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Computers and software • COBAYA: Issue with chains not converging

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Hello everyone, I was trying to make some cobaya runs to understand how the program works.
For example, I ran with the following .yaml file, which is taken from the cobaya input generator ( plus I removed the planck likelihood):

Code:

theory:  camb:    extra_args:      halofit_version: mead      bbn_predictor: PArthENoPE_880.2_standard.dat      lens_potential_accuracy: 1      num_massive_neutrinos: 1      nnu: 3.044      theta_H0_range:      - 20      - 100likelihood:  bao.sixdf_2011_bao: null  bao.sdss_dr7_mgs: null  bao.sdss_dr12_consensus_bao: nullparams:  logA:    prior:      min: 1.61      max: 3.91    ref:      dist: norm      loc: 3.05      scale: 0.001    proposal: 0.001    latex: \log(10^{10} A_\mathrm{s})    drop: true  As:    value: 'lambda logA: 1e-10*np.exp(logA)'    latex: A_\mathrm{s}  ns:    prior:      min: 0.8      max: 1.2    ref:      dist: norm      loc: 0.965      scale: 0.004    proposal: 0.002    latex: n_\mathrm{s}  theta_MC_100:    prior:      min: 0.5      max: 10    ref:      dist: norm      loc: 1.04109      scale: 0.0004    proposal: 0.0002    latex: 100\theta_\mathrm{MC}    drop: true    renames: theta  cosmomc_theta:    value: 'lambda theta_MC_100: 1.e-2*theta_MC_100'    derived: false  H0:    latex: H_0    min: 20    max: 100  ombh2:    prior:      min: 0.005      max: 0.1    ref:      dist: norm      loc: 0.0224      scale: 0.0001    proposal: 0.0001    latex: \Omega_\mathrm{b} h^2  omch2:    prior:      min: 0.001      max: 0.99    ref:      dist: norm      loc: 0.12      scale: 0.001    proposal: 0.0005    latex: \Omega_\mathrm{c} h^2  omegam:    latex: \Omega_\mathrm{m}  omegamh2:    derived: 'lambda omegam, H0: omegam*(H0/100)**2'    latex: \Omega_\mathrm{m} h^2  mnu: 0.06  omega_de:    latex: \Omega_\Lambda  YHe:    latex: Y_\mathrm{P}  Y_p:    latex: Y_P^\mathrm{BBN}  DHBBN:    derived: 'lambda DH: 10**5*DH'    latex: 10^5 \mathrm{D}/\mathrm{H}  tau:    prior:      min: 0.01      max: 0.8    ref:      dist: norm      loc: 0.055      scale: 0.006    proposal: 0.003    latex: \tau_\mathrm{reio}  zrei:    latex: z_\mathrm{re}  sigma8:    latex: \sigma_8  s8h5:    derived: 'lambda sigma8, H0: sigma8*(H0*1e-2)**(-0.5)'    latex: \sigma_8/h^{0.5}  s8omegamp5:    derived: 'lambda sigma8, omegam: sigma8*omegam**0.5'    latex: \sigma_8 \Omega_\mathrm{m}^{0.5}  s8omegamp25:    derived: 'lambda sigma8, omegam: sigma8*omegam**0.25'    latex: \sigma_8 \Omega_\mathrm{m}^{0.25}  A:    derived: 'lambda As: 1e9*As'    latex: 10^9 A_\mathrm{s}  clamp:    derived: 'lambda As, tau: 1e9*As*np.exp(-2*tau)'    latex: 10^9 A_\mathrm{s} e^{-2\tau}  age:    latex: '{\rm{Age}}/\mathrm{Gyr}'  rdrag:    latex: r_\mathrm{drag}sampler:  mcmc:    drag: true    oversample_power: 0.4    proposal_scale: 1.9    covmat: auto    Rminus1_stop: 0.01    Rminus1_cl_stop: 0.2output: output/bao_test
I ran this on a cluster with 4 MPI processes for 48 hours and the chains did not converge! (I had 150000 accepted steps).
The R-1 computed oscillated a lot and never decreased below a value of ~ 5.
Furthermore, the .progress file in the output is always empty and no progress regarding the convergence is written into it.
However progress can be seen from the standard cobaya output where I can see chains progressing and R-1 being computed.
I would like to understand if there is anything wrong with the way I'm setting up the run or any other issue.

Thank you!

Statistics: Posted by Gabriele Autieri — August 21 2024



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