_M6['gm'], + self.OP_M6['gds'], + self.OP_M6['vth'], + self.OP_M6['vdsat'], + self.OP_M6['vds'], + self.OP_M6['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M7 = self.op_results['M7'] + self.OP_M7_norm = (np.array([self.OP_M7['id'], + self.OP_M7['gm'], + self.OP_M7['gds'], + self.OP_M7['vth'], + self.OP_M7['vdsat'], + self.OP_M7['vds'], + self.OP_M7['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M8 = self.op_results['M8'] + self.OP_M8_norm = (np.array([self.OP_M8['id'], + self.OP_M8['gm'], + self.OP_M8['gds'], + self.OP_M8['vth'], + self.OP_M8['vdsat'], + self.OP_M8['vds'], + self.OP_M8['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M9 = self.op_results['M9'] + self.OP_M9_norm = (np.array([self.OP_M9['id'], + self.OP_M9['gm'], + self.OP_M9['gds'], + self.OP_M9['vth'], + self.OP_M9['vdsat'], + self.OP_M9['vds'], + self.OP_M9['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M10 = self.op_results['M10'] + self.OP_M10_norm = (np.array([self.OP_M10['id'], + self.OP_M10['gm'], + self.OP_M10['gds'], + self.OP_M10['vth'], + self.OP_M10['vdsat'], + self.OP_M10['vds'], + self.OP_M10['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M11 = self.op_results['M11'] + self.OP_M11_norm = (np.array([self.OP_M11['id'], + self.OP_M11['gm'], + self.OP_M11['gds'], + self.OP_M11['vth'], + self.OP_M11['vdsat'], + self.OP_M11['vds'], + self.OP_M11['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M12 = self.op_results['M12'] + self.OP_M12_norm = (np.array([self.OP_M12['id'], + self.OP_M12['gm'], + self.OP_M12['gds'], + self.OP_M12['vth'], + self.OP_M12['vdsat'], + self.OP_M12['vds'], + self.OP_M12['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M13 = self.op_results['M13'] + self.OP_M13_norm = (np.array([self.OP_M13['id'], + self.OP_M13['gm'], + self.OP_M13['gds'], + self.OP_M13['vth'], + self.OP_M13['vdsat'], + self.OP_M13['vds'], + self.OP_M13['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M14 = self.op_results['M14'] + self.OP_M14_norm = (np.array([self.OP_M14['id'], + self.OP_M14['gm'], + self.OP_M14['gds'], + self.OP_M14['vth'], + self.OP_M14['vdsat'], + self.OP_M14['vds'], + self.OP_M14['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M15 = self.op_results['M15'] + self.OP_M15_norm = (np.array([self.OP_M15['id'], + self.OP_M15['gm'], + self.OP_M15['gds'], + self.OP_M15['vth'], + self.OP_M15['vdsat'], + self.OP_M15['vds'], + self.OP_M15['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M16 = self.op_results['M16'] + self.OP_M16_norm = (np.array([self.OP_M16['id'], + self.OP_M16['gm'], + self.OP_M16['gds'], + self.OP_M16['vth'], + self.OP_M16['vdsat'], + self.OP_M16['vds'], + self.OP_M16['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M17 = self.op_results['M17'] + self.OP_M17_norm = (np.array([self.OP_M17['id'], + self.OP_M17['gm'], + self.OP_M17['gds'], + self.OP_M17['vth'], + self.OP_M17['vdsat'], + self.OP_M17['vds'], + self.OP_M17['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M18 = self.op_results['M18'] + self.OP_M18_norm = (np.array([self.OP_M18['id'], + self.OP_M18['gm'], + self.OP_M18['gds'], + self.OP_M18['vth'], + self.OP_M18['vdsat'], + self.OP_M18['vds'], + self.OP_M18['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M19 = self.op_results['M19'] + self.OP_M19_norm = (np.array([self.OP_M19['id'], + self.OP_M19['gm'], + self.OP_M19['gds'], + self.OP_M19['vth'], + self.OP_M19['vdsat'], + self.OP_M19['vds'], + self.OP_M19['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M20 = self.op_results['M20'] + self.OP_M20_norm = (np.array([self.OP_M20['id'], + self.OP_M20['gm'], + self.OP_M20['gds'], + self.OP_M20['vth'], + self.OP_M20['vdsat'], + self.OP_M20['vds'], + self.OP_M20['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M21 = self.op_results['M21'] + self.OP_M21_norm = (np.array([self.OP_M21['id'], + self.OP_M21['gm'], + self.OP_M21['gds'], + self.OP_M21['vth'], + self.OP_M21['vdsat'], + self.OP_M21['vds'], + self.OP_M21['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M22 = self.op_results['M22'] + self.OP_M22_norm = (np.array([self.OP_M22['id'], + self.OP_M22['gm'], + self.OP_M22['gds'], + self.OP_M22['vth'], + self.OP_M22['vdsat'], + self.OP_M22['vds'], + self.OP_M22['vgs'] + ]) - self.op_mean)/self.op_std + self.OP_M24 = self.op_results['M24'] + self.OP_M24_norm = (np.array([self.OP_M24['id'], + self.OP_M24['gm'], + self.OP_M24['gds'], + self.OP_M24['vth'], + self.OP_M24['vdsat'], + self.OP_M24['vds'], + self.OP_M24['vgs'] + ]) - self.op_mean)/self.op_std + # it is not straightforward to extract resistance info from sky130 resistor, using the following approximation instead + # normalize all passive components + self.OP_C0_norm = ActionNormalizer(action_space_low=self.C0_low, action_space_high=self.C0_high).reverse_action(self.op_results['C0']['c']) # convert to (-1, 1) + self.OP_CL_norm = ActionNormalizer(action_space_low=self.CL_low, action_space_high=self.CL_high).reverse_action(self.op_results['CL']['c']) # convert to (-1, 1) + + self.r1_norm=self.r1/200000 + self.r0_norm=self.r0/200000 + # state shall be in the order of node (node0, node1, ...) + observation = np.array([ + [0,0,0,0, 0,0,0, self.OP_M0_norm[0],self.OP_M0_norm[1],self.OP_M0_norm[2],self.OP_M0_norm[3],self.OP_M0_norm[4],self.OP_M0_norm[5],self.OP_M0_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M1_norm[0],self.OP_M1_norm[1],self.OP_M1_norm[2],self.OP_M1_norm[3],self.OP_M1_norm[4],self.OP_M1_norm[5],self.OP_M1_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M2_norm[0],self.OP_M2_norm[1],self.OP_M2_norm[2],self.OP_M2_norm[3],self.OP_M2_norm[4],self.OP_M2_norm[5],self.OP_M2_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M3_norm[0],self.OP_M3_norm[1],self.OP_M3_norm[2],self.OP_M3_norm[3],self.OP_M3_norm[4],self.OP_M3_norm[5],self.OP_M3_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M4_norm[0],self.OP_M4_norm[1],self.OP_M4_norm[2],self.OP_M4_norm[3],self.OP_M4_norm[4],self.OP_M4_norm[5],self.OP_M4_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M5_norm[0],self.OP_M5_norm[1],self.OP_M5_norm[2],self.OP_M5_norm[3],self.OP_M5_norm[4],self.OP_M5_norm[5],self.OP_M5_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M6_norm[0],self.OP_M6_norm[1],self.OP_M6_norm[2],self.OP_M6_norm[3],self.OP_M6_norm[4],self.OP_M6_norm[5],self.OP_M6_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M7_norm[0],self.OP_M7_norm[1],self.OP_M7_norm[2],self.OP_M7_norm[3],self.OP_M7_norm[4],self.OP_M7_norm[5],self.OP_M7_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M8_norm[0],self.OP_M8_norm[1],self.OP_M8_norm[2],self.OP_M8_norm[3],self.OP_M8_norm[4],self.OP_M8_norm[5],self.OP_M8_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M9_norm[0],self.OP_M9_norm[1],self.OP_M9_norm[2],self.OP_M9_norm[3],self.OP_M9_norm[4],self.OP_M9_norm[5],self.OP_M9_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M10_norm[0],self.OP_M10_norm[1],self.OP_M10_norm[2],self.OP_M10_norm[3],self.OP_M10_norm[4],self.OP_M10_norm[5],self.OP_M10_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M11_norm[0],self.OP_M11_norm[1],self.OP_M11_norm[2],self.OP_M11_norm[3],self.OP_M11_norm[4],self.OP_M11_norm[5],self.OP_M11_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M12_norm[0],self.OP_M12_norm[1],self.OP_M12_norm[2],self.OP_M12_norm[3],self.OP_M12_norm[4],self.OP_M12_norm[5],self.OP_M12_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M13_norm[0],self.OP_M13_norm[1],self.OP_M13_norm[2],self.OP_M13_norm[3],self.OP_M13_norm[4],self.OP_M13_norm[5],self.OP_M13_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M14_norm[0],self.OP_M14_norm[1],self.OP_M14_norm[2],self.OP_M14_norm[3],self.OP_M14_norm[4],self.OP_M14_norm[5],self.OP_M14_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M15_norm[0],self.OP_M15_norm[1],self.OP_M15_norm[2],self.OP_M15_norm[3],self.OP_M15_norm[4],self.OP_M15_norm[5],self.OP_M15_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M16_norm[0],self.OP_M16_norm[1],self.OP_M16_norm[2],self.OP_M16_norm[3],self.OP_M16_norm[4],self.OP_M16_norm[5],self.OP_M16_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M17_norm[0],self.OP_M17_norm[1],self.OP_M17_norm[2],self.OP_M17_norm[3],self.OP_M17_norm[4],self.OP_M17_norm[5],self.OP_M17_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M18_norm[0],self.OP_M18_norm[1],self.OP_M18_norm[2],self.OP_M18_norm[3],self.OP_M18_norm[4],self.OP_M18_norm[5],self.OP_M18_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M19_norm[0],self.OP_M19_norm[1],self.OP_M19_norm[2],self.OP_M19_norm[3],self.OP_M19_norm[4],self.OP_M19_norm[5],self.OP_M19_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M20_norm[0],self.OP_M20_norm[1],self.OP_M20_norm[2],self.OP_M20_norm[3],self.OP_M20_norm[4],self.OP_M20_norm[5],self.OP_M20_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M21_norm[0],self.OP_M21_norm[1],self.OP_M21_norm[2],self.OP_M21_norm[3],self.OP_M21_norm[4],self.OP_M21_norm[5],self.OP_M21_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M22_norm[0],self.OP_M22_norm[1],self.OP_M22_norm[2],self.OP_M22_norm[3],self.OP_M22_norm[4],self.OP_M22_norm[5],self.OP_M22_norm[6]], + [0,0,0,0, 0,0,0, self.OP_M24_norm[0],self.OP_M24_norm[1],self.OP_M24_norm[2],self.OP_M24_norm[3],self.OP_M24_norm[4],self.OP_M24_norm[5],self.OP_M24_norm[6]], + + [self.Vdd,0,0,0, 0,0,0, 0,0,0,0,0,0,0], + [0,self.GND,0,0, 0,0,0, 0,0,0,0,0,0,0], + [0,0,self.Ib,0, 0,0,0, 0,0,0,0,0,0,0], + [0,0,0,self.OP_C0_norm, 0,0,0, 0,0,0,0,0,0,0], + [0,0,0,0, self.OP_CL_norm,0,0, 0,0,0,0,0,0,0], + [0,0,0,0, 0,self.r1_norm,0, 0,0,0,0,0,0,0], + [0,0,0,0, 0,0,self.r0_norm, 0,0,0,0,0,0,0], + + ]) + # clip the obs for better regularization + observation = np.clip(observation, -5, 5) + + return observation + + def _get_info(self): + '''Evaluate the performance''' + ''' LNR at maxload ''' + self.dc_LNR_maxload = self.sim_results.dc(file_name='LDO_TB_ACDC_LNR_maxload') + self.LNR_maxload = self.dc_LNR_maxload[1][1] + if self.LNR_maxload < 0: + self.LNR_maxload_score = -1 + else : + self.LNR_maxload_score = np.min([(self.LNR_target - self.LNR_maxload) / (self.LNR_target + self.LNR_maxload), 0]) + + ''' LNR at minload ''' + self.dc_LNR_minload = self.sim_results.dc(file_name='LDO_TB_ACDC_LNR_minload') + self.LNR_minload = self.dc_LNR_minload[1][1] + if self.LNR_minload < 0: + self.LNR_minload_score = -1 + else : + self.LNR_minload_score = np.min([(self.LNR_target - self.LNR_minload) / (self.LNR_target + self.LNR_minload), 0]) + + ''' LDR ''' + self.dc_LR_Power_vos = self.sim_results.LR_Power_vos(file_name='LDO_TB_ACDC_LR_Power_vos') + self.LDR = self.dc_LR_Power_vos[1][1] + self.Power_maxload = self.dc_LR_Power_vos[2][1] + self.Power_minload = self.dc_LR_Power_vos[3][1] + self.vos_maxload_1 = self.dc_LR_Power_vos[4][1] + self.vos_minload_1 = self.dc_LR_Power_vos[5][1] + self.vos_maxload = abs(self.vos_maxload_1) + self.vos_minload = abs(self.vos_minload_1) + + if self.LDR < 0: + self.LDR_score = -1 + else : + self.LDR_score = np.min([(self.LDR_target - self.LDR) / (self.LDR_target + self.LDR), 0]) + + self.Power_maxload_score = np.min([(self.Power_maxload_target - self.Power_maxload) / (self.Power_maxload_target + self.Power_maxload), 0]) + self.Power_minload_score = np.min([(self.Power_minload_target - self.Power_minload) / (self.Power_minload_target + self.Power_minload), 0]) + self.vos_maxload_score = np.min([(self.vos_target - self.vos_maxload) / (self.vos_target + self.vos_maxload), 0]) + self.vos_minload_score = np.min([(self.vos_target - self.vos_minload) / (self.vos_target + self.vos_minload), 0]) + + ''' AC & Loop at maxload''' + self.PSRR_dcgain_maxload = self.sim_results.ac(file_name='LDO_TB_ACDC_PSRR_dcgain_maxload') + self.PSRR_maxload = self.PSRR_dcgain_maxload[1][1] + if self.PSRR_maxload > 0 : + self.PSRR_maxload_score = -1 + else : + self.PSRR_maxload_score = np.min([(self.PSRR_maxload - self.PSRR_target) / (self.PSRR_maxload + self.PSRR_target), 0]) + if self.PSRR_maxload < self.PSRR_target : + self.PSRR_maxload_score = 0 + + self.dcgain_maxload = self.PSRR_dcgain_maxload[2][1] + if self.dcgain_maxload > 0 : + try: + self.GBW_PM_maxload = self.sim_results.ac(file_name='LDO_TB_ACDC_GBW_PM_maxload') + self.GBW_maxload = self.GBW_PM_maxload[1][1] + self.GBW_maxload_score = np.min([(self.GBW_maxload - self.GBW_target) / (self.GBW_maxload + self.GBW_target), 0]) + self.phase_margin_maxload = self.GBW_PM_maxload[2][1] + self.phase_margin_maxload_score = np.min([(self.phase_margin_maxload - self.phase_margin_target) / (self.phase_margin_maxload + self.phase_margin_target), 0]) + except: + if self.phase_margin_maxload > 180 or self.phase_margin_maxload < 0: + self.phase_margin_maxload = 0 + else: + self.phase_margin_maxload = self.phase_margin_maxload + else : + self.GBW_maxload = 0 + self.GBW_maxload_score = -1 + self.phase_margin_maxload = 0 + self.phase_margin_maxload_score = -1 + + ''' AC & Loop at minload''' + self.PSRR_dcgain_minload = self.sim_results.ac(file_name='LDO_TB_ACDC_PSRR_dcgain_minload') + self.PSRR_minload = self.PSRR_dcgain_minload[1][1] + if self.PSRR_minload > 0 : + self.PSRR_minload_score = -1 + else : + self.PSRR_minload_score = np.min([(self.PSRR_minload - self.PSRR_target) / (self.PSRR_minload + self.PSRR_target), 0]) + if self.PSRR_minload < self.PSRR_target : + self.PSRR_minload_score = 0 + + self.dcgain_minload = self.PSRR_dcgain_minload[2][1] + if self.dcgain_minload > 0 : + try: + self.GBW_PM_minload = self.sim_results.ac(file_name='LDO_TB_ACDC_GBW_PM_minload') + self.GBW_minload = self.GBW_PM_minload[1][1] + self.GBW_minload_score = np.min([(self.GBW_minload - self.GBW_target) / (self.GBW_minload + self.GBW_target), 0]) + self.phase_margin_minload = self.GBW_PM_minload[2][1] + self.phase_margin_minload_score = np.min([(self.phase_margin_minload - self.phase_margin_target) / (self.phase_margin_minload + self.phase_margin_target), 0]) + except: + if self.phase_margin_minload > 180 or self.phase_margin_minload < 0: + self.phase_margin_minload = 0 + else: + self.phase_margin_minload = self.phase_margin_minload + else : + self.GBW_minload = 0 + self.GBW_minload_score = -1 + self.phase_margin_minload = 0 + self.phase_margin_minload_score = -1 + + ''' Tran test ''' + self.tran_result = self.sim_results.tran(file_name='LDO_TB_Tran_meas') + self.v_undershoot = self.tran_result[1][1] + self.v_overshoot = abs(self.tran_result[2][1]) + self.v_undershoot_score = np.min([(self.v_undershoot_target - self.v_undershoot) / (self.v_undershoot_target + self.v_undershoot), 0]) + self.v_overshoot_score = np.min([(self.v_overshoot_target - self.v_overshoot) / (self.v_overshoot_target + self.v_overshoot), 0]) + + """ Decap score """ + self.CL_area_score = (self.CL_low - self.op_results['CL']['c']) / (self.CL_low + self.op_results['CL']['c']) + + """ Total reward """ + self.reward = self.LDR_score + self.LNR_maxload_score + self.LNR_minload_score + \ + self.Power_maxload_score + self.Power_minload_score +self.vos_maxload_score + self.vos_minload_score + \ + self.PSRR_maxload_score + self.PSRR_minload_score + self.GBW_maxload_score + self.GBW_minload_score + \ + self.phase_margin_maxload_score + self.phase_margin_minload_score + \ + self.v_overshoot_score + self.v_undershoot_score + + if self.reward >= 0: + self.reward = self.reward + self.CL_area_score + 10 + + return { + 'LDR': self.LDR, + 'LNR_maxload': self.LNR_maxload, + 'LNR_minload': self.LNR_minload, + 'Power_maxload': self.Power_maxload, + 'Power_minload': self.Power_minload, + 'vos_maxload': self.vos_maxload, + 'vos_minload': self.vos_minload, + + 'PSRR_maxload (dB)': self.PSRR_maxload, + 'PSRR_minload (dB)': self.PSRR_minload, + 'GBW_maxload': self.GBW_maxload, + 'GBW_minload': self.GBW_minload, + 'phase_margin_maxload (deg) ': self.phase_margin_maxload, + 'phase_margin_minload (deg) ': self.phase_margin_minload, + + 'v_undershoot': self.v_undershoot, + 'v_overshoot': self.v_overshoot, + + 'CL (pF)': self.op_results['CL']['c']*1e12 + } + + + def _init_random_sim(self, max_sims=100): + ''' + + This is NOT the same as the random step in the agent, here is basically + doing some completely random design variables selection for generating + some device parameters for calculating the mean and variance for each + .OP device parameters (getting a statistical idea of, how each ckt parameter's range is like'), + so that you can do the normalization for the state representations later. + + ''' + random_op_count = 0 + OP_M_lists = [] + OP_R_lists = [] + OP_C_lists = [] + OP_V_lists = [] + OP_I_lists = [] + + while random_op_count <= max_sims : + print(f'* simulation #{random_op_count} *') + action = np.random.uniform(self.action_space_low, self.action_space_high, self.action_dim) + print(f'action: {action}') + self._do_simulation(action) + + sim_results = OutputParser(self.CktGraph) + op_results = sim_results.dcop(file_name='LDO_TB_op') + + OP_M_list = [] + OP_R_list = [] + OP_C_list = [] + OP_V_list = [] + OP_I_list = [] + + for key in list(op_results): + if key[0] == 'M' or key[0] == 'm': + OP_M = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_M_list.append(OP_M) + elif key[0] == 'R' or key[0] == 'r': + OP_R = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_R_list.append(OP_R) + elif key[0] == 'C' or key[0] == 'c': + OP_C = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_C_list.append(OP_C) + elif key[0] == 'V' or key[0] == 'v': + OP_V = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_V_list.append(OP_V) + elif key[0] == 'I' or key[0] == 'i': + OP_I = np.array([op_results[key][f'{item}'] for item in list(op_results[key])]) + OP_I_list.append(OP_I) + else: + None + + OP_M_list = np.array(OP_M_list) + OP_R_list = np.array(OP_R_list) + OP_C_list = np.array(OP_C_list) + OP_V_list = np.array(OP_V_list) + OP_I_list = np.array(OP_I_list) + + OP_M_lists.append(OP_M_list) + OP_R_lists.append(OP_R_list) + OP_C_lists.append(OP_C_list) + OP_V_lists.append(OP_V_list) + OP_I_lists.append(OP_I_list) + + random_op_count = random_op_count + 1 + + OP_M_lists = np.array(OP_M_lists) + OP_R_lists = np.array(OP_R_lists) + OP_C_lists = np.array(OP_C_lists) + OP_V_lists = np.array(OP_V_lists) + OP_I_lists = np.array(OP_I_lists) + + if OP_M_lists.size != 0: + OP_M_mean = np.mean(OP_M_lists.reshape(-1, OP_M_lists.shape[-1]), axis=0) + OP_M_std = np.std(OP_M_lists.reshape(-1, OP_M_lists.shape[-1]),axis=0) + OP_M_mean_dict = {} + OP_M_std_dict = {} + for idx, key in enumerate(self.params_mos): + OP_M_mean_dict[key] = OP_M_mean[idx] + OP_M_std_dict[key] = OP_M_std[idx] + + if OP_R_lists.size != 0: + OP_R_mean = np.mean(OP_R_lists.reshape(-1, OP_R_lists.shape[-1]), axis=0) + OP_R_std = np.std(OP_R_lists.reshape(-1, OP_R_lists.shape[-1]),axis=0) + OP_R_mean_dict = {} + OP_R_std_dict = {} + for idx, key in enumerate(self. params_r): + OP_R_mean_dict[key] = OP_R_mean[idx] + OP_R_std_dict[key] = OP_R_std[idx] + + if OP_C_lists.size != 0: + OP_C_mean = np.mean(OP_C_lists.reshape(-1, OP_C_lists.shape[-1]), axis=0) + OP_C_std = np.std(OP_C_lists.reshape(-1, OP_C_lists.shape[-1]),axis=0) + OP_C_mean_dict = {} + OP_C_std_dict = {} + for idx, key in enumerate(self.params_c): + OP_C_mean_dict[key] = OP_C_mean[idx] + OP_C_std_dict[key] = OP_C_std[idx] + + if OP_V_lists.size != 0: + OP_V_mean = np.mean(OP_V_lists.reshape(-1, OP_V_lists.shape[-1]), axis=0) + OP_V_std = np.std(OP_V_lists.reshape(-1, OP_V_lists.shape[-1]),axis=0) + OP_V_mean_dict = {} + OP_V_std_dict = {} + for idx, key in enumerate(self.params_v): + OP_V_mean_dict[key] = OP_V_mean[idx] + OP_V_std_dict[key] = OP_V_std[idx] + + if OP_I_lists.size != 0: + OP_I_mean = np.mean(OP_I_lists.reshape(-1, OP_I_lists.shape[-1]), axis=0) + OP_I_std = np.std(OP_I_lists.reshape(-1, OP_I_lists.shape[-1]),axis=0) + OP_I_mean_dict = {} + OP_I_std_dict = {} + for idx, key in enumerate(self.params_i): + OP_I_mean_dict[key] = OP_I_mean[idx] + OP_I_std_dict[key] = OP_I_std[idx] + + self.OP_M_mean_std = { + 'OP_M_mean': OP_M_mean_dict, + 'OP_M_std': OP_M_std_dict + } + + with open(f'{SPICE_NETLIST_DIR}/LDO_TB_op_mean_std.json','w') as file: + json.dump(self.OP_M_mean_std, file) \ No newline at end of file diff --git a/RGNN_RL/ckt_graphs.py b/RGNN_RL/ckt_graphs.py new file mode 100644 index 0000000..bb2f720 --- /dev/null +++ b/RGNN_RL/ckt_graphs.py @@ -0,0 +1,371 @@ +import torch +import numpy as np +import os +""" +Here you define the graph for a circuit +""" + +class GraphAMPNMCF: + """ + + node 0 : M0 , node 1 : M1 , node 2 : M2 , node 3 : M3 , node 4 : M4 , node 5 : M5 + node 6 : M6 , node 7 : M7 , node 8 : M8 , node 9 : M9 , node 10 : M10 , node 11 : M11 + node 12 : M12 , node 13 : M13 , node 14 : M14 , node 15 : M15 , node 16 : M16 , node17 : M17 , + node 18 : M18 , node 19 : M19 , node 20 : M20 , node 21 : M21 , node 22 : M22 , + node23 : M23 , node24 : Ib , node25 : VDD , node26 : GND , node27 : C0 , node28 : C1 + + """ + def __init__(self): + # self.device = torch.device( + # "cuda:0" if torch.cuda.is_available() else "cpu" + # ) + + self.device = torch.device( + "cpu" + ) + self.ckt_hierarchy = ( + ('M0','x1.XM0','pfet_01v8','m'), + ('M1','x1.XM1','pfet_01v8','m'), + ('M2','x1.XM2','pfet_01v8','m'), + ('M3','x1.XM3','pfet_01v8','m'), + ('M4','x1.XM4','pfet_01v8','m'), + ('M5','x1.XM5','pfet_01v8','m'), + ('M6','x1.XM6','pfet_01v8','m'), + ('M7','x1.XM7','pfet_01v8','m'), + ('M8','x1.XM8','pfet_01v8','m'), + ('M9','x1.XM9','pfet_01v8','m'), + ('M10','x1.XM10','pfet_01v8','m'), + ('M11','x1.XM11','pfet_01v8','m'), + ('M12','x1.XM12','nfet_01v8','m'), + ('M13','x1.XM13','nfet_01v8','m'), + ('M14','x1.XM14','nfet_01v8','m'), + ('M15','x1.XM15','nfet_01v8','m'), + ('M16','x1.XM16','nfet_01v8','m'), + ('M17','x1.XM17','nfet_01v8','m'), + ('M18','x1.XM18','nfet_01v8','m'), + ('M19','x1.XM19','nfet_01v8','m'), + ('M20','x1.XM20','nfet_01v8','m'), + ('M21','x1.XM21','nfet_01v8','m'), + ('M22','x1.XM22','nfet_01v8','m'), + ('M23','x1.XM23','nfet_01v8','m'), + + ('Ib','','Ib','i'), + ('C0','x1.XC0','cap_mim_m3_1','c'), + ('C1','x1.XC1','cap_mim_m3_1','c') + ) + + self.op = {'M0':{},'M1':{},'M2':{},'M3':{},'M4':{},'M5':{},'M6':{},'M7':{},'M8':{}, 'M9':{},'M10':{},'M10':{},'M11':{}, + 'M12':{},'M13':{},'M14':{},'M15':{},'M16':{},'M17':{},'M18':{},'M19':{},'M20':{},'M21':{},'M22':{},'M23':{}, + 'Ib':{},'C0':{},'C1':{} + } + + self.edge_index = torch.tensor([ + [0,1], [1,0], [0,2], [2,0], [0,3], [3,0], [0,4], [4,0], [0,7], [7,0], [0,24], [24,0], [0,25], [25,0], + [1,2], [2,1], [1,3], [3,1], [1,4], [4,1], [1,7], [7,1], [1,25], [25,1], [1,12], [12,1], [1,24], [24,1], [1,17], [17,1], [1,18], [18,1], [1,19], [19,1], [1,20], [20,1], + [2,3], [3,2], [2,4], [4,2], [2,7], [7,2], [2,24], [24,2], [2,13], [13,2], [2,25], [25,2], + [3,4], [4,3], [3,7], [7,3], [3,24], [24,3], [3,25], [25,3], [3,12], [12,3], [3,13], [13,3], [3,14], [14,3], [3,15], [15,3], [3,16], [16,3], + [4,7], [7,4], [4,24], [24,4], [4,8], [8,4], [4,9], [9,4], [4,25], [25,4], + [5,6], [6,5], [5,15], [15,5], [5,25], [25,5], + [6,15], [15,6], [6,16], [16,6], [6,10], [10,6], [6,11], [11,6], [6,25], [25,6], [6,27], [27,6], + [7,24], [24,7], [7,25], [25,7], [7,22], [22,7], [7,23], [23,7], [7,28], [28,7], + [8,9], [9,8], [8,15], [15,8], [8,19], [19,8], + [9,16], [16,9], [9,20], [20,9], + [10,11], [11,10], [10,16], [16,10], [10,21], [21,10], [10,22], [22,10], [10,25], [25,10], [10,27], [27,10], + [11,25], [25,11], [11,16], [16,11], [11,23], [23,11], [11,27], [27,11], [11,28], [28,11], + [12,13], [13,12], [12,14], [14,12], [12,15], [15,12], [12,16], [16,12], [12,17], [17,12], [12,18], [18,12], [12,19], [19,12], [12,20], [20,12], + [13,14], [14,13], [13,15], [15,13], [13,16], [16,13], [13,18], [18,13], + [14,15], [15,14], [14,16], [16,14], [14,26], [26,14], + [15,16], [16,15], [15,19], [19,15], + [16,20], [20,16], [16,27], [27,16], + [17,18], [18,17], [17,19], [19,17], [17,20], [20,17], [17,26], [26,17], + [18,19], [19,18], [18,20], [20,18], [18,26], [26,18], + [19,20], [20,19], [19,26], [26,19], + [20,26], [26,20], + [21,22], [22,21], [21,26], [26,21], + [22,23], [23,22], [22,26], [26,22], [22,28], [28,22], + [23,26], [26,23], [23,27], [27,23], [23,28], [28,23], + [24,26], [26,24], + ], dtype=torch.long).t().to(self.device) + + self.edge_type = torch.tensor([ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, # M0 + 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, # M1 + 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, # M2 + 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, # M3 + 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, # M4 + 0, 0, 0, 0, 1, 1, # M5 + 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, # M6 + 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, # M7 + 0, 0, 0, 0, 0, 0, # M8 + 0, 0, 0, 0, # M9 + 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, # M10 + 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, # M11 + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, # M12 + 0, 0, 0, 0, 0, 0, 0, 0, # M13 + 0, 0, 0, 0, 1, 1, # M14 + 0, 0, 0, 0, # M15 + 0, 0, 0, 0, # M16 + 0, 0, 0, 0, 0, 0, 1, 1, # M17 + 0, 0, 0, 0, 1, 1, # M18 + 0, 0, 1, 1, # M19 + 1, 1, # M20 + 0, 0, 1, 1, # M21 + 0, 0, 1, 1, 0, 0, # M22 + 1, 1, 0, 0, 0, 0, # M23 + 1, 1, # Ib + ]).to(self.device) + + self.num_relations = 2 + self.num_nodes = 29 + self.num_node_features = 12 + self.obs_shape = (self.num_nodes, self.num_node_features) + + """Select an action from the input state.""" + + self.L_C1 = 30 + self.W_C1 = 30 + M_C1_low = 1 + M_C1_high = 50 + self.C1_low = M_C1_low * (self.L_C1 * self.W_C1 * 2e-15 + (self.L_C1 + self.W_C1)*0.38e-15) + self.C1_high = M_C1_high * (self.L_C1 * self.W_C1 * 2e-15 + (self.L_C1 + self.W_C1)*0.38e-15) + + self.W_C0 = 30 + self.L_C0 = 30 + M_C0_low = 1 + M_C0_high = 50 + self.C0_low = M_C0_low * (self.L_C0 * self.W_C0 * 2e-15 + (self.L_C0 + self.W_C0) *0.38e-15) + self.C0_high = M_C0_high * (self.L_C0 * self.W_C0 * 2e-15 + (self.L_C0 + self.W_C0)*0.38e-15) + + self.action_space_low = np.array([ 0.5, 0.5, 1, # M0(W_low,L_low,M_low) + 0.5, 0.5, 1, # M8 + 0.5, 0.5, 1, # M10 + 0.5, 0.5, 100, # M11 + 0.5, 0.5, 1, # M17 + 0.5, 0.5, 1, # M21 + 0.5, 0.5, 1, # M23 + 3e-6, # Ib + M_C0_low, # C0 + M_C1_low]) # C1 + + self.action_space_high = np.array([10, 4, 50, # M0(W_high,L_high,M_high) + 10, 4, 50, # M8 + 10, 4, 50, # M10 + 10, 4, 500, # M11 + 10, 4, 50, # M17 + 10, 4, 50, # M21 + 10, 5, 50, # M23 + 20e-6, # Ib + M_C0_high, # C0 + M_C1_high]) # C1 + + self.action_dim = len(self.action_space_low) + self.action_shape = (self.action_dim,) + + """Some target specifications for the final design""" + self.PSRP_target = -90 + self.PSRN_target = -90 + + self.TC_target = 1e-6 + self.Power_target = 2e2 + self.vos_target = 4e-5 + + self.cmrrdc_target = -80 + self.dcgain_target = 130 + self.GBW_target = 1e6 + self.phase_margin_target = 60 + + self.sr_target = 4e5 + self.settlingTime_target = 5e-6 + self.GND = 0 + self.Vdd = 1.8 + + self.rew_eng = True + +class GraphLDOtestbench: + """ + + node 0 : M0 , node 1 : M1 , node 2 : M2 , node 3 : M3 , node 4 : M4 , node 5 : M5 + node 6 : M6 , node 7 : M7 , node 8 : M8 , node 9 : M9 , node 10 : M10 , node 11 : M11 + node 12 : M12 , node 13 : M13 , node 14 : M14 , node 15 : M15 , node 16 : M16 , node17 : M17 , + node18 : M18 , node19 : M19 , node20 : M20 , node21 : M21 , node22 : M22 , node23 : C0 , node24 : M24 , node25 : VDD , + node26 : GND , node27 : Ib , (node31 : vinp) , (node32 : vinn) , (node33 : VDDP) , node28 : CL , node29 : R1 , node30 : R0 + + """ + def __init__(self): + # self.device = torch.device( + # "cuda:0" if torch.cuda.is_available() else "cpu" + # ) + + self.device = torch.device( + "cpu" + ) + self.ckt_hierarchy = ( + ('M0','x1.XM0','pfet_01v8','m'), + ('M1','x1.XM1','pfet_01v8','m'), + ('M2','x1.XM2','pfet_01v8','m'), + ('M3','x1.XM3','pfet_01v8','m'), + ('M4','x1.XM4','pfet_01v8','m'), + ('M5','x1.XM5','pfet_01v8','m'), + ('M6','x1.XM6','pfet_01v8','m'), + ('M7','x1.XM7','pfet_01v8','m'), + ('M8','x1.XM8','pfet_01v8','m'), + ('M9','x1.XM9','pfet_01v8','m'), + ('M10','x1.XM10','pfet_01v8_lvt','m'), + ('M24','x1.XM24','pfet_01v8','m'), + ('M11','x1.XM11','pfet_01v8','m'), + ('M12','x1.XM12','nfet_01v8','m'), + ('M13','x1.XM13','nfet_01v8','m'), + ('M14','x1.XM14','nfet_01v8','m'), + ('M15','x1.XM15','nfet_01v8','m'), + ('M16','x1.XM16','nfet_01v8','m'), + ('M17','x1.XM17','nfet_01v8','m'), + ('M18','x1.XM18','nfet_01v8','m'), + ('M19','x1.XM19','nfet_01v8','m'), + ('M20','x1.XM20','nfet_01v8','m'), + ('M21','x1.XM21','nfet_01v8','m'), + ('M22','x1.XM22','nfet_01v8','m'), + + ('Ib','','Ib','i'), + ('C0','x1.XC0','cap_mim_m3_1','c'), + ('CL','XCL','cap_mim_m3_1','c') + ) + + self.op = {'M0':{},'M1':{},'M2':{},'M3':{},'M4':{},'M5':{},'M6':{},'M7':{},'M8':{}, 'M9':{},'M10':{},'M10':{},'M11':{}, + 'M12':{},'M13':{},'M14':{},'M15':{},'M16':{},'M17':{},'M18':{},'M19':{},'M20':{},'M21':{},'M22':{},'M24':{}, + 'Ib':{},'C0':{},'CL':{} + } + + self.edge_index = torch.tensor([ + [0,1], [1,0], [0,2], [2,0], [0,3], [3,0], [0,4], [4,0], [0,7], [7,0], [0,24], [24,0], [0,25], [25,0], [0,27], [27,0], + [1,2], [2,1], [1,3], [3,1], [1,4], [4,1], [1,7], [7,1], [1,24], [24,1], [1,25], [25,1], [1,12], [12,1], + [1,27], [27,1], [1,17], [17,1], [1,18], [18,1], [1,19], [19,1], [1,20], [20,1], + [2,3], [3,2], [2,4], [4,2], [2,7], [7,2], [2,24], [24,2], [2,13], [13,2], [2,25], [25,2], [2,27], [27,2], + [3,4], [4,3], [3,7], [7,3], [3,24], [24,3], [3,25], [25,3], [3,27], [27,3], [3,12], [12,3], [3,13], [13,3], [3,14], [14,3], [3,15], [15,3], [3,16], [16,3], + [4,7], [7,4], [4,24], [24,4], [4,8], [8,4], [4,9], [9,4], [4,25], [25,4], [4,27], [27,4], + [5,6], [6,5], [5,15], [15,5], [5,25], [25,5], + [6,15], [15,6], [6,16], [16,6], [6,10], [10,6], [6,25], [25,6], + [7,24], [24,7], [7,25], [25,7], [7,27], [27,7], [7,21], [21,7], [7,22], [22,7], + [24,25], [25,24], [24,10], [10,24], [24,27], [27,24], [24,11], [11,24], + [8,9], [9,8], [8,15], [15,8], [8,19], [19,8], + [9,16], [16,9], [9,20], [20,9], [9,23], [23,9], + [10,11], [11,10], [10,16], [16,10], [10,21], [21,10], + [11,25], [25,11], [11,29], [29,11], [11,23], [23,11], [11,28], [28,11], + [12,13], [13,12], [12,14], [14,12], [12,17], [17,12], [12,18], [18,12], [12,19], [19,12], [12,20], [20,12], [12,15], [15,12], [12,16], [16,12], + [13,14], [14,13], [13,18], [18,13], [13,15], [15,13], [13,16], [16,13], + [14,26], [26,14], [14,15], [15,14], [14,16], [16,14], + [15,16], [16,15], [15,19], [19,15], + [16,20], [20,16], [16,23], [23,16], + [17,18], [18,17], [17,19], [19,17], [17,20], [20,17], [17,26], [26,17], + [18,19], [19,18], [18,20], [20,18], [18,26], [26,18], + [19,20], [20,19], [19,26], [26,19], + [20,23], [23,20], [20,26], [26,20], + [21,22], [22,21], [21,26], [26,21], + [22,26], [26,22], + [23,28], [28,23], [23,29], [29,23], + [26,27], [27,26], [26,28], [28,26], [26,30], [30,26], + [28,29], [29,28], + [29,30], [30,29], + + ], dtype=torch.long).t().to(self.device) + + self.edge_type = torch.tensor([ + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, # M0 + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, # M1 + 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, # M2 + 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, # M3 + 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, # M4 + 0, 0, 0, 0, 1, 1, # M5 + 0, 0, 0, 0, 0, 0, 1, 1, # M6 + 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, # M7 + 1, 1, 0, 0, 1, 1, 0, 0, # M24 + 0, 0, 0, 0, 0, 0, # M8 + 0, 0, 0, 0, 0, 0, # M9 + 0, 0, 0, 0, 0, 0, # M10 + 1, 1, 0, 0, 0, 0, 0, 0, # M11 + 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, # M12 + 0, 0, 0, 0, 0, 0, 0, 0, # M13 + 1, 1, 0, 0, 0, 0, # M14 + 0, 0, 0, 0, # M15 + 0, 0, 0, 0, # M16 + 0, 0, 0, 0, 0, 0, 1, 1, # M17 + 0, 0, 0, 0, 1, 1, # M18 + 0, 0, 1, 1, # M19 + 0, 0, 1, 1, # M20 + 0, 0, 1, 1, # M21 + 1, 1, # M22 + 0, 0, 0, 0, # C0 + 1, 1, 1, 1, 1, 1, # GND + 0, 0, # CL + 0, 0, # R1 + ]).to(self.device) + + self.num_relations = 2 + self.num_nodes = 31 + self.num_node_features = 14 + self.obs_shape = (self.num_nodes, self.num_node_features) + + """Select an action from the input state.""" + + self.L_CL = 30 + self.W_CL = 30 + M_CL_low = 1 + M_CL_high = 300 + self.CL_low = M_CL_low * (self.L_CL * self.W_CL * 2e-15 + (self.L_CL + self.W_CL)*0.38e-15) + self.CL_high = M_CL_high * (self.L_CL * self.W_CL * 2e-15 + (self.L_CL + self.W_CL)*0.38e-15) + + self.W_C0 = 10 + self.L_C0 = 10 + M_C0_low = 1 + M_C0_high = 50 + self.C0_low = M_C0_low * (self.L_C0 * self.W_C0 * 2e-15 + (self.L_C0 + self.W_C0) *0.38e-15) + self.C0_high = M_C0_high * (self.L_C0 * self.W_C0*2e-15 + (self.L_C0 + self.W_C0)*0.38e-15) + + self.action_space_low = np.array([ 1, 0.5, 1,#M0(W_low,L_low,M_low) + 1, 0.5, 1, #M8 + 1, 0.5, 1, #M10 + 2, 0.15, 100, #M_power + 1, 0.5, 1, #M17 + 1, 0.5, 1,#M21 + 3e-6, # Ib + #M_Rfb_low, #Rfb + M_C0_low, #C0 + M_CL_low]) # CL + + self.action_space_high = np.array([10, 5, 30,#M0(W_high,L_high,M_high) + 10, 5, 30,#M8 + 10, 5, 30,#M10 + 10, 2, 1000, #M_power + 10, 5, 30,#M17 + 10, 5, 30,#M21 + 20e-6, # Ib + #M_Rfb_high, + M_C0_high, # C0 + M_CL_high]) # CL + + self.action_dim = len(self.action_space_low) + self.action_shape = (self.action_dim,) + + self.Vout = 1.6 + self.Vref = 0.4 + self.GND = 0 + self.Vdd = 1.8 + self.r1=300e3 + self.r0=100e3 + + """Some target specifications for the final design""" + + self.LDR_target = 0.1 + self.LNR_target = 0.01 + self.Power_maxload_target = 9e-5 + self.Power_minload_target = 9e-6 + self.vos_target = 2e-3 + + self.PSRR_target = -40 + self.GBW_target = 2e6 + self.phase_margin_target = 60 + + self.v_undershoot_target = 0.1 + self.v_overshoot_target = 0.1 + + self.rew_eng = True \ No newline at end of file diff --git a/RGNN_RL/ddpg.py b/RGNN_RL/ddpg.py new file mode 100644 index 0000000..bac9e02 --- /dev/null +++ b/RGNN_RL/ddpg.py @@ -0,0 +1,317 @@ +import numpy as np + +from typing import List, Tuple, Dict +from copy import deepcopy +import torch +from torch.nn import LazyLinear +import torch.nn.functional as F +import torch.optim as optim + +from utils import trunc_normal + +from IPython.display import clear_output +import matplotlib.pyplot as plt + +class ReplayBuffer: + """A simple numpy replay buffer.""" + def __init__(self, CktGraph, size: int, batch_size: int = 32): + + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.num_nodes = CktGraph.num_nodes + + """Initializate.""" + self.obs_buf = np.zeros( + [size, self.num_nodes, self.num_node_features], dtype=np.float32) + self.next_obs_buf = np.zeros( + [size, self.num_nodes, self.num_node_features], dtype=np.float32) + self.acts_buf = np.zeros([size, self.action_dim], dtype=np.float32) + self.rews_buf = np.zeros([size], dtype=np.float32) + self.done_buf = np.zeros([size], dtype=np.float32) + self.info_buf = np.zeros([size], dtype=object)# store the performance in each step + self.max_size, self.batch_size = size, batch_size + self.ptr, self.size, = 0, 0 + + def store( + self, + obs: np.ndarray, + act: np.ndarray, + rew: float, + next_obs: np.ndarray, + done: bool, + info: dict, + ): + """Store the transition in buffer.""" + self.obs_buf[self.ptr] = obs + self.next_obs_buf[self.ptr] = next_obs + self.acts_buf[self.ptr] = act + self.rews_buf[self.ptr] = rew + self.done_buf[self.ptr] = done + self.info_buf[self.ptr] = info + self.ptr = (self.ptr + 1) % self.max_size + self.size = min(self.size + 1, self.max_size) + def sample_batch(self) -> Dict[str, np.ndarray]: + """Randomly sample a batch of experiences from memory.""" + idxs = np.random.choice(self.size, size=self.batch_size, replace=False) + return dict(obs=self.obs_buf[idxs], + next_obs=self.next_obs_buf[idxs], + acts=self.acts_buf[idxs], + rews=self.rews_buf[idxs], + done=self.done_buf[idxs]) + + def __len__(self) -> int: + return self.size + + +class DDPGAgent: + """DDPGAgent interacting with environment. + + Attribute: + env (gym.Env): openAI Gym environment + actor (nn.Module): target actor model to select actions + actor_target (nn.Module): actor model to predict next actions + actor_optimizer (Optimizer): optimizer for training actor + critic (nn.Module): critic model to predict state values + critic_target (nn.Module): target critic model to predict state values + critic_optimizer (Optimizer): optimizer for training critic + memory (ReplayBuffer): replay memory to store transitions + batch_size (int): batch size for sampling + gamma (float): discount factor + tau (float): parameter for soft target update + initial_random_steps (int): initial random action steps + noise: noise generator for exploration + device (torch.device): cpu / gpu + transition (list): temporory storage for the recent transition + total_step (int): total step numbers + is_test (bool): flag to show the current mode (train / test) + """ + def __init__( + + self, + env, + CktGraph, + Actor, + Critic, + memory_size: int, + batch_size: int, + noise_sigma: float, + noise_sigma_min: float, + noise_sigma_decay: float, + noise_type: str, + gamma: float = 0.99, + tau: float = 5e-3, + initial_random_steps: int = 1e4, + ): + super().__init__() + """Initialize.""" + self.noise_sigma = noise_sigma + self.noise_sigma_min = noise_sigma_min + self.noise_sigma_decay = noise_sigma_decay + self.action_dim = CktGraph.action_dim + self.env = env + self.memory = ReplayBuffer(CktGraph, memory_size, batch_size) + self.batch_size = batch_size + self.gamma = gamma + self.tau = tau + self.initial_random_steps = initial_random_steps + + self.episode = 0 + self.device = CktGraph.device + print(self.device) + self.actor = Actor.to(self.device) + self.actor_target = deepcopy(self.actor) + self.actor_target.load_state_dict(self.actor.state_dict()) + + self.critic = Critic.to(self.device) + self.critic_target = deepcopy(self.critic) + self.critic_target.load_state_dict(self.critic.state_dict()) + self.actor_optimizer = optim.Adam( + self.actor.parameters(), lr=3e-4, weight_decay=1e-4) + self.critic_optimizer = optim.Adam( + self.critic.parameters(), lr=3e-4, weight_decay=1e-4) + self.transition = list() + self.total_step = 0 + + self.noise_type = noise_type + self.is_test = False + + def select_action(self, state: np.ndarray) -> np.ndarray: + + """Select an action from the input state.""" + if self.is_test == False: + if self.total_step < self.initial_random_steps: # if initial random action should be conducted + print('*** Random actions ***') + # in (-1, 1) + selected_action = np.random.uniform(-1, 1, self.action_dim) + else: + print(f'*** Actions with Noise sigma = {self.noise_sigma} ***') + + selected_action = self.actor( + torch.FloatTensor(state).to(self.device) + ).detach().cpu().numpy() # in (-1, 1) + selected_action = selected_action.flatten() + if self.noise_type == 'uniform': + print(""" uniform distribution noise """) + selected_action = np.random.uniform(np.clip( + selected_action-self.noise_sigma, -1, 1), np.clip(selected_action+self.noise_sigma, -1, 1)) + + if self.noise_type == 'truncnorm': + print(""" truncated normal distribution noise """) + selected_action = trunc_normal(selected_action, self.noise_sigma) + selected_action = np.clip(selected_action, -1, 1) + + self.noise_sigma = max( + self.noise_sigma_min, self.noise_sigma*self.noise_sigma_decay) + + else: + selected_action = self.actor( + torch.FloatTensor(state).to(self.device) + ).detach().cpu().numpy() # in (-1, 1) + selected_action = selected_action.flatten() + + print(f'selected action: {selected_action}') + self.transition = [state, selected_action] + + return selected_action + + def step(self, action: np.ndarray) -> Tuple[np.ndarray, np.float64, bool]: + """Take an action and return the response of the env.""" + next_state, reward, terminated, truncated, info = self.env.step(action) + + if self.is_test == False: + self.transition += [reward, next_state, terminated, info] + self.memory.store(*self.transition) + + return next_state, reward, terminated, truncated, info + + def update_model(self) -> torch.Tensor: + print("*** Update the model by gradient descent. ***") + """Update the model by gradient descent.""" + device = self.device # for shortening the following lines + samples = self.memory.sample_batch() + state = torch.FloatTensor(samples["obs"]).to(device) + next_state = torch.FloatTensor(samples["next_obs"]).to(device) + action = torch.FloatTensor(samples["acts"]).to(device) + reward = torch.FloatTensor(samples["rews"].reshape(-1, 1)).to(device) + done = torch.FloatTensor(samples["done"].reshape(-1, 1)).to(device) + + masks = 1 - done + next_action = self.actor_target(next_state) + next_value = self.critic_target(next_state, next_action) + curr_return = reward + self.gamma * next_value * masks + values = self.critic(state, action) + critic_loss = F.mse_loss(values, curr_return) + self.critic_optimizer.zero_grad() + critic_loss.backward() + self.critic_optimizer.step() + actor_loss = -self.critic(state, self.actor(state)).mean() + + self.actor_optimizer.zero_grad() + actor_loss.backward() + self.actor_optimizer.step() + self._target_soft_update() + + return actor_loss.data, critic_loss.data + + def train(self, num_steps: int, plotting_interval: int = 20000): + """Train the agent.""" + self.is_test = False + + state, info = self.env.reset() + actor_losses = [] + critic_losses = [] + scores = [] + score = 0 + + for self.total_step in range(1, num_steps + 1): + print(f'*** Step: {self.total_step} | Episode: {self.episode} ***') + action = self.select_action(state) + next_state, reward, terminated, truncated, info = self.step(action) + + state = next_state + score += reward + if terminated or truncated: + state, info = self.env.reset() + self.episode = self.episode + 1 + scores.append(score) + score = 0 + + # if training is ready + if ( + len(self.memory) >= self.batch_size + and self.total_step > self.initial_random_steps + ): + actor_loss, critic_loss = self.update_model() + actor_losses.append(actor_loss) + critic_losses.append(critic_loss) + + # plotting + if self.total_step % plotting_interval == 0: + self._plot( + self.total_step, + scores, + actor_losses, + critic_losses, + ) + + self.env.close() + + def test(self): + """Test the agent.""" + self.is_test = True + state, info = self.env.reset() + truncated = False + terminated = False + score = 0 + + performance_list = [] + while truncated == False or terminated == False: + action = self.select_action(state) + next_state, reward, terminated, truncated, info = self.step(action) + performance_list.append([action, info]) + + state = next_state + score += reward + print(f"score: {score}") + print(f"info: {info}") + self.env.close() + + return performance_list + + def _target_soft_update(self): + """Soft-update: target = tau*local + (1-tau)*target.""" + tau = self.tau + for t_param, l_param in zip( + self.actor_target.parameters(), self.actor.parameters() + ): + t_param.data.copy_(tau * l_param.data + (1.0 - tau) * t_param.data) + + for t_param, l_param in zip( + self.critic_target.parameters(), self.critic.parameters() + ): + t_param.data.copy_(tau * l_param.data + (1.0 - tau) * t_param.data) + + def _plot( + self, + step: int, + scores: List[float], + actor_losses: List[float], + critic_losses: List[float], + ): + """Plot the training progresses.""" + def subplot(loc: int, title: str, values: List[float]): + plt.subplot(loc) + plt.title(title) + plt.plot(values) + + subplot_params = [ + (131, f"step {step}", scores), + (132, "actor_loss", actor_losses), + (133, "critic_loss", critic_losses), + ] + + clear_output(True) + plt.figure(figsize=(30, 5)) + for loc, title, values in subplot_params: + subplot(loc, title, values) + plt.show() diff --git a/RGNN_RL/dev_params.py b/RGNN_RL/dev_params.py new file mode 100644 index 0000000..83c1cd9 --- /dev/null +++ b/RGNN_RL/dev_params.py @@ -0,0 +1,322 @@ +""" +This script is used to generate block of spice commands that used to +access BSIM4 device internal device parameters. + +This one is for SKY130 process. + +You can just run it once to generate the script for the DCOP analysis. + +""" + +from ckt_graphs import GraphLDOtestbench, GraphAMPNMCF + +class DeviceParams(object): + def __init__(self, ckt_hierarchy, warning_msg=False): + self.ckt_hierarchy = ckt_hierarchy + self.dev_names_mos = ( + 'nfet3_01v8', + 'nfet3_01v8_lvt', + 'nfet3_03v3_nvt', + 'nfet3_05v0_nvt', + 'nfet3_20v0', + 'nfet3_g5v0d10v5', + 'nfet3_g5v0d16v0', + 'nfet_01v8', + 'nfet_01v8_esd', + 'nfet_01v8_lvt', + 'nfet_01v8lvt_nf' + 'nfet_01v8_nf', + 'nfet_03v3_nvt', + 'nfet_03v3_nvt_nf', + 'nfet_05v0_nvt', + 'nfet_05v0_nvt_nf', + 'nfet_20v0_iso', + 'nfet_20v0_nvt', + 'nfet_20v0_zvt', + 'nfet_g5v0d10v5', + 'nfet_g5v0d10v5_esd', + 'nfet_g5v0d10v5_nf', + 'nfet_g5v0d10v5_nvt_esd', + 'nfet_g5v0d16v0', + 'nfet_g5v0d16v0_nf', + 'pfet3_01v8', + 'pfet3_01v8', + 'pfet3_01v8', + 'pfet3_20v0', + 'pfet3_g5v0d10v5', + 'pfet3_g5v0d16v0', + 'pfet_01v8', + 'pfet_01v8_hvt', + 'pfet_01v8_hvt_nf', + 'pfet_01v8_lvt', + 'pfet_01v8_lvt_nf', + 'pfet_01v8_nf', + 'pfet_20v0', + 'pfet_g5v0d10v5', + 'pfet_g5v0d10v5_nf', + 'pfet_g5v0d16v0', + 'pfet_g5v0d16v0_nf' + ) + self.dev_names_r = ( + 'res_generic_l1', + 'res_generic_m1', + 'res_generic_m2', + 'res_generic_m3', + 'res_generic_m4', + 'res_generic_m5', + 'res_generic_nd', + 'res_generic_pd', + 'res_generic_po', + 'res_high_po', + 'res_high_po_0p35', + 'res_high_po_0p69', + 'res_high_po_1p41', + 'res_high_po_2p85', + 'res_high_po_5p73', + 'res_iso_pw', + 'res_xhigh_po', + 'res_xhigh_po_0p35', + 'res_xhigh_po_0p69', + 'res_xhigh_po_1p41', + 'res_xhigh_po_2p85', + 'res_xhigh_po_5p73' + ) + self.dev_names_c = ( + 'cap_mim_m3_1', + 'cap_mim_m3_2', + 'cap_var_hvt', + 'cap_var_lvt', + 'vpp_cap' + ) + if warning_msg == True: + for i in self.ckt_hierarchy: + dev_name = i[2] + dev_type = i[3] + if dev_type == 'm' or dev_type == 'M': + if dev_name not in self.dev_names_mos: + print(f'This MOS is not in sky130 PDK. A valid device name can be {self.dev_names_mos}.') + elif dev_type == 'r' or dev_type == 'R': + if dev_name not in self.dev_names_r: + print(f'This resistor is not in sky130 PDK. A valid device name can be {self.dev_names_r}.') + elif dev_type == 'c' or dev_type == 'C': + if dev_name not in self.dev_names_c: + print(f'This capacitor is not in sky130 PDK. A valid device name can be {self.dev_names_c}.') + elif dev_type == 'i' or dev_type == 'I': + None + elif dev_type == 'v' or dev_type == 'V': + None + else: + print('You have a device type that cannot be found here...') + # 45 attributes for mos + self.params_mos = ( + 'gmbs', + 'gm', + 'gds', + 'vdsat', + 'vth', + 'id', + 'ibd', + 'ibs', + 'gbd', + 'gbs', + 'isub', + 'igidl', + 'igisl', + 'igs', + 'igd', + 'igb', + 'igcs', + 'vbs', + 'vgs', + 'vds', + 'cgg', + 'cgs', + 'cgd', + 'cbg', + 'cbd', + 'cbs', + 'cdg', + 'cdd', + 'cds', + 'csg', + 'csd', + 'css', + 'cgb', + 'cdb', + 'csb', + 'cbb', + 'capbd', + 'capbs', + #'qg', + #'qb', + #'qs', + #'qinv', + #'qdef', + #'gcrg', + #gtau' + ) + # 20 attributes for r + self.params_r = ( + 'r', + 'ac', + 'temp', + 'dtemp', + 'l', + 'w', + 'm', + 'tc', + 'tc1', + 'tc2', + 'scale', + 'noise', + 'i', + 'p', + 'sens_dc', + 'sens_real', + 'sens_imag', + 'sens_mag', + 'sens_ph', + 'sens_cplx' + ) + # 18 attributes for c + self.params_c = ( + 'capacitance', + 'cap', + 'c', + 'ic', + 'temp', + 'dtemp', + 'w', + 'l', + 'm', + 'scale', + 'i', + 'p', + 'sens_dc', + 'sens_real', + 'sens_imag', + 'sens_mag', + 'sens_ph', + 'sens_cplx' + ) + # 8 attributes for i source + self.params_i = ( + 'dc', + 'acmag', + 'acphase', + 'acreal', + 'acimag', + 'v', + 'p', + 'current' + ) + # 7 attributes for v source + self.params_v = ( + 'dc', + 'acmag', + 'acphase', + 'acreal', + 'acimag', + 'i', + 'p', + ) + def gen_dev_params(self, file_name): + lines = [] + write_file = '' + for i in self.ckt_hierarchy: + symbol_name = i[0] + subckt = i[1] + dev_name = i[2] + dev_type = i[3] + + if dev_type == 'm' or dev_type == 'M': + for param in self.params_mos: + if subckt == '': + raise ValueError('In this PDK, transistor is instantiated as a subckt! Subckt is missing here.') + else: + if dev_name in self.dev_names_mos: + line = f'let {param}_{symbol_name}=@m.{subckt}.msky130_fd_pr__{dev_name}[{param}]' + else: + raise ValueError('This device is not defined in this PDK.') + lines.append(line) + write_file = write_file + f'{param}_{symbol_name} ' + lines.append('') + elif dev_type == 'r' or dev_type == 'R': + for param in self.params_r: + if subckt == '': + raise ValueError('In this PDK, resistor is instantiated as a subckt! Subckt is missing here.') + else: + if dev_name in self.dev_names_r: + raise ValueError('it is not straightforward to extract resistance info from this PDK, \ + so for resistance just use Rsheet * L / W / M for approximation. Remove the resistors from the ckt_hierarchy.') + else: + raise ValueError('This device is not defined in this PDK.') + lines.append(line) + write_file = write_file + f'{param}_{symbol_name} ' + lines.append('') + elif dev_type == 'c' or dev_type == 'C': + for param in self.params_c: + if subckt == '': + raise ValueError('In this PDK, capacitor is instantiated as a subckt! Subckt is missing here.') + else: + if dev_name in self.dev_names_c: + line = f'let {param}_{symbol_name}=@c.{subckt}.c1[{param}]' + else: + raise ValueError('This device is not defined in this PDK.') + lines.append(line) + write_file = write_file + f'{param}_{symbol_name} ' + lines.append('') + elif dev_type == 'i' or dev_type == 'I': + for param in self.params_i: + if subckt == '': + line = f'let {param}_{symbol_name}=@{dev_name}[{param}]' + else: + line = f'let {param}_{symbol_name}=@i.{subckt}.{dev_name}[{param}]' + lines.append(line) + write_file = write_file + f'{param}_{symbol_name} ' + lines.append('') + elif dev_type == 'v' or dev_type == 'V': + for param in self.params_v: + if subckt == '': + line = f'let {param}_{symbol_name}=@{dev_name}[{param}]' + else: + line = f'let {param}_{symbol_name}=@v.{subckt}.{dev_name}[{param}]' + lines.append(line) + write_file = write_file + f'{param}_{symbol_name} ' + lines.append('') + else: + None + + lines.append(f'write {file_name} ' + write_file) + return lines + + + +if __name__ == '__main__': + ckt_hierarchy = GraphLDOtestbench().ckt_hierarchy + dev_params_script = DeviceParams(ckt_hierarchy).gen_dev_params(file_name='LDO_TB_op') + + with open('simulations/LDO_TB_dev_params.spice', 'w') as f: + for line in dev_params_script: + f.write(f'{line}\n') + + ckt_hierarchy = GraphAMPNMCF().ckt_hierarchy + dev_params_script = DeviceParams(ckt_hierarchy).gen_dev_params(file_name='AMP_NMCF_op') + + with open('simulations/AMP_NMCF_dev_params.spice', 'w') as f: + for line in dev_params_script: + f.write(f'{line}\n') + + + + + + + + + + + + + + \ No newline at end of file diff --git a/RGNN_RL/environment.yml b/RGNN_RL/environment.yml new file mode 100644 index 0000000..b19b082 Binary files /dev/null and b/RGNN_RL/environment.yml differ diff --git a/RGNN_RL/main_AMP.py b/RGNN_RL/main_AMP.py new file mode 100644 index 0000000..13727b8 --- /dev/null +++ b/RGNN_RL/main_AMP.py @@ -0,0 +1,117 @@ +''' + This is a benchmark to see how DDPG works with different GNN for AMP +''' + +import torch +import numpy as np +import os +import gymnasium as gym + +import pickle + +from ckt_graphs import GraphAMPNMCF +from ddpg import DDPGAgent +from datetime import datetime + +from utils import ActionNormalizer, OutputParser2 +from models import ActorCriticRGCN, ActorCriticGCN, ActorCriticGAT, ActorCriticMLP + +from AMP_NMCF import AMPNMCFEnv + +date = datetime.today().strftime('%Y-%m-%d') +PWD = os.getcwd() +SPICE_NETLIST_DIR = f'{PWD}/simulations' +os.environ['CUDA_LAUNCH_BLOCKING'] = "1" + +CktGraph = GraphAMPNMCF +GNN = ActorCriticRGCN # you can select other GNN +rew_eng = CktGraph().rew_eng + +""" Run intial op experiment """ + +run_intial = False +if run_intial == True: + env = AMPNMCFEnv() + env._init_random_sim(100) + +""" Regsiter the environemnt to gymnasium """ +from gymnasium.envs.registration import register + +env_id = 'sky130AMP_NMCF-v0' +env_dict = gym.envs.registration.registry.copy() + +for env in env_dict: + if env_id in env: + print("Remove {} from registry".format(env)) + del gym.envs.registration.registry[env] + +print("Register the environment") +register( + id = env_id, + entry_point = 'AMP_NMCF:AMPNMCFEnv', + max_episode_steps = 50, + ) +env = gym.make(env_id) + + +# parameters +num_steps = 10000 +memory_size = 100000 +batch_size = 128 +noise_sigma = 2 # noise volume +noise_sigma_min = 0.1 +noise_sigma_decay = 0.9995 # if 1 means no decay +initial_random_steps = 1000 +noise_type = 'uniform' + +agent = DDPGAgent( + env, + CktGraph(), + GNN().Actor(CktGraph()), + GNN().Critic(CktGraph()), + memory_size, + batch_size, + noise_sigma, + noise_sigma_min, + noise_sigma_decay, + initial_random_steps=initial_random_steps, + noise_type=noise_type, +) + +# train the agent +agent.train(num_steps) + +""" Replay the best results """ +memory = agent.memory +rews_buf = memory.rews_buf[:num_steps] +info = memory.info_buf[:num_steps] +best_design = np.argmax(rews_buf) +best_action = memory.acts_buf[best_design] +best_reward = np.max(rews_buf) +agent.env.step(best_action) # run the simulations + +results = OutputParser2(CktGraph()) +op_results = results.dcop('AMP_NMCF_op') + +# saved agent's actor and critic network, memory buffer, and agent +save = True +if save == True: + model_weight_actor = agent.actor.state_dict() + save_name_actor = f"Actor_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pth" + + model_weight_critic = agent.critic.state_dict() + save_name_critic = f"Critic_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pth" + + torch.save(model_weight_actor, PWD + "/saved_weights/" + save_name_actor) + torch.save(model_weight_critic, PWD + "/saved_weights/" + save_name_critic) + print("Actor and Critic weights have been saved!") + + # save memory + with open(f'./saved_memories/memory_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pkl', 'wb') as memory_file: + pickle.dump(memory, memory_file) + + np.save(f'./saved_memories/rews_buf_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}', rews_buf) + + # save agent + with open(f'./saved_agents/DDPGAgent_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pkl', 'wb') as agent_file: + pickle.dump(agent, agent_file) \ No newline at end of file diff --git a/RGNN_RL/main_LDO.py b/RGNN_RL/main_LDO.py new file mode 100644 index 0000000..cfdad3b --- /dev/null +++ b/RGNN_RL/main_LDO.py @@ -0,0 +1,117 @@ +''' + This is a benchmark to see how DDPG works with different GNN for LDO +''' + +import torch +import numpy as np +import os +import gymnasium as gym + +import pickle + +from ckt_graphs import GraphLDOtestbench +from ddpg import DDPGAgent +from datetime import datetime + +from utils import ActionNormalizer, OutputParser +from models import ActorCriticRGCN, ActorCriticGCN, ActorCriticGAT, ActorCriticMLP + +from LDO_TB import LDOtestbenchEnv + +date = datetime.today().strftime('%Y-%m-%d') +PWD = os.getcwd() +SPICE_NETLIST_DIR = f'{PWD}/simulations' +os.environ['CUDA_LAUNCH_BLOCKING'] = "1" + +CktGraph = GraphLDOtestbench +GNN = ActorCriticRGCN # you can select other GNN +rew_eng = CktGraph().rew_eng + +""" Run intial op experiment """ + +run_intial = False +if run_intial == True: + env = LDOtestbenchEnv() + env._init_random_sim(100) + +""" Regsiter the environemnt to gymnasium """ +from gymnasium.envs.registration import register + +env_id = 'sky130LDO_TB-v0' +env_dict = gym.envs.registration.registry.copy() + +for env in env_dict: + if env_id in env: + print("Remove {} from registry".format(env)) + del gym.envs.registration.registry[env] + +print("Register the environment") +register( + id = env_id, + entry_point = 'LDO_TB:LDOtestbenchEnv', + max_episode_steps = 50, + ) +env = gym.make(env_id) + + +# parameters +num_steps = 10000 +memory_size = 100000 +batch_size = 128 +noise_sigma = 2 # noise volume +noise_sigma_min = 0.1 +noise_sigma_decay = 0.9995 # if 1 means no decay +initial_random_steps = 2000 +noise_type = 'uniform' + +agent = DDPGAgent( + env, + CktGraph(), + GNN().Actor(CktGraph()), + GNN().Critic(CktGraph()), + memory_size, + batch_size, + noise_sigma, + noise_sigma_min, + noise_sigma_decay, + initial_random_steps=initial_random_steps, + noise_type=noise_type, +) + +# train the agent +agent.train(num_steps) + +""" Replay the best results """ +memory = agent.memory +rews_buf = memory.rews_buf[:num_steps] +info = memory.info_buf[:num_steps] +best_design = np.argmax(rews_buf) +best_action = memory.acts_buf[best_design] +best_reward = np.max(rews_buf) +agent.env.step(best_action) # run the simulations + +results = OutputParser(CktGraph()) +op_results = results.dcop('LDO_TB_op') + +# saved agent's actor and critic network, memory buffer, and agent +save = True +if save == True: + model_weight_actor = agent.actor.state_dict() + save_name_actor = f"Actor_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pth" + + model_weight_critic = agent.critic.state_dict() + save_name_critic = f"Critic_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pth" + + torch.save(model_weight_actor, PWD + "/saved_weights/" + save_name_actor) + torch.save(model_weight_critic, PWD + "/saved_weights/" + save_name_critic) + print("Actor and Critic weights have been saved!") + + # save memory + with open(f'./saved_memories/memory_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pkl', 'wb') as memory_file: + pickle.dump(memory, memory_file) + + np.save(f'./saved_memories/rews_buf_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}', rews_buf) + + # save agent + with open(f'./saved_agents/DDPGAgent_{CktGraph().__class__.__name__}_{date}_noise={noise_type}_reward={best_reward:.2f}_{GNN().__class__.__name__}_rew_eng={rew_eng}.pkl', 'wb') as agent_file: + pickle.dump(agent, agent_file) diff --git a/RGNN_RL/models.py b/RGNN_RL/models.py new file mode 100644 index 0000000..3861398 --- /dev/null +++ b/RGNN_RL/models.py @@ -0,0 +1,334 @@ +import numpy as np + +from typing import List, Tuple, Dict + +import torch +from torch.nn import LazyLinear +from torch_geometric.nn import RGCNConv, GCNConv, GATConv, Linear +import torch.nn.functional as F +import torch.optim as optim + +from utils import trunc_normal + +from IPython.display import clear_output +import matplotlib.pyplot as plt + +class ActorCriticRGCN: + class Actor(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.edge_type = CktGraph.edge_type + self.num_nodes = CktGraph.num_nodes + self.num_relations = CktGraph.num_relations + + self.in_channels = self.num_node_features + self.out_channels = self.action_dim + self.conv1 = RGCNConv(self.in_channels, 32, self.num_relations, + num_bases=32) + self.conv2 = RGCNConv(32, 32, self.num_relations, + num_bases=32) + self.conv3 = RGCNConv(32, 16, self.num_relations, + num_bases=32) + self.conv4 = RGCNConv(16, 16, self.num_relations, + num_bases=32) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state): + if len(state.shape) == 2: # if it is not batched graph data (only one data) + state = state.reshape(1, state.shape[0], state.shape[1]) + + batch_size = state.shape[0] + edge_index = self.edge_index + edge_type = self.edge_type + device = self.device + + actions = torch.tensor(()).to(device) + for i in range(batch_size): + x = state[i] + x = F.relu(self.conv1(x, edge_index, edge_type)) + x = F.relu(self.conv2(x, edge_index, edge_type)) + x = F.relu(self.conv3(x, edge_index, edge_type)) + x = F.relu(self.conv4(x, edge_index, edge_type)) + x = self.lin1(torch.flatten(x)) + x = torch.tanh(x).reshape(1, -1) + actions = torch.cat((actions, x), axis=0) + + return actions + + + class Critic(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.edge_type = CktGraph.edge_type + self.num_nodes = CktGraph.num_nodes + self.num_relations = CktGraph.num_relations + + self.in_channels = self.num_node_features + self.action_dim + self.out_channels = 1 + self.conv1 = RGCNConv(self.in_channels, 32, self.num_relations, + num_bases=32) + self.conv2 = RGCNConv(32, 32, self.num_relations, + num_bases=32) + self.conv3 = RGCNConv(32, 16, self.num_relations, + num_bases=32) + self.conv4 = RGCNConv(16, 16, self.num_relations, + num_bases=32) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state, action): + batch_size = state.shape[0] + edge_index = self.edge_index + edge_type = self.edge_type + device = self.device + + action = action.repeat_interleave(self.num_nodes, 0).reshape( + batch_size, self.num_nodes, -1) + data = torch.cat((state, action), axis=2) + + values = torch.tensor(()).to(device) + for i in range(batch_size): + x = data[i] + x = F.relu(self.conv1(x, edge_index, edge_type)) + x = F.relu(self.conv2(x, edge_index, edge_type)) + x = F.relu(self.conv3(x, edge_index, edge_type)) + x = F.relu(self.conv4(x, edge_index, edge_type)) + x = self.lin1(torch.flatten(x)).reshape(1, -1) + values = torch.cat((values, x), axis=0) + return values + +class ActorCriticGCN: + class Actor(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.out_channels = self.action_dim + self.conv1 = GCNConv(self.in_channels, 32) + self.conv2 = GCNConv(32, 32) + self.conv3 = GCNConv(32, 16) + self.conv4 = GCNConv(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state): + if len(state.shape) == 2: # if it is not batched graph data (only one data) + state = state.reshape(1, state.shape[0], state.shape[1]) + + batch_size = state.shape[0] + edge_index = self.edge_index + device = self.device + + actions = torch.tensor(()).to(device) + for i in range(batch_size): + x = state[i] + x = F.relu(self.conv1(x, edge_index)) + x = F.relu(self.conv2(x, edge_index)) + x = F.relu(self.conv3(x, edge_index)) + x = F.relu(self.conv4(x, edge_index)) + x = self.lin1(torch.flatten(x)) + x = torch.tanh(x).reshape(1, -1) + actions = torch.cat((actions, x), axis=0) + + return actions + + class Critic(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.action_dim + self.out_channels = 1 + self.conv1 = GCNConv(self.in_channels, 32) + self.conv2 = GCNConv(32, 32) + self.conv3 = GCNConv(32, 16) + self.conv4 = GCNConv(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state, action): + batch_size = state.shape[0] + edge_index = self.edge_index + device = self.device + + action = action.repeat_interleave(self.num_nodes, 0).reshape( + batch_size, self.num_nodes, -1) + data = torch.cat((state, action), axis=2) + + values = torch.tensor(()).to(device) + for i in range(batch_size): + x = data[i] + x = F.relu(self.conv1(x, edge_index)) + x = F.relu(self.conv2(x, edge_index)) + x = F.relu(self.conv3(x, edge_index)) + x = F.relu(self.conv4(x, edge_index)) + x = self.lin1(torch.flatten(x)).reshape(1, -1) + values = torch.cat((values, x), axis=0) + + return values + +class ActorCriticGAT: + class Actor(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.out_channels = self.action_dim + self.conv1 = GATConv(self.in_channels, 32) + self.conv2 = GATConv(32, 32) + self.conv3 = GATConv(32, 16) + self.conv4 = GATConv(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state): + if len(state.shape) == 2: # if it is not batched graph data (only one data) + state = state.reshape(1, state.shape[0], state.shape[1]) + + batch_size = state.shape[0] + edge_index = self.edge_index + device = self.device + + actions = torch.tensor(()).to(device) + for i in range(batch_size): + x = state[i] + x = F.relu(self.conv1(x, edge_index)) + x = F.relu(self.conv2(x, edge_index)) + x = F.relu(self.conv3(x, edge_index)) + x = F.relu(self.conv4(x, edge_index)) + x = self.lin1(torch.flatten(x)) + x = torch.tanh(x).reshape(1, -1) + actions = torch.cat((actions, x), axis=0) + + return actions + + class Critic(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.action_dim + self.out_channels = 1 + self.conv1 = GATConv(self.in_channels, 32) + self.conv2 = GATConv(32, 32) + self.conv3 = GATConv(32, 16) + self.conv4 = GATConv(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state, action): + batch_size = state.shape[0] + edge_index = self.edge_index + device = self.device + + action = action.repeat_interleave(self.num_nodes, 0).reshape( + batch_size, self.num_nodes, -1) + data = torch.cat((state, action), axis=2) + + values = torch.tensor(()).to(device) + for i in range(batch_size): + x = data[i] + x = F.relu(self.conv1(x, edge_index)) + x = F.relu(self.conv2(x, edge_index)) + x = F.relu(self.conv3(x, edge_index)) + x = F.relu(self.conv4(x, edge_index)) + x = self.lin1(torch.flatten(x)).reshape(1, -1) + values = torch.cat((values, x), axis=0) + + return values + +class ActorCriticMLP: + class Actor(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.out_channels = self.action_dim + self.mlp1 = Linear(self.in_channels, 32) + self.mlp2 = Linear(32, 32) + self.mlp3 = Linear(32, 16) + self.mlp4 = Linear(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state): + if len(state.shape) == 2: # if it is not batched graph data (only one data) + state = state.reshape(1, state.shape[0], state.shape[1]) + + batch_size = state.shape[0] + device = self.device + + actions = torch.tensor(()).to(device) + for i in range(batch_size): + x = state[i] + x = F.relu(self.mlp1(x)) + x = F.relu(self.mlp2(x)) + x = F.relu(self.mlp3(x)) + x = F.relu(self.mlp4(x)) + x = self.lin1(torch.flatten(x)) + x = torch.tanh(x).reshape(1, -1) + actions = torch.cat((actions, x), axis=0) + + return actions + + class Critic(torch.nn.Module): + def __init__(self, CktGraph): + super().__init__() + self.num_node_features = CktGraph.num_node_features + self.action_dim = CktGraph.action_dim + self.device = CktGraph.device + self.edge_index = CktGraph.edge_index + self.num_nodes = CktGraph.num_nodes + + self.in_channels = self.num_node_features + self.action_dim + self.out_channels = 1 + self.mlp1 = Linear(self.in_channels, 32) + self.mlp2 = Linear(32, 32) + self.mlp3 = Linear(32, 16) + self.mlp4 = Linear(16, 16) + self.lin1 = LazyLinear(self.out_channels) + + def forward(self, state, action): + batch_size = state.shape[0] + device = self.device + + action = action.repeat_interleave(self.num_nodes, 0).reshape( + batch_size, self.num_nodes, -1) + data = torch.cat((state, action), axis=2) + + values = torch.tensor(()).to(device) + for i in range(batch_size): + x = data[i] + x = F.relu(self.mlp1(x)) + x = F.relu(self.mlp2(x)) + x = F.relu(self.mlp3(x)) + x = F.relu(self.mlp4(x)) + x = self.lin1(torch.flatten(x)).reshape(1, -1) + values = torch.cat((values, x), axis=0) + + return values diff --git a/RGNN_RL/mosfet_model/sky130_pdk.zip b/RGNN_RL/mosfet_model/sky130_pdk.zip new file mode 100644 index 0000000..13e28d8 Binary files /dev/null and b/RGNN_RL/mosfet_model/sky130_pdk.zip differ diff --git a/RGNN_RL/saved_agents/DDPGAgent_GraphAMPNMCF_2024-09-10_noise=uniform_reward=-0.29_ActorCriticRGCN_rew_eng=True.zip b/RGNN_RL/saved_agents/DDPGAgent_GraphAMPNMCF_2024-09-10_noise=uniform_reward=-0.29_ActorCriticRGCN_rew_eng=True.zip new file mode 100644 index 0000000..12c7586 Binary files /dev/null and b/RGNN_RL/saved_agents/DDPGAgent_GraphAMPNMCF_2024-09-10_noise=uniform_reward=-0.29_ActorCriticRGCN_rew_eng=True.zip differ diff --git a/RGNN_RL/saved_memories/memory_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip b/RGNN_RL/saved_memories/memory_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip new file mode 100644 index 0000000..f0c93bd Binary files /dev/null and b/RGNN_RL/saved_memories/memory_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip differ diff --git a/RGNN_RL/saved_weights/Actor_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip b/RGNN_RL/saved_weights/Actor_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip new file mode 100644 index 0000000..d47a0fb Binary files /dev/null and b/RGNN_RL/saved_weights/Actor_GraphLDOtestbench_2024-09-10_noise=uniform_reward=-12.87_ActorCriticRGCN_rew_eng=True.zip differ diff --git a/RGNN_RL/simulations/AMP_NMCF_ACDC.cir b/RGNN_RL/simulations/AMP_NMCF_ACDC.cir new file mode 100644 index 0000000..a81d8f8 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_ACDC.cir @@ -0,0 +1,122 @@ +Test OpAmp ACDC + +*.OPTIONS RELTOL=.0001 +*************************************** +* Step 1: Replace circuit netlist here. +*************************************** +.include ../simulations/NMCF_Pin_3_HSPICE_130.txt + +.param mc_mm_switch=0 +.param mc_pr_switch=0 +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt/specialized_cells.spice + +*************************************** +* Step 2: Replace circuit param. here. +*************************************** +.PARAM supply_voltage = 1.8 +.PARAM VCM_ratio = 0.4 +.PARAM PARAM_CLOAD =10.00p +.include ../simulations/AMP_NMCF_vars.spice + +V1 vdd 0 'supply_voltage' +V2 vss 0 0 + +Vindc opin 0 'supply_voltage*VCM_ratio' +Vin signal_in 0 dc 'supply_voltage*VCM_ratio' ac 1 sin('supply_voltage*VCM_ratio' 100m 500) + +Lfb opout opout_dc 1T +Cin opout_dc signal_in 1T + +* Circuit List: +* Leung_NMCNR_Pin_3 +* Leung_NMCF_Pin_3 +* Leung_DFCFC1_Pin_3 +* Leung_DFCFC2_Pin_3 + +* XOP gnda vdda vinn vinp vout +* | | | | | +* | | | | Output +* | | | Non-inverting Input +* | | Inverting Input +* | Positive Supply +* Negative Supply + +*************************************** +* Step 3: Replace circuit name below. +* e.g. Leung_NMCNR_Pin_3 -> Leung_NMCF_Pin_3 +*************************************** +* ADM TB +Ib Ib gnda DC='current_0_bias' +x1 vss vdd opout_dc opin opout Ib Leung_NMCF_Pin_3 +Cload1 opout 0 'PARAM_CLOAD' + +* ACM TB +vcmdc cm0 0 'supply_voltage*VCM_ratio' +vcmac1 cm1 cm0 0 ac=1 +vcmac2 cm2 cm3 0 ac=1 +Ib2 Ib2 gnda DC='current_0_bias' +x2 vss vdd cm2 cm1 cm3 Ib2 Leung_NMCF_Pin_3 +Cload2 cm3 0 'PARAM_CLOAD' + +* PSRR TB +VGNDApsrr gndpsrr 0 0 AC=1 +VVDDApsrr vddpsrr 0 'supply_voltage' AC=1 +Ib3 Ib3 gnda DC='current_0_bias' +x3 vss vddpsrr ppsr1 opin ppsr1 Ib3 Leung_NMCF_Pin_3 +Cload3 ppsr1 0 'PARAM_CLOAD' + +Ib4 Ib4 gnda DC='current_0_bias' +x4 gndpsrr vdd npsr1 opin npsr1 Ib4 Leung_NMCF_Pin_3 +Cload4 npsr1 0 'PARAM_CLOAD' + +* DC ALL TB +VVDDdc VDDdc 0 'supply_voltage' +Ib5 Ib5 gnda DC='current_0_bias' +x5 vss vdddc vout6 opin vout6 Ib5 Leung_NMCF_Pin_3 +Cload5 vout6 0 'PARAM_CLOAD' + +.control +save all +.options savecurrents +set filetype=ascii +set units=degrees + +DC temp -40 125 1 +* TC meas +meas dc maxval MAX V(vout6) from=-40 to=125 +meas dc minval MIN V(vout6) from=-40 to=125 +meas dc avgval AVG V(vout6) from=-40 to=125 +meas dc ppavl PP V(vout6) from=-40 to=125 +let TC = ppavl/avgval/165 +* Power meas +meas dc Ivdd25 FIND I(VVDDDC) AT=25 +let Power_ = -1 * Ivdd25 * 1.8 +let Power = Power_ * 1e6 +* Vos.meas +meas dc vout25 FIND V(vout6) AT=25 +let vos25 = vout25 - 1.8 * 0.4 +wrdata AMP_NMCF_ACDC_DC TC Power vos25 +plot v(vout6) + +ac dec 10 0.1 1G +meas ac cmrrdc find vdb(cm3) at = 0.1 +meas ac dcgain_ find vdb(opout) at = 0.1 +let dcgain = abs(dcgain_) +meas ac gain_bandwidth_product_ when vdb(opout)=0 +let gbp = gain_bandwidth_product_*1e-4 +meas ac phase_margin find vp(opout) when vdb(opout)=0 +meas ac DCPSRp find vdb(ppsr1) at = 0.1 +meas ac DCPSRn find vdb(npsr1) at = 0.1 +wrdata AMP_NMCF_ACDC_AC cmrrdc DCPSRp DCPSRn dcgain_ +wrdata AMP_NMCF_ACDC_GBW_PM gain_bandwidth_product_ phase_margin +plot vdb(opout) vdb(cm3) vdb(ppsr1) vdb(npsr1) vp(opout) + +* OP +op +.include ../simulations/AMP_NMCF_dev_params.spice +.endc + +.end diff --git a/RGNN_RL/simulations/AMP_NMCF_ACDC.log b/RGNN_RL/simulations/AMP_NMCF_ACDC.log new file mode 100644 index 0000000..84fbf97 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_ACDC.log @@ -0,0 +1,90 @@ +Error: Could not find include file ../../../libs.tech/ngspice/parasitics/sky130_fd_pr__model__parasitic__diode_pw2dn__extended_drain.model.spice +Error: Could not find include file ../../../libs.tech/ngspice/parasitics/sky130_fd_pr__model__parasitic__diode_ps2dn__extended_drain.model.spice + +Note: Compatibility modes selected: hs a + +Warning: m=xx on .subckt line will override multiplier m hierarchy! + + +Circuit: test opamp acdc + +option SCALE: Scale is set to 1e-06 for instance and model parameters +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + + +No. of Data Rows : 166 +Error: no such vector as time, frquency or v-sweep. + +Error: measure maxval max(TRIG) : out of interval + meas dc maxval max v(vout6) from=-40 to=125 failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure minval min(TRIG) : out of interval + meas dc minval min v(vout6) from=-40 to=125 failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure avgval avg(TRIG) : out of interval + meas dc avgval avg v(vout6) from=-40 to=125 failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure ppavl pp(TRIG) : out of interval + meas dc ppavl pp v(vout6) from=-40 to=125 failed! + +Warning from checkvalid: vector ppavl is not available or has zero length. +Error: RHS "ppavl/avgval/165" invalid +ivdd25 = -3.547314e-04 +vout25 = 7.190883e-01 +Error: no such vector TC + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Note: One successful gmin step +Trying gmin = 1.0000E-07 Note: One successful gmin step +Trying gmin = 1.0000E-08 Note: One successful gmin step +Trying gmin = 1.0000E-09 Note: One successful gmin step +Trying gmin = 1.0000E-10 Note: One successful gmin step +Trying gmin = 1.0000E-11 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 101 +cmrrdc = -3.803071e+01 +dcgain_ = 1.024711e+02 +gain_bandwidth_product_= 2.137939e+05 +phase_margin = 7.995690e+01 +dcpsrp = -3.771680e+01 +dcpsrn = -6.685577e+01 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Note: One successful gmin step +Trying gmin = 1.0000E-07 Note: One successful gmin step +Trying gmin = 1.0000E-08 Note: One successful gmin step +Trying gmin = 1.0000E-09 Note: One successful gmin step +Trying gmin = 1.0000E-10 Note: One successful gmin step +Trying gmin = 1.0000E-11 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 1 +ASCII raw file "AMP_NMCF_op" +Note: Simulation executed from .control section diff --git a/RGNN_RL/simulations/AMP_NMCF_ACDC_AC b/RGNN_RL/simulations/AMP_NMCF_ACDC_AC new file mode 100644 index 0000000..e8a692e --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_ACDC_AC @@ -0,0 +1,101 @@ + 1.00000000e-01 -3.80307100e+01 1.00000000e-01 -3.77168000e+01 1.00000000e-01 -6.68557700e+01 1.00000000e-01 1.02471100e+02 + 1.25892541e-01 -3.80307100e+01 1.25892541e-01 -3.77168000e+01 1.25892541e-01 -6.68557700e+01 1.25892541e-01 1.02471100e+02 + 1.58489319e-01 -3.80307100e+01 1.58489319e-01 -3.77168000e+01 1.58489319e-01 -6.68557700e+01 1.58489319e-01 1.02471100e+02 + 1.99526231e-01 -3.80307100e+01 1.99526231e-01 -3.77168000e+01 1.99526231e-01 -6.68557700e+01 1.99526231e-01 1.02471100e+02 + 2.51188643e-01 -3.80307100e+01 2.51188643e-01 -3.77168000e+01 2.51188643e-01 -6.68557700e+01 2.51188643e-01 1.02471100e+02 + 3.16227766e-01 -3.80307100e+01 3.16227766e-01 -3.77168000e+01 3.16227766e-01 -6.68557700e+01 3.16227766e-01 1.02471100e+02 + 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2.24164985e+05 + 3.95358497e-04 3.06952788e+05 3.95358497e-04 2.24164985e+05 + 3.96358497e-04 3.06952788e+05 3.96358497e-04 2.24164985e+05 + 3.97358497e-04 3.06952788e+05 3.97358497e-04 2.24164985e+05 + 3.98358497e-04 3.06952788e+05 3.98358497e-04 2.24164985e+05 + 3.99358497e-04 3.06952788e+05 3.99358497e-04 2.24164985e+05 + 4.00358497e-04 3.06952788e+05 4.00358497e-04 2.24164985e+05 + 4.01000000e-04 3.06952788e+05 4.01000000e-04 2.24164985e+05 diff --git a/RGNN_RL/simulations/AMP_NMCF_Tran.cir b/RGNN_RL/simulations/AMP_NMCF_Tran.cir new file mode 100644 index 0000000..7f84956 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_Tran.cir @@ -0,0 +1,83 @@ +Test OpAmp Tran + +*.OPTIONS RELTOL=.0001 +*************************************** +* Step 1: Replace circuit netlist here. +*************************************** +.include ../simulations/NMCF_Pin_3_HSPICE_130.txt + +.param mc_mm_switch=0 +.param mc_pr_switch=0 +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt/specialized_cells.spice + +*************************************** +* Step 2: Replace circuit param. here. +*************************************** +.PARAM supply_voltage = 1.8 +.PARAM VCM_ratio = 0.4 +.PARAM PARAM_CLOAD =10.00p +.PARAM val0 = 3.000000e-01 +.PARAM val1 = 5.000000e-01 +.PARAM GBW_ideal = 5e4 +.PARAM STEP_TIME = '10/GBW_ideal' +.PARAM TRAN_SIM_TIME = '20/GBW_ideal + 1e-6' + +.include ../simulations/AMP_NMCF_vars.spice + +V1 vdd 0 'supply_voltage' +V2 vss 0 0 + +* Circuit List: +* Leung_NMCNR_Pin_3 +* Leung_NMCF_Pin_3 +* Leung_DFCFC1_Pin_3 +* Leung_DFCFC2_Pin_3 + +* XOP gnda vdda vinn vinp vout +* | | | | | +* | | | | Output +* | | | Non-inverting Input +* | | Inverting Input +* | Positive Supply +* Negative Supply + +*************************************** +* Step 3: Replace circuit name below. +* e.g. Leung_NMCNR_Pin_3 -> Leung_NMCF_Pin_3 +*************************************** +* Transient TB +Ib Ib gnda DC='current_0_bias' +VVISR visr 0 pulse('val0' 'val1' 1u 1p 1p '1*STEP_TIME' 1) +x1 vss vdd vout3 visr vout3 Ib Leung_NMCF_Pin_3 +CLoad6 vout3 0 'PARAM_CLOAD' + +.control +save all +.options savecurrents +set filetype=ascii +set units=degrees + +tran 1u 4.01e-4 +meas tran t_rise_edge when v(vout3)=0.4 rise=1 +let t_rise = t_rise_edge-1u +let sr_rise = 0.1/t_rise +print t_rise +print sr_rise +meas tran t_fall_edge when v(vout3)=0.4 fall=1 +let t_fall = t_fall_edge - 1u - 10/5e4 +let sr_fall = 0.1/t_fall +print t_fall +print sr_fall +wrdata AMP_NMCF_Tran sr_rise sr_fall +plot v(visr) v(vout3) +write tran.dat v(vout3) v(visr) + +* OP +op +.include ../simulations/AMP_NMCF_dev_params.spice +.endc + +.end diff --git a/RGNN_RL/simulations/AMP_NMCF_Tran.log b/RGNN_RL/simulations/AMP_NMCF_Tran.log new file mode 100644 index 0000000..7da3f1e --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_Tran.log @@ -0,0 +1,122 @@ +Error: Could not find include file ../../../libs.tech/ngspice/parasitics/sky130_fd_pr__model__parasitic__diode_pw2dn__extended_drain.model.spice +Error: Could not find include file ../../../libs.tech/ngspice/parasitics/sky130_fd_pr__model__parasitic__diode_ps2dn__extended_drain.model.spice + +Note: Compatibility modes selected: hs a + +Warning: m=xx on .subckt line will override multiplier m hierarchy! + + +Circuit: test opamp tran + +option SCALE: Scale is set to 1e-06 for instance and model parameters +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Warning: Further gmin increment +Trying gmin = 4.5316E-06 Note: One successful gmin step +Trying gmin = 3.2781E-06 Warning: Further gmin increment +Trying gmin = 4.1792E-06 Warning: Further gmin increment +Trying gmin = 4.4408E-06 Note: One successful gmin step +Trying gmin = 4.3080E-06 Note: One successful gmin step +Trying gmin = 4.1792E-06 Note: One successful gmin step +Trying gmin = 3.9932E-06 Note: One successful gmin step +Trying gmin = 3.7295E-06 Note: One successful gmin step +Trying gmin = 3.3664E-06 Note: One successful gmin step +Trying gmin = 2.8868E-06 Note: One successful gmin step +Trying gmin = 2.2925E-06 Note: One successful gmin step +Trying gmin = 1.6223E-06 Note: One successful gmin step +Trying gmin = 9.6579E-07 Note: One successful gmin step +Trying gmin = 4.4361E-07 Note: One successful gmin step +Trying gmin = 1.3810E-07 Note: One successful gmin step +Trying gmin = 2.3985E-08 Note: One successful gmin step +Trying gmin = 2.3985E-09 Note: One successful gmin step +Trying gmin = 2.3985E-10 Note: One successful gmin step +Trying gmin = 2.3985E-11 Note: One successful gmin step +Trying gmin = 2.3985E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +Initial Transient Solution +-------------------------- + +Node Voltage +---- ------- +vdd 1.8 +vss 0 +ib 0.706803 +gnda 6.94697e-06 +visr 0.3 +vout3 0.299962 +x1.net050 0.750186 +x1.net049 0.679894 +x1.net043 0.562916 +x1.voutn 0.795745 +x1.net063 0.100892 +x1.net31 1.41899 +x1.dm_2 0.101146 +x1.vb3 0.656521 +x1.dm_1 0.594902 +x1.vb4 0.594902 +x1.net54 0.0595645 +x1.net56 0.0595645 +x1.xc0.a 0.299962 +x1.xc0.b1 0.299962 +x1.xc1.a 0.299962 +x1.xc1.b1 0.299962 +vvisr#branch 0 +v2#branch 0.000195703 +v1#branch -0.00020265 + + +No. of Data Rows : 480 +t_rise_edge = 1.325783e-06 +t_rise = 3.257830e-07 +sr_rise = 3.069528e+05 +t_fall_edge = 2.014461e-04 +t_fall = 4.461000e-07 +sr_fall = 2.241650e+05 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +ASCII raw file "tran.dat" +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Warning: Further gmin increment +Trying gmin = 4.5316E-06 Note: One successful gmin step +Trying gmin = 3.2781E-06 Warning: Further gmin increment +Trying gmin = 4.1792E-06 Warning: Further gmin increment +Trying gmin = 4.4408E-06 Note: One successful gmin step +Trying gmin = 4.3080E-06 Note: One successful gmin step +Trying gmin = 4.1792E-06 Note: One successful gmin step +Trying gmin = 3.9932E-06 Note: One successful gmin step +Trying gmin = 3.7295E-06 Note: One successful gmin step +Trying gmin = 3.3664E-06 Note: One successful gmin step +Trying gmin = 2.8868E-06 Note: One successful gmin step +Trying gmin = 2.2925E-06 Note: One successful gmin step +Trying gmin = 1.6223E-06 Note: One successful gmin step +Trying gmin = 9.6579E-07 Note: One successful gmin step +Trying gmin = 4.4361E-07 Note: One successful gmin step +Trying gmin = 1.3810E-07 Note: One successful gmin step +Trying gmin = 2.3985E-08 Note: One successful gmin step +Trying gmin = 2.3985E-09 Note: One successful gmin step +Trying gmin = 2.3985E-10 Note: One successful gmin step +Trying gmin = 2.3985E-11 Note: One successful gmin step +Trying gmin = 2.3985E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 1 +ASCII raw file "AMP_NMCF_op" +Note: Simulation executed from .control section diff --git a/RGNN_RL/simulations/AMP_NMCF_dev_params.spice b/RGNN_RL/simulations/AMP_NMCF_dev_params.spice new file mode 100644 index 0000000..840661b --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_dev_params.spice @@ -0,0 +1,984 @@ +let gmbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gm] +let gds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vth] +let id_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[id] +let ibd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gbs] +let isub_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[isub] +let igidl_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igisl] +let igs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igs] +let igd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igd] +let igb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igb] +let igcs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vgs] +let vds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vds] +let cgg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdd] +let cds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cds] +let csg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csg] +let csd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csd] +let css_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[css] +let cgb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdb] +let csb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csb] +let cbb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gm] +let gds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vth] +let id_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[id] +let ibd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gbs] +let isub_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[isub] +let igidl_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igisl] +let igs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igs] +let igd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igd] +let igb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igb] +let igcs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vgs] +let vds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vds] +let cgg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdd] +let cds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cds] +let csg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csg] +let csd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csd] +let css_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[css] +let cgb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdb] +let csb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csb] +let cbb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gm] +let gds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vth] +let id_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[id] +let ibd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gbs] +let isub_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[isub] +let igidl_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igisl] +let igs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igs] +let igd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igd] +let igb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igb] +let igcs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vgs] +let vds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vds] +let cgg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdd] +let cds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cds] +let csg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csg] +let csd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csd] +let css_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[css] +let cgb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdb] +let csb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csb] +let cbb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gm] +let gds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vth] +let id_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[id] +let ibd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gbs] +let isub_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[isub] +let igidl_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igisl] +let igs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igs] +let igd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igd] +let igb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igb] +let igcs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vgs] +let vds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vds] +let cgg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdd] +let cds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cds] +let csg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csg] +let csd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csd] +let css_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[css] +let cgb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdb] +let csb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csb] +let cbb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gm] +let gds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vth] +let id_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[id] +let ibd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gbs] +let isub_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[isub] +let igidl_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igisl] +let igs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igs] +let igd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igd] +let igb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igb] +let igcs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vgs] +let vds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vds] +let cgg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdd] +let cds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cds] +let csg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csg] +let csd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csd] +let css_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[css] +let cgb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdb] +let csb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csb] +let cbb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gm] +let gds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vth] +let id_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[id] +let ibd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gbs] +let isub_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[isub] +let igidl_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igisl] +let igs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igs] +let igd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igd] +let igb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igb] +let igcs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vgs] +let vds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vds] +let cgg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdd] +let cds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cds] +let csg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csg] +let csd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csd] +let css_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[css] +let cgb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdb] +let csb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csb] +let cbb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gm] +let gds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vth] +let id_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[id] +let ibd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gbs] +let isub_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[isub] +let igidl_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igisl] +let igs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igs] +let igd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igd] +let igb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igb] +let igcs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vgs] +let vds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vds] +let cgg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdd] +let cds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cds] +let csg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csg] +let csd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csd] +let css_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[css] +let cgb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdb] +let csb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csb] +let cbb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gm] +let gds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vth] +let id_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[id] +let ibd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gbs] +let isub_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[isub] +let igidl_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igisl] +let igs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igs] +let igd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igd] +let igb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igb] +let igcs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vgs] +let vds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vds] +let cgg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdd] +let cds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cds] +let csg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csg] +let csd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csd] +let css_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[css] +let cgb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdb] +let csb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csb] +let cbb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gm] +let gds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vth] +let id_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[id] +let ibd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gbs] +let isub_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[isub] +let igidl_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igisl] +let igs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igs] +let igd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igd] +let igb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igb] +let igcs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vgs] +let vds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vds] +let cgg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdd] +let cds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cds] +let csg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csg] +let csd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csd] +let css_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[css] +let cgb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdb] +let csb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csb] +let cbb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gm] +let gds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vth] +let id_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[id] +let ibd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gbs] +let isub_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[isub] +let igidl_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igisl] +let igs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igs] +let igd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igd] +let igb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igb] +let igcs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vgs] +let vds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vds] +let cgg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdd] +let cds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cds] +let csg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csg] +let csd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csd] +let css_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[css] +let cgb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdb] +let csb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csb] +let cbb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[gm] +let gds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[vth] +let id_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[id] +let ibd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[gbs] +let isub_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[isub] +let igidl_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igisl] +let igs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igs] +let igd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igd] +let igb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igb] +let igcs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[vgs] +let vds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[vds] +let cgg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cdd] +let cds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cds] +let csg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[csg] +let csd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[csd] +let css_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[css] +let cgb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cdb] +let csb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[csb] +let cbb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gm] +let gds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vth] +let id_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[id] +let ibd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gbs] +let isub_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[isub] +let igidl_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igisl] +let igs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igs] +let igd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igd] +let igb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igb] +let igcs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vgs] +let vds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vds] +let cgg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdd] +let cds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cds] +let csg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csg] +let csd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csd] +let css_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[css] +let cgb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdb] +let csb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csb] +let cbb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gm] +let gds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vth] +let id_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[id] +let ibd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gbs] +let isub_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[isub] +let igidl_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igisl] +let igs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igs] +let igd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igd] +let igb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igb] +let igcs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vgs] +let vds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vds] +let cgg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdd] +let cds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cds] +let csg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csg] +let csd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csd] +let css_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[css] +let cgb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdb] +let csb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csb] +let cbb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gm] +let gds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vth] +let id_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[id] +let ibd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gbs] +let isub_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[isub] +let igidl_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igisl] +let igs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igs] +let igd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igd] +let igb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igb] +let igcs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vgs] +let vds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vds] +let cgg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdd] +let cds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cds] +let csg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csg] +let csd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csd] +let css_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[css] +let cgb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdb] +let csb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csb] +let cbb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gm] +let gds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vth] +let id_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[id] +let ibd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gbs] +let isub_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[isub] +let igidl_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igisl] +let igs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igs] +let igd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igd] +let igb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igb] +let igcs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vgs] +let vds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vds] +let cgg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdd] +let cds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cds] +let csg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csg] +let csd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csd] +let css_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[css] +let cgb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdb] +let csb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csb] +let cbb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gm] +let gds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vth] +let id_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[id] +let ibd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gbs] +let isub_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[isub] +let igidl_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igisl] +let igs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igs] +let igd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igd] +let igb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igb] +let igcs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vgs] +let vds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vds] +let cgg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdd] +let cds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cds] +let csg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csg] +let csd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csd] +let css_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[css] +let cgb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdb] +let csb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csb] +let cbb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gm] +let gds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vth] +let id_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[id] +let ibd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gbs] +let isub_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[isub] +let igidl_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igisl] +let igs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igs] +let igd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igd] +let igb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igb] +let igcs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vgs] +let vds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vds] +let cgg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdd] +let cds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cds] +let csg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csg] +let csd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csd] +let css_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[css] +let cgb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdb] +let csb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csb] +let cbb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gm] +let gds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vth] +let id_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[id] +let ibd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gbs] +let isub_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[isub] +let igidl_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igisl] +let igs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igs] +let igd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igd] +let igb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igb] +let igcs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vgs] +let vds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vds] +let cgg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdd] +let cds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cds] +let csg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csg] +let csd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csd] +let css_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[css] +let cgb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdb] +let csb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csb] +let cbb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gm] +let gds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vth] +let id_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[id] +let ibd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gbs] +let isub_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[isub] +let igidl_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igisl] +let igs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igs] +let igd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igd] +let igb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igb] +let igcs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vgs] +let vds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vds] +let cgg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdd] +let cds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cds] +let csg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csg] +let csd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csd] +let css_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[css] +let cgb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdb] +let csb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csb] +let cbb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gm] +let gds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vth] +let id_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[id] +let ibd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gbs] +let isub_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[isub] +let igidl_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igisl] +let igs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igs] +let igd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igd] +let igb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igb] +let igcs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vgs] +let vds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vds] +let cgg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdd] +let cds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cds] +let csg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csg] +let csd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csd] +let css_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[css] +let cgb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdb] +let csb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csb] +let cbb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gm] +let gds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vth] +let id_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[id] +let ibd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gbs] +let isub_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[isub] +let igidl_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igisl] +let igs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igs] +let igd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igd] +let igb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igb] +let igcs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vgs] +let vds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vds] +let cgg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdd] +let cds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cds] +let csg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csg] +let csd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csd] +let css_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[css] +let cgb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdb] +let csb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csb] +let cbb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gm] +let gds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vth] +let id_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[id] +let ibd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gbs] +let isub_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[isub] +let igidl_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igisl] +let igs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igs] +let igd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igd] +let igb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igb] +let igcs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vgs] +let vds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vds] +let cgg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdd] +let cds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cds] +let csg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csg] +let csd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csd] +let css_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[css] +let cgb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdb] +let csb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csb] +let cbb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gm] +let gds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vth] +let id_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[id] +let ibd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gbs] +let isub_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[isub] +let igidl_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igisl] +let igs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igs] +let igd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igd] +let igb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igb] +let igcs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vgs] +let vds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vds] +let cgg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdd] +let cds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cds] +let csg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csg] +let csd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csd] +let css_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[css] +let cgb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdb] +let csb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csb] +let cbb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[gm] +let gds_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[vth] +let id_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[id] +let ibd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[gbs] +let isub_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[isub] +let igidl_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igisl] +let igs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igs] +let igd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igd] +let igb_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igb] +let igcs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[vgs] +let vds_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[vds] +let cgg_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cdd] +let cds_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cds] +let csg_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[csg] +let csd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[csd] +let css_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[css] +let cgb_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cdb] +let csb_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[csb] +let cbb_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M23=@m.x1.XM23.msky130_fd_pr__nfet_01v8[capbs] + +let dc_Ib=@Ib[dc] +let acmag_Ib=@Ib[acmag] +let acphase_Ib=@Ib[acphase] +let acreal_Ib=@Ib[acreal] +let acimag_Ib=@Ib[acimag] +let v_Ib=@Ib[v] +let p_Ib=@Ib[p] +let current_Ib=@Ib[current] + +let capacitance_C0=@c.x1.XC0.c1[capacitance] +let cap_C0=@c.x1.XC0.c1[cap] +let c_C0=@c.x1.XC0.c1[c] +let ic_C0=@c.x1.XC0.c1[ic] +let temp_C0=@c.x1.XC0.c1[temp] +let dtemp_C0=@c.x1.XC0.c1[dtemp] +let w_C0=@c.x1.XC0.c1[w] +let l_C0=@c.x1.XC0.c1[l] +let m_C0=@c.x1.XC0.c1[m] +let scale_C0=@c.x1.XC0.c1[scale] +let i_C0=@c.x1.XC0.c1[i] +let p_C0=@c.x1.XC0.c1[p] +let sens_dc_C0=@c.x1.XC0.c1[sens_dc] +let sens_real_C0=@c.x1.XC0.c1[sens_real] +let sens_imag_C0=@c.x1.XC0.c1[sens_imag] +let sens_mag_C0=@c.x1.XC0.c1[sens_mag] +let sens_ph_C0=@c.x1.XC0.c1[sens_ph] +let sens_cplx_C0=@c.x1.XC0.c1[sens_cplx] + +let capacitance_C1=@c.x1.XC1.c1[capacitance] +let cap_C1=@c.x1.XC1.c1[cap] +let c_C1=@c.x1.XC1.c1[c] +let ic_C1=@c.x1.XC1.c1[ic] +let temp_C1=@c.x1.XC1.c1[temp] +let dtemp_C1=@c.x1.XC1.c1[dtemp] +let w_C1=@c.x1.XC1.c1[w] +let l_C1=@c.x1.XC1.c1[l] +let m_C1=@c.x1.XC1.c1[m] +let scale_C1=@c.x1.XC1.c1[scale] +let i_C1=@c.x1.XC1.c1[i] +let p_C1=@c.x1.XC1.c1[p] +let sens_dc_C1=@c.x1.XC1.c1[sens_dc] +let sens_real_C1=@c.x1.XC1.c1[sens_real] +let sens_imag_C1=@c.x1.XC1.c1[sens_imag] +let sens_mag_C1=@c.x1.XC1.c1[sens_mag] +let sens_ph_C1=@c.x1.XC1.c1[sens_ph] +let sens_cplx_C1=@c.x1.XC1.c1[sens_cplx] + +write AMP_NMCF_op gmbs_M0 gm_M0 gds_M0 vdsat_M0 vth_M0 id_M0 ibd_M0 ibs_M0 gbd_M0 gbs_M0 isub_M0 igidl_M0 igisl_M0 igs_M0 igd_M0 igb_M0 igcs_M0 vbs_M0 vgs_M0 vds_M0 cgg_M0 cgs_M0 cgd_M0 cbg_M0 cbd_M0 cbs_M0 cdg_M0 cdd_M0 cds_M0 csg_M0 csd_M0 css_M0 cgb_M0 cdb_M0 csb_M0 cbb_M0 capbd_M0 capbs_M0 gmbs_M1 gm_M1 gds_M1 vdsat_M1 vth_M1 id_M1 ibd_M1 ibs_M1 gbd_M1 gbs_M1 isub_M1 igidl_M1 igisl_M1 igs_M1 igd_M1 igb_M1 igcs_M1 vbs_M1 vgs_M1 vds_M1 cgg_M1 cgs_M1 cgd_M1 cbg_M1 cbd_M1 cbs_M1 cdg_M1 cdd_M1 cds_M1 csg_M1 csd_M1 css_M1 cgb_M1 cdb_M1 csb_M1 cbb_M1 capbd_M1 capbs_M1 gmbs_M2 gm_M2 gds_M2 vdsat_M2 vth_M2 id_M2 ibd_M2 ibs_M2 gbd_M2 gbs_M2 isub_M2 igidl_M2 igisl_M2 igs_M2 igd_M2 igb_M2 igcs_M2 vbs_M2 vgs_M2 vds_M2 cgg_M2 cgs_M2 cgd_M2 cbg_M2 cbd_M2 cbs_M2 cdg_M2 cdd_M2 cds_M2 csg_M2 csd_M2 css_M2 cgb_M2 cdb_M2 csb_M2 cbb_M2 capbd_M2 capbs_M2 gmbs_M3 gm_M3 gds_M3 vdsat_M3 vth_M3 id_M3 ibd_M3 ibs_M3 gbd_M3 gbs_M3 isub_M3 igidl_M3 igisl_M3 igs_M3 igd_M3 igb_M3 igcs_M3 vbs_M3 vgs_M3 vds_M3 cgg_M3 cgs_M3 cgd_M3 cbg_M3 cbd_M3 cbs_M3 cdg_M3 cdd_M3 cds_M3 csg_M3 csd_M3 css_M3 cgb_M3 cdb_M3 csb_M3 cbb_M3 capbd_M3 capbs_M3 gmbs_M4 gm_M4 gds_M4 vdsat_M4 vth_M4 id_M4 ibd_M4 ibs_M4 gbd_M4 gbs_M4 isub_M4 igidl_M4 igisl_M4 igs_M4 igd_M4 igb_M4 igcs_M4 vbs_M4 vgs_M4 vds_M4 cgg_M4 cgs_M4 cgd_M4 cbg_M4 cbd_M4 cbs_M4 cdg_M4 cdd_M4 cds_M4 csg_M4 csd_M4 css_M4 cgb_M4 cdb_M4 csb_M4 cbb_M4 capbd_M4 capbs_M4 gmbs_M5 gm_M5 gds_M5 vdsat_M5 vth_M5 id_M5 ibd_M5 ibs_M5 gbd_M5 gbs_M5 isub_M5 igidl_M5 igisl_M5 igs_M5 igd_M5 igb_M5 igcs_M5 vbs_M5 vgs_M5 vds_M5 cgg_M5 cgs_M5 cgd_M5 cbg_M5 cbd_M5 cbs_M5 cdg_M5 cdd_M5 cds_M5 csg_M5 csd_M5 css_M5 cgb_M5 cdb_M5 csb_M5 cbb_M5 capbd_M5 capbs_M5 gmbs_M6 gm_M6 gds_M6 vdsat_M6 vth_M6 id_M6 ibd_M6 ibs_M6 gbd_M6 gbs_M6 isub_M6 igidl_M6 igisl_M6 igs_M6 igd_M6 igb_M6 igcs_M6 vbs_M6 vgs_M6 vds_M6 cgg_M6 cgs_M6 cgd_M6 cbg_M6 cbd_M6 cbs_M6 cdg_M6 cdd_M6 cds_M6 csg_M6 csd_M6 css_M6 cgb_M6 cdb_M6 csb_M6 cbb_M6 capbd_M6 capbs_M6 gmbs_M7 gm_M7 gds_M7 vdsat_M7 vth_M7 id_M7 ibd_M7 ibs_M7 gbd_M7 gbs_M7 isub_M7 igidl_M7 igisl_M7 igs_M7 igd_M7 igb_M7 igcs_M7 vbs_M7 vgs_M7 vds_M7 cgg_M7 cgs_M7 cgd_M7 cbg_M7 cbd_M7 cbs_M7 cdg_M7 cdd_M7 cds_M7 csg_M7 csd_M7 css_M7 cgb_M7 cdb_M7 csb_M7 cbb_M7 capbd_M7 capbs_M7 gmbs_M8 gm_M8 gds_M8 vdsat_M8 vth_M8 id_M8 ibd_M8 ibs_M8 gbd_M8 gbs_M8 isub_M8 igidl_M8 igisl_M8 igs_M8 igd_M8 igb_M8 igcs_M8 vbs_M8 vgs_M8 vds_M8 cgg_M8 cgs_M8 cgd_M8 cbg_M8 cbd_M8 cbs_M8 cdg_M8 cdd_M8 cds_M8 csg_M8 csd_M8 css_M8 cgb_M8 cdb_M8 csb_M8 cbb_M8 capbd_M8 capbs_M8 gmbs_M9 gm_M9 gds_M9 vdsat_M9 vth_M9 id_M9 ibd_M9 ibs_M9 gbd_M9 gbs_M9 isub_M9 igidl_M9 igisl_M9 igs_M9 igd_M9 igb_M9 igcs_M9 vbs_M9 vgs_M9 vds_M9 cgg_M9 cgs_M9 cgd_M9 cbg_M9 cbd_M9 cbs_M9 cdg_M9 cdd_M9 cds_M9 csg_M9 csd_M9 css_M9 cgb_M9 cdb_M9 csb_M9 cbb_M9 capbd_M9 capbs_M9 gmbs_M10 gm_M10 gds_M10 vdsat_M10 vth_M10 id_M10 ibd_M10 ibs_M10 gbd_M10 gbs_M10 isub_M10 igidl_M10 igisl_M10 igs_M10 igd_M10 igb_M10 igcs_M10 vbs_M10 vgs_M10 vds_M10 cgg_M10 cgs_M10 cgd_M10 cbg_M10 cbd_M10 cbs_M10 cdg_M10 cdd_M10 cds_M10 csg_M10 csd_M10 css_M10 cgb_M10 cdb_M10 csb_M10 cbb_M10 capbd_M10 capbs_M10 gmbs_M11 gm_M11 gds_M11 vdsat_M11 vth_M11 id_M11 ibd_M11 ibs_M11 gbd_M11 gbs_M11 isub_M11 igidl_M11 igisl_M11 igs_M11 igd_M11 igb_M11 igcs_M11 vbs_M11 vgs_M11 vds_M11 cgg_M11 cgs_M11 cgd_M11 cbg_M11 cbd_M11 cbs_M11 cdg_M11 cdd_M11 cds_M11 csg_M11 csd_M11 css_M11 cgb_M11 cdb_M11 csb_M11 cbb_M11 capbd_M11 capbs_M11 gmbs_M12 gm_M12 gds_M12 vdsat_M12 vth_M12 id_M12 ibd_M12 ibs_M12 gbd_M12 gbs_M12 isub_M12 igidl_M12 igisl_M12 igs_M12 igd_M12 igb_M12 igcs_M12 vbs_M12 vgs_M12 vds_M12 cgg_M12 cgs_M12 cgd_M12 cbg_M12 cbd_M12 cbs_M12 cdg_M12 cdd_M12 cds_M12 csg_M12 csd_M12 css_M12 cgb_M12 cdb_M12 csb_M12 cbb_M12 capbd_M12 capbs_M12 gmbs_M13 gm_M13 gds_M13 vdsat_M13 vth_M13 id_M13 ibd_M13 ibs_M13 gbd_M13 gbs_M13 isub_M13 igidl_M13 igisl_M13 igs_M13 igd_M13 igb_M13 igcs_M13 vbs_M13 vgs_M13 vds_M13 cgg_M13 cgs_M13 cgd_M13 cbg_M13 cbd_M13 cbs_M13 cdg_M13 cdd_M13 cds_M13 csg_M13 csd_M13 css_M13 cgb_M13 cdb_M13 csb_M13 cbb_M13 capbd_M13 capbs_M13 gmbs_M14 gm_M14 gds_M14 vdsat_M14 vth_M14 id_M14 ibd_M14 ibs_M14 gbd_M14 gbs_M14 isub_M14 igidl_M14 igisl_M14 igs_M14 igd_M14 igb_M14 igcs_M14 vbs_M14 vgs_M14 vds_M14 cgg_M14 cgs_M14 cgd_M14 cbg_M14 cbd_M14 cbs_M14 cdg_M14 cdd_M14 cds_M14 csg_M14 csd_M14 css_M14 cgb_M14 cdb_M14 csb_M14 cbb_M14 capbd_M14 capbs_M14 gmbs_M15 gm_M15 gds_M15 vdsat_M15 vth_M15 id_M15 ibd_M15 ibs_M15 gbd_M15 gbs_M15 isub_M15 igidl_M15 igisl_M15 igs_M15 igd_M15 igb_M15 igcs_M15 vbs_M15 vgs_M15 vds_M15 cgg_M15 cgs_M15 cgd_M15 cbg_M15 cbd_M15 cbs_M15 cdg_M15 cdd_M15 cds_M15 csg_M15 csd_M15 css_M15 cgb_M15 cdb_M15 csb_M15 cbb_M15 capbd_M15 capbs_M15 gmbs_M16 gm_M16 gds_M16 vdsat_M16 vth_M16 id_M16 ibd_M16 ibs_M16 gbd_M16 gbs_M16 isub_M16 igidl_M16 igisl_M16 igs_M16 igd_M16 igb_M16 igcs_M16 vbs_M16 vgs_M16 vds_M16 cgg_M16 cgs_M16 cgd_M16 cbg_M16 cbd_M16 cbs_M16 cdg_M16 cdd_M16 cds_M16 csg_M16 csd_M16 css_M16 cgb_M16 cdb_M16 csb_M16 cbb_M16 capbd_M16 capbs_M16 gmbs_M17 gm_M17 gds_M17 vdsat_M17 vth_M17 id_M17 ibd_M17 ibs_M17 gbd_M17 gbs_M17 isub_M17 igidl_M17 igisl_M17 igs_M17 igd_M17 igb_M17 igcs_M17 vbs_M17 vgs_M17 vds_M17 cgg_M17 cgs_M17 cgd_M17 cbg_M17 cbd_M17 cbs_M17 cdg_M17 cdd_M17 cds_M17 csg_M17 csd_M17 css_M17 cgb_M17 cdb_M17 csb_M17 cbb_M17 capbd_M17 capbs_M17 gmbs_M18 gm_M18 gds_M18 vdsat_M18 vth_M18 id_M18 ibd_M18 ibs_M18 gbd_M18 gbs_M18 isub_M18 igidl_M18 igisl_M18 igs_M18 igd_M18 igb_M18 igcs_M18 vbs_M18 vgs_M18 vds_M18 cgg_M18 cgs_M18 cgd_M18 cbg_M18 cbd_M18 cbs_M18 cdg_M18 cdd_M18 cds_M18 csg_M18 csd_M18 css_M18 cgb_M18 cdb_M18 csb_M18 cbb_M18 capbd_M18 capbs_M18 gmbs_M19 gm_M19 gds_M19 vdsat_M19 vth_M19 id_M19 ibd_M19 ibs_M19 gbd_M19 gbs_M19 isub_M19 igidl_M19 igisl_M19 igs_M19 igd_M19 igb_M19 igcs_M19 vbs_M19 vgs_M19 vds_M19 cgg_M19 cgs_M19 cgd_M19 cbg_M19 cbd_M19 cbs_M19 cdg_M19 cdd_M19 cds_M19 csg_M19 csd_M19 css_M19 cgb_M19 cdb_M19 csb_M19 cbb_M19 capbd_M19 capbs_M19 gmbs_M20 gm_M20 gds_M20 vdsat_M20 vth_M20 id_M20 ibd_M20 ibs_M20 gbd_M20 gbs_M20 isub_M20 igidl_M20 igisl_M20 igs_M20 igd_M20 igb_M20 igcs_M20 vbs_M20 vgs_M20 vds_M20 cgg_M20 cgs_M20 cgd_M20 cbg_M20 cbd_M20 cbs_M20 cdg_M20 cdd_M20 cds_M20 csg_M20 csd_M20 css_M20 cgb_M20 cdb_M20 csb_M20 cbb_M20 capbd_M20 capbs_M20 gmbs_M21 gm_M21 gds_M21 vdsat_M21 vth_M21 id_M21 ibd_M21 ibs_M21 gbd_M21 gbs_M21 isub_M21 igidl_M21 igisl_M21 igs_M21 igd_M21 igb_M21 igcs_M21 vbs_M21 vgs_M21 vds_M21 cgg_M21 cgs_M21 cgd_M21 cbg_M21 cbd_M21 cbs_M21 cdg_M21 cdd_M21 cds_M21 csg_M21 csd_M21 css_M21 cgb_M21 cdb_M21 csb_M21 cbb_M21 capbd_M21 capbs_M21 gmbs_M22 gm_M22 gds_M22 vdsat_M22 vth_M22 id_M22 ibd_M22 ibs_M22 gbd_M22 gbs_M22 isub_M22 igidl_M22 igisl_M22 igs_M22 igd_M22 igb_M22 igcs_M22 vbs_M22 vgs_M22 vds_M22 cgg_M22 cgs_M22 cgd_M22 cbg_M22 cbd_M22 cbs_M22 cdg_M22 cdd_M22 cds_M22 csg_M22 csd_M22 css_M22 cgb_M22 cdb_M22 csb_M22 cbb_M22 capbd_M22 capbs_M22 gmbs_M23 gm_M23 gds_M23 vdsat_M23 vth_M23 id_M23 ibd_M23 ibs_M23 gbd_M23 gbs_M23 isub_M23 igidl_M23 igisl_M23 igs_M23 igd_M23 igb_M23 igcs_M23 vbs_M23 vgs_M23 vds_M23 cgg_M23 cgs_M23 cgd_M23 cbg_M23 cbd_M23 cbs_M23 cdg_M23 cdd_M23 cds_M23 csg_M23 csd_M23 css_M23 cgb_M23 cdb_M23 csb_M23 cbb_M23 capbd_M23 capbs_M23 dc_Ib acmag_Ib acphase_Ib acreal_Ib acimag_Ib v_Ib p_Ib current_Ib capacitance_C0 cap_C0 c_C0 ic_C0 temp_C0 dtemp_C0 w_C0 l_C0 m_C0 scale_C0 i_C0 p_C0 sens_dc_C0 sens_real_C0 sens_imag_C0 sens_mag_C0 sens_ph_C0 sens_cplx_C0 capacitance_C1 cap_C1 c_C1 ic_C1 temp_C1 dtemp_C1 w_C1 l_C1 m_C1 scale_C1 i_C1 p_C1 sens_dc_C1 sens_real_C1 sens_imag_C1 sens_mag_C1 sens_ph_C1 sens_cplx_C1 diff --git a/RGNN_RL/simulations/AMP_NMCF_op b/RGNN_RL/simulations/AMP_NMCF_op new file mode 100644 index 0000000..3f6e004 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_op @@ -0,0 +1,1923 @@ +Title: test opamp acdc +Date: Wed Sep 11 14:10:17 2024 +Plotname: Operating Point +Flags: real +No. Variables: 957 +No. Points: 1 +Variables: + 0 v(vdd) voltage + 1 gmbs_m0 notype + 2 gm_m0 notype + 3 gds_m0 notype + 4 vdsat_m0 notype + 5 vth_m0 notype + 6 i(id_m0) current + 7 ibd_m0 notype + 8 ibs_m0 notype + 9 gbd_m0 notype + 10 gbs_m0 notype + 11 isub_m0 notype + 12 igidl_m0 notype + 13 igisl_m0 notype + 14 igs_m0 notype + 15 igd_m0 notype + 16 igb_m0 notype + 17 igcs_m0 notype + 18 vbs_m0 notype + 19 vgs_m0 notype + 20 vds_m0 notype + 21 cgg_m0 notype + 22 cgs_m0 notype + 23 cgd_m0 notype + 24 cbg_m0 notype + 25 cbd_m0 notype + 26 cbs_m0 notype + 27 cdg_m0 notype + 28 cdd_m0 notype + 29 cds_m0 notype + 30 csg_m0 notype + 31 csd_m0 notype + 32 css_m0 notype + 33 cgb_m0 notype + 34 cdb_m0 notype + 35 csb_m0 notype + 36 cbb_m0 notype + 37 capbd_m0 notype + 38 capbs_m0 notype + 39 gmbs_m1 notype + 40 gm_m1 notype + 41 gds_m1 notype + 42 vdsat_m1 notype + 43 vth_m1 notype + 44 i(id_m1) current + 45 ibd_m1 notype + 46 ibs_m1 notype + 47 gbd_m1 notype + 48 gbs_m1 notype + 49 isub_m1 notype + 50 igidl_m1 notype + 51 igisl_m1 notype + 52 igs_m1 notype + 53 igd_m1 notype + 54 igb_m1 notype + 55 igcs_m1 notype + 56 vbs_m1 notype + 57 vgs_m1 notype + 58 vds_m1 notype + 59 cgg_m1 notype + 60 cgs_m1 notype + 61 cgd_m1 notype + 62 cbg_m1 notype + 63 cbd_m1 notype + 64 cbs_m1 notype + 65 cdg_m1 notype + 66 cdd_m1 notype + 67 cds_m1 notype + 68 csg_m1 notype + 69 csd_m1 notype + 70 css_m1 notype + 71 cgb_m1 notype + 72 cdb_m1 notype + 73 csb_m1 notype + 74 cbb_m1 notype + 75 capbd_m1 notype + 76 capbs_m1 notype + 77 gmbs_m2 notype + 78 gm_m2 notype + 79 gds_m2 notype + 80 vdsat_m2 notype + 81 vth_m2 notype + 82 i(id_m2) current + 83 ibd_m2 notype + 84 ibs_m2 notype + 85 gbd_m2 notype + 86 gbs_m2 notype + 87 isub_m2 notype + 88 igidl_m2 notype + 89 igisl_m2 notype + 90 igs_m2 notype + 91 igd_m2 notype + 92 igb_m2 notype + 93 igcs_m2 notype + 94 vbs_m2 notype + 95 vgs_m2 notype + 96 vds_m2 notype + 97 cgg_m2 notype + 98 cgs_m2 notype + 99 cgd_m2 notype + 100 cbg_m2 notype + 101 cbd_m2 notype + 102 cbs_m2 notype + 103 cdg_m2 notype + 104 cdd_m2 notype + 105 cds_m2 notype + 106 csg_m2 notype + 107 csd_m2 notype + 108 css_m2 notype + 109 cgb_m2 notype + 110 cdb_m2 notype + 111 csb_m2 notype + 112 cbb_m2 notype + 113 capbd_m2 notype + 114 capbs_m2 notype + 115 gmbs_m3 notype + 116 gm_m3 notype + 117 gds_m3 notype + 118 vdsat_m3 notype + 119 vth_m3 notype + 120 i(id_m3) current + 121 ibd_m3 notype + 122 ibs_m3 notype + 123 gbd_m3 notype + 124 gbs_m3 notype + 125 isub_m3 notype + 126 igidl_m3 notype + 127 igisl_m3 notype + 128 igs_m3 notype + 129 igd_m3 notype + 130 igb_m3 notype + 131 igcs_m3 notype + 132 vbs_m3 notype + 133 vgs_m3 notype + 134 vds_m3 notype + 135 cgg_m3 notype + 136 cgs_m3 notype + 137 cgd_m3 notype + 138 cbg_m3 notype + 139 cbd_m3 notype + 140 cbs_m3 notype + 141 cdg_m3 notype + 142 cdd_m3 notype + 143 cds_m3 notype + 144 csg_m3 notype + 145 csd_m3 notype + 146 css_m3 notype + 147 cgb_m3 notype + 148 cdb_m3 notype + 149 csb_m3 notype + 150 cbb_m3 notype + 151 capbd_m3 notype + 152 capbs_m3 notype + 153 gmbs_m4 notype + 154 gm_m4 notype + 155 gds_m4 notype + 156 vdsat_m4 notype + 157 vth_m4 notype + 158 i(id_m4) current + 159 ibd_m4 notype + 160 ibs_m4 notype + 161 gbd_m4 notype + 162 gbs_m4 notype + 163 isub_m4 notype + 164 igidl_m4 notype + 165 igisl_m4 notype + 166 igs_m4 notype + 167 igd_m4 notype + 168 igb_m4 notype + 169 igcs_m4 notype + 170 vbs_m4 notype + 171 vgs_m4 notype + 172 vds_m4 notype + 173 cgg_m4 notype + 174 cgs_m4 notype + 175 cgd_m4 notype + 176 cbg_m4 notype + 177 cbd_m4 notype + 178 cbs_m4 notype + 179 cdg_m4 notype + 180 cdd_m4 notype + 181 cds_m4 notype + 182 csg_m4 notype + 183 csd_m4 notype + 184 css_m4 notype + 185 cgb_m4 notype + 186 cdb_m4 notype + 187 csb_m4 notype + 188 cbb_m4 notype + 189 capbd_m4 notype + 190 capbs_m4 notype + 191 gmbs_m5 notype + 192 gm_m5 notype + 193 gds_m5 notype + 194 vdsat_m5 notype + 195 vth_m5 notype + 196 i(id_m5) current + 197 ibd_m5 notype + 198 ibs_m5 notype + 199 gbd_m5 notype + 200 gbs_m5 notype + 201 isub_m5 notype + 202 igidl_m5 notype + 203 igisl_m5 notype + 204 igs_m5 notype + 205 igd_m5 notype + 206 igb_m5 notype + 207 igcs_m5 notype + 208 vbs_m5 notype + 209 vgs_m5 notype + 210 vds_m5 notype + 211 cgg_m5 notype + 212 cgs_m5 notype + 213 cgd_m5 notype + 214 cbg_m5 notype + 215 cbd_m5 notype + 216 cbs_m5 notype + 217 cdg_m5 notype + 218 cdd_m5 notype + 219 cds_m5 notype + 220 csg_m5 notype + 221 csd_m5 notype + 222 css_m5 notype + 223 cgb_m5 notype + 224 cdb_m5 notype + 225 csb_m5 notype + 226 cbb_m5 notype + 227 capbd_m5 notype + 228 capbs_m5 notype + 229 gmbs_m6 notype + 230 gm_m6 notype + 231 gds_m6 notype + 232 vdsat_m6 notype + 233 vth_m6 notype + 234 i(id_m6) current + 235 ibd_m6 notype + 236 ibs_m6 notype + 237 gbd_m6 notype + 238 gbs_m6 notype + 239 isub_m6 notype + 240 igidl_m6 notype + 241 igisl_m6 notype + 242 igs_m6 notype + 243 igd_m6 notype + 244 igb_m6 notype + 245 igcs_m6 notype + 246 vbs_m6 notype + 247 vgs_m6 notype + 248 vds_m6 notype + 249 cgg_m6 notype + 250 cgs_m6 notype + 251 cgd_m6 notype + 252 cbg_m6 notype + 253 cbd_m6 notype + 254 cbs_m6 notype + 255 cdg_m6 notype + 256 cdd_m6 notype + 257 cds_m6 notype + 258 csg_m6 notype + 259 csd_m6 notype + 260 css_m6 notype + 261 cgb_m6 notype + 262 cdb_m6 notype + 263 csb_m6 notype + 264 cbb_m6 notype + 265 capbd_m6 notype + 266 capbs_m6 notype + 267 gmbs_m7 notype + 268 gm_m7 notype + 269 gds_m7 notype + 270 vdsat_m7 notype + 271 vth_m7 notype + 272 i(id_m7) current + 273 ibd_m7 notype + 274 ibs_m7 notype + 275 gbd_m7 notype + 276 gbs_m7 notype + 277 isub_m7 notype + 278 igidl_m7 notype + 279 igisl_m7 notype + 280 igs_m7 notype + 281 igd_m7 notype + 282 igb_m7 notype + 283 igcs_m7 notype + 284 vbs_m7 notype + 285 vgs_m7 notype + 286 vds_m7 notype + 287 cgg_m7 notype + 288 cgs_m7 notype + 289 cgd_m7 notype + 290 cbg_m7 notype + 291 cbd_m7 notype + 292 cbs_m7 notype + 293 cdg_m7 notype + 294 cdd_m7 notype + 295 cds_m7 notype + 296 csg_m7 notype + 297 csd_m7 notype + 298 css_m7 notype + 299 cgb_m7 notype + 300 cdb_m7 notype + 301 csb_m7 notype + 302 cbb_m7 notype + 303 capbd_m7 notype + 304 capbs_m7 notype + 305 gmbs_m8 notype + 306 gm_m8 notype + 307 gds_m8 notype + 308 vdsat_m8 notype + 309 vth_m8 notype + 310 i(id_m8) current + 311 ibd_m8 notype + 312 ibs_m8 notype + 313 gbd_m8 notype + 314 gbs_m8 notype + 315 isub_m8 notype + 316 igidl_m8 notype + 317 igisl_m8 notype + 318 igs_m8 notype + 319 igd_m8 notype + 320 igb_m8 notype + 321 igcs_m8 notype + 322 vbs_m8 notype + 323 vgs_m8 notype + 324 vds_m8 notype + 325 cgg_m8 notype + 326 cgs_m8 notype + 327 cgd_m8 notype + 328 cbg_m8 notype + 329 cbd_m8 notype + 330 cbs_m8 notype + 331 cdg_m8 notype + 332 cdd_m8 notype + 333 cds_m8 notype + 334 csg_m8 notype + 335 csd_m8 notype + 336 css_m8 notype + 337 cgb_m8 notype + 338 cdb_m8 notype + 339 csb_m8 notype + 340 cbb_m8 notype + 341 capbd_m8 notype + 342 capbs_m8 notype + 343 gmbs_m9 notype + 344 gm_m9 notype + 345 gds_m9 notype + 346 vdsat_m9 notype + 347 vth_m9 notype + 348 i(id_m9) current + 349 ibd_m9 notype + 350 ibs_m9 notype + 351 gbd_m9 notype + 352 gbs_m9 notype + 353 isub_m9 notype + 354 igidl_m9 notype + 355 igisl_m9 notype + 356 igs_m9 notype + 357 igd_m9 notype + 358 igb_m9 notype + 359 igcs_m9 notype + 360 vbs_m9 notype + 361 vgs_m9 notype + 362 vds_m9 notype + 363 cgg_m9 notype + 364 cgs_m9 notype + 365 cgd_m9 notype + 366 cbg_m9 notype + 367 cbd_m9 notype + 368 cbs_m9 notype + 369 cdg_m9 notype + 370 cdd_m9 notype + 371 cds_m9 notype + 372 csg_m9 notype + 373 csd_m9 notype + 374 css_m9 notype + 375 cgb_m9 notype + 376 cdb_m9 notype + 377 csb_m9 notype + 378 cbb_m9 notype + 379 capbd_m9 notype + 380 capbs_m9 notype + 381 gmbs_m10 notype + 382 gm_m10 notype + 383 gds_m10 notype + 384 vdsat_m10 notype + 385 vth_m10 notype + 386 i(id_m10) current + 387 ibd_m10 notype + 388 ibs_m10 notype + 389 gbd_m10 notype + 390 gbs_m10 notype + 391 isub_m10 notype + 392 igidl_m10 notype + 393 igisl_m10 notype + 394 igs_m10 notype + 395 igd_m10 notype + 396 igb_m10 notype + 397 igcs_m10 notype + 398 vbs_m10 notype + 399 vgs_m10 notype + 400 vds_m10 notype + 401 cgg_m10 notype + 402 cgs_m10 notype + 403 cgd_m10 notype + 404 cbg_m10 notype + 405 cbd_m10 notype + 406 cbs_m10 notype + 407 cdg_m10 notype + 408 cdd_m10 notype + 409 cds_m10 notype + 410 csg_m10 notype + 411 csd_m10 notype + 412 css_m10 notype + 413 cgb_m10 notype + 414 cdb_m10 notype + 415 csb_m10 notype + 416 cbb_m10 notype + 417 capbd_m10 notype + 418 capbs_m10 notype + 419 gmbs_m11 notype + 420 gm_m11 notype + 421 gds_m11 notype + 422 vdsat_m11 notype + 423 vth_m11 notype + 424 i(id_m11) current + 425 ibd_m11 notype + 426 ibs_m11 notype + 427 gbd_m11 notype + 428 gbs_m11 notype + 429 isub_m11 notype + 430 igidl_m11 notype + 431 igisl_m11 notype + 432 igs_m11 notype + 433 igd_m11 notype + 434 igb_m11 notype + 435 igcs_m11 notype + 436 vbs_m11 notype + 437 vgs_m11 notype + 438 vds_m11 notype + 439 cgg_m11 notype + 440 cgs_m11 notype + 441 cgd_m11 notype + 442 cbg_m11 notype + 443 cbd_m11 notype + 444 cbs_m11 notype + 445 cdg_m11 notype + 446 cdd_m11 notype + 447 cds_m11 notype + 448 csg_m11 notype + 449 csd_m11 notype + 450 css_m11 notype + 451 cgb_m11 notype + 452 cdb_m11 notype + 453 csb_m11 notype + 454 cbb_m11 notype + 455 capbd_m11 notype + 456 capbs_m11 notype + 457 gmbs_m12 notype + 458 gm_m12 notype + 459 gds_m12 notype + 460 vdsat_m12 notype + 461 vth_m12 notype + 462 i(id_m12) current + 463 ibd_m12 notype + 464 ibs_m12 notype + 465 gbd_m12 notype + 466 gbs_m12 notype + 467 isub_m12 notype + 468 igidl_m12 notype + 469 igisl_m12 notype + 470 igs_m12 notype + 471 igd_m12 notype + 472 igb_m12 notype + 473 igcs_m12 notype + 474 vbs_m12 notype + 475 vgs_m12 notype + 476 vds_m12 notype + 477 cgg_m12 notype + 478 cgs_m12 notype + 479 cgd_m12 notype + 480 cbg_m12 notype + 481 cbd_m12 notype + 482 cbs_m12 notype + 483 cdg_m12 notype + 484 cdd_m12 notype + 485 cds_m12 notype + 486 csg_m12 notype + 487 csd_m12 notype + 488 css_m12 notype + 489 cgb_m12 notype + 490 cdb_m12 notype + 491 csb_m12 notype + 492 cbb_m12 notype + 493 capbd_m12 notype + 494 capbs_m12 notype + 495 gmbs_m13 notype + 496 gm_m13 notype + 497 gds_m13 notype + 498 vdsat_m13 notype + 499 vth_m13 notype + 500 i(id_m13) current + 501 ibd_m13 notype + 502 ibs_m13 notype + 503 gbd_m13 notype + 504 gbs_m13 notype + 505 isub_m13 notype + 506 igidl_m13 notype + 507 igisl_m13 notype + 508 igs_m13 notype + 509 igd_m13 notype + 510 igb_m13 notype + 511 igcs_m13 notype + 512 vbs_m13 notype + 513 vgs_m13 notype + 514 vds_m13 notype + 515 cgg_m13 notype + 516 cgs_m13 notype + 517 cgd_m13 notype + 518 cbg_m13 notype + 519 cbd_m13 notype + 520 cbs_m13 notype + 521 cdg_m13 notype + 522 cdd_m13 notype + 523 cds_m13 notype + 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1.000000000000000e+00 + 0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + 1.455825800000000e-11 + 1.455825800000000e-11 + 1.455825800000000e-11 + 0.000000000000000e+00 + 2.700000000000000e+01 + 0.000000000000000e+00 + 1.000000000000000e-05 + 0.000000000000000e+00 + 8.000000000000000e+00 + 1.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + diff --git a/RGNN_RL/simulations/AMP_NMCF_op_mean_std.json b/RGNN_RL/simulations/AMP_NMCF_op_mean_std.json new file mode 100644 index 0000000..2500836 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_op_mean_std.json @@ -0,0 +1 @@ +{"OP_M_mean": {"gmbs": 0.00011960453020265819, "gm": 0.0004699112870143533, "gds": 3.5954125396631184e-05, "vdsat": 0.09281245769732453, "vth": 0.7937375868341808, "id": 4.647991209452687e-05, "ibd": -4.882375080227418e-11, "ibs": -1.2325438798329174e-12, "gbd": 7.279034375507122e-11, "gbs": 8.888988056565023e-11, "isub": 5.394290068393088e-09, "igidl": 9.539383783444926e-22, "igisl": 0.0, "igs": 0.0, "igd": 0.0, "igb": 0.0, "igcs": 0.0, "vbs": -0.012514702911200375, "vgs": 0.8111118364667889, "vds": 0.7704889079102555, "cgg": 3.892318741667776e-12, "cgs": -2.8291272934245217e-12, "cgd": -3.7352165720122853e-13, "cbg": -8.18275196051846e-13, "cbd": -1.845266249206619e-13, "cbs": -5.408519530954659e-13, "cdg": -1.3148440707046944e-12, "cdd": 3.9601113743916693e-13, "cds": 1.2844942541936578e-12, "csg": -1.7591994749112337e-12, "csd": 1.6203714468272374e-13, "css": 2.085484992326335e-12, "cgb": -6.896697910420242e-13, "cdb": -3.6566132092812784e-13, "csb": -4.883226620978219e-13, "cbb": 1.5436537740679738e-12, "capbd": 6.594846549419646e-14, "capbs": 6.952136774899044e-14}, "OP_M_std": {"gmbs": 0.00037674780818080204, "gm": 0.0014736630188882768, "gds": 0.0003297785423524771, "vdsat": 0.09192635130991882, "vth": 0.23325609615773424, "id": 0.00023646638166853308, "ibd": 1.0284526153872732e-10, "ibs": 3.4860363920172203e-12, "gbd": 9.245197492495692e-11, "gbs": 1.1554537252462957e-10, "isub": 8.713007628537863e-08, "igidl": 3.018106827136328e-20, "igisl": 0.0, "igs": 0.0, "igd": 0.0, "igb": 0.0, "igcs": 0.0, "vbs": 0.030576863414529087, "vgs": 0.28976199711827816, "vds": 0.469552779103626, "cgg": 6.423873013561525e-12, "cgs": 4.694920124939276e-12, "cgd": 1.243249047487509e-12, "cbg": 1.3408019436702054e-12, "cbd": 6.034022546790099e-13, "cbs": 8.984907244168647e-13, "cdg": 2.260221371506708e-12, "cdd": 1.3037480006428018e-12, "cds": 2.145841938423014e-12, "csg": 2.916037123881726e-12, "csd": 5.435813545222707e-13, "css": 3.4356863104993803e-12, "cgb": 1.1676893819831606e-12, "cdb": 6.360026418262582e-13, "csb": 8.142002325962697e-13, "cbb": 2.550780485082821e-12, "capbd": 1.0091278937396352e-13, "capbs": 1.0191548094043163e-13}} \ No newline at end of file diff --git a/RGNN_RL/simulations/AMP_NMCF_vars.spice b/RGNN_RL/simulations/AMP_NMCF_vars.spice new file mode 100644 index 0000000..810d0e5 --- /dev/null +++ b/RGNN_RL/simulations/AMP_NMCF_vars.spice @@ -0,0 +1,10 @@ +.param MOSFET_0_8_W_BIASCM_PMOS=8.401687951475711 MOSFET_0_8_L_BIASCM_PMOS=1.8753550832847838 MOSFET_0_8_M_BIASCM_PMOS=19 +.param MOSFET_8_2_W_gm1_PMOS=1.3222527842051277 MOSFET_8_2_L_gm1_PMOS=2.6270257845071705 MOSFET_8_2_M_gm1_PMOS=37 +.param MOSFET_10_1_W_gm2_PMOS=1.710426467813417 MOSFET_10_1_L_gm2_PMOS=1.8154329552478603 MOSFET_10_1_M_gm2_PMOS=4 +.param MOSFET_11_1_W_gmf2_PMOS=3.578620867067523 MOSFET_11_1_L_gmf2_PMOS=3.581661795317242 MOSFET_11_1_M_gmf2_PMOS=347 +.param MOSFET_17_7_W_BIASCM_NMOS=1.4611546975877676 MOSFET_17_7_L_BIASCM_NMOS=0.9503514834662219 MOSFET_17_7_M_BIASCM_NMOS=4 +.param MOSFET_21_2_W_LOAD2_NMOS=5.923108683557338 MOSFET_21_2_L_LOAD2_NMOS=1.3873797864025055 MOSFET_21_2_M_LOAD2_NMOS=42 +.param MOSFET_23_1_W_gm3_NMOS=1.2341762562343073 MOSFET_23_1_L_gm3_NMOS=2.38420311655875 MOSFET_23_1_M_gm3_NMOS=9 +.param CURRENT_0_BIAS=5.245106465782526e-06 +.param M_C0=21 +.param M_C1=8 diff --git a/RGNN_RL/simulations/LDO_TB.txt b/RGNN_RL/simulations/LDO_TB.txt new file mode 100644 index 0000000..b3632c6 --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB.txt @@ -0,0 +1,35 @@ +.subckt Basic_LDO gnda vdda vinn vout vfb vinp Ib +XM0 Ib Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM1 vb4 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM2 dm_1 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM3 vb3 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM4 net20 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m='2*mosfet_0_8_m_biascm_pmos' +XM5 voutn voutn vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM6 net10 voutn vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM7 net7 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM24 net1 Ib vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_0_8_l_biascm_pmos W='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos + +XM11 vout net1 vdda vdda sky130_fd_pr__pfet_01v8 L=mosfet_11_1_l_power_pmos W='mosfet_11_1_w_power_pmos*1' m=mosfet_11_1_m_power_pmos + +XM10 net12 net10 net1 net1 sky130_fd_pr__pfet_01v8_lvt L=mosfet_10_1_l_gm2_pmos W='mosfet_10_1_w_gm2_pmos*1' m=mosfet_10_1_m_gm2_pmos + +XM8 dm_2 vinp net20 net20 sky130_fd_pr__pfet_01v8 L=mosfet_8_2_l_gm1_pmos W='mosfet_8_2_w_gm1_pmos*1' m=mosfet_8_2_m_gm1_pmos +XM9 net106 vinn net20 net20 sky130_fd_pr__pfet_01v8 L=mosfet_8_2_l_gm1_pmos W='mosfet_8_2_w_gm1_pmos*1' m=mosfet_8_2_m_gm1_pmos + +XM14 vb3 vb3 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m=mosfet_17_7_m_biascm_nmos +XM12 vb4 vb3 net28 gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM13 dm_1 vb3 net31 gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM15 voutn vb3 dm_2 gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM16 net10 vb3 net106 gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM17 net28 vb4 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM18 net31 vb4 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='4*mosfet_17_7_m_biascm_nmos' +XM19 dm_2 vb4 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='8*mosfet_17_7_m_biascm_nmos' +XM20 net106 vb4 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_17_7_l_biascm_nmos W='mosfet_17_7_w_biascm_nmos*1' m='8*mosfet_17_7_m_biascm_nmos' + +XM21 net12 net7 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_21_2_l_load2_nmos W='mosfet_21_2_w_load2_nmos*1' m=mosfet_21_2_m_load2_nmos +XM22 net7 net7 gnda gnda sky130_fd_pr__nfet_01v8 L=mosfet_21_2_l_load2_nmos W='mosfet_21_2_w_load2_nmos*1' m=mosfet_21_2_m_load2_nmos + +r1 vout vfb 300e3 +r0 vfb gnda 100e3 +XC0 net106 vout sky130_fd_pr__cap_mim_m3_1 W=10 L=10 MF=M_C0 m=M_C0 +.ends Basic_LDO \ No newline at end of file diff --git a/RGNN_RL/simulations/LDO_TB_ACDC.cir b/RGNN_RL/simulations/LDO_TB_ACDC.cir new file mode 100644 index 0000000..c7e8a1f --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_ACDC.cir @@ -0,0 +1,168 @@ +Test LDO ACDC + +*.OPTIONS RELTOL=.0001 +*************************************** +* Step 1: Replace circuit netlist here. +*************************************** +.include ../simulations/LDO_TB.txt + +.param mc_mm_switch=0 +.param mc_pr_switch=0 +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt/specialized_cells.spice + +*************************************** +* Step 2: Replace circuit param. here. +*************************************** +.PARAM supply_voltage = 1.8 +.PARAM Vref = 0.4 +.PARAM PARAM_ILOAD =55m + +.include ../simulations/LDO_TB_vars.spice + +V1 vdd 0 'supply_voltage' +V2 vss 0 0 + +Vindc vref_in 0 'Vref' +Vin signal_in 0 dc 'Vref' ac 1 sin('Vref' 100m 500) + +* Circuit List: +* Basic_LDO + +* XLDO gnda vdda vinn vout vfb vinp Ib +* | | | | | | | +* | | | | | | bias current +* | | | | | Non-inverting input +* | | | | Feedback voltage +* | | | | +* | | | Output +* | | Inverting Input +* | Positive Supply +* Negative Supply + +*************************************** +* Step 3: Replace circuit name below. +* e.g. Basic_LDO -> DFCFC_LDO +*************************************** +* ADM TB +x1 vss vdd vref_in vout1 vfb1 vinp1 Ib Basic_LDO +Ib Ib 0 DC='current_0_bias' +Lfb vinp1 vfb1 1T +Cfb vinp1 signal_in 1T +XCL vout1 0 sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_CL m=M_CL +Iload1 vout1 0 'PARAM_ILOAD' + +* PSRR TB +VVDDApsrr vddpsrr 0 'supply_voltage' AC=1 +Ib2 Ib2 0 DC='current_0_bias' +XCL2 ppsr1 0 sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_CL m=M_CL +x2 vss vddpsrr vref_in ppsr1 vfb2 vfb2 Ib2 Basic_LDO +Iload2 ppsr1 0 'PARAM_ILOAD' + +* DC ALL TB +VVDDdc VDDdc 0 'supply_voltage' +Ib3 Ib3 0 DC='current_0_bias' +XCL3 vout6 0 sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_CL m=M_CL +x3 vss vdddc vref_in vout6 vfb3 vfb3 Ib3 Basic_LDO +Iload3 vout6 0 'PARAM_ILOAD' + +.control +* save all voltage and current +save all +.options savecurrents +set filetype=ascii +set units=degrees + +* DC sweep at maxload +alter Iload3 dc=55m +dc VVDDdc 1 3 0.01 +plot v(vout6) +wrdata LDO_TB_Vdrop_maxload v(vout6) + +* DC sweep at minload +alter Iload3 dc=5m +dc VVDDdc 1 3 0.01 +plot v(vout6) +wrdata LDO_TB_Vdrop_minload v(vout6) + +* LNR at maxload +alter Iload3 dc=55m +dc VVDDdc 1.62 1.98 0.01 +meas dc maxval1 MAX V(vout6) from=1.62 to=1.98 +meas dc minval1 MIN V(vout6) from=1.62 to=1.98 +meas dc avgval1 AVG V(vout6) from=1.62 to=1.98 +meas dc ppavl1 PP V(vout6) from=1.62 to=1.98 +let LNR1 = ppavl1/avgval1/0.36 +print LNR1 +plot v(vout6) +wrdata LDO_TB_ACDC_LNR_maxload LNR1 + +* LNR at minload +alter Iload3 dc=5m +dc VVDDdc 1.62 1.98 0.01 +meas dc maxval2 MAX V(vout6) from=1.62 to=1.98 +meas dc minval2 MIN V(vout6) from=1.62 to=1.98 +meas dc avgval2 AVG V(vout6) from=1.62 to=1.98 +meas dc ppavl2 PP V(vout6) from=1.62 to=1.98 +let LNR2 = ppavl2/avgval2/0.36 +print LNR2 +plot v(vout6) +wrdata LDO_TB_ACDC_LNR_minload LNR2 + +dc Iload3 5m 55m 0.1m +* LR meas +meas dc maxval MAX V(vout6) from=5m to=55m +meas dc minval MIN V(vout6) from=5m to=55m +meas dc avgval AVG V(vout6) from=5m to=55m +meas dc ppavl PP V(vout6) from=5m to=55m +let LR = ppavl/avgval/50m +print LR +* Power meas at maxload +meas dc Ivdd1 FIND I(VVDDDC) AT=55m +let Power1 = -1*Ivdd1*1.8 +print Power1 +* Power meas at minload +meas dc Ivdd2 FIND I(VVDDDC) AT=5m +let Power2 = -1*Ivdd2*1.8 +print Power2 +* Vos.meas at maxload +meas dc vout_x FIND V(vout6) AT=55m +let vos1 = vout_x-4*0.4 +print vos1 +* Vos.meas at minload +meas dc vout_y FIND V(vout6) AT=5m +let vos2 = vout_y-4*0.4 +print vos2 +plot v(vout6) +wrdata LDO_TB_ACDC_LR_Power_vos LR Power1 Power2 vos1 vos2 + +* Loop test at maxload +alter Iload1 dc=55m +ac dec 10 0.1 1G +meas ac DCPSRp1 find vdb(ppsr1) at = 0.1 +meas ac dcgain1 find vdb(vout1) at = 0.1 +meas ac gain_bandwidth_product1 when vdb(vout1)=0 +meas ac phase_margin1 find vp(vout1) when vdb(vout1)=0 +plot vdb(vout1) vdb(ppsr1) vp(vout1) +wrdata LDO_TB_ACDC_PSRR_dcgain_maxload DCPSRp1 dcgain1 +wrdata LDO_TB_ACDC_GBW_PM_maxload gain_bandwidth_product1 phase_margin1 + +* Loop test at minload +alter Iload1 dc=5m +ac dec 10 0.1 1G +meas ac DCPSRp2 find vdb(ppsr1) at = 0.1 +meas ac dcgain2 find vdb(vout1) at = 0.1 +meas ac gain_bandwidth_product2 when vdb(vout1)=0 +meas ac phase_margin2 find vp(vout1) when vdb(vout1)=0 +plot vdb(vout1) vdb(ppsr1) vp(vout1) +wrdata LDO_TB_ACDC_PSRR_dcgain_minload DCPSRp2 dcgain2 +wrdata LDO_TB_ACDC_GBW_PM_minload gain_bandwidth_product2 phase_margin2 + +* OP +op +.include ../simulations/LDO_TB_dev_params.spice +.endc + +.end diff --git a/RGNN_RL/simulations/LDO_TB_ACDC.log b/RGNN_RL/simulations/LDO_TB_ACDC.log new file mode 100644 index 0000000..e9f68ac --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_ACDC.log @@ -0,0 +1,318 @@ + +Note: Compatibility modes selected: hs a + +Warning: m=xx on .subckt line will override multiplier m hierarchy! + + +Circuit: test ldo acdc + +option SCALE: Scale is set to 1e-06 for instance and model parameters +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Note: One successful gmin step +Trying gmin = 9.3057E-08 Note: One successful gmin step +Trying gmin = 9.3057E-09 Note: One successful gmin step +Trying gmin = 9.3057E-10 Note: One successful gmin step +Trying gmin = 9.3057E-11 Note: One successful gmin step +Trying gmin = 9.3057E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 1.0000E-06 Note: One successful gmin step +Trying gmin = 4.2170E-07 Warning: Further gmin increment +Trying gmin = 8.0584E-07 Note: One successful gmin step +Trying gmin = 5.8294E-07 Note: One successful gmin step +Trying gmin = 3.5866E-07 Note: One successful gmin step +Trying gmin = 1.7309E-07 Note: One successful gmin step +Trying gmin = 5.8033E-08 Note: One successful gmin step +Trying gmin = 1.1266E-08 Note: One successful gmin step +Trying gmin = 1.1266E-09 Note: One successful gmin step +Trying gmin = 1.1266E-10 Note: One successful gmin step +Trying gmin = 1.1266E-11 Note: One successful gmin step +Trying gmin = 1.1266E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 201 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Note: One successful gmin step +Trying gmin = 9.3057E-08 Note: One successful gmin step +Trying gmin = 9.3057E-09 Note: One successful gmin step +Trying gmin = 9.3057E-10 Note: One successful gmin step +Trying gmin = 9.3057E-11 Note: One successful gmin step +Trying gmin = 9.3057E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 201 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 3.1623E-06 Note: One successful gmin step +Trying gmin = 1.0000E-06 Note: One successful gmin step +Trying gmin = 1.7783E-07 Note: One successful gmin step +Trying gmin = 1.7783E-08 Note: One successful gmin step +Trying gmin = 1.7783E-09 Note: One successful gmin step +Trying gmin = 1.7783E-10 Note: One successful gmin step +Trying gmin = 1.7783E-11 Note: One successful gmin step +Trying gmin = 1.7783E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 37 +maxval1 = -2.794578e+00 at= 1.970000e+00 +minval1 = -9.164910e+00 at= 1.620000e+00 +avgval1 = -4.998392e+00 from= 1.620000e+00 to= 1.980000e+00 +ppavl1 = 6.370332e+00 from= 1.620000e+00 to= 1.980000e+00 +lnr1 = -3.54021e+00 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Note: One successful gmin step +Trying gmin = 1.7783E-07 Warning: Further gmin increment +Trying gmin = 4.6976E-07 Note: One successful gmin step +Trying gmin = 2.8903E-07 Note: One successful gmin step +Trying gmin = 1.3949E-07 Note: One successful gmin step +Trying gmin = 4.6765E-08 Note: One successful gmin step +Trying gmin = 9.0784E-09 Note: One successful gmin step +Trying gmin = 3.9999E-09 Note: One successful gmin step +Trying gmin = 1.1698E-09 Note: One successful gmin step +Trying gmin = 1.8502E-10 Note: One successful gmin step +Trying gmin = 1.8502E-11 Note: One successful gmin step +Trying gmin = 1.8502E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 37 +maxval2 = 1.585896e+00 at= 1.970000e+00 +minval2 = -4.008218e+00 at= 1.620000e+00 +avgval2 = 4.540688e-01 from= 1.620000e+00 to= 1.980000e+00 +ppavl2 = 5.594114e+00 from= 1.620000e+00 to= 1.980000e+00 +lnr2 = 3.422214e+01 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.2409E-06 Warning: Further gmin increment +Trying gmin = 1.5820E-06 Note: One successful gmin step +Trying gmin = 1.4011E-06 Note: One successful gmin step +Trying gmin = 1.1678E-06 Note: One successful gmin step +Trying gmin = 8.8865E-07 Note: One successful gmin step +Trying gmin = 5.8986E-07 Note: One successful gmin step +Trying gmin = 4.8058E-07 Note: One successful gmin step +Trying gmin = 3.5341E-07 Note: One successful gmin step +Trying gmin = 2.2287E-07 Note: One successful gmin step +Trying gmin = 1.1161E-07 Note: One successful gmin step +Trying gmin = 3.9555E-08 Note: One successful gmin step +Trying gmin = 8.3453E-09 Note: One successful gmin step +Trying gmin = 8.3453E-10 Note: One successful gmin step +Trying gmin = 8.3453E-11 Note: One successful gmin step +Trying gmin = 8.3453E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 501 +Error: no such vector as time, frquency or v-sweep. + +Error: measure maxval max(TRIG) : out of interval + meas dc maxval max v(vout6) from=5m to=55m failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure minval min(TRIG) : out of interval + meas dc minval min v(vout6) from=5m to=55m failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure avgval avg(TRIG) : out of interval + meas dc avgval avg v(vout6) from=5m to=55m failed! + +Error: no such vector as time, frquency or v-sweep. + +Error: measure ppavl pp(TRIG) : out of interval + meas dc ppavl pp v(vout6) from=5m to=55m failed! + +Warning from checkvalid: vector ppavl is not available or has zero length. +Error: RHS "ppavl/avgval/50m" invalid +Warning from checkvalid: vector lr is not available or has zero length. +ivdd1 = -5.501636e-02 +power1 = 9.902945e-02 +ivdd2 = -5.036064e-03 +power2 = 9.064915e-03 +vout_x = -4.515606e+00 +vos1 = -6.11561e+00 +vout_y = 1.582033e+00 +vos2 = -1.79670e-02 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Error: no such vector LR +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.2409E-06 Warning: Further gmin increment +Trying gmin = 1.5820E-06 Note: One successful gmin step +Trying gmin = 1.4011E-06 Note: One successful gmin step +Trying gmin = 1.1678E-06 Note: One successful gmin step +Trying gmin = 8.8865E-07 Note: One successful gmin step +Trying gmin = 5.8986E-07 Note: One successful gmin step +Trying gmin = 4.8058E-07 Note: One successful gmin step +Trying gmin = 3.5341E-07 Note: One successful gmin step +Trying gmin = 2.2287E-07 Note: One successful gmin step +Trying gmin = 1.1161E-07 Note: One successful gmin step +Trying gmin = 3.9555E-08 Note: One successful gmin step +Trying gmin = 8.3453E-09 Note: One successful gmin step +Trying gmin = 8.3453E-10 Note: One successful gmin step +Trying gmin = 8.3453E-11 Note: One successful gmin step +Trying gmin = 8.3453E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 101 +dcpsrp1 = 2.229921e+01 +dcgain1 = -8.632776e+01 + +Error: measure gain_bandwidth_product1 when(WHEN) : out of interval + meas ac gain_bandwidth_product1 when vdb(vout1)=0 failed! + + +Error: measure phase_margin1 find(AT) : out of interval + meas ac phase_margin1 find vp(vout1) when vdb(vout1)=0 failed! + + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Error: no such vector gain_bandwidth_product1 +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.2409E-06 Warning: Further gmin increment +Trying gmin = 1.5820E-06 Note: One successful gmin step +Trying gmin = 1.4011E-06 Note: One successful gmin step +Trying gmin = 1.1678E-06 Note: One successful gmin step +Trying gmin = 8.8865E-07 Note: One successful gmin step +Trying gmin = 5.8986E-07 Note: One successful gmin step +Trying gmin = 4.8058E-07 Note: One successful gmin step +Trying gmin = 3.5341E-07 Note: One successful gmin step +Trying gmin = 2.2287E-07 Note: One successful gmin step +Trying gmin = 1.1161E-07 Note: One successful gmin step +Trying gmin = 3.9555E-08 Note: One successful gmin step +Trying gmin = 8.3453E-09 Note: One successful gmin step +Trying gmin = 8.3453E-10 Note: One successful gmin step +Trying gmin = 8.3453E-11 Note: One successful gmin step +Trying gmin = 8.3453E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 101 +dcpsrp2 = 2.229921e+01 +dcgain2 = 6.643109e+01 +gain_bandwidth_product2= 1.094753e+06 +phase_margin2 = 5.342801e+01 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.2409E-06 Warning: Further gmin increment +Trying gmin = 1.5820E-06 Note: One successful gmin step +Trying gmin = 1.4011E-06 Note: One successful gmin step +Trying gmin = 1.1678E-06 Note: One successful gmin step +Trying gmin = 8.8865E-07 Note: One successful gmin step +Trying gmin = 5.8986E-07 Note: One successful gmin step +Trying gmin = 4.8058E-07 Note: One successful gmin step +Trying gmin = 3.5341E-07 Note: One successful gmin step +Trying gmin = 2.2287E-07 Note: One successful gmin step +Trying gmin = 1.1161E-07 Note: One successful gmin step +Trying gmin = 3.9555E-08 Note: One successful gmin step +Trying gmin = 8.3453E-09 Note: One successful gmin step +Trying gmin = 8.3453E-10 Note: One successful gmin step +Trying gmin = 8.3453E-11 Note: One successful gmin step +Trying gmin = 8.3453E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 1 +ASCII raw file "LDO_TB_op" +Note: Simulation executed from .control section diff --git a/RGNN_RL/simulations/LDO_TB_ACDC_GBW_PM_maxload b/RGNN_RL/simulations/LDO_TB_ACDC_GBW_PM_maxload new file mode 100644 index 0000000..7253efe --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_ACDC_GBW_PM_maxload @@ -0,0 +1,101 @@ + 1.00000000e-01 1.06141500e+06 1.00000000e-01 9.34866600e+01 + 1.25892541e-01 1.06141500e+06 1.25892541e-01 9.34866600e+01 + 1.58489319e-01 1.06141500e+06 1.58489319e-01 9.34866600e+01 + 1.99526231e-01 1.06141500e+06 1.99526231e-01 9.34866600e+01 + 2.51188643e-01 1.06141500e+06 2.51188643e-01 9.34866600e+01 + 3.16227766e-01 1.06141500e+06 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2.22992100e+01 6.30957344e+08 6.64310900e+01 + 7.94328235e+08 2.22992100e+01 7.94328235e+08 6.64310900e+01 + 1.00000000e+09 2.22992100e+01 1.00000000e+09 6.64310900e+01 diff --git a/RGNN_RL/simulations/LDO_TB_Tran.cir b/RGNN_RL/simulations/LDO_TB_Tran.cir new file mode 100644 index 0000000..5f60b13 --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_Tran.cir @@ -0,0 +1,80 @@ +Test LDO Tran + +*.OPTIONS RELTOL=.0001 +*************************************** +* Step 1: Replace circuit netlist here. +*************************************** +.include ../simulations/LDO_TB.txt + +.param mc_mm_switch=0 +.param mc_pr_switch=0 +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice +.include ../mosfet_model/sky130_pdk/libs.tech/ngspice/corners/tt/specialized_cells.spice + +*************************************** +* Step 2: Replace circuit param. here. +*************************************** +.PARAM supply_voltage = 1.8 +.PARAM Vref = 0.4 +.PARAM PARAM_ILOAD = 55m +.PARAM val0 = 5m +.PARAM val1 = 55m +.PARAM GBW_ideal = 5e4 +.PARAM STEP_TIME = '10/GBW_ideal' +.include ../simulations/LDO_TB_vars.spice + +V1 vdd 0 'supply_voltage' +V2 vss 0 0 + +Vindc vref_in 0 'Vref' + +* Circuit List: +* Basic_LDO + +* XLDO gnda vdda vinn vout vfb vinp Ib +* | | | | | | | +* | | | | | | bias current +* | | | | | Non-inverting input +* | | | | Feedback voltage +* | | | | +* | | | Output +* | | Inverting Input +* | Positive Supply +* Negative Supply + +*************************************** +* Step 3: Replace circuit name below. +* e.g. Basic_LDO -> DFCFC_LDO +*************************************** +* Tran TB +x1 vss vdd vref_in vout1 vfb1 vfb1 Ib Basic_LDO +Ib Ib 0 DC='current_0_bias' +XCL vout1 0 sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_CL m=M_CL +Iload1 vout1 0 pulse('val0' 'val1' 1u 1p 1p '0.25*STEP_TIME' 1) + +.control +* save all voltage and current +save all +.options savecurrents +set filetype=ascii +set units=degrees + +* Tran test (STEP_TIME = 10/GBW_ideal) +tran 10n 100u +meas tran v_min MIN v(vout1) from=0 to= 50u +meas tran v_max MAX v(vout1) from=50u to= 100u +let v_undershoot = 4*0.4 - v_min +let v_overshoot = v_max - 4*0.4 +print v_undershoot +print v_overshoot +plot v(vout1) +wrdata LDO_TB_Tran_meas v_undershoot v_overshoot + +* OP +op +.include ../simulations/LDO_TB_dev_params.spice +.endc + +.end diff --git a/RGNN_RL/simulations/LDO_TB_Tran.log b/RGNN_RL/simulations/LDO_TB_Tran.log new file mode 100644 index 0000000..d7a9c0a --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_Tran.log @@ -0,0 +1,120 @@ + +Note: Compatibility modes selected: hs a + +Warning: m=xx on .subckt line will override multiplier m hierarchy! + + +Circuit: test ldo tran + +option SCALE: Scale is set to 1e-06 for instance and model parameters +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.4590E-06 Warning: Further gmin increment +Trying gmin = 1.6474E-06 Note: One successful gmin step +Trying gmin = 1.5503E-06 Note: One successful gmin step +Trying gmin = 1.4154E-06 Note: One successful gmin step +Trying gmin = 1.2347E-06 Note: One successful gmin step +Trying gmin = 1.0059E-06 Note: One successful gmin step +Trying gmin = 7.3974E-07 Note: One successful gmin step +Trying gmin = 4.6650E-07 Warning: Further gmin increment +Trying gmin = 6.5921E-07 Note: One successful gmin step +Trying gmin = 5.5455E-07 Note: One successful gmin step +Trying gmin = 4.2787E-07 Note: One successful gmin step +Trying gmin = 2.8998E-07 Note: One successful gmin step +Trying gmin = 1.6179E-07 Note: One successful gmin step +Trying gmin = 6.7429E-08 Note: One successful gmin step +Trying gmin = 1.8141E-08 Note: One successful gmin step +Trying gmin = 2.5317E-09 Note: One successful gmin step +Trying gmin = 2.5317E-10 Note: One successful gmin step +Trying gmin = 2.5317E-11 Note: One successful gmin step +Trying gmin = 2.5317E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +Initial Transient Solution +-------------------------- + +Node Voltage +---- ------- +vdd 1.8 +vss 0 +vref_in 0.4 +ib 0.772535 +x1.vb4 0.552833 +x1.dm_1 0.552833 +x1.vb3 0.604772 +x1.net20 1.39534 +x1.voutn 0.772582 +x1.net10 0.207711 +x1.net7 0.544355 +x1.net1 0.64116 +vout1 1.58203 +x1.net12 0.52927 +x1.dm_2 0.0528221 +vfb1 0.395508 +x1.net106 0.0484833 +x1.net28 0.0514753 +x1.net31 0.0514753 +x1.xc0.a 1.58203 +x1.xc0.b1 1.58203 +xcl.a 0 +xcl.b1 0 +vindc#branch 0 +v2#branch 3.28527e-05 +v1#branch -0.00503606 + + +No. of Data Rows : 10051 +v_min = -4.651577e+00 at= 1.285832e-06 +v_max = 1.218879e+00 at= 1.000000e-04 +v_undershoot = 6.251577e+00 +v_overshoot = -3.81121e-01 + +Warning: command 'plot' is not available during batch simulation, ignored! + You may use Gnuplot instead. + +Doing analysis at TEMP = 27.000000 and TNOM = 27.000000 + +Note: Starting dynamic gmin stepping +Trying gmin = 1.0000E-03 Note: One successful gmin step +Trying gmin = 1.0000E-04 Note: One successful gmin step +Trying gmin = 1.0000E-05 Note: One successful gmin step +Trying gmin = 1.0000E-06 Warning: Further gmin increment +Trying gmin = 5.6234E-06 Note: One successful gmin step +Trying gmin = 2.3714E-06 Note: One successful gmin step +Trying gmin = 6.4938E-07 Warning: Further gmin increment +Trying gmin = 1.7154E-06 Note: One successful gmin step +Trying gmin = 1.4590E-06 Warning: Further gmin increment +Trying gmin = 1.6474E-06 Note: One successful gmin step +Trying gmin = 1.5503E-06 Note: One successful gmin step +Trying gmin = 1.4154E-06 Note: One successful gmin step +Trying gmin = 1.2347E-06 Note: One successful gmin step +Trying gmin = 1.0059E-06 Note: One successful gmin step +Trying gmin = 7.3974E-07 Note: One successful gmin step +Trying gmin = 4.6650E-07 Warning: Further gmin increment +Trying gmin = 6.5921E-07 Note: One successful gmin step +Trying gmin = 5.5455E-07 Note: One successful gmin step +Trying gmin = 4.2787E-07 Note: One successful gmin step +Trying gmin = 2.8998E-07 Note: One successful gmin step +Trying gmin = 1.6179E-07 Note: One successful gmin step +Trying gmin = 6.7429E-08 Note: One successful gmin step +Trying gmin = 1.8141E-08 Note: One successful gmin step +Trying gmin = 2.5317E-09 Note: One successful gmin step +Trying gmin = 2.5317E-10 Note: One successful gmin step +Trying gmin = 2.5317E-11 Note: One successful gmin step +Trying gmin = 2.5317E-12 Note: One successful gmin step +Trying gmin = 1.0000E-12 Note: One successful gmin step +Note: Dynamic gmin stepping completed + +No. of Data Rows : 1 +ASCII raw file "LDO_TB_op" +Note: Simulation executed from .control section diff --git a/RGNN_RL/simulations/LDO_TB_Tran_meas b/RGNN_RL/simulations/LDO_TB_Tran_meas new file mode 100644 index 0000000..877e685 --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_Tran_meas @@ -0,0 +1,10051 @@ + 0.00000000e+00 6.25157700e+00 0.00000000e+00 -3.81121000e-01 + 1.00000000e-10 6.25157700e+00 1.00000000e-10 -3.81121000e-01 + 2.00000000e-10 6.25157700e+00 2.00000000e-10 -3.81121000e-01 + 4.00000000e-10 6.25157700e+00 4.00000000e-10 -3.81121000e-01 + 8.00000000e-10 6.25157700e+00 8.00000000e-10 -3.81121000e-01 + 1.60000000e-09 6.25157700e+00 1.60000000e-09 -3.81121000e-01 + 3.20000000e-09 6.25157700e+00 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1.59014489e+00 + 2.91000000e+00 1.59015863e+00 + 2.92000000e+00 1.59017179e+00 + 2.93000000e+00 1.59018436e+00 + 2.94000000e+00 1.59019632e+00 + 2.95000000e+00 1.59020768e+00 + 2.96000000e+00 1.59021843e+00 + 2.97000000e+00 1.59022855e+00 + 2.98000000e+00 1.59023805e+00 + 2.99000000e+00 1.59024691e+00 + 3.00000000e+00 1.59025513e+00 diff --git a/RGNN_RL/simulations/LDO_TB_dev_params.spice b/RGNN_RL/simulations/LDO_TB_dev_params.spice new file mode 100644 index 0000000..386ed90 --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_dev_params.spice @@ -0,0 +1,984 @@ +let gmbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gm] +let gds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vth] +let id_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[id] +let ibd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[gbs] +let isub_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[isub] +let igidl_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igisl] +let igs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igs] +let igd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igd] +let igb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igb] +let igcs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vgs] +let vds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[vds] +let cgg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdd] +let cds_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cds] +let csg_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csg] +let csd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csd] +let css_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[css] +let cgb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cdb] +let csb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[csb] +let cbb_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M0=@m.x1.XM0.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gm] +let gds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vth] +let id_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[id] +let ibd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[gbs] +let isub_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[isub] +let igidl_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igisl] +let igs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igs] +let igd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igd] +let igb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igb] +let igcs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vgs] +let vds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[vds] +let cgg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdd] +let cds_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cds] +let csg_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csg] +let csd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csd] +let css_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[css] +let cgb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cdb] +let csb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[csb] +let cbb_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M1=@m.x1.XM1.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gm] +let gds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vth] +let id_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[id] +let ibd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[gbs] +let isub_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[isub] +let igidl_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igisl] +let igs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igs] +let igd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igd] +let igb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igb] +let igcs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vgs] +let vds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[vds] +let cgg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdd] +let cds_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cds] +let csg_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csg] +let csd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csd] +let css_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[css] +let cgb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cdb] +let csb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[csb] +let cbb_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M2=@m.x1.XM2.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gm] +let gds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vth] +let id_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[id] +let ibd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[gbs] +let isub_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[isub] +let igidl_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igisl] +let igs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igs] +let igd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igd] +let igb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igb] +let igcs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vgs] +let vds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[vds] +let cgg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdd] +let cds_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cds] +let csg_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csg] +let csd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csd] +let css_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[css] +let cgb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cdb] +let csb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[csb] +let cbb_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M3=@m.x1.XM3.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gm] +let gds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vth] +let id_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[id] +let ibd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[gbs] +let isub_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[isub] +let igidl_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igisl] +let igs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igs] +let igd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igd] +let igb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igb] +let igcs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vgs] +let vds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[vds] +let cgg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdd] +let cds_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cds] +let csg_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csg] +let csd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csd] +let css_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[css] +let cgb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cdb] +let csb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[csb] +let cbb_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M4=@m.x1.XM4.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gm] +let gds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vth] +let id_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[id] +let ibd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[gbs] +let isub_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[isub] +let igidl_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igisl] +let igs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igs] +let igd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igd] +let igb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igb] +let igcs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vgs] +let vds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[vds] +let cgg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdd] +let cds_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cds] +let csg_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csg] +let csd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csd] +let css_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[css] +let cgb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cdb] +let csb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[csb] +let cbb_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M5=@m.x1.XM5.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gm] +let gds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vth] +let id_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[id] +let ibd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[gbs] +let isub_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[isub] +let igidl_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igisl] +let igs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igs] +let igd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igd] +let igb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igb] +let igcs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vgs] +let vds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[vds] +let cgg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdd] +let cds_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cds] +let csg_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csg] +let csd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csd] +let css_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[css] +let cgb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cdb] +let csb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[csb] +let cbb_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M6=@m.x1.XM6.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gm] +let gds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vth] +let id_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[id] +let ibd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[gbs] +let isub_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[isub] +let igidl_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igisl] +let igs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igs] +let igd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igd] +let igb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igb] +let igcs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vgs] +let vds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[vds] +let cgg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdd] +let cds_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cds] +let csg_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csg] +let csd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csd] +let css_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[css] +let cgb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cdb] +let csb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[csb] +let cbb_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M7=@m.x1.XM7.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gm] +let gds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vth] +let id_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[id] +let ibd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[gbs] +let isub_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[isub] +let igidl_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igisl] +let igs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igs] +let igd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igd] +let igb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igb] +let igcs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vgs] +let vds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[vds] +let cgg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdd] +let cds_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cds] +let csg_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csg] +let csd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csd] +let css_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[css] +let cgb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cdb] +let csb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[csb] +let cbb_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M8=@m.x1.XM8.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gm] +let gds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vth] +let id_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[id] +let ibd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[gbs] +let isub_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[isub] +let igidl_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igisl] +let igs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igs] +let igd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igd] +let igb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igb] +let igcs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vgs] +let vds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[vds] +let cgg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdd] +let cds_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cds] +let csg_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csg] +let csd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csd] +let css_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[css] +let cgb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cdb] +let csb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[csb] +let cbb_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M9=@m.x1.XM9.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[gmbs] +let gm_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[gm] +let gds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[gds] +let vdsat_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[vdsat] +let vth_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[vth] +let id_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[id] +let ibd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[ibd] +let ibs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[ibs] +let gbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[gbd] +let gbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[gbs] +let isub_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[isub] +let igidl_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igidl] +let igisl_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igisl] +let igs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igs] +let igd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igd] +let igb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igb] +let igcs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[igcs] +let vbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[vbs] +let vgs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[vgs] +let vds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[vds] +let cgg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cgg] +let cgs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cgs] +let cgd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cgd] +let cbg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cbg] +let cbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cbd] +let cbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cbs] +let cdg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cdg] +let cdd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cdd] +let cds_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cds] +let csg_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[csg] +let csd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[csd] +let css_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[css] +let cgb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cgb] +let cdb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cdb] +let csb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[csb] +let cbb_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[cbb] +let capbd_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[capbd] +let capbs_M10=@m.x1.XM10.msky130_fd_pr__pfet_01v8_lvt[capbs] + +let gmbs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[gm] +let gds_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[vth] +let id_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[id] +let ibd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[gbs] +let isub_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[isub] +let igidl_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igisl] +let igs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igs] +let igd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igd] +let igb_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igb] +let igcs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[vgs] +let vds_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[vds] +let cgg_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cdd] +let cds_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cds] +let csg_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[csg] +let csd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[csd] +let css_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[css] +let cgb_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cdb] +let csb_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[csb] +let cbb_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M24=@m.x1.XM24.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gmbs] +let gm_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gm] +let gds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gds] +let vdsat_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vdsat] +let vth_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vth] +let id_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[id] +let ibd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[ibd] +let ibs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[ibs] +let gbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gbd] +let gbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[gbs] +let isub_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[isub] +let igidl_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igidl] +let igisl_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igisl] +let igs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igs] +let igd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igd] +let igb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igb] +let igcs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[igcs] +let vbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vbs] +let vgs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vgs] +let vds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[vds] +let cgg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgg] +let cgs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgs] +let cgd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgd] +let cbg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbg] +let cbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbd] +let cbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbs] +let cdg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdg] +let cdd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdd] +let cds_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cds] +let csg_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csg] +let csd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csd] +let css_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[css] +let cgb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cgb] +let cdb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cdb] +let csb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[csb] +let cbb_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[cbb] +let capbd_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[capbd] +let capbs_M11=@m.x1.XM11.msky130_fd_pr__pfet_01v8[capbs] + +let gmbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gm] +let gds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vth] +let id_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[id] +let ibd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[gbs] +let isub_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[isub] +let igidl_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igisl] +let igs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igs] +let igd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igd] +let igb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igb] +let igcs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vgs] +let vds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[vds] +let cgg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdd] +let cds_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cds] +let csg_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csg] +let csd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csd] +let css_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[css] +let cgb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cdb] +let csb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[csb] +let cbb_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M12=@m.x1.XM12.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gm] +let gds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vth] +let id_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[id] +let ibd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[gbs] +let isub_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[isub] +let igidl_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igisl] +let igs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igs] +let igd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igd] +let igb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igb] +let igcs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vgs] +let vds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[vds] +let cgg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdd] +let cds_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cds] +let csg_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csg] +let csd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csd] +let css_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[css] +let cgb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cdb] +let csb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[csb] +let cbb_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M13=@m.x1.XM13.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gm] +let gds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vth] +let id_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[id] +let ibd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[gbs] +let isub_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[isub] +let igidl_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igisl] +let igs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igs] +let igd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igd] +let igb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igb] +let igcs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vgs] +let vds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[vds] +let cgg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdd] +let cds_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cds] +let csg_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csg] +let csd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csd] +let css_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[css] +let cgb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cdb] +let csb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[csb] +let cbb_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M14=@m.x1.XM14.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gm] +let gds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vth] +let id_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[id] +let ibd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[gbs] +let isub_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[isub] +let igidl_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igisl] +let igs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igs] +let igd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igd] +let igb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igb] +let igcs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vgs] +let vds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[vds] +let cgg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdd] +let cds_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cds] +let csg_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csg] +let csd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csd] +let css_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[css] +let cgb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cdb] +let csb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[csb] +let cbb_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M15=@m.x1.XM15.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gm] +let gds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vth] +let id_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[id] +let ibd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[gbs] +let isub_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[isub] +let igidl_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igisl] +let igs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igs] +let igd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igd] +let igb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igb] +let igcs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vgs] +let vds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[vds] +let cgg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdd] +let cds_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cds] +let csg_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csg] +let csd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csd] +let css_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[css] +let cgb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cdb] +let csb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[csb] +let cbb_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M16=@m.x1.XM16.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gm] +let gds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vth] +let id_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[id] +let ibd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[gbs] +let isub_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[isub] +let igidl_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igisl] +let igs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igs] +let igd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igd] +let igb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igb] +let igcs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vgs] +let vds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[vds] +let cgg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdd] +let cds_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cds] +let csg_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csg] +let csd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csd] +let css_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[css] +let cgb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cdb] +let csb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[csb] +let cbb_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M17=@m.x1.XM17.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gm] +let gds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vth] +let id_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[id] +let ibd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[gbs] +let isub_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[isub] +let igidl_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igisl] +let igs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igs] +let igd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igd] +let igb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igb] +let igcs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vgs] +let vds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[vds] +let cgg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdd] +let cds_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cds] +let csg_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csg] +let csd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csd] +let css_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[css] +let cgb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cdb] +let csb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[csb] +let cbb_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M18=@m.x1.XM18.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gm] +let gds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vth] +let id_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[id] +let ibd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[gbs] +let isub_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[isub] +let igidl_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igisl] +let igs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igs] +let igd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igd] +let igb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igb] +let igcs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vgs] +let vds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[vds] +let cgg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdd] +let cds_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cds] +let csg_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csg] +let csd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csd] +let css_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[css] +let cgb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cdb] +let csb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[csb] +let cbb_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M19=@m.x1.XM19.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gm] +let gds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vth] +let id_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[id] +let ibd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[gbs] +let isub_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[isub] +let igidl_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igisl] +let igs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igs] +let igd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igd] +let igb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igb] +let igcs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vgs] +let vds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[vds] +let cgg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdd] +let cds_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cds] +let csg_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csg] +let csd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csd] +let css_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[css] +let cgb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cdb] +let csb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[csb] +let cbb_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M20=@m.x1.XM20.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gm] +let gds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vth] +let id_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[id] +let ibd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[gbs] +let isub_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[isub] +let igidl_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igisl] +let igs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igs] +let igd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igd] +let igb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igb] +let igcs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vgs] +let vds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[vds] +let cgg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdd] +let cds_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cds] +let csg_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csg] +let csd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csd] +let css_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[css] +let cgb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cdb] +let csb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[csb] +let cbb_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M21=@m.x1.XM21.msky130_fd_pr__nfet_01v8[capbs] + +let gmbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gmbs] +let gm_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gm] +let gds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gds] +let vdsat_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vdsat] +let vth_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vth] +let id_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[id] +let ibd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[ibd] +let ibs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[ibs] +let gbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gbd] +let gbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[gbs] +let isub_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[isub] +let igidl_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igidl] +let igisl_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igisl] +let igs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igs] +let igd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igd] +let igb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igb] +let igcs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[igcs] +let vbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vbs] +let vgs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vgs] +let vds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[vds] +let cgg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgg] +let cgs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgs] +let cgd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgd] +let cbg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbg] +let cbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbd] +let cbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbs] +let cdg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdg] +let cdd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdd] +let cds_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cds] +let csg_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csg] +let csd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csd] +let css_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[css] +let cgb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cgb] +let cdb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cdb] +let csb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[csb] +let cbb_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[cbb] +let capbd_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[capbd] +let capbs_M22=@m.x1.XM22.msky130_fd_pr__nfet_01v8[capbs] + +let dc_Ib=@Ib[dc] +let acmag_Ib=@Ib[acmag] +let acphase_Ib=@Ib[acphase] +let acreal_Ib=@Ib[acreal] +let acimag_Ib=@Ib[acimag] +let v_Ib=@Ib[v] +let p_Ib=@Ib[p] +let current_Ib=@Ib[current] + +let capacitance_C0=@c.x1.XC0.c1[capacitance] +let cap_C0=@c.x1.XC0.c1[cap] +let c_C0=@c.x1.XC0.c1[c] +let ic_C0=@c.x1.XC0.c1[ic] +let temp_C0=@c.x1.XC0.c1[temp] +let dtemp_C0=@c.x1.XC0.c1[dtemp] +let w_C0=@c.x1.XC0.c1[w] +let l_C0=@c.x1.XC0.c1[l] +let m_C0=@c.x1.XC0.c1[m] +let scale_C0=@c.x1.XC0.c1[scale] +let i_C0=@c.x1.XC0.c1[i] +let p_C0=@c.x1.XC0.c1[p] +let sens_dc_C0=@c.x1.XC0.c1[sens_dc] +let sens_real_C0=@c.x1.XC0.c1[sens_real] +let sens_imag_C0=@c.x1.XC0.c1[sens_imag] +let sens_mag_C0=@c.x1.XC0.c1[sens_mag] +let sens_ph_C0=@c.x1.XC0.c1[sens_ph] +let sens_cplx_C0=@c.x1.XC0.c1[sens_cplx] + +let capacitance_CL=@c.XCL.c1[capacitance] +let cap_CL=@c.XCL.c1[cap] +let c_CL=@c.XCL.c1[c] +let ic_CL=@c.XCL.c1[ic] +let temp_CL=@c.XCL.c1[temp] +let dtemp_CL=@c.XCL.c1[dtemp] +let w_CL=@c.XCL.c1[w] +let l_CL=@c.XCL.c1[l] +let m_CL=@c.XCL.c1[m] +let scale_CL=@c.XCL.c1[scale] +let i_CL=@c.XCL.c1[i] +let p_CL=@c.XCL.c1[p] +let sens_dc_CL=@c.XCL.c1[sens_dc] +let sens_real_CL=@c.XCL.c1[sens_real] +let sens_imag_CL=@c.XCL.c1[sens_imag] +let sens_mag_CL=@c.XCL.c1[sens_mag] +let sens_ph_CL=@c.XCL.c1[sens_ph] +let sens_cplx_CL=@c.XCL.c1[sens_cplx] + +write LDO_TB_op gmbs_M0 gm_M0 gds_M0 vdsat_M0 vth_M0 id_M0 ibd_M0 ibs_M0 gbd_M0 gbs_M0 isub_M0 igidl_M0 igisl_M0 igs_M0 igd_M0 igb_M0 igcs_M0 vbs_M0 vgs_M0 vds_M0 cgg_M0 cgs_M0 cgd_M0 cbg_M0 cbd_M0 cbs_M0 cdg_M0 cdd_M0 cds_M0 csg_M0 csd_M0 css_M0 cgb_M0 cdb_M0 csb_M0 cbb_M0 capbd_M0 capbs_M0 gmbs_M1 gm_M1 gds_M1 vdsat_M1 vth_M1 id_M1 ibd_M1 ibs_M1 gbd_M1 gbs_M1 isub_M1 igidl_M1 igisl_M1 igs_M1 igd_M1 igb_M1 igcs_M1 vbs_M1 vgs_M1 vds_M1 cgg_M1 cgs_M1 cgd_M1 cbg_M1 cbd_M1 cbs_M1 cdg_M1 cdd_M1 cds_M1 csg_M1 csd_M1 css_M1 cgb_M1 cdb_M1 csb_M1 cbb_M1 capbd_M1 capbs_M1 gmbs_M2 gm_M2 gds_M2 vdsat_M2 vth_M2 id_M2 ibd_M2 ibs_M2 gbd_M2 gbs_M2 isub_M2 igidl_M2 igisl_M2 igs_M2 igd_M2 igb_M2 igcs_M2 vbs_M2 vgs_M2 vds_M2 cgg_M2 cgs_M2 cgd_M2 cbg_M2 cbd_M2 cbs_M2 cdg_M2 cdd_M2 cds_M2 csg_M2 csd_M2 css_M2 cgb_M2 cdb_M2 csb_M2 cbb_M2 capbd_M2 capbs_M2 gmbs_M3 gm_M3 gds_M3 vdsat_M3 vth_M3 id_M3 ibd_M3 ibs_M3 gbd_M3 gbs_M3 isub_M3 igidl_M3 igisl_M3 igs_M3 igd_M3 igb_M3 igcs_M3 vbs_M3 vgs_M3 vds_M3 cgg_M3 cgs_M3 cgd_M3 cbg_M3 cbd_M3 cbs_M3 cdg_M3 cdd_M3 cds_M3 csg_M3 csd_M3 css_M3 cgb_M3 cdb_M3 csb_M3 cbb_M3 capbd_M3 capbs_M3 gmbs_M4 gm_M4 gds_M4 vdsat_M4 vth_M4 id_M4 ibd_M4 ibs_M4 gbd_M4 gbs_M4 isub_M4 igidl_M4 igisl_M4 igs_M4 igd_M4 igb_M4 igcs_M4 vbs_M4 vgs_M4 vds_M4 cgg_M4 cgs_M4 cgd_M4 cbg_M4 cbd_M4 cbs_M4 cdg_M4 cdd_M4 cds_M4 csg_M4 csd_M4 css_M4 cgb_M4 cdb_M4 csb_M4 cbb_M4 capbd_M4 capbs_M4 gmbs_M5 gm_M5 gds_M5 vdsat_M5 vth_M5 id_M5 ibd_M5 ibs_M5 gbd_M5 gbs_M5 isub_M5 igidl_M5 igisl_M5 igs_M5 igd_M5 igb_M5 igcs_M5 vbs_M5 vgs_M5 vds_M5 cgg_M5 cgs_M5 cgd_M5 cbg_M5 cbd_M5 cbs_M5 cdg_M5 cdd_M5 cds_M5 csg_M5 csd_M5 css_M5 cgb_M5 cdb_M5 csb_M5 cbb_M5 capbd_M5 capbs_M5 gmbs_M6 gm_M6 gds_M6 vdsat_M6 vth_M6 id_M6 ibd_M6 ibs_M6 gbd_M6 gbs_M6 isub_M6 igidl_M6 igisl_M6 igs_M6 igd_M6 igb_M6 igcs_M6 vbs_M6 vgs_M6 vds_M6 cgg_M6 cgs_M6 cgd_M6 cbg_M6 cbd_M6 cbs_M6 cdg_M6 cdd_M6 cds_M6 csg_M6 csd_M6 css_M6 cgb_M6 cdb_M6 csb_M6 cbb_M6 capbd_M6 capbs_M6 gmbs_M7 gm_M7 gds_M7 vdsat_M7 vth_M7 id_M7 ibd_M7 ibs_M7 gbd_M7 gbs_M7 isub_M7 igidl_M7 igisl_M7 igs_M7 igd_M7 igb_M7 igcs_M7 vbs_M7 vgs_M7 vds_M7 cgg_M7 cgs_M7 cgd_M7 cbg_M7 cbd_M7 cbs_M7 cdg_M7 cdd_M7 cds_M7 csg_M7 csd_M7 css_M7 cgb_M7 cdb_M7 csb_M7 cbb_M7 capbd_M7 capbs_M7 gmbs_M8 gm_M8 gds_M8 vdsat_M8 vth_M8 id_M8 ibd_M8 ibs_M8 gbd_M8 gbs_M8 isub_M8 igidl_M8 igisl_M8 igs_M8 igd_M8 igb_M8 igcs_M8 vbs_M8 vgs_M8 vds_M8 cgg_M8 cgs_M8 cgd_M8 cbg_M8 cbd_M8 cbs_M8 cdg_M8 cdd_M8 cds_M8 csg_M8 csd_M8 css_M8 cgb_M8 cdb_M8 csb_M8 cbb_M8 capbd_M8 capbs_M8 gmbs_M9 gm_M9 gds_M9 vdsat_M9 vth_M9 id_M9 ibd_M9 ibs_M9 gbd_M9 gbs_M9 isub_M9 igidl_M9 igisl_M9 igs_M9 igd_M9 igb_M9 igcs_M9 vbs_M9 vgs_M9 vds_M9 cgg_M9 cgs_M9 cgd_M9 cbg_M9 cbd_M9 cbs_M9 cdg_M9 cdd_M9 cds_M9 csg_M9 csd_M9 css_M9 cgb_M9 cdb_M9 csb_M9 cbb_M9 capbd_M9 capbs_M9 gmbs_M10 gm_M10 gds_M10 vdsat_M10 vth_M10 id_M10 ibd_M10 ibs_M10 gbd_M10 gbs_M10 isub_M10 igidl_M10 igisl_M10 igs_M10 igd_M10 igb_M10 igcs_M10 vbs_M10 vgs_M10 vds_M10 cgg_M10 cgs_M10 cgd_M10 cbg_M10 cbd_M10 cbs_M10 cdg_M10 cdd_M10 cds_M10 csg_M10 csd_M10 css_M10 cgb_M10 cdb_M10 csb_M10 cbb_M10 capbd_M10 capbs_M10 gmbs_M24 gm_M24 gds_M24 vdsat_M24 vth_M24 id_M24 ibd_M24 ibs_M24 gbd_M24 gbs_M24 isub_M24 igidl_M24 igisl_M24 igs_M24 igd_M24 igb_M24 igcs_M24 vbs_M24 vgs_M24 vds_M24 cgg_M24 cgs_M24 cgd_M24 cbg_M24 cbd_M24 cbs_M24 cdg_M24 cdd_M24 cds_M24 csg_M24 csd_M24 css_M24 cgb_M24 cdb_M24 csb_M24 cbb_M24 capbd_M24 capbs_M24 gmbs_M11 gm_M11 gds_M11 vdsat_M11 vth_M11 id_M11 ibd_M11 ibs_M11 gbd_M11 gbs_M11 isub_M11 igidl_M11 igisl_M11 igs_M11 igd_M11 igb_M11 igcs_M11 vbs_M11 vgs_M11 vds_M11 cgg_M11 cgs_M11 cgd_M11 cbg_M11 cbd_M11 cbs_M11 cdg_M11 cdd_M11 cds_M11 csg_M11 csd_M11 css_M11 cgb_M11 cdb_M11 csb_M11 cbb_M11 capbd_M11 capbs_M11 gmbs_M12 gm_M12 gds_M12 vdsat_M12 vth_M12 id_M12 ibd_M12 ibs_M12 gbd_M12 gbs_M12 isub_M12 igidl_M12 igisl_M12 igs_M12 igd_M12 igb_M12 igcs_M12 vbs_M12 vgs_M12 vds_M12 cgg_M12 cgs_M12 cgd_M12 cbg_M12 cbd_M12 cbs_M12 cdg_M12 cdd_M12 cds_M12 csg_M12 csd_M12 css_M12 cgb_M12 cdb_M12 csb_M12 cbb_M12 capbd_M12 capbs_M12 gmbs_M13 gm_M13 gds_M13 vdsat_M13 vth_M13 id_M13 ibd_M13 ibs_M13 gbd_M13 gbs_M13 isub_M13 igidl_M13 igisl_M13 igs_M13 igd_M13 igb_M13 igcs_M13 vbs_M13 vgs_M13 vds_M13 cgg_M13 cgs_M13 cgd_M13 cbg_M13 cbd_M13 cbs_M13 cdg_M13 cdd_M13 cds_M13 csg_M13 csd_M13 css_M13 cgb_M13 cdb_M13 csb_M13 cbb_M13 capbd_M13 capbs_M13 gmbs_M14 gm_M14 gds_M14 vdsat_M14 vth_M14 id_M14 ibd_M14 ibs_M14 gbd_M14 gbs_M14 isub_M14 igidl_M14 igisl_M14 igs_M14 igd_M14 igb_M14 igcs_M14 vbs_M14 vgs_M14 vds_M14 cgg_M14 cgs_M14 cgd_M14 cbg_M14 cbd_M14 cbs_M14 cdg_M14 cdd_M14 cds_M14 csg_M14 csd_M14 css_M14 cgb_M14 cdb_M14 csb_M14 cbb_M14 capbd_M14 capbs_M14 gmbs_M15 gm_M15 gds_M15 vdsat_M15 vth_M15 id_M15 ibd_M15 ibs_M15 gbd_M15 gbs_M15 isub_M15 igidl_M15 igisl_M15 igs_M15 igd_M15 igb_M15 igcs_M15 vbs_M15 vgs_M15 vds_M15 cgg_M15 cgs_M15 cgd_M15 cbg_M15 cbd_M15 cbs_M15 cdg_M15 cdd_M15 cds_M15 csg_M15 csd_M15 css_M15 cgb_M15 cdb_M15 csb_M15 cbb_M15 capbd_M15 capbs_M15 gmbs_M16 gm_M16 gds_M16 vdsat_M16 vth_M16 id_M16 ibd_M16 ibs_M16 gbd_M16 gbs_M16 isub_M16 igidl_M16 igisl_M16 igs_M16 igd_M16 igb_M16 igcs_M16 vbs_M16 vgs_M16 vds_M16 cgg_M16 cgs_M16 cgd_M16 cbg_M16 cbd_M16 cbs_M16 cdg_M16 cdd_M16 cds_M16 csg_M16 csd_M16 css_M16 cgb_M16 cdb_M16 csb_M16 cbb_M16 capbd_M16 capbs_M16 gmbs_M17 gm_M17 gds_M17 vdsat_M17 vth_M17 id_M17 ibd_M17 ibs_M17 gbd_M17 gbs_M17 isub_M17 igidl_M17 igisl_M17 igs_M17 igd_M17 igb_M17 igcs_M17 vbs_M17 vgs_M17 vds_M17 cgg_M17 cgs_M17 cgd_M17 cbg_M17 cbd_M17 cbs_M17 cdg_M17 cdd_M17 cds_M17 csg_M17 csd_M17 css_M17 cgb_M17 cdb_M17 csb_M17 cbb_M17 capbd_M17 capbs_M17 gmbs_M18 gm_M18 gds_M18 vdsat_M18 vth_M18 id_M18 ibd_M18 ibs_M18 gbd_M18 gbs_M18 isub_M18 igidl_M18 igisl_M18 igs_M18 igd_M18 igb_M18 igcs_M18 vbs_M18 vgs_M18 vds_M18 cgg_M18 cgs_M18 cgd_M18 cbg_M18 cbd_M18 cbs_M18 cdg_M18 cdd_M18 cds_M18 csg_M18 csd_M18 css_M18 cgb_M18 cdb_M18 csb_M18 cbb_M18 capbd_M18 capbs_M18 gmbs_M19 gm_M19 gds_M19 vdsat_M19 vth_M19 id_M19 ibd_M19 ibs_M19 gbd_M19 gbs_M19 isub_M19 igidl_M19 igisl_M19 igs_M19 igd_M19 igb_M19 igcs_M19 vbs_M19 vgs_M19 vds_M19 cgg_M19 cgs_M19 cgd_M19 cbg_M19 cbd_M19 cbs_M19 cdg_M19 cdd_M19 cds_M19 csg_M19 csd_M19 css_M19 cgb_M19 cdb_M19 csb_M19 cbb_M19 capbd_M19 capbs_M19 gmbs_M20 gm_M20 gds_M20 vdsat_M20 vth_M20 id_M20 ibd_M20 ibs_M20 gbd_M20 gbs_M20 isub_M20 igidl_M20 igisl_M20 igs_M20 igd_M20 igb_M20 igcs_M20 vbs_M20 vgs_M20 vds_M20 cgg_M20 cgs_M20 cgd_M20 cbg_M20 cbd_M20 cbs_M20 cdg_M20 cdd_M20 cds_M20 csg_M20 csd_M20 css_M20 cgb_M20 cdb_M20 csb_M20 cbb_M20 capbd_M20 capbs_M20 gmbs_M21 gm_M21 gds_M21 vdsat_M21 vth_M21 id_M21 ibd_M21 ibs_M21 gbd_M21 gbs_M21 isub_M21 igidl_M21 igisl_M21 igs_M21 igd_M21 igb_M21 igcs_M21 vbs_M21 vgs_M21 vds_M21 cgg_M21 cgs_M21 cgd_M21 cbg_M21 cbd_M21 cbs_M21 cdg_M21 cdd_M21 cds_M21 csg_M21 csd_M21 css_M21 cgb_M21 cdb_M21 csb_M21 cbb_M21 capbd_M21 capbs_M21 gmbs_M22 gm_M22 gds_M22 vdsat_M22 vth_M22 id_M22 ibd_M22 ibs_M22 gbd_M22 gbs_M22 isub_M22 igidl_M22 igisl_M22 igs_M22 igd_M22 igb_M22 igcs_M22 vbs_M22 vgs_M22 vds_M22 cgg_M22 cgs_M22 cgd_M22 cbg_M22 cbd_M22 cbs_M22 cdg_M22 cdd_M22 cds_M22 csg_M22 csd_M22 css_M22 cgb_M22 cdb_M22 csb_M22 cbb_M22 capbd_M22 capbs_M22 dc_Ib acmag_Ib acphase_Ib acreal_Ib acimag_Ib v_Ib p_Ib current_Ib capacitance_C0 cap_C0 c_C0 ic_C0 temp_C0 dtemp_C0 w_C0 l_C0 m_C0 scale_C0 i_C0 p_C0 sens_dc_C0 sens_real_C0 sens_imag_C0 sens_mag_C0 sens_ph_C0 sens_cplx_C0 capacitance_CL cap_CL c_CL ic_CL temp_CL dtemp_CL w_CL l_CL m_CL scale_CL i_CL p_CL sens_dc_CL sens_real_CL sens_imag_CL sens_mag_CL sens_ph_CL sens_cplx_CL diff --git a/RGNN_RL/simulations/LDO_TB_op b/RGNN_RL/simulations/LDO_TB_op new file mode 100644 index 0000000..b89214e --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_op @@ -0,0 +1,1923 @@ +Title: test ldo tran +Date: Tue Sep 10 06:54:15 2024 +Plotname: Operating Point +Flags: real +No. Variables: 957 +No. Points: 1 +Variables: + 0 v(vdd) voltage + 1 gmbs_m0 notype + 2 gm_m0 notype + 3 gds_m0 notype + 4 vdsat_m0 notype + 5 vth_m0 notype + 6 i(id_m0) current + 7 ibd_m0 notype + 8 ibs_m0 notype + 9 gbd_m0 notype + 10 gbs_m0 notype + 11 isub_m0 notype + 12 igidl_m0 notype + 13 igisl_m0 notype + 14 igs_m0 notype + 15 igd_m0 notype + 16 igb_m0 notype + 17 igcs_m0 notype + 18 vbs_m0 notype + 19 vgs_m0 notype + 20 vds_m0 notype + 21 cgg_m0 notype + 22 cgs_m0 notype + 23 cgd_m0 notype + 24 cbg_m0 notype + 25 cbd_m0 notype + 26 cbs_m0 notype + 27 cdg_m0 notype + 28 cdd_m0 notype + 29 cds_m0 notype + 30 csg_m0 notype + 31 csd_m0 notype + 32 css_m0 notype + 33 cgb_m0 notype + 34 cdb_m0 notype + 35 csb_m0 notype + 36 cbb_m0 notype + 37 capbd_m0 notype + 38 capbs_m0 notype + 39 gmbs_m1 notype + 40 gm_m1 notype + 41 gds_m1 notype + 42 vdsat_m1 notype + 43 vth_m1 notype + 44 i(id_m1) current + 45 ibd_m1 notype + 46 ibs_m1 notype + 47 gbd_m1 notype + 48 gbs_m1 notype + 49 isub_m1 notype + 50 igidl_m1 notype + 51 igisl_m1 notype + 52 igs_m1 notype + 53 igd_m1 notype + 54 igb_m1 notype + 55 igcs_m1 notype + 56 vbs_m1 notype + 57 vgs_m1 notype + 58 vds_m1 notype + 59 cgg_m1 notype + 60 cgs_m1 notype + 61 cgd_m1 notype + 62 cbg_m1 notype + 63 cbd_m1 notype + 64 cbs_m1 notype + 65 cdg_m1 notype + 66 cdd_m1 notype + 67 cds_m1 notype + 68 csg_m1 notype + 69 csd_m1 notype + 70 css_m1 notype + 71 cgb_m1 notype + 72 cdb_m1 notype + 73 csb_m1 notype + 74 cbb_m1 notype + 75 capbd_m1 notype + 76 capbs_m1 notype + 77 gmbs_m2 notype + 78 gm_m2 notype + 79 gds_m2 notype + 80 vdsat_m2 notype + 81 vth_m2 notype + 82 i(id_m2) current + 83 ibd_m2 notype + 84 ibs_m2 notype + 85 gbd_m2 notype + 86 gbs_m2 notype + 87 isub_m2 notype + 88 igidl_m2 notype + 89 igisl_m2 notype + 90 igs_m2 notype + 91 igd_m2 notype + 92 igb_m2 notype + 93 igcs_m2 notype + 94 vbs_m2 notype + 95 vgs_m2 notype + 96 vds_m2 notype + 97 cgg_m2 notype + 98 cgs_m2 notype + 99 cgd_m2 notype + 100 cbg_m2 notype + 101 cbd_m2 notype + 102 cbs_m2 notype + 103 cdg_m2 notype + 104 cdd_m2 notype + 105 cds_m2 notype + 106 csg_m2 notype + 107 csd_m2 notype + 108 css_m2 notype + 109 cgb_m2 notype + 110 cdb_m2 notype + 111 csb_m2 notype + 112 cbb_m2 notype + 113 capbd_m2 notype + 114 capbs_m2 notype + 115 gmbs_m3 notype + 116 gm_m3 notype + 117 gds_m3 notype + 118 vdsat_m3 notype + 119 vth_m3 notype + 120 i(id_m3) current + 121 ibd_m3 notype + 122 ibs_m3 notype + 123 gbd_m3 notype + 124 gbs_m3 notype + 125 isub_m3 notype + 126 igidl_m3 notype + 127 igisl_m3 notype + 128 igs_m3 notype + 129 igd_m3 notype + 130 igb_m3 notype + 131 igcs_m3 notype + 132 vbs_m3 notype + 133 vgs_m3 notype + 134 vds_m3 notype + 135 cgg_m3 notype + 136 cgs_m3 notype + 137 cgd_m3 notype + 138 cbg_m3 notype + 139 cbd_m3 notype + 140 cbs_m3 notype + 141 cdg_m3 notype + 142 cdd_m3 notype + 143 cds_m3 notype + 144 csg_m3 notype + 145 csd_m3 notype + 146 css_m3 notype + 147 cgb_m3 notype + 148 cdb_m3 notype + 149 csb_m3 notype + 150 cbb_m3 notype + 151 capbd_m3 notype + 152 capbs_m3 notype + 153 gmbs_m4 notype + 154 gm_m4 notype + 155 gds_m4 notype + 156 vdsat_m4 notype + 157 vth_m4 notype + 158 i(id_m4) current + 159 ibd_m4 notype + 160 ibs_m4 notype + 161 gbd_m4 notype + 162 gbs_m4 notype + 163 isub_m4 notype + 164 igidl_m4 notype + 165 igisl_m4 notype + 166 igs_m4 notype + 167 igd_m4 notype + 168 igb_m4 notype + 169 igcs_m4 notype + 170 vbs_m4 notype + 171 vgs_m4 notype + 172 vds_m4 notype + 173 cgg_m4 notype + 174 cgs_m4 notype + 175 cgd_m4 notype + 176 cbg_m4 notype + 177 cbd_m4 notype + 178 cbs_m4 notype + 179 cdg_m4 notype + 180 cdd_m4 notype + 181 cds_m4 notype + 182 csg_m4 notype + 183 csd_m4 notype + 184 css_m4 notype + 185 cgb_m4 notype + 186 cdb_m4 notype + 187 csb_m4 notype + 188 cbb_m4 notype + 189 capbd_m4 notype + 190 capbs_m4 notype + 191 gmbs_m5 notype + 192 gm_m5 notype + 193 gds_m5 notype + 194 vdsat_m5 notype + 195 vth_m5 notype + 196 i(id_m5) current + 197 ibd_m5 notype + 198 ibs_m5 notype + 199 gbd_m5 notype + 200 gbs_m5 notype + 201 isub_m5 notype + 202 igidl_m5 notype + 203 igisl_m5 notype + 204 igs_m5 notype + 205 igd_m5 notype + 206 igb_m5 notype + 207 igcs_m5 notype + 208 vbs_m5 notype + 209 vgs_m5 notype + 210 vds_m5 notype + 211 cgg_m5 notype + 212 cgs_m5 notype + 213 cgd_m5 notype + 214 cbg_m5 notype + 215 cbd_m5 notype + 216 cbs_m5 notype + 217 cdg_m5 notype + 218 cdd_m5 notype + 219 cds_m5 notype + 220 csg_m5 notype + 221 csd_m5 notype + 222 css_m5 notype + 223 cgb_m5 notype + 224 cdb_m5 notype + 225 csb_m5 notype + 226 cbb_m5 notype + 227 capbd_m5 notype + 228 capbs_m5 notype + 229 gmbs_m6 notype + 230 gm_m6 notype + 231 gds_m6 notype + 232 vdsat_m6 notype + 233 vth_m6 notype + 234 i(id_m6) current + 235 ibd_m6 notype + 236 ibs_m6 notype + 237 gbd_m6 notype + 238 gbs_m6 notype + 239 isub_m6 notype + 240 igidl_m6 notype + 241 igisl_m6 notype + 242 igs_m6 notype + 243 igd_m6 notype + 244 igb_m6 notype + 245 igcs_m6 notype + 246 vbs_m6 notype + 247 vgs_m6 notype + 248 vds_m6 notype + 249 cgg_m6 notype + 250 cgs_m6 notype + 251 cgd_m6 notype + 252 cbg_m6 notype + 253 cbd_m6 notype + 254 cbs_m6 notype + 255 cdg_m6 notype + 256 cdd_m6 notype + 257 cds_m6 notype + 258 csg_m6 notype + 259 csd_m6 notype + 260 css_m6 notype + 261 cgb_m6 notype + 262 cdb_m6 notype + 263 csb_m6 notype + 264 cbb_m6 notype + 265 capbd_m6 notype + 266 capbs_m6 notype + 267 gmbs_m7 notype + 268 gm_m7 notype + 269 gds_m7 notype + 270 vdsat_m7 notype + 271 vth_m7 notype + 272 i(id_m7) current + 273 ibd_m7 notype + 274 ibs_m7 notype + 275 gbd_m7 notype + 276 gbs_m7 notype + 277 isub_m7 notype + 278 igidl_m7 notype + 279 igisl_m7 notype + 280 igs_m7 notype + 281 igd_m7 notype + 282 igb_m7 notype + 283 igcs_m7 notype + 284 vbs_m7 notype + 285 vgs_m7 notype + 286 vds_m7 notype + 287 cgg_m7 notype + 288 cgs_m7 notype + 289 cgd_m7 notype + 290 cbg_m7 notype + 291 cbd_m7 notype + 292 cbs_m7 notype + 293 cdg_m7 notype + 294 cdd_m7 notype + 295 cds_m7 notype + 296 csg_m7 notype + 297 csd_m7 notype + 298 css_m7 notype + 299 cgb_m7 notype + 300 cdb_m7 notype + 301 csb_m7 notype + 302 cbb_m7 notype + 303 capbd_m7 notype + 304 capbs_m7 notype + 305 gmbs_m8 notype + 306 gm_m8 notype + 307 gds_m8 notype + 308 vdsat_m8 notype + 309 vth_m8 notype + 310 i(id_m8) current + 311 ibd_m8 notype + 312 ibs_m8 notype + 313 gbd_m8 notype + 314 gbs_m8 notype + 315 isub_m8 notype + 316 igidl_m8 notype + 317 igisl_m8 notype + 318 igs_m8 notype + 319 igd_m8 notype + 320 igb_m8 notype + 321 igcs_m8 notype + 322 vbs_m8 notype + 323 vgs_m8 notype + 324 vds_m8 notype + 325 cgg_m8 notype + 326 cgs_m8 notype + 327 cgd_m8 notype + 328 cbg_m8 notype + 329 cbd_m8 notype + 330 cbs_m8 notype + 331 cdg_m8 notype + 332 cdd_m8 notype + 333 cds_m8 notype + 334 csg_m8 notype + 335 csd_m8 notype + 336 css_m8 notype + 337 cgb_m8 notype + 338 cdb_m8 notype + 339 csb_m8 notype + 340 cbb_m8 notype + 341 capbd_m8 notype + 342 capbs_m8 notype + 343 gmbs_m9 notype + 344 gm_m9 notype + 345 gds_m9 notype + 346 vdsat_m9 notype + 347 vth_m9 notype + 348 i(id_m9) current + 349 ibd_m9 notype + 350 ibs_m9 notype + 351 gbd_m9 notype + 352 gbs_m9 notype + 353 isub_m9 notype + 354 igidl_m9 notype + 355 igisl_m9 notype + 356 igs_m9 notype + 357 igd_m9 notype + 358 igb_m9 notype + 359 igcs_m9 notype + 360 vbs_m9 notype + 361 vgs_m9 notype + 362 vds_m9 notype + 363 cgg_m9 notype + 364 cgs_m9 notype + 365 cgd_m9 notype + 366 cbg_m9 notype + 367 cbd_m9 notype + 368 cbs_m9 notype + 369 cdg_m9 notype + 370 cdd_m9 notype + 371 cds_m9 notype + 372 csg_m9 notype + 373 csd_m9 notype + 374 css_m9 notype + 375 cgb_m9 notype + 376 cdb_m9 notype + 377 csb_m9 notype + 378 cbb_m9 notype + 379 capbd_m9 notype + 380 capbs_m9 notype + 381 gmbs_m10 notype + 382 gm_m10 notype + 383 gds_m10 notype + 384 vdsat_m10 notype + 385 vth_m10 notype + 386 i(id_m10) current + 387 ibd_m10 notype + 388 ibs_m10 notype + 389 gbd_m10 notype + 390 gbs_m10 notype + 391 isub_m10 notype + 392 igidl_m10 notype + 393 igisl_m10 notype + 394 igs_m10 notype + 395 igd_m10 notype + 396 igb_m10 notype + 397 igcs_m10 notype + 398 vbs_m10 notype + 399 vgs_m10 notype + 400 vds_m10 notype + 401 cgg_m10 notype + 402 cgs_m10 notype + 403 cgd_m10 notype + 404 cbg_m10 notype + 405 cbd_m10 notype + 406 cbs_m10 notype + 407 cdg_m10 notype + 408 cdd_m10 notype + 409 cds_m10 notype + 410 csg_m10 notype + 411 csd_m10 notype + 412 css_m10 notype + 413 cgb_m10 notype + 414 cdb_m10 notype + 415 csb_m10 notype + 416 cbb_m10 notype + 417 capbd_m10 notype + 418 capbs_m10 notype + 419 gmbs_m24 notype + 420 gm_m24 notype + 421 gds_m24 notype + 422 vdsat_m24 notype + 423 vth_m24 notype + 424 i(id_m24) current + 425 ibd_m24 notype + 426 ibs_m24 notype + 427 gbd_m24 notype + 428 gbs_m24 notype + 429 isub_m24 notype + 430 igidl_m24 notype + 431 igisl_m24 notype + 432 igs_m24 notype + 433 igd_m24 notype + 434 igb_m24 notype + 435 igcs_m24 notype + 436 vbs_m24 notype + 437 vgs_m24 notype + 438 vds_m24 notype + 439 cgg_m24 notype + 440 cgs_m24 notype + 441 cgd_m24 notype + 442 cbg_m24 notype + 443 cbd_m24 notype + 444 cbs_m24 notype + 445 cdg_m24 notype + 446 cdd_m24 notype + 447 cds_m24 notype + 448 csg_m24 notype + 449 csd_m24 notype + 450 css_m24 notype + 451 cgb_m24 notype + 452 cdb_m24 notype + 453 csb_m24 notype + 454 cbb_m24 notype + 455 capbd_m24 notype + 456 capbs_m24 notype + 457 gmbs_m11 notype + 458 gm_m11 notype + 459 gds_m11 notype + 460 vdsat_m11 notype + 461 vth_m11 notype + 462 i(id_m11) current + 463 ibd_m11 notype + 464 ibs_m11 notype + 465 gbd_m11 notype + 466 gbs_m11 notype + 467 isub_m11 notype + 468 igidl_m11 notype + 469 igisl_m11 notype + 470 igs_m11 notype + 471 igd_m11 notype + 472 igb_m11 notype + 473 igcs_m11 notype + 474 vbs_m11 notype + 475 vgs_m11 notype + 476 vds_m11 notype + 477 cgg_m11 notype + 478 cgs_m11 notype + 479 cgd_m11 notype + 480 cbg_m11 notype + 481 cbd_m11 notype + 482 cbs_m11 notype + 483 cdg_m11 notype + 484 cdd_m11 notype + 485 cds_m11 notype + 486 csg_m11 notype + 487 csd_m11 notype + 488 css_m11 notype + 489 cgb_m11 notype + 490 cdb_m11 notype + 491 csb_m11 notype + 492 cbb_m11 notype + 493 capbd_m11 notype + 494 capbs_m11 notype + 495 gmbs_m12 notype + 496 gm_m12 notype + 497 gds_m12 notype + 498 vdsat_m12 notype + 499 vth_m12 notype + 500 i(id_m12) current + 501 ibd_m12 notype + 502 ibs_m12 notype + 503 gbd_m12 notype + 504 gbs_m12 notype + 505 isub_m12 notype + 506 igidl_m12 notype + 507 igisl_m12 notype + 508 igs_m12 notype + 509 igd_m12 notype + 510 igb_m12 notype + 511 igcs_m12 notype + 512 vbs_m12 notype + 513 vgs_m12 notype + 514 vds_m12 notype + 515 cgg_m12 notype + 516 cgs_m12 notype + 517 cgd_m12 notype + 518 cbg_m12 notype + 519 cbd_m12 notype + 520 cbs_m12 notype + 521 cdg_m12 notype + 522 cdd_m12 notype + 523 cds_m12 notype + 524 csg_m12 notype + 525 csd_m12 notype + 526 css_m12 notype + 527 cgb_m12 notype + 528 cdb_m12 notype + 529 csb_m12 notype + 530 cbb_m12 notype + 531 capbd_m12 notype + 532 capbs_m12 notype + 533 gmbs_m13 notype + 534 gm_m13 notype + 535 gds_m13 notype + 536 vdsat_m13 notype + 537 vth_m13 notype + 538 i(id_m13) current + 539 ibd_m13 notype + 540 ibs_m13 notype + 541 gbd_m13 notype + 542 gbs_m13 notype + 543 isub_m13 notype + 544 igidl_m13 notype + 545 igisl_m13 notype + 546 igs_m13 notype + 547 igd_m13 notype + 548 igb_m13 notype + 549 igcs_m13 notype + 550 vbs_m13 notype + 551 vgs_m13 notype + 552 vds_m13 notype + 553 cgg_m13 notype + 554 cgs_m13 notype + 555 cgd_m13 notype + 556 cbg_m13 notype + 557 cbd_m13 notype + 558 cbs_m13 notype + 559 cdg_m13 notype + 560 cdd_m13 notype + 561 cds_m13 notype + 562 csg_m13 notype + 563 csd_m13 notype + 564 css_m13 notype + 565 cgb_m13 notype + 566 cdb_m13 notype + 567 csb_m13 notype + 568 cbb_m13 notype + 569 capbd_m13 notype + 570 capbs_m13 notype + 571 gmbs_m14 notype + 572 gm_m14 notype + 573 gds_m14 notype + 574 vdsat_m14 notype + 575 vth_m14 notype + 576 i(id_m14) current + 577 ibd_m14 notype + 578 ibs_m14 notype + 579 gbd_m14 notype + 580 gbs_m14 notype + 581 isub_m14 notype + 582 igidl_m14 notype + 583 igisl_m14 notype + 584 igs_m14 notype + 585 igd_m14 notype + 586 igb_m14 notype + 587 igcs_m14 notype + 588 vbs_m14 notype + 589 vgs_m14 notype + 590 vds_m14 notype + 591 cgg_m14 notype + 592 cgs_m14 notype + 593 cgd_m14 notype + 594 cbg_m14 notype + 595 cbd_m14 notype + 596 cbs_m14 notype + 597 cdg_m14 notype + 598 cdd_m14 notype + 599 cds_m14 notype + 600 csg_m14 notype + 601 csd_m14 notype + 602 css_m14 notype + 603 cgb_m14 notype + 604 cdb_m14 notype + 605 csb_m14 notype + 606 cbb_m14 notype + 607 capbd_m14 notype + 608 capbs_m14 notype + 609 gmbs_m15 notype + 610 gm_m15 notype + 611 gds_m15 notype + 612 vdsat_m15 notype + 613 vth_m15 notype + 614 i(id_m15) current + 615 ibd_m15 notype + 616 ibs_m15 notype + 617 gbd_m15 notype + 618 gbs_m15 notype + 619 isub_m15 notype + 620 igidl_m15 notype + 621 igisl_m15 notype + 622 igs_m15 notype + 623 igd_m15 notype + 624 igb_m15 notype + 625 igcs_m15 notype + 626 vbs_m15 notype + 627 vgs_m15 notype + 628 vds_m15 notype + 629 cgg_m15 notype + 630 cgs_m15 notype + 631 cgd_m15 notype + 632 cbg_m15 notype + 633 cbd_m15 notype + 634 cbs_m15 notype + 635 cdg_m15 notype + 636 cdd_m15 notype + 637 cds_m15 notype + 638 csg_m15 notype + 639 csd_m15 notype + 640 css_m15 notype + 641 cgb_m15 notype + 642 cdb_m15 notype + 643 csb_m15 notype + 644 cbb_m15 notype + 645 capbd_m15 notype + 646 capbs_m15 notype + 647 gmbs_m16 notype + 648 gm_m16 notype + 649 gds_m16 notype + 650 vdsat_m16 notype + 651 vth_m16 notype + 652 i(id_m16) current + 653 ibd_m16 notype + 654 ibs_m16 notype + 655 gbd_m16 notype + 656 gbs_m16 notype + 657 isub_m16 notype + 658 igidl_m16 notype + 659 igisl_m16 notype + 660 igs_m16 notype + 661 igd_m16 notype + 662 igb_m16 notype + 663 igcs_m16 notype + 664 vbs_m16 notype + 665 vgs_m16 notype + 666 vds_m16 notype + 667 cgg_m16 notype + 668 cgs_m16 notype + 669 cgd_m16 notype + 670 cbg_m16 notype + 671 cbd_m16 notype + 672 cbs_m16 notype + 673 cdg_m16 notype + 674 cdd_m16 notype + 675 cds_m16 notype + 676 csg_m16 notype + 677 csd_m16 notype + 678 css_m16 notype + 679 cgb_m16 notype + 680 cdb_m16 notype + 681 csb_m16 notype + 682 cbb_m16 notype + 683 capbd_m16 notype + 684 capbs_m16 notype + 685 gmbs_m17 notype + 686 gm_m17 notype + 687 gds_m17 notype + 688 vdsat_m17 notype + 689 vth_m17 notype + 690 i(id_m17) current + 691 ibd_m17 notype + 692 ibs_m17 notype + 693 gbd_m17 notype + 694 gbs_m17 notype + 695 isub_m17 notype + 696 igidl_m17 notype + 697 igisl_m17 notype + 698 igs_m17 notype + 699 igd_m17 notype + 700 igb_m17 notype + 701 igcs_m17 notype + 702 vbs_m17 notype + 703 vgs_m17 notype + 704 vds_m17 notype + 705 cgg_m17 notype + 706 cgs_m17 notype + 707 cgd_m17 notype + 708 cbg_m17 notype + 709 cbd_m17 notype + 710 cbs_m17 notype + 711 cdg_m17 notype + 712 cdd_m17 notype + 713 cds_m17 notype + 714 csg_m17 notype + 715 csd_m17 notype + 716 css_m17 notype + 717 cgb_m17 notype + 718 cdb_m17 notype + 719 csb_m17 notype + 720 cbb_m17 notype + 721 capbd_m17 notype + 722 capbs_m17 notype + 723 gmbs_m18 notype + 724 gm_m18 notype + 725 gds_m18 notype + 726 vdsat_m18 notype + 727 vth_m18 notype + 728 i(id_m18) current + 729 ibd_m18 notype + 730 ibs_m18 notype + 731 gbd_m18 notype + 732 gbs_m18 notype + 733 isub_m18 notype + 734 igidl_m18 notype + 735 igisl_m18 notype + 736 igs_m18 notype + 737 igd_m18 notype + 738 igb_m18 notype + 739 igcs_m18 notype + 740 vbs_m18 notype + 741 vgs_m18 notype + 742 vds_m18 notype + 743 cgg_m18 notype + 744 cgs_m18 notype + 745 cgd_m18 notype + 746 cbg_m18 notype + 747 cbd_m18 notype + 748 cbs_m18 notype + 749 cdg_m18 notype + 750 cdd_m18 notype + 751 cds_m18 notype + 752 csg_m18 notype + 753 csd_m18 notype + 754 css_m18 notype + 755 cgb_m18 notype + 756 cdb_m18 notype + 757 csb_m18 notype + 758 cbb_m18 notype + 759 capbd_m18 notype + 760 capbs_m18 notype + 761 gmbs_m19 notype + 762 gm_m19 notype + 763 gds_m19 notype + 764 vdsat_m19 notype + 765 vth_m19 notype + 766 i(id_m19) current + 767 ibd_m19 notype + 768 ibs_m19 notype + 769 gbd_m19 notype + 770 gbs_m19 notype + 771 isub_m19 notype + 772 igidl_m19 notype + 773 igisl_m19 notype + 774 igs_m19 notype + 775 igd_m19 notype + 776 igb_m19 notype + 777 igcs_m19 notype + 778 vbs_m19 notype + 779 vgs_m19 notype + 780 vds_m19 notype + 781 cgg_m19 notype + 782 cgs_m19 notype + 783 cgd_m19 notype + 784 cbg_m19 notype + 785 cbd_m19 notype + 786 cbs_m19 notype + 787 cdg_m19 notype + 788 cdd_m19 notype + 789 cds_m19 notype + 790 csg_m19 notype 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notype + 838 gm_m21 notype + 839 gds_m21 notype + 840 vdsat_m21 notype + 841 vth_m21 notype + 842 i(id_m21) current + 843 ibd_m21 notype + 844 ibs_m21 notype + 845 gbd_m21 notype + 846 gbs_m21 notype + 847 isub_m21 notype + 848 igidl_m21 notype + 849 igisl_m21 notype + 850 igs_m21 notype + 851 igd_m21 notype + 852 igb_m21 notype + 853 igcs_m21 notype + 854 vbs_m21 notype + 855 vgs_m21 notype + 856 vds_m21 notype + 857 cgg_m21 notype + 858 cgs_m21 notype + 859 cgd_m21 notype + 860 cbg_m21 notype + 861 cbd_m21 notype + 862 cbs_m21 notype + 863 cdg_m21 notype + 864 cdd_m21 notype + 865 cds_m21 notype + 866 csg_m21 notype + 867 csd_m21 notype + 868 css_m21 notype + 869 cgb_m21 notype + 870 cdb_m21 notype + 871 csb_m21 notype + 872 cbb_m21 notype + 873 capbd_m21 notype + 874 capbs_m21 notype + 875 gmbs_m22 notype + 876 gm_m22 notype + 877 gds_m22 notype + 878 vdsat_m22 notype + 879 vth_m22 notype + 880 i(id_m22) current + 881 ibd_m22 notype + 882 ibs_m22 notype + 883 gbd_m22 notype + 884 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2.480847485927107e-06 + 3.211307168006898e-06 + 3.925062750000000e-12 + 3.925062750000000e-12 + 3.925062750000000e-12 + 0.000000000000000e+00 + 2.700000000000000e+01 + 0.000000000000000e+00 + 1.000000000000000e-05 + 0.000000000000000e+00 + 1.900000000000000e+01 + 1.000000000000000e+00 + 0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + -0.000000000000000e+00 + 5.222775057500000e-10 + 5.222775057500000e-10 + 5.222775057500000e-10 + 0.000000000000000e+00 + 2.700000000000000e+01 + 0.000000000000000e+00 + 1.000000000000000e-05 + 0.000000000000000e+00 + 2.870000000000000e+02 + 1.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + 0.000000000000000e+00 + diff --git a/RGNN_RL/simulations/LDO_TB_op_mean_std.json b/RGNN_RL/simulations/LDO_TB_op_mean_std.json new file mode 100644 index 0000000..05334d0 --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_op_mean_std.json @@ -0,0 +1 @@ +{"OP_M_mean": {"gmbs": -2.5396976882193134e-05, "gm": 0.00031540944907083906, "gds": 0.0001119341556155823, "vdsat": 204.04578260905623, "vth": 0.7963351657580292, "id": 4.118366929253963e-05, "ibd": -6.345844276780792e-10, "ibs": -5.581321928640603e-13, "gbd": 8.285980483364822e-11, "gbs": 1.0244939644296007e-10, "isub": 4.2517253707661765e-05, "igidl": 2.587205266781584e-05, "igisl": 0.0, "igs": 0.0, "igd": 0.0, "igb": 0.0, "igcs": 0.0, "vbs": -0.008848344871865775, "vgs": 11.631224433206627, "vds": 44.32452922639721, "cgg": 2.904657016519888e-12, "cgs": -1.7898977279965686e-12, "cgd": -4.289192462807224e-13, "cbg": -7.27447137292754e-13, "cbd": -2.152401590282822e-13, "cbs": -3.5353800638819403e-13, "cdg": -9.511638087313824e-13, "cdd": 4.3894072448684385e-13, "cds": 7.786641825460454e-13, "csg": -1.2260460704957477e-12, "csd": 2.0521868082215936e-13, "css": 1.3647715518387176e-12, "cgb": -6.858400422425928e-13, "cdb": -2.6644109830150735e-13, "csb": -3.4394416216512865e-13, "cbb": 1.2962253027092289e-12, "capbd": 8.382632558479972e-14, "capbs": 8.964063623482465e-14}, "OP_M_std": {"gmbs": 0.002592224318378429, "gm": 0.0009922751341017652, "gds": 0.00044944166222404217, "vdsat": 1161.8776165677987, "vth": 0.23813422247681001, "id": 0.00023718884577905312, "ibd": 3.6579630463955818e-09, "ibs": 1.744831341621613e-12, "gbd": 1.6513180106811789e-10, "gbs": 2.1360268851672907e-10, "isub": 0.00044291537423258014, "igidl": 0.00016513722144577257, "igisl": 0.0, "igs": 0.0, "igd": 0.0, "igb": 0.0, "igcs": 0.0, "vbs": 0.026066354027958854, "vgs": 61.47424985087956, "vds": 246.37678903885075, "cgg": 4.8549787512473274e-12, "cgs": 2.820051184463396e-12, "cgd": 1.393915483144073e-12, "cbg": 1.6694049761428827e-12, "cbd": 6.806908640089829e-13, "cbs": 7.945031312506196e-13, "cdg": 1.5556776189073333e-12, "cdd": 1.3971853599133177e-12, "cds": 1.4158802754566212e-12, "csg": 1.9355470944259704e-12, "csd": 6.776142245261938e-13, "css": 2.211419939335801e-12, "cgb": 1.6883230834098166e-12, "cdb": 4.483417527913682e-13, "csb": 5.619811470449344e-13, "cbb": 2.5503053089311438e-12, "capbd": 1.9575788903307022e-13, "capbs": 2.1402730072226191e-13}} \ No newline at end of file diff --git a/RGNN_RL/simulations/LDO_TB_vars.spice b/RGNN_RL/simulations/LDO_TB_vars.spice new file mode 100644 index 0000000..250acae --- /dev/null +++ b/RGNN_RL/simulations/LDO_TB_vars.spice @@ -0,0 +1,9 @@ +.param mosfet_0_8_w_biascm_pmos=1.1511714458465576 mosfet_0_8_l_biascm_pmos=2.908731134608388 mosfet_0_8_m_biascm_pmos=27 +.param mosfet_8_2_w_gm1_pmos=1.485758513212204 mosfet_8_2_l_gm1_pmos=1.1558892875909805 mosfet_8_2_m_gm1_pmos=14 +.param mosfet_10_1_w_gm2_pmos=6.022575721144676 mosfet_10_1_l_gm2_pmos=2.1927622258663177 mosfet_10_1_m_gm2_pmos=27 +.param mosfet_11_1_w_power_pmos=7.487297892570496 mosfet_11_1_l_power_pmos=1.1738390671089292 mosfet_11_1_m_power_pmos=949 +.param mosfet_17_7_w_biascm_nmos=1.812826544046402 mosfet_17_7_l_biascm_nmos=1.0926024317741394 mosfet_17_7_m_biascm_nmos=5 +.param mosfet_21_2_w_load2_nmos=2.9079740941524506 mosfet_21_2_l_load2_nmos=4.691825315356255 mosfet_21_2_m_load2_nmos=24 +.param current_0_bias=3.211307168006898e-06 +.param M_C0=19 +.param M_CL=287 diff --git a/RGNN_RL/simulations/NMCF_Pin_3_HSPICE_130.txt b/RGNN_RL/simulations/NMCF_Pin_3_HSPICE_130.txt new file mode 100644 index 0000000..cc2c20c --- /dev/null +++ b/RGNN_RL/simulations/NMCF_Pin_3_HSPICE_130.txt @@ -0,0 +1,31 @@ +** Library name: TSMC22ULL_Std_AMP_LIB +** Cell name: Leung_NMCNR_Pin_3 +** View name: schematic +.subckt Leung_NMCF_Pin_3 gnda vdda vinn vinp vout Ib +XM11 vout net050 vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_11_1_l_gmf2_pmos w='mosfet_11_1_w_gmf2_pmos*1' m=mosfet_11_1_m_gmf2_pmos +XM7 net049 Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM10 net043 net050 vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_10_1_l_gm2_pmos w='mosfet_10_1_w_gm2_pmos*1' m=mosfet_10_1_m_gm2_pmos +XM6 net050 voutn vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM5 voutn voutn vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM9 net063 vinp net31 net31 sky130_fd_pr__pfet_01v8 l=mosfet_8_2_l_gm1_pmos w='mosfet_8_2_w_gm1_pmos*1' m=mosfet_8_2_m_gm1_pmos +XM8 dm_2 vinn net31 net31 sky130_fd_pr__pfet_01v8 l=mosfet_8_2_l_gm1_pmos w='mosfet_8_2_w_gm1_pmos*1' m=mosfet_8_2_m_gm1_pmos +XM4 net31 Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m='4*mosfet_0_8_m_biascm_pmos' +XM3 vb3 Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM2 dm_1 Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM1 vb4 Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM0 Ib Ib vdda vdda sky130_fd_pr__pfet_01v8 l=mosfet_0_8_l_biascm_pmos w='mosfet_0_8_w_biascm_pmos*1' m=mosfet_0_8_m_biascm_pmos +XM23 vout net049 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_23_1_l_gm3_nmos w='mosfet_23_1_w_gm3_nmos*1' m=mosfet_23_1_m_gm3_nmos +XM22 net049 net043 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_21_2_l_load2_nmos w='mosfet_21_2_w_load2_nmos*1' m=mosfet_21_2_m_load2_nmos +XM21 net043 net043 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_21_2_l_load2_nmos w='mosfet_21_2_w_load2_nmos*1' m=mosfet_21_2_m_load2_nmos +XM19 dm_2 vb4 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*8' +XM15 voutn vb3 dm_2 gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XM20 net063 vb4 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*8' +XM16 net050 vb3 net063 gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XM17 net54 vb4 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XM14 vb3 vb3 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m=mosfet_17_7_m_biascm_nmos +XM12 vb4 vb3 net54 gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XM18 net56 vb4 gnda gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XM13 dm_1 vb3 net56 gnda sky130_fd_pr__nfet_01v8 l=mosfet_17_7_l_biascm_nmos w='mosfet_17_7_w_biascm_nmos*1' m='mosfet_17_7_m_biascm_nmos*4' +XC0 net050 vout sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_C0 m=M_C0 +XC1 net049 vout sky130_fd_pr__cap_mim_m3_1 W=30 L=30 MF=M_C1 m=M_C1 +.ends Leung_NMCF_Pin_3 \ No newline at end of file diff --git a/RGNN_RL/simulations/tran.dat b/RGNN_RL/simulations/tran.dat new file mode 100644 index 0000000..fd412c1 --- /dev/null +++ b/RGNN_RL/simulations/tran.dat @@ -0,0 +1,1931 @@ +Title: test opamp tran +Date: Wed Sep 11 14:10:14 2024 +Plotname: Transient Analysis +Flags: real +No. Variables: 3 +No. Points: 480 +Variables: + 0 time time + 1 v(vout3) voltage + 2 v(visr) voltage +Values: + 0 0.000000000000000e+00 + 2.999615037162613e-01 + 3.000000000000000e-01 + + 1 1.000000000000000e-08 + 2.999615037859941e-01 + 3.000000000000000e-01 + + 2 2.000000000000000e-08 + 2.999615038137364e-01 + 3.000000000000000e-01 + + 3 4.000000000000000e-08 + 2.999615038306691e-01 + 3.000000000000000e-01 + + 4 8.000000000000000e-08 + 2.999615044303432e-01 + 3.000000000000000e-01 + + 5 1.600000000000000e-07 + 2.999615040676729e-01 + 3.000000000000000e-01 + + 6 3.200000000000000e-07 + 2.999615031847700e-01 + 3.000000000000000e-01 + + 7 6.400000000000000e-07 + 2.999615042922241e-01 + 3.000000000000000e-01 + + 8 1.000000000000000e-06 + 2.999615032809086e-01 + 3.000000000000000e-01 + + 9 1.000000100000000e-06 + 3.004210471993430e-01 + 3.199999999878466e-01 + + 10 1.000000300000000e-06 + 3.013158378143030e-01 + 3.600000000058914e-01 + + 11 1.000000700000000e-06 + 3.030682139117591e-01 + 4.399999999996294e-01 + + 12 1.000001000000000e-06 + 3.043673420114241e-01 + 5.000000000000000e-01 + + 13 1.000001080000000e-06 + 3.043709503902438e-01 + 5.000000000000000e-01 + + 14 1.000001240000000e-06 + 3.043898988488821e-01 + 5.000000000000000e-01 + + 15 1.000001560000000e-06 + 3.044284091194653e-01 + 5.000000000000000e-01 + + 16 1.000002200000000e-06 + 3.044488844433605e-01 + 5.000000000000000e-01 + + 17 1.000003480000000e-06 + 3.044486815414422e-01 + 5.000000000000000e-01 + + 18 1.000006040000000e-06 + 3.044438506504437e-01 + 5.000000000000000e-01 + + 19 1.000011160000000e-06 + 3.044375033555845e-01 + 5.000000000000000e-01 + + 20 1.000021400000001e-06 + 3.044223087055505e-01 + 5.000000000000000e-01 + + 21 1.000041880000001e-06 + 3.043945070144038e-01 + 5.000000000000000e-01 + + 22 1.000082840000002e-06 + 3.043375097789872e-01 + 5.000000000000000e-01 + + 23 1.000164760000004e-06 + 3.042291655425517e-01 + 5.000000000000000e-01 + + 24 1.000328600000009e-06 + 3.040229240143240e-01 + 5.000000000000000e-01 + + 25 1.000656280000018e-06 + 3.036562348391389e-01 + 5.000000000000000e-01 + + 26 1.001311640000036e-06 + 3.030478292269911e-01 + 5.000000000000000e-01 + + 27 1.002622360000072e-06 + 3.021210189187952e-01 + 5.000000000000000e-01 + + 28 1.004583602795670e-06 + 3.012047805782836e-01 + 5.000000000000000e-01 + + 29 1.007489722470073e-06 + 3.005644416761062e-01 + 5.000000000000000e-01 + + 30 1.013301961818879e-06 + 3.016033412565385e-01 + 5.000000000000000e-01 + + 31 1.021194910165676e-06 + 3.040099457048889e-01 + 5.000000000000000e-01 + + 32 1.028842510838869e-06 + 3.063751726737170e-01 + 5.000000000000000e-01 + + 33 1.044137712185256e-06 + 3.108765420913969e-01 + 5.000000000000000e-01 + + 34 1.074728114878030e-06 + 3.192637319950348e-01 + 5.000000000000000e-01 + + 35 1.135908920263578e-06 + 3.359738266079911e-01 + 5.000000000000000e-01 + + 36 1.258270531034674e-06 + 3.744589719192351e-01 + 5.000000000000000e-01 + + 37 1.502993752576867e-06 + 4.670410183228713e-01 + 5.000000000000000e-01 + + 38 1.564174557962415e-06 + 4.888726589624337e-01 + 5.000000000000000e-01 + + 39 1.656144268772702e-06 + 5.135600739105985e-01 + 5.000000000000000e-01 + + 40 1.754592140475257e-06 + 5.266752800073673e-01 + 5.000000000000000e-01 + + 41 1.865779272248335e-06 + 5.322601327896526e-01 + 5.000000000000000e-01 + + 42 2.061573688345792e-06 + 5.290483056446980e-01 + 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