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Using units now in predict.py by @jsschreck in https://github.com/NCAR/miles-credit/pull/11</li>\n<li>zarrify.py script update by @sethmcg in https://github.com/NCAR/miles-credit/pull/4</li>\n<li>wrote PSDLoss, benchmarked values, added option fields to configs by @dkimpara in https://github.com/NCAR/miles-credit/pull/14</li>\n<li>Some quick improvments of <code>draw_forecast</code> within <code>predict.py</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/16</li>\n<li>using os.path.expandvars in train.py,predict.py to enable generic save locs by @dkimpara in https://github.com/NCAR/miles-credit/pull/17</li>\n<li>Update <code>predict.py</code>, <code>visualization_tools.py</code>, and config file options by @yingkaisha in https://github.com/NCAR/miles-credit/pull/20</li>\n<li>Updated FSDP checkpointing by @jsschreck in https://github.com/NCAR/miles-credit/pull/21</li>\n<li>polar and laplacian diffusion filter module class by @WillyChap in 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in https://github.com/NCAR/miles-credit/pull/36</li>\n<li>TOA var and Quantile scaling,  by @WillyChap in https://github.com/NCAR/miles-credit/pull/37</li>\n<li>Predict.py now supports FSDP by @jsschreck in https://github.com/NCAR/miles-credit/pull/38</li>\n<li>Adding static inputs by @jsschreck in https://github.com/NCAR/miles-credit/pull/39</li>\n<li>Conus404 data loader by @sethmcg in https://github.com/NCAR/miles-credit/pull/22</li>\n<li>adding transform/inverse for bscaler data by @WillyChap in https://github.com/NCAR/miles-credit/pull/40</li>\n<li>Addition of CONUS404 data, model, and training scripts by @jsschreck in https://github.com/NCAR/miles-credit/pull/41</li>\n<li>Updated FSDP-related bugs by @jsschreck in https://github.com/NCAR/miles-credit/pull/42</li>\n<li>edge case fix by @WillyChap in https://github.com/NCAR/miles-credit/pull/44</li>\n<li>Graph residual transformer with sparse edge calculation by @djgagne in https://github.com/NCAR/miles-credit/pull/26</li>\n<li>KE and spectrum visualization diagnostics + data conversions by @dkimpara in https://github.com/NCAR/miles-credit/pull/43</li>\n<li>Adding the replay buffer code as example by @jsschreck in https://github.com/NCAR/miles-credit/pull/45</li>\n<li>Adding Climate run capabilites  by @WillyChap in https://github.com/NCAR/miles-credit/pull/46</li>\n<li>Fuxi update by @jsschreck in https://github.com/NCAR/miles-credit/pull/47</li>\n<li>Start of major refactoring of code base by @jsschreck in https://github.com/NCAR/miles-credit/pull/48</li>\n<li>TOA data type conversion and input tensor shape comment by @kanz76 in https://github.com/NCAR/miles-credit/pull/51</li>\n<li>FuXi model updates and data pipeline initial work  by @yingkaisha in https://github.com/NCAR/miles-credit/pull/52</li>\n<li>Added Swin transformer model + new rollout script by @jsschreck in https://github.com/NCAR/miles-credit/pull/53</li>\n<li>The new data pipeline by @yingkaisha in https://github.com/NCAR/miles-credit/pull/55</li>\n<li>Data pipeline update with minor bugfix and documentation by @yingkaisha in https://github.com/NCAR/miles-credit/pull/58</li>\n<li>NetCDF metadata, docs, environment fixes by @djgagne in https://github.com/NCAR/miles-credit/pull/56</li>\n<li>Conus404 transforms by @sethmcg in https://github.com/NCAR/miles-credit/pull/54</li>\n<li>add 6hourly cached option by @WillyChap in https://github.com/NCAR/miles-credit/pull/57</li>\n<li>Emergency bug fix for the new roll-out and metadata loader by @yingkaisha in https://github.com/NCAR/miles-credit/pull/60</li>\n<li>update yaml to work by @WillyChap in https://github.com/NCAR/miles-credit/pull/61</li>\n<li>Add 6 hourly run configs with the new data pipeline + minor bugfix by @yingkaisha in https://github.com/NCAR/miles-credit/pull/62</li>\n<li><code>rollout_to_netcdf_new.py</code> that works with the new data pipeline by @yingkaisha in https://github.com/NCAR/miles-credit/pull/64</li>\n<li>Updates to multi-step training a la Brenowitz scheme by @jsschreck in https://github.com/NCAR/miles-credit/pull/63</li>\n<li>Bugfix on <code>rollout_to_netcdf_new.py</code> + adding <code>example.yml</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/67</li>\n<li>Memory optimization for <code>one_shot=True</code> + minor corrections for the <code>example.yml</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/69</li>\n<li>Initialization of credit.trainers by @jsschreck in https://github.com/NCAR/miles-credit/pull/65</li>\n<li>Updates to the multi-step training code by @jsschreck in https://github.com/NCAR/miles-credit/pull/70</li>\n<li>new lat weighting by @WillyChap in https://github.com/NCAR/miles-credit/pull/66</li>\n<li>Add <code>dynamic_forcing_variables</code> into the data workflow by @yingkaisha in https://github.com/NCAR/miles-credit/pull/73</li>\n<li>Initial code for the Graph Residual 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fixes and few updates with variable weights by @jsschreck in https://github.com/NCAR/miles-credit/pull/82</li>\n<li>Small bugfix on parsing <code>one_shot=False</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/88</li>\n<li>Updates to multi-step training by @jsschreck in https://github.com/NCAR/miles-credit/pull/87</li>\n<li>Adding arXiv paper production run configs + documentation by @yingkaisha in https://github.com/NCAR/miles-credit/pull/89</li>\n<li>[In Progress]: PBS Script and some minor improvements.  by @negin513 in https://github.com/NCAR/miles-credit/pull/90</li>\n<li>few typos by @negin513 in https://github.com/NCAR/miles-credit/pull/92</li>\n<li>Fixes to new MPI launch; linting; reorganizing distributed by @jsschreck in https://github.com/NCAR/miles-credit/pull/93</li>\n<li>add lev functionality by @WillyChap in https://github.com/NCAR/miles-credit/pull/84</li>\n<li>Adding NVIDIA-makani scheme for multi-step training / rollout script for computing metrics on forecasts by @jsschreck in https://github.com/NCAR/miles-credit/pull/91</li>\n<li>multistep configurations + optimized cached dataset workflow + old script clean-up by @yingkaisha in https://github.com/NCAR/miles-credit/pull/94</li>\n<li>Updated learning rate scheduler and metrics handling by @jsschreck in https://github.com/NCAR/miles-credit/pull/95</li>\n<li>Notebooks and new github actions workflow by @djgagne in https://github.com/NCAR/miles-credit/pull/97</li>\n<li>Updated README with credit-derecho installation instructions added by @jsschreck in https://github.com/NCAR/miles-credit/pull/99</li>\n<li>Updated MPI support rollout_metrics by @jsschreck in https://github.com/NCAR/miles-credit/pull/100</li>\n<li>Emergency fix on <code>rollout_to_netcdf.py</code> and <code>rollout_metrics</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/104</li>\n<li>Bugfix on <code>trainerERA5_multistep_grad_accum.py</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/106</li>\n<li>Infrastructure for post-processing blocks (e.g. SKEBS, mass correction, laplacian filtering) by @dkimpara in https://github.com/NCAR/miles-credit/pull/105</li>\n<li>fixing environment_[device].yml specs by @dkimpara in https://github.com/NCAR/miles-credit/pull/108</li>\n<li>Major <code>credit.postblock</code> update + major <code>credit.physics_core</code> update + major bugfix + minor code optimization and cleaning by @yingkaisha in https://github.com/NCAR/miles-credit/pull/86</li>\n<li>Bugfix on the use of diagnostic variables in <code>trainerERA5_multistep_grad_accum.py</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/111</li>\n<li>Fix <code>NCLL_NET_GDR_LEVEL</code> environment variable in <code>credit.pbs.py</code> by @kanz76 in https://github.com/NCAR/miles-credit/pull/115</li>\n<li><code>PHB</code> does not work. Revert to <code>PBH</code> by @kanz76 in https://github.com/NCAR/miles-credit/pull/118</li>\n<li><code>credit.postblock</code> major updates on <code>GlobalMassFixer</code> and <code>GlobalEnergyFixer</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/110</li>\n<li>update unet init and call in models/<strong>init</strong>.py by @dkimpara in https://github.com/NCAR/miles-credit/pull/119</li>\n<li>updating the periodic padding function to roll then reflect lats by @WillyChap in https://github.com/NCAR/miles-credit/pull/117</li>\n<li>edits to pbs.py to improve usability by @dkimpara in https://github.com/NCAR/miles-credit/pull/114</li>\n<li>URGENT bugfix: removed cwd keyword from subprocess.popen by @dkimpara in https://github.com/NCAR/miles-credit/pull/124</li>\n<li>Add Python unit testing for <code>credit.models.Fuxi</code> and <code>credit.boundary_padding</code>  by @yingkaisha in https://github.com/NCAR/miles-credit/pull/121</li>\n<li>Pressure interpolation and a bunch of formatting changes by @djgagne in https://github.com/NCAR/miles-credit/pull/125</li>\n<li>removed cwd from popen again.  by @dkimpara in https://github.com/NCAR/miles-credit/pull/127</li>\n<li>Bugfix on the production of diagnostic variables in <code>rollout_to_netcdf.py</code> + <code>credit.postblock</code> update + other minor bugfix by @yingkaisha in https://github.com/NCAR/miles-credit/pull/120</li>\n<li>Add <code>torch.clamp</code> to trainers + add <code>drop_path</code> in FuXi + bugfix FuXi when <code>use_spectral_norm: False</code> + minor updates on <code>credit.parser</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/130</li>\n<li>Fix mpi in <code>rollout_to_netcdf.py</code> by @kanz76 in https://github.com/NCAR/miles-credit/pull/132</li>\n<li>Bugifx on random seed inconsistencies and keyword <code>grad_max_norm</code> by @yingkaisha in https://github.com/NCAR/miles-credit/pull/133</li>\n<li>Version changes by @djgagne in https://github.com/NCAR/miles-credit/pull/136</li>\n</ul>\n<h2>New Contributors</h2>\n<ul>\n<li>@WillyChap made their first contribution in https://github.com/NCAR/miles-credit/pull/1</li>\n<li>@djgagne made their first contribution in https://github.com/NCAR/miles-credit/pull/2</li>\n<li>@jsschreck made their first contribution in https://github.com/NCAR/miles-credit/pull/3</li>\n<li>@dkimpara made their first contribution in https://github.com/NCAR/miles-credit/pull/7</li>\n<li>@sethmcg made their first contribution in https://github.com/NCAR/miles-credit/pull/4</li>\n<li>@kanz76 made their first contribution in https://github.com/NCAR/miles-credit/pull/51</li>\n<li>@negin513 made their first contribution in https://github.com/NCAR/miles-credit/pull/90</li>\n</ul>\n<p><strong>Full Changelog</strong>: https://github.com/NCAR/miles-credit/commits/2024.1.0</p>",
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