o xi9&@sdZddlmZddlZddlZddlZddlZddlmZddl Z ddl Z ddl m Z ddl mZddlmZdd lmZmZd Zd Zd ZGd ddZGdddZGdddZd2ddZd3ddZd4d!d"Zd5d#d$Z   d6d7d+d,Z   d6d8d-d.Zd9d0d1Z dS):a The layer between launch sdk user code and the wandb internal process. If there is an active run this communication is done through the wandb run's backend interface. If there is no active run, the messages are staged on the StagedLaunchInputs singleton and sent when a run is created. ) annotationsN)Any) LaunchError) META_SCHEMA) get_module)config_path_is_valid override_file.\_wandb_configsc@s<eZdZdZdZddZddZeddZed d Z dS) ConfigTmpDiraSingleton for managing temporary directories for configuration files. Any configuration files designated as inputs to a launch job are copied to a temporary directory. This singleton manages the temporary directory and provides paths to the configuration files. NcC|jdur t||_|jSN _instanceobject__new__clsrT/home/ubuntu/.local/lib/python3.10/site-packages/wandb/sdk/launch/inputs/internal.pyr)  zConfigTmpDir.__new__cCs:t|dst|_tj|jt|_t |jdSdS)N_tmp_dir) hasattrtempfilemkdtemprospathjoinLAUNCH_MANAGED_CONFIGS_DIR _configs_dirmkdirselfrrr__init__.s  zConfigTmpDir.__init__cC t|jSr)pathlibPathrr#rrrtmp_dir4 zConfigTmpDir.tmp_dircCr&r)r'r(r!r#rrr configs_dir8r*zConfigTmpDir.configs_dir) __name__ __module__ __qualname____doc__rrr%propertyr)r+rrrrr s r c@s&eZdZdZ     ddd d ZdS)JobInputArgumentsz1Arguments for the publish_job_input of Interface.Nincludelist[str] | Noneexcludeschema dict | None file_path str | None run_config bool | NonecCs"||_||_||_||_||_dSrr2r4r5r7r9)r$r2r4r5r7r9rrrr%@s  zJobInputArguments.__init__)NNNNN) r2r3r4r3r5r6r7r8r9r:)r,r-r.r/r%rrrrr1=sr1c@s6eZdZdZddZdddZdd d ZdddZdS)StagedLaunchInputsNcCrrrrrrrrRrzStagedLaunchInputs.__new__returnNonecCst|ds g|_dSdS)N_staged_inputs)rr?r#rrrr%Ws  zStagedLaunchInputs.__init__input_argumentsr1cCs|j|dSr)r?append)r$r@rrradd_staged_input[sz#StagedLaunchInputs.add_staged_inputrun wandb.RuncCs|jD]}t||qdS)z)Apply the staged inputs to the given run.N)r?_publish_job_input)r$rCinputrrrapplyas  zStagedLaunchInputs.apply)r=r>)r@r1)rCrD)r,r-r.rrr%rBrGrrrrr<Os   r<rFrCrDr=r>cCs|jdusJ|jjdusJ|jdusJ|jj}|jr1t}tj|j|j}|j ||j d|j |j r>dd|j Dng|j rJdd|j Dng|j|j|jpSdddS)zPublish a job input to the backend interface of the given run. Arguments: input (JobInputArguments): The arguments for the job input. run (wandb.Run): The run to publish the job input to. N) base_pathcSg|]}t|qSr_split_on_unesc_dot.0rrrr {z&_publish_job_input..cSrIrrJrLrrrrN~rO) include_paths exclude_paths input_schemar9r7)_backend interfacer9r7r rrrr+saver)publish_job_inputr2r4r5)rFrCrU config_dirdestrrrrEgs&  rEr5dictdefsr6c Csi}d|vr|r|ddd}t|||}|D]T\}}t|tr0t||}|||<qt|trmg}|D]}t|trI|t||q9||q9|dkrht|dkrht|dtrh| |dq|||<q|||<q|S)zRecursively fix JSON schemas with common issues. 1. Replaces any instances of $ref with their associated definition in defs 2. Removes any "allOf" lists that only have one item, "lifting" the item up See test_internal.py for examples z$refz#/$defs/rallOfr) popsplit_replace_refs_and_allofsitems isinstancerZlistrAlenupdate) r5r[retdef_keykeyval new_val_dict new_val_listitemrrrr_s,           r_rcCsDt|drt|jr|}t|tstd|dd}t||S)aPrepare a schema for validation. This function prepares a schema for validation by: 1. Converting a Pydantic model instance or class to a dict 2. Replacing $ref with their associated definition in defs 3. Removing any "allOf" lists that only have one item, "lifting" the item up We support both an instance of a pydantic BaseModel class (e.g. schema=MySchema(...)) or the BaseModel class itself (e.g. schema=MySchema) model_json_schemazHschema must be a dict, Pydantic model instance, or Pydantic model class.z$defsN)rcallablerlrarZrr]r_)r5r[rrr_prepare_schemas    rncCsFtdddd}|t}t||td}|r!td|dSdS)N jsonschemaziSetting job schema requires the jsonschema package. Please install it with `pip install 'wandb[launch]'`.F)requiredlazy)rgz5Schema includes unhandled or invalid configurations: )rDraft202012Validatorrsorted iter_errorsstrwandbtermwarn)r5ro validatorerrsrrr_validate_schemas rzrrur2r3r4 Any | Nonec Cst|t|t}tj|j|}tj|}tj|s$t |t |||r4t |}t |t||||dd}tjdurJt|tjdSt}||dS)a_Declare an overridable configuration file for a launch job. The configuration file is copied to a temporary directory and the path to the copy is sent to the backend interface of the active run and used to configure the job builder. If there is no active run, the configuration file is staged and sent when a run is created. Fr;N)rr r rrrr+dirnameexistsmakedirsshutilcopyrnrzr1rvrCrEr<rB) rr2r4r5r)rYdest_dir arguments staged_inputsrrrhandle_config_file_inputs2    rcCsT|r t|}t|t|||ddd}tjdur t|tjdSt}||dS)a:Declare wandb.config as an overridable configuration for a launch job. The include and exclude paths are sent to the backend interface of the active run and used to configure the job builder. If there is no active run, the include and exclude paths are staged and sent when a run is created. TN)r2r4r5r9r7)rnrzr1rvrCrEr<rB)r2r4r5r stage_inputsrrrhandle_run_config_inputs  r list[str]cCsg}d}d}|t|krX||tkr6|t|dkr%td|dtd||dtkr5|t7}|d7}n||tkrH||d}|d7}n |||7}|d7}|t|ks |r_|||S)zSplit a string on unescaped dots. Arguments: path (str): The string to split. Raises: ValueError: If the path has a trailing escape character. Returns: List[str]: The split string. rPrrzInvalid config path z : trailing r )rc BACKSLASHrPERIODrA)rpartspartirrrrKs.         rK)rFr1rCrDr=r>)r5rZr[r6r=rZ)r5rr=rZ)r5rZr=r>)NNN)rrur2r3r4r3r5r{)r2r3r4r3r5r{)rrur=r)!r/ __future__rrr'rrtypingrrvwandb.data_typeswandb.sdk.launch.errorsrwandb.sdk.launch.inputs.schemar wandb.utilrfilesrr rrr r r1r<rEr_rnrzrrrKrrrrs@       )  ,