├── .gitignore ├── .readthedocs.yaml ├── .vscode └── settings.json ├── README.md ├── TODO ├── coding.sh ├── codingfwi.py ├── codingfwi_jax.py ├── doc ├── Makefile ├── advanced.md ├── conf.py ├── configure.md ├── data_format.md ├── figures │ ├── advsbs_acoustic │ │ ├── compare_AD_BS.png │ │ ├── compare_AD_BS_HABCFORWARD.png │ │ ├── compare_AD_BS_PML.png │ │ └── model_geometry.png │ ├── advsbs_elastic │ │ ├── compare_AD_BS.png │ │ └── model_geometry.png │ ├── batched_inversion │ │ ├── Inverted.png │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── cal_adjoint_source │ │ ├── adjoint_source.png │ │ └── model_geometry.png │ ├── camembert │ │ ├── adjoint_source.png │ │ └── model_geometry.png │ ├── different_equations │ │ ├── acoustic_tti.png │ │ ├── acoustic_vti.png │ │ ├── decopule.png │ │ ├── elastic.png │ │ ├── ttielastic.png │ │ └── vacoustic.png │ ├── distribute_inversion │ │ └── geometry.gif │ ├── elastic_modeling2d │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── forward_modeling2d │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── forward_modeling3d │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── gradient_clamp │ │ ├── cg │ │ │ ├── Gradientat0epoch.png │ │ │ ├── Inverted.png │ │ │ └── Model_error.png │ │ └── sd │ │ │ ├── Inverted.png │ │ │ └── Model_error.png │ ├── implicitNN │ │ ├── Inverted.png │ │ ├── Inverted_profile.png │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── inversion_with_multiples │ │ ├── Inverted.png │ │ ├── model_geometry.png │ │ ├── shot_gather_with_multiples.png │ │ └── shot_gather_without_multiples.png │ ├── lsrtm │ │ ├── lsrtm.png │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── misfits │ │ ├── cumulative │ │ │ ├── cumulative.png │ │ │ ├── cumulative_highpass.png │ │ │ ├── freq_spectrum_cumsum.png │ │ │ └── freq_spectrum_cumsum_highpass.png │ │ ├── env_plus_ig │ │ │ ├── Envelope.png │ │ │ ├── Integration.png │ │ │ └── original.png │ │ ├── envelope │ │ │ ├── envelope.png │ │ │ ├── freq_spectrum_envelope.png │ │ │ ├── freq_spectrum_envelope_highpass.png │ │ │ └── highpass.png │ │ ├── towed │ │ │ ├── Gradient_envelope.png │ │ │ └── Gradient_l2.png │ │ └── traveltime │ │ │ ├── cc.png │ │ │ ├── ricker.png │ │ │ └── traveltime.gif │ ├── multiples │ │ ├── model_geometry.gif │ │ ├── shot_gather.png │ │ └── trace.png │ ├── ncc_loss │ │ ├── Gradient.png │ │ ├── Inverted.png │ │ ├── Trace.png │ │ ├── geometry.gif │ │ ├── shot_gather.png │ │ └── wavelet.png │ ├── optimizers │ │ └── Inverted.png │ ├── others │ │ ├── batch_time_1gpu.png │ │ ├── batch_time_2gpu.png │ │ ├── batch_time_4gpu.png │ │ └── nodes_setting.png │ ├── random_boundary │ │ ├── model_geometry.gif │ │ └── shot_gather.png │ ├── reverse_time_migration │ │ ├── CIG.png │ │ ├── Gradients.png │ │ ├── RTM.png │ │ ├── Velocity.png │ │ ├── geometry.gif │ │ └── shotgather.png │ ├── source_encoding_acoustic │ │ ├── Inverted.jpg │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── source_encoding_acoustic2 │ │ ├── Gradient.png │ │ ├── Inverted.png │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── source_encoding_elastic │ │ ├── Inverted.png │ │ ├── model_geometry.png │ │ └── shot_gather.png │ ├── source_inversion │ │ ├── Final_result.png │ │ ├── model_geometry.png │ │ └── true_initial_wavelet.png │ ├── towed_acquisition │ │ ├── Inverted.png │ │ ├── geometry.gif │ │ └── shot_gather.png │ └── travel_time_misfit │ │ ├── Inverted.png │ │ ├── checkadj.png │ │ ├── geometry.gif │ │ ├── velocity_model.png │ │ └── wiggle.png ├── forward_modeling.md ├── fwi.md ├── fwiplusnn.md ├── getting_started.md ├── head.md ├── index.rst ├── make.bat ├── other_examples.md ├── quick_start.md ├── requirements.txt ├── rtm.md └── running_commands.md ├── examples ├── advances │ ├── cal_adjoint_source │ │ ├── cal_adjoint.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── config.yml │ │ │ └── hosts │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ └── show_shotgather.py │ ├── cycleskipping │ │ ├── checkadj.py │ │ ├── clean.sh │ │ ├── compare_obs.py │ │ ├── configs │ │ │ ├── with_low_frequency.yml │ │ │ ├── without_low_frequency.yml │ │ │ └── without_low_frequency_ttcc.yml │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── forward_init.yml │ │ ├── forward_invert.yml │ │ ├── generate_model_geometry.py │ │ ├── geometry.gif │ │ ├── hosts │ │ ├── inversion.sh │ │ ├── show_results.py │ │ ├── show_shotgather.py │ │ ├── wiggle.py │ │ ├── with_low_frequency.sh │ │ ├── without_low_frequency.sh │ │ └── without_low_frequency_ttcc.sh │ ├── largescale │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── forward_torch.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_shotgather.py │ ├── minifwi │ │ ├── check.py │ │ ├── forward_jax.py │ │ ├── fwi.py │ │ ├── fwi_torch.py │ │ ├── ifwi.py │ │ ├── inplace_gpu_jax.py │ │ ├── inplace_gpu_torch.py │ │ ├── inplace_ops.py │ │ ├── multigpu.py │ │ ├── networks.py │ │ ├── test.py │ │ ├── utils.py │ │ ├── utils_jax.py │ │ └── utils_torch.py │ ├── numbatch_setting │ │ ├── batch10.sh │ │ ├── batch100.sh │ │ ├── batch20.sh │ │ ├── batch200.sh │ │ ├── batch50.sh │ │ ├── clean.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── run_this_example.sh │ │ └── show_shotgather.py │ └── source_inversion │ │ ├── clean.sh │ │ ├── configs │ │ ├── forward.yml │ │ └── source_inversion.yml │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── source_inversion.py │ │ └── wavelet_bspline.npy ├── check_features │ ├── ADvsBS │ │ ├── acoustic │ │ │ ├── AD_vs_BS.py │ │ │ ├── README.md │ │ │ ├── check_jax_torch.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward.yml │ │ │ │ ├── hosts │ │ │ │ ├── inversion_ADHABC.yml │ │ │ │ ├── inversion_ADPML.yml │ │ │ │ ├── inversion_ADPML_jax.yml │ │ │ │ ├── inversion_BSHABC.yml │ │ │ │ └── inversion_BSPML.yml │ │ │ ├── forward.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── inversion_ADHABC.sh │ │ │ ├── inversion_ADPML.sh │ │ │ ├── inversion_ADPML_jax.sh │ │ │ ├── inversion_BSHABC.sh │ │ │ ├── inversion_BSPML.sh │ │ │ ├── run_this_example.sh │ │ │ └── show_shotgather.py │ │ ├── acoustic_multiples │ │ │ ├── AD_vs_BS.py │ │ │ ├── check_wf.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward.yml │ │ │ │ ├── hosts │ │ │ │ ├── inversion_ADHABC.yml │ │ │ │ ├── inversion_ADPML.yml │ │ │ │ ├── inversion_BSHABC.yml │ │ │ │ └── inversion_BSPML.yml │ │ │ ├── forward.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── inversion_ADHABC.sh │ │ │ ├── inversion_ADPML.sh │ │ │ ├── inversion_BSHABC.sh │ │ │ ├── inversion_BSPML.sh │ │ │ ├── run_this_example.sh │ │ │ └── show_shotgather.py │ │ ├── elastic │ │ │ ├── AD_vs_BS.py │ │ │ ├── check_bs.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward.yml │ │ │ │ ├── hosts │ │ │ │ ├── inversion_AD.yml │ │ │ │ └── inversion_BS.yml │ │ │ ├── forward.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── inversion_AD.sh │ │ │ ├── inversion_BS.sh │ │ │ ├── run_this_example.sh │ │ │ └── show_shotgather.py │ │ └── fwim │ │ │ ├── acoustic.sh │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ ├── acoustic_fwim.yml │ │ │ ├── inversion_AD.yml │ │ │ └── inversion_BS.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion_AD.sh │ │ │ ├── inversion_BS.sh │ │ │ └── show_gradient.py │ ├── abcs │ │ ├── acoustic.sh │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── acoustic.yml │ │ │ ├── elastic.yml │ │ │ ├── ttielastic.yml │ │ │ └── viscoacoustic.yml │ │ ├── elastic.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── par2ani.py │ │ ├── show_shotgather.py │ │ ├── show_wf.py │ │ ├── ttielastic.sh │ │ └── viscoacoustic.sh │ ├── gradient_clamp │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── noclamp.sh │ │ ├── show_results.py │ │ ├── show_shotgather.py │ │ └── withclamp.sh │ ├── gradient_smooth │ │ ├── README │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward.yml │ │ │ ├── hosts │ │ │ ├── inversion_gradsm.yml │ │ │ └── inversion_nogradsm.yml │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── inversion_gradsm.sh │ │ ├── inversion_nogradsm.sh │ │ ├── results.py │ │ └── show_shotgather.py │ ├── habc │ │ ├── acoustic_habc.sh │ │ ├── acoustic_habc_multiple.sh │ │ ├── acoustic_pml.sh │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── acoustic_habc.yml │ │ │ ├── acoustic_habc_multiple.yml │ │ │ └── acoustic_pml.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── show_coes.py │ │ └── show_shotgather.py │ ├── habc_gradients │ │ └── acoustic_nomultiple │ │ │ ├── AD_vs_BS.py │ │ │ ├── check.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ ├── forward.yml │ │ │ ├── hosts │ │ │ ├── inversion_ADHABC.yml │ │ │ ├── inversion_ADPML.yml │ │ │ ├── inversion_BSHABC.yml │ │ │ └── inversion_BSPML.yml │ │ │ ├── forward.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── inversion_ADHABC.sh │ │ │ ├── inversion_ADPML.sh │ │ │ ├── inversion_BSHABC.sh │ │ │ ├── inversion_BSPML.sh │ │ │ ├── run_this_example.sh │ │ │ └── show_shotgather.py │ ├── hdf5_filesystem │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion.sh │ │ ├── show_results.py │ │ └── show_shotgather.py │ ├── implicitNN │ │ ├── README.md │ │ ├── clean.sh │ │ ├── ifwi.py │ │ ├── siren.py │ │ └── utils_torch.py │ ├── multiples │ │ ├── clean.sh │ │ ├── forward_with_multiple.sh │ │ ├── forward_with_multiple.yml │ │ ├── forward_without_multiple.sh │ │ ├── forward_without_multiple.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_shotgather.py │ ├── segy │ │ ├── segyplus.py │ │ ├── segypro.py │ │ ├── test.py │ │ └── test2.py │ ├── torchrun_dist │ │ ├── clean.sh │ │ ├── configs │ │ │ └── forward.yml │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion.sh │ │ ├── show_shotgather.py │ │ └── showresults.py │ └── varying_acquistion │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion.sh │ │ ├── show_results.py │ │ ├── show_shotgather_hdf5.py │ │ └── show_shotgather_npy.py ├── forward_modeling │ ├── compare_elastic │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── elastic.yml │ │ │ ├── elastic_bg.yml │ │ │ ├── vdr.yml │ │ │ └── vdr_bg.yml │ │ ├── cuda_vs_torch.py │ │ ├── elastic.sh │ │ ├── elastic_bg.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── ricker.py │ │ ├── ricker.txt │ │ ├── show_shotgather.py │ │ ├── show_shotgather1.py │ │ ├── vdr.sh │ │ └── vdr_bg.sh │ ├── different_eq │ │ ├── acoustic.sh │ │ ├── acoustic_rho.sh │ │ ├── aec.sh │ │ ├── clean.sh │ │ ├── combine_wf.py │ │ ├── configs │ │ │ ├── acoustic.yml │ │ │ ├── acoustic_rho.yml │ │ │ ├── aec.yml │ │ │ ├── decouple.yml │ │ │ ├── elastic.yml │ │ │ ├── tti.yml │ │ │ ├── ttielastic.yml │ │ │ ├── vdr.yml │ │ │ ├── viscoacoustic.yml │ │ │ ├── vti.yml │ │ │ └── vti2.yml │ │ ├── decouple.sh │ │ ├── elastic.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── par2ani.py │ │ ├── show_shotgather.py │ │ ├── show_wf.py │ │ ├── tti.sh │ │ ├── ttielastic.sh │ │ ├── vdr.sh │ │ ├── viscoacoustic.sh │ │ ├── vti.sh │ │ └── vti2.sh │ ├── elastic_modeling2d │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_shotgather.py │ ├── forward_modeling2d │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_shotgather.py │ ├── forward_modeling3d │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── model_geometry.png │ │ ├── shot_gather.npy │ │ ├── shot_gather.png │ │ ├── show_shotgather.py │ │ └── velocity_model │ │ │ └── vp.npy │ ├── pseudospectral │ │ ├── README.md │ │ ├── clean.sh │ │ ├── configure.py │ │ ├── forward.py │ │ ├── generate_model.py │ │ └── utils_torch.py │ ├── qP_wave │ │ ├── README.md │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── tti.yml │ │ │ ├── vti_a.yml │ │ │ ├── vti_b.yml │ │ │ └── vti_c.yml │ │ ├── figures │ │ │ └── wavefield_0700.png │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── show_wf.py │ │ ├── test_jax.py │ │ ├── tti.sh │ │ ├── vti_a.sh │ │ ├── vti_b.sh │ │ └── vti_c.sh │ ├── spatial_order │ │ ├── README.md │ │ ├── check_wf.py │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model.py │ │ ├── hosts │ │ ├── shot_gather.npy │ │ └── snapshots.png │ ├── variable_density │ │ ├── acoustic.sh │ │ ├── acoustic_rho.sh │ │ ├── clean.sh │ │ ├── compare.py │ │ ├── configs │ │ │ ├── acoustic.yml │ │ │ └── acoustic_rho.yml │ │ ├── generate_model_geometry.py │ │ └── hosts │ └── viscoacoustic │ │ ├── checkpml.py │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_shotgather.py ├── inversion │ ├── camembert │ │ ├── adj_by_step.py │ │ ├── cal_adjoint.py │ │ ├── check_code.py │ │ ├── clean.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── initial.sh │ │ ├── initial.yml │ │ ├── inversion.yml │ │ ├── inversion_l2.sh │ │ ├── inversion_nim.sh │ │ ├── inversion_ot.sh │ │ ├── observed.sh │ │ ├── observed.yml │ │ ├── show_alter.py │ │ ├── show_results.py │ │ └── show_shotgather.py │ ├── inversion_with_multiples │ │ ├── clean.sh │ │ ├── generate_model_geometry_fixed.py │ │ ├── hosts │ │ ├── show_results.py │ │ ├── show_shotgather.py │ │ ├── with_multiples │ │ │ ├── forward_withmultiple.sh │ │ │ ├── forward_withmultiple.yml │ │ │ ├── show_shotgather.py │ │ │ └── source_encoding_fwi.sh │ │ └── without_multiples │ │ │ ├── forward_nomultiple.sh │ │ │ ├── forward_nomultiple.yml │ │ │ ├── show_results.py │ │ │ ├── show_shotgather.py │ │ │ └── source_encoding_fwi.sh │ ├── joint_fwi_lsrtm │ │ ├── README.md │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward.yml │ │ │ └── inversion.yml │ │ ├── figures │ │ │ ├── Comparison.png │ │ │ ├── Gradient_at_first_epoch.png │ │ │ ├── Inverted_Profile.png │ │ │ ├── model_geometry.png │ │ │ └── velocity_models.png │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── sefwi.sh │ │ ├── show_int.py │ │ ├── show_results.py │ │ └── show_shotgather.py │ ├── misfits │ │ ├── cs │ │ │ ├── README.md │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward.yml │ │ │ │ ├── forward_cs.yml │ │ │ │ ├── forward_l2.yml │ │ │ │ └── inversion.yml │ │ │ ├── figures │ │ │ │ ├── Inverted.png │ │ │ │ ├── Trace.png │ │ │ │ ├── cs.png │ │ │ │ ├── geometry.gif │ │ │ │ └── wavelet.png │ │ │ ├── forward.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion_cs.sh │ │ │ ├── inversion_l2.sh │ │ │ ├── show_results.py │ │ │ ├── show_shotgather.py │ │ │ └── show_wiggle.py │ │ ├── envelope │ │ │ ├── README.md │ │ │ ├── cal_adj.py │ │ │ ├── checkdata.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── initial.yml │ │ │ │ ├── inversion.yml │ │ │ │ └── observed.yml │ │ │ ├── envelope_of_ricker.py │ │ │ ├── figures │ │ │ │ ├── Adj_compare.png │ │ │ │ ├── Adjoint_sources.png │ │ │ │ ├── Envelopes_Profile.png │ │ │ │ ├── Envelopes_Trace.png │ │ │ │ ├── Gradient.png │ │ │ │ ├── Gradient_line.png │ │ │ │ ├── Profiles.png │ │ │ │ ├── adj_freq_spectrum.png │ │ │ │ ├── highpass_ricker_envelope.png │ │ │ │ ├── highpass_ricker_envelope_spectrum.png │ │ │ │ ├── model_geometry.png │ │ │ │ ├── ricker_envelope.png │ │ │ │ └── ricker_envelope_spectrum.png │ │ │ ├── fwi_envelope.sh │ │ │ ├── fwi_l2.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── initial.sh │ │ │ ├── observed.sh │ │ │ └── show_gradient.py │ │ ├── implicitLoss │ │ │ ├── cal_adjoint.py │ │ │ ├── clean.sh │ │ │ ├── download_vel.sh │ │ │ ├── forward.sh │ │ │ ├── fullband.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── multiscale.yml │ │ │ ├── show_results.py │ │ │ ├── show_results2.py │ │ │ ├── show_shotgather.py │ │ │ ├── source_encoding_fwi_ip.sh │ │ │ └── source_encoding_fwi_l2.sh │ │ ├── ip │ │ │ ├── README.md │ │ │ ├── cal_adj.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward_with_init_vel.yml │ │ │ │ ├── forward_with_true_vel.yml │ │ │ │ └── inversion.yml │ │ │ ├── different_norm.py │ │ │ ├── forward_with_init_vel.sh │ │ │ ├── forward_with_true_vel.sh │ │ │ ├── fwi_ip.sh │ │ │ ├── fwi_l2.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ └── show_gradient.py │ │ ├── l1 │ │ │ ├── README.md │ │ │ ├── add_gaussiannoise.py │ │ │ ├── add_outlier.py │ │ │ ├── check.py │ │ │ ├── clean.sh │ │ │ ├── figures │ │ │ │ ├── ModelError.png │ │ │ │ ├── gaussian │ │ │ │ │ ├── Inverted_withnoise.png │ │ │ │ │ ├── Inverted_without_noise.png │ │ │ │ │ ├── Traces_with(out)_noise_l1.png │ │ │ │ │ ├── Traces_with(out)_noise_l2.png │ │ │ │ │ ├── Traces_with_noise.png │ │ │ │ │ ├── Traces_without_noise.png │ │ │ │ │ ├── add_noise_profile.png │ │ │ │ │ └── add_noise_trace.png │ │ │ │ ├── model_geometry.png │ │ │ │ ├── outlier │ │ │ │ │ ├── Inverted_withnoise.png │ │ │ │ │ ├── Inverted_without_noise.png │ │ │ │ │ ├── Traces_with(out)_noise_l1.png │ │ │ │ │ ├── Traces_with(out)_noise_l2.png │ │ │ │ │ ├── Traces_with_noise.png │ │ │ │ │ └── Traces_without_noise.png │ │ │ │ ├── shot_gather.png │ │ │ │ └── without_noise │ │ │ │ │ ├── Inverted_without_noise.png │ │ │ │ │ └── Traces_without_noise.png │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── gaussian.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── outlier.yml │ │ │ ├── sefwi_l1.sh │ │ │ ├── sefwi_l1_gaussian.sh │ │ │ ├── sefwi_l1_outlier.sh │ │ │ ├── sefwi_l2.sh │ │ │ ├── sefwi_l2_gaussian.sh │ │ │ ├── sefwi_l2_outlier.sh │ │ │ ├── show_results_gaussian.py │ │ │ ├── show_results_outlier.py │ │ │ └── show_shotgather.py │ │ ├── localcoherence │ │ │ ├── README.md │ │ │ ├── cal_adj.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── initial.yml │ │ │ │ ├── inversion.yml │ │ │ │ └── observed.yml │ │ │ ├── figures │ │ │ │ ├── LocalCoherence_Ricker.png │ │ │ │ └── LocalCoherence_Shots.png │ │ │ ├── fwi_l2.sh │ │ │ ├── fwi_lc.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── initial.sh │ │ │ ├── observed.sh │ │ │ ├── show_gradient.py │ │ │ └── show_lc.py │ │ ├── ot │ │ │ ├── README.md │ │ │ ├── cal_adj.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward_with_init_vel.yml │ │ │ │ ├── forward_with_true_vel.yml │ │ │ │ └── inversion.yml │ │ │ ├── different_norm.py │ │ │ ├── figures │ │ │ │ ├── Gradient_diff_norm.png │ │ │ │ ├── Gradient_line.png │ │ │ │ ├── Gradient_vs_l2.png │ │ │ │ ├── adjoints.png │ │ │ │ ├── adjoints_line.png │ │ │ │ ├── loss_vs_delay.png │ │ │ │ └── obs_syn.png │ │ │ ├── forward_with_init_vel.sh │ │ │ ├── forward_with_true_vel.sh │ │ │ ├── fwi_envelope.sh │ │ │ ├── fwi_l2.sh │ │ │ ├── fwi_ot.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion.sh │ │ │ ├── ot_test.py │ │ │ ├── ricker.py │ │ │ ├── show.py │ │ │ ├── show_gradient.py │ │ │ ├── show_results.py │ │ │ └── show_shotgather.py │ │ ├── sdtw │ │ │ ├── README.md │ │ │ ├── cal_adj.py │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── initial.yml │ │ │ │ ├── inversion.yml │ │ │ │ └── observed.yml │ │ │ ├── fwi_l2.sh │ │ │ ├── fwi_sdtw.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── initial.sh │ │ │ ├── observed.sh │ │ │ └── show_gradient.py │ │ ├── source_encoding │ │ │ ├── check_results.py │ │ │ ├── clean.sh │ │ │ ├── download_vel.sh │ │ │ ├── envelope.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── integration.sh │ │ │ ├── l2.sh │ │ │ ├── nim.sh │ │ │ ├── show_results.py │ │ │ ├── show_shotgather.py │ │ │ └── w1d.sh │ │ ├── tests │ │ │ ├── cosine_similarity.py │ │ │ ├── env+integration.py │ │ │ ├── envelop.py │ │ │ ├── integration.py │ │ │ ├── traveltime.py │ │ │ └── traveltime2.py │ │ ├── travel_time_misfit │ │ │ ├── check_data.py │ │ │ ├── check_grad.py │ │ │ ├── check_grad_torch.py │ │ │ ├── checkadj.py │ │ │ ├── clean.sh │ │ │ ├── config │ │ │ │ ├── forward_init.yml │ │ │ │ ├── forward_l2.yml │ │ │ │ ├── forward_obs.yml │ │ │ │ ├── forward_obs_nolow.yml │ │ │ │ ├── forward_tt.yml │ │ │ │ ├── inversion_l2.yml │ │ │ │ ├── inversion_tt.yml │ │ │ │ └── inversion_tt_l2.yml │ │ │ ├── forward_init.sh │ │ │ ├── forward_l2.sh │ │ │ ├── forward_obs.sh │ │ │ ├── forward_tt.sh │ │ │ ├── generate_datamask.py │ │ │ ├── generate_model_geometry.py │ │ │ ├── generate_wavelet.py │ │ │ ├── hosts │ │ │ ├── inversion_ip.sh │ │ │ ├── inversion_l2.sh │ │ │ ├── inversion_tt.sh │ │ │ ├── inversion_tt_l2.sh │ │ │ ├── show_for_phd.py │ │ │ ├── show_results.py │ │ │ ├── show_results_torch.py │ │ │ ├── show_shotgather.py │ │ │ ├── softargmax.py │ │ │ └── wiggle.py │ │ └── weighted │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ ├── forward.yml │ │ │ ├── hosts │ │ │ ├── inversion_ADHABC.yml │ │ │ ├── inversion_ADPML.yml │ │ │ ├── inversion_BSHABC.yml │ │ │ └── inversion_BSPML.yml │ │ │ ├── forward.sh │ │ │ ├── fwi_envelope.sh │ │ │ ├── fwi_l2.sh │ │ │ ├── fwi_weighted.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── run_this_example.sh │ │ │ ├── show_gradient.py │ │ │ └── show_shotgather.py │ ├── optimizers │ │ ├── optimizers_towed │ │ │ ├── clean.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion_adam.sh │ │ │ ├── inversion_ncg.sh │ │ │ ├── inversion_sd.sh │ │ │ ├── show_results.py │ │ │ └── show_shotgather.py │ │ └── source_encoding │ │ │ ├── clean.sh │ │ │ ├── download_vel.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── show_results.py │ │ │ ├── show_shotgather.py │ │ │ ├── source_encoding_fwi.sh │ │ │ ├── source_encoding_fwi_adam.sh │ │ │ ├── source_encoding_fwi_cg.sh │ │ │ └── source_encoding_fwi_sd.sh │ ├── sensitivity_kernel │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward_acoustic_fwim_habc.yml │ │ │ ├── forward_acoustic_habc.yml │ │ │ ├── inversion_acoustic_fwim_habc_sm.yml │ │ │ ├── inversion_acoustic_fwim_habc_zero.yml │ │ │ ├── inversion_acoustic_habc_bg.yml │ │ │ └── inversion_acoustic_habc_sm.yml │ │ ├── forward_acoustic.sh │ │ ├── forward_acoustic_fwim_bg.sh │ │ ├── fwi_acoustic_bg.sh │ │ ├── fwi_acoustic_fwim_sm.sh │ │ ├── fwi_acoustic_fwim_zero.sh │ │ ├── fwi_acoustic_sm.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ └── show_gradient.py │ ├── source_encoding │ │ ├── acoustic │ │ │ ├── README.md │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward_hdf5.yml │ │ │ │ ├── forward_npy.yml │ │ │ │ └── inversion_jax.yml │ │ │ ├── download_vel.sh │ │ │ ├── forward_hdf5.sh │ │ │ ├── forward_npy.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── sefwi_jax.sh │ │ │ ├── sefwi_torch.sh │ │ │ ├── show_hdf5_gather.py │ │ │ ├── show_int.py │ │ │ ├── show_npy_gather.py │ │ │ └── show_results.py │ │ ├── elastic │ │ │ ├── README.md │ │ │ ├── clean.sh │ │ │ ├── configs │ │ │ │ ├── forward_hdf5.yml │ │ │ │ ├── forward_npy.yml │ │ │ │ ├── inversion_jax.yml │ │ │ │ └── inversion_torch.yml │ │ │ ├── forward_hdf5.sh │ │ │ ├── forward_npy.sh │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── sefwi_jax.sh │ │ │ ├── sefwi_torch.sh │ │ │ ├── show_hdf5_gather.py │ │ │ ├── show_results.py │ │ │ └── show_shotgather.py │ │ └── towed │ │ │ ├── analysis.py │ │ │ ├── check_stack.py │ │ │ ├── clean.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── full.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── sefwi.sh │ │ │ ├── sefwi_full.sh │ │ │ ├── show_results.py │ │ │ ├── show_shotgather.py │ │ │ └── towed.sh │ ├── tests │ │ ├── test_dynamic.py │ │ ├── test_filter.py │ │ └── test_hilber.py │ ├── towed │ │ ├── towed_2d │ │ │ ├── clean.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion_jax.sh │ │ │ ├── inversion_jax.yml │ │ │ ├── inversion_torch.sh │ │ │ ├── show_shotgather.py │ │ │ ├── showresults.py │ │ │ └── showresults_jax.py │ │ └── towed_3d │ │ │ ├── clean.sh │ │ │ ├── forward.sh │ │ │ ├── forward.yml │ │ │ ├── generate_model_geometry.py │ │ │ ├── hosts │ │ │ ├── inversion.sh │ │ │ └── show_shotgather.py │ ├── variable_density │ │ ├── acoustic.sh │ │ ├── acoustic_fwim.sh │ │ ├── acoustic_rho.sh │ │ ├── check_wf.py │ │ ├── clean.sh │ │ ├── compare.py │ │ ├── configs │ │ │ ├── acoustic.yml │ │ │ ├── acoustic_fwim.yml │ │ │ ├── acoustic_rho.yml │ │ │ ├── inversion_rho.yml │ │ │ ├── inversion_rho_AD.yml │ │ │ ├── inversion_rho_AD_a.yml │ │ │ ├── inversion_rho_BS.yml │ │ │ └── inversion_rho_BS_a.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion_AD.sh │ │ ├── inversion_AD_a.sh │ │ ├── inversion_BS.sh │ │ ├── inversion_BS_a.sh │ │ ├── inversion_BS_l.sh │ │ └── show_gradient.py │ └── with_random_boundary │ │ └── acoustic │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion_pml.yml │ │ ├── inversion_random.yml │ │ ├── show_results.py │ │ ├── show_shotgather.py │ │ ├── source_encoding_fwi_pml.sh │ │ └── source_encoding_fwi_random.sh ├── jax │ ├── acoustic │ │ ├── check.py │ │ ├── check2.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward.yml │ │ │ ├── inversion_jax.yml │ │ │ └── inversion_torch.yml │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion_jax.sh │ │ ├── inversion_torch.sh │ │ └── show_shot.py │ ├── data_parallel │ │ ├── configure.py │ │ ├── fwi_jax.py │ │ ├── fwi_jax_dist.py │ │ ├── test.py │ │ └── utils_jax.py │ ├── elastic │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward.yml │ │ │ ├── inversion_jax.yml │ │ │ └── inversion_torch.yml │ │ ├── forward.sh │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── inversion_jax.sh │ │ ├── inversion_torch.sh │ │ └── show_shotgather.py │ └── jax_vs_torch │ │ ├── configure.py │ │ ├── fwi_jax.py │ │ ├── fwi_torch.py │ │ ├── utils_jax.py │ │ ├── utils_jax2.py │ │ └── utils_torch.py ├── lsrtm │ ├── acoustic │ │ ├── README.md │ │ ├── clean.sh │ │ ├── compare_jax_torch.py │ │ ├── configs │ │ │ ├── forward_born.yml │ │ │ ├── forward_direct.yml │ │ │ ├── forward_obs.yml │ │ │ ├── lsrtm.yml │ │ │ ├── lsrtm_born.yml │ │ │ └── lsrtm_born_jax.yml │ │ ├── figures │ │ │ ├── inverted.png │ │ │ ├── model_geometry.png │ │ │ ├── selsrtm.png │ │ │ └── trace.png │ │ ├── forward_born.sh │ │ ├── forward_direct.sh │ │ ├── forward_obs.sh │ │ ├── generate_model_geometry_fixed.py │ │ ├── hosts │ │ ├── lsrtm_adam.sh │ │ ├── lsrtm_cg.sh │ │ ├── lsrtm_cg_born.sh │ │ ├── move_direct.py │ │ ├── selsrtm_jax.sh │ │ ├── selsrtm_torch.sh │ │ ├── show_int.py │ │ ├── show_results.py │ │ └── show_shotgather.py │ ├── elastic │ │ ├── README.md │ │ ├── check_bptt.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── forward_born.yml │ │ │ ├── forward_obs.yml │ │ │ ├── lsrtm.yml │ │ │ └── lsrtm_born.yml │ │ ├── figures │ │ │ ├── ground_truth.png │ │ │ ├── inverted.png │ │ │ └── trace.png │ │ ├── forward_born.sh │ │ ├── forward_obs.sh │ │ ├── generate_model_geometry_fixed.py │ │ ├── hosts │ │ ├── lsrtm.sh │ │ ├── lsrtm_born.sh │ │ ├── show_results.py │ │ └── show_shotgather.py │ └── qP │ │ ├── README.md │ │ ├── check.py │ │ ├── clean.sh │ │ ├── compare_vti_tti.py │ │ ├── configs │ │ ├── tti.yml │ │ ├── tti_born.yml │ │ ├── tti_direct_wave.yml │ │ ├── tti_lsrtm.yml │ │ ├── tti_lsrtm_jax.yml │ │ ├── vti.yml │ │ ├── vti_direct_wave.yml │ │ ├── vti_lsrtm.yml │ │ └── vti_lsrtm_jax.yml │ │ ├── figures │ │ ├── compare_vti_tti.png │ │ ├── compare_vti_tti_trace.png │ │ ├── model.png │ │ ├── smoothed_vp.png │ │ └── true_m.png │ │ ├── generate_geometry.py │ │ ├── generate_model.py │ │ ├── hosts │ │ ├── move_direct.py │ │ ├── show_gathers.py │ │ ├── show_int.py │ │ ├── show_results.py │ │ ├── show_selsrtm.py │ │ ├── tti_direct.sh │ │ ├── tti_forward.sh │ │ ├── tti_forward_born.sh │ │ ├── tti_lsrtm.sh │ │ ├── tti_selsrtm_jax.sh │ │ ├── vti_direct.sh │ │ ├── vti_forward.sh │ │ ├── vti_lsrtm.sh │ │ ├── vti_lsrtm2.sh │ │ └── vti_selsrtm_jax.sh ├── models │ ├── bp2.5d1997 │ │ ├── model.npy │ │ ├── model.png │ │ ├── vsmooth.npy │ │ └── vsmooth.png │ ├── marmousi_model │ │ ├── chunk │ │ │ ├── forward_chunk0.yml │ │ │ ├── forward_chunk1.yml │ │ │ ├── forward_chunk2.yml │ │ │ ├── forward_chunk3.yml │ │ │ ├── vp_chunk_0.npy │ │ │ ├── vp_chunk_1.npy │ │ │ ├── vp_chunk_2.npy │ │ │ └── vp_chunk_3.npy │ │ ├── linear_vp.npy │ │ ├── linear_vs.npy │ │ ├── rho.npy │ │ ├── seabed.npy │ │ ├── smooth_true_vp_for_rtm.npy │ │ ├── true_vp.npy │ │ └── true_vs.npy │ └── marmousi_model_half │ │ ├── linear_vp.npy │ │ ├── linear_vs.npy │ │ ├── rho.npy │ │ ├── seabed.npy │ │ ├── smooth_true_vp_for_rtm.npy │ │ ├── true_vp.npy │ │ └── true_vs.npy ├── newversion │ ├── iso │ │ ├── acoustic_habc.sh │ │ ├── acoustic_habc_multiple.sh │ │ ├── acoustic_pml.sh │ │ ├── check.py │ │ ├── clean.sh │ │ ├── configs │ │ │ ├── acoustic_habc.yml │ │ │ ├── acoustic_habc_multiple.yml │ │ │ └── acoustic_pml.yml │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── show_coes.py │ │ └── show_shotgather.py │ └── marmousi │ │ ├── clean.sh │ │ ├── config │ │ ├── habc.yml │ │ ├── inv_habc.yml │ │ ├── inv_pml.yml │ │ └── pml.yml │ │ ├── forward_habc.sh │ │ ├── forward_pml.sh │ │ ├── generate_model_geometry.py │ │ ├── habc_inv_habc.sh │ │ ├── hosts │ │ ├── pml_inv_habc.sh │ │ ├── show_results.py │ │ └── show_shotgather.py ├── nn_embedded_fwi │ ├── model_representation │ │ ├── README.md │ │ ├── encoder_decoder_acoustic │ │ │ ├── README.md │ │ │ ├── bandpass.py │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── forward.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── ifwi_cycleskipping.py │ │ │ ├── networks.py │ │ │ ├── utils_torch.py │ │ │ └── what_nn_learns.py │ │ ├── encoder_decoder_elastic │ │ │ ├── README.md │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── forward.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── networks.py │ │ │ └── utils.py │ │ ├── figures │ │ │ ├── acoustic_epoch500.png │ │ │ ├── acoustic_model.png │ │ │ ├── elastic2_true.png │ │ │ ├── elastic3_3networks_2000.png │ │ │ ├── elastic3_true.png │ │ │ ├── elastic_1net_epoch_4000.png │ │ │ ├── elastic_2network_trace.png │ │ │ ├── encoder_decoder_acoustic_epoch1.png │ │ │ ├── encoder_decoder_acoustic_epoch500.png │ │ │ ├── encoder_decoder_acoustic_epoch500_cs.png │ │ │ ├── encoder_decoder_epoch_2000.png │ │ │ ├── encoder_decoder_loss.png │ │ │ ├── encoder_decoder_shot_latent_e000.png │ │ │ ├── encoder_decoder_shot_latent_e250.png │ │ │ ├── encoder_decoder_shot_latent_e500.png │ │ │ ├── epoch_2nets_2000.png │ │ │ └── shotgather.png │ │ ├── implicit_acoustic │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── forward.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── siren.py │ │ │ └── utils_torch.py │ │ ├── implicit_acoustic_marmousi │ │ │ ├── README.md │ │ │ ├── _figures_ │ │ │ │ ├── 0000.png │ │ │ │ └── 2000.png │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── forward.py │ │ │ ├── fwi.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── siren.py │ │ │ └── utils_torch.py │ │ ├── implicit_acoustic_marmousi_jax │ │ │ ├── README.md │ │ │ ├── _figures_ │ │ │ │ ├── invtered00000.png │ │ │ │ └── invtered02000.png │ │ │ ├── clean.sh │ │ │ ├── configure4x2.py │ │ │ ├── requirements │ │ │ ├── siren.py │ │ │ ├── step1_forward.py │ │ │ ├── step2_ifwi.py │ │ │ └── utils_jax.py │ │ ├── implicit_elastic │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── configure2.py │ │ │ ├── forward.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── ifwi2.py │ │ │ ├── show_results.py │ │ │ ├── siren.py │ │ │ └── utils.py │ │ └── implicit_elastic3 │ │ │ ├── clean.sh │ │ │ ├── configure.py │ │ │ ├── forward.py │ │ │ ├── generate_model.py │ │ │ ├── ifwi.py │ │ │ ├── ifwi3.py │ │ │ ├── show_results.py │ │ │ ├── siren.py │ │ │ └── utils.py │ └── siamesefwi │ │ ├── README.md │ │ ├── bandpass.py │ │ ├── clean.sh │ │ ├── compare.py │ │ ├── compare_adjoint.py │ │ ├── compare_fm.py │ │ ├── configure.py │ │ ├── forward.py │ │ ├── fwi_classic.py │ │ ├── fwi_siamese.py │ │ ├── how_initilize_map2_fm.py │ │ ├── implicit_loss.py │ │ ├── implicit_loss_fwi.py │ │ ├── show_fm.py │ │ ├── siamese.pth │ │ └── utils.py ├── pinn │ ├── README.md │ ├── clean.sh │ ├── compare.py │ ├── create_video.py │ ├── forward.py │ ├── forward.sh │ ├── forward.yml │ ├── generate_model_geometry.py │ ├── hosts │ ├── pinn.ipynb │ ├── pinn.py │ ├── show_shotgather.py │ ├── utils_torch.py │ └── wavefields.py ├── random_boundaries │ ├── checkwf.py │ ├── clean.sh │ ├── forward_pml.sh │ ├── forward_rand.sh │ ├── generate_model_geometry.py │ ├── hosts │ ├── pml.yml │ ├── rand.yml │ ├── rand2d.py │ └── show_shotgather.py ├── regularization │ ├── model_reg_fwi │ │ ├── README.md │ │ ├── fwi.py │ │ ├── reg.png │ │ └── utils.py │ └── model_reg_lsrtm │ │ ├── README.md │ │ ├── clean.sh │ │ ├── configures.py │ │ ├── forward.py │ │ ├── generate_model.py │ │ ├── lsrtm.py │ │ ├── true_model.png │ │ └── utils.py ├── rtm │ ├── bp │ │ ├── cig.py │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_datamask.py │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── rtm.sh │ │ ├── rtm.yml │ │ ├── show_results.py │ │ └── show_shotgather.py │ └── marmousi │ │ ├── cig.py │ │ ├── clean.sh │ │ ├── forward.sh │ │ ├── forward.yml │ │ ├── generate_datamask.py │ │ ├── generate_model_geometry.py │ │ ├── hosts │ │ ├── models │ │ ├── seabed.npy │ │ ├── smooth_true_vp_for_rtm.npy │ │ └── true_vp_for_rtm.npy │ │ ├── rtm_initmodel.sh │ │ ├── rtm_initmodel.yml │ │ ├── rtm_truemodel.sh │ │ ├── rtm_truemodel.yml │ │ ├── show_results.py │ │ ├── show_shotgather.py │ │ └── wavelet │ │ ├── ricker_for_forward.npy │ │ └── ricker_for_rtm.npy ├── sthelse │ ├── fwi.py │ └── utils.py └── tools │ └── smooth.py ├── forward.py ├── forward.sh ├── mpiconfig_gpu ├── requirements.txt ├── run.sh ├── seisjax.py ├── seistorch ├── __init__.py ├── array.py ├── cell.py ├── checkpoint.py ├── checkpoint_new.py ├── compile.py ├── coords.py ├── dataset.py ├── default.py ├── dimension.py ├── distributed.py ├── eqconfigure.py ├── equations2d │ ├── acoustic.py │ ├── acoustic1st.py │ ├── acoustic_fwim_habc.py │ ├── acoustic_habc.py │ ├── acoustic_lsrtm_habc.py │ ├── acoustic_rho_habc.py │ ├── acoustic_tti_lsrtm_habc.py │ ├── acoustic_vti_lsrtm_habc.py │ ├── aec.py │ ├── aec_b.py │ ├── convkernel.py │ ├── decouple.py │ ├── elastic.py │ ├── elastic_lsrtm.py │ ├── tti_habc.py │ ├── ttielastic.py │ ├── utils.py │ ├── vacoustic_habc.py │ ├── vdr.py │ ├── viscoacoustic.py │ ├── vti_habc.py │ └── vti_habc2.py ├── equations2d_jax │ ├── acoustic_lsrtm_pml.py │ ├── acoustic_pml.py │ ├── acoustic_tti_lsrtm_pml.py │ ├── acoustic_vti_lsrtm_pml.py │ ├── acoustic_vti_pml.py │ ├── elastic.py │ ├── kernels.py │ └── utils.py ├── equations3d │ ├── acoustic.py │ └── utils.py ├── geom.py ├── habc.py ├── io.py ├── log.py ├── loss.py ├── model.py ├── networks.py ├── optimizer.py ├── parser.py ├── pml.py ├── probe.py ├── process.py ├── random.py ├── 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