o vi!@sddlZddlZddlZddlZddlZddlZddlmZddlm Z ddl m Z m Z ddl mZddlmZddlmZdad e d ejd dfd d ZdS)N) OmegaConf)Config) distributedlog)get_cluster_env)easy_io) CRED_ENVSFconfigargsreturnc CsTtd}tt|d}t|d| d}t j |jjjs/tjdvr]tjdd|jjjd|jj d|dd|jjjd|jj dd |jjjd d d antd td|jj t}tdkr|jj}td|t j|jjd dd t!j"|j#|j$d}t%||d<d|jjjd|jj d|d<t j drt&dd}|'(|d<td|dWdn1swYt j dr t&dd}|'(|d<td|dWdn 1swYt&|dd}t)*||Wdn 1s#wYt&|dd}t)*||Wdn 1sBwYt+j,r[t+j,j#j-dd |.Dd d!|j/rtr td"|jjjd|jj d|d|jjd#}t0|d$|1dd%|2d&d'} t0| d$| 1dd%t0|dd(t0|dd)t j d*rt0d*d+t j d,rt0d,d-t j d.rt0d.d/td0rt3d0} ni} |d|jjjd|jj d|dd1|| t4| <t5| t6| d0ntd2|j/r&tr(t6|d3td4d'dSdSdS)5a Configures the environment for reproducibility of experiments by setting up S3 backends for storage, logging important job details, and saving configuration and environment details both locally and on S3. This function is crucial for ensuring that all aspects of the computational environment are captured and can be replicated for future runs or analysis. Parameters: config (Config): A configuration object containing all the settings necessary for the job, including paths and credentials. args (argparse.Namespace): An argparse namespace containing the command line arguments passed to the script. This includes configurations and any overrides specified at runtime. Actions: - Sets up S3 backend for storing user data and other outputs. - Logs job paths and critical information regarding job execution. - Saves the job configuration locally only for the main node in a distributed setting. - Captures and logs command-line execution details. - Optionally reads git commit and branch information if available and logs them. - Saves both job environment information and launch details locally and syncs these to S3. - Supports conditional integration with Weights & Biases (wandb) for experiment tracking. Notes: - The function is designed to run within a distributed environment where certain actions (like saving configurations) are restricted to the main node (rank 0). - It uses the 'easy_io' module for interacting with S3, ensuring files are written and read correctly from the object store. - It leverages OmegaConf for saving YAML configurations - git information is read from 'git_commit.txt' and 'git_branch.txt' files if they exist. - snapshot codebase is saved as 'codebase.zip' if it exists in the current directory. Raises: FileNotFoundError: If specific files like 'git_commit.txt' or 'codebase.zip' are expected but not found. IOError: If there are issues in file handling operations, particularly with file reading/writing. z%Y-%m-%d_%H-%M-%Szutf-8r)proddevstgs3zs3:///z /job_runs/)s3://timestamps_rundir/z s3://rundir/)backend path_mappings3_credential_path) backend_argsTz4S3 credentials not found. Skipping easy_io S3 setup.z Job path: zJob local path: )exist_ok )cmdZ args_cfg_path args_overridejob_local_pathzgit_commit.txtr commit_idz Commit id: Nzgit_branch.txtZ git_branchz git branch: z /job_env.yamlwz/launch_info.yamlcSsi|] \}}d||qS)z JOB_INFO/).0kvrrP/data/cameron/vidgen/cosmos-policy/cosmos_policy/_src/imaginaire/utils/launch.py sz*log_reproducible_setup..)allow_val_changez%Uploading reproducible setup to s3://z /config.pklrz.pklz.yamlz#s3://timestamps_rundir/job_env.yamlz's3://timestamps_rundir/launch_info.yamlz codebase.zipz#s3://timestamps_rundir/codebase.zipz code.tar.gzz"s3://timestamps_rundir/code.tar.gzz git_diff.txtz#s3://timestamps_rundir/git_diff.txtzs3://rundir/job_history.yaml) timestampZ reproduce_dirz@S3 credentials not found. Skipping upload of reproducible setup.z(s3://timestamps_rundir/cluster_env/RANK_06d)7timestrftimetorch ByteTensor bytearraycudar broadcastcpunumpytobytesdecodeospathexists checkpointsave_to_object_store credentialsrAPP_ENVrset_s3_backendbucketjobS3_READYrwarningrget_rank path_localcriticalmakedirsjoinsysargvr optsstropenreadstriprsavewandbrunupdateitemsupload_reproducible_setupcopyfile_from_localsplitreplaceloadlenprintdump) r r Z run_timestampZ time_tensorjob_inforZ launch_infofZconfig_pkl_save_fpZconfig_yaml_save_fpZ job_historyrrr"log_reproducible_setup#s (                    rZ)argparser3rDr(r*rL omegaconfr$cosmos_policy._src.imaginaire.configr#cosmos_policy._src.imaginaire.utilsrrZ/cosmos_policy._src.imaginaire.utils.cluster_envr+cosmos_policy._src.imaginaire.utils.easy_ior?cosmos_policy._src.imaginaire.utils.env_parsers.cred_env_parserrr= NamespacerZrrrr"s