# Copyright 2025 - Oumi## Licensed under the Apache License, Version 2.0 (the "License");# you may not use this file except in compliance with the License.# You may obtain a copy of the License at## http://www.apache.org/licenses/LICENSE-2.0## Unless required by applicable law or agreed to in writing, software# distributed under the License is distributed on an "AS IS" BASIS,# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.# See the License for the specific language governing permissions and# limitations under the License.importjsonfrompathlibimportPathfromtypingimportTYPE_CHECKING,Annotated,Optionalimportjsonlinesimporttyperfromrich.tableimportTablefromoumi.cliimportcli_utilsfromoumi.utils.io_utilsimportload_jsonlinesifTYPE_CHECKING:fromoumi.core.configsimportInferenceConfig,JudgeConfigdef_load_judge_config(config:str,extra_args:list[str])->"JudgeConfig":fromoumi.core.registryimportREGISTRYjudge_config_builder=REGISTRY.get_judge_config(config)ifjudge_config_builder:ifextra_args:typer.echo("For consistent judge results, a named judge config cannot be "f"overridden with extra arguments. Got: {extra_args}. ""Please register a new named judge config, or provide a path to a ""judge config file.")raisetyper.Exit(code=1)returnjudge_config_builder()ifnotPath(config).exists():typer.echo(f"Config file not found: '{config}'")raisetyper.Exit(code=1)returnJudgeConfig.from_yaml_and_arg_list(config,extra_args)
[docs]defdataset(ctx:typer.Context,config:Annotated[str,typer.Option(*cli_utils.CONFIG_FLAGS,help="Path to the judge config file")],dataset_name:Annotated[Optional[str],typer.Option(help="Name of the dataset from the registry")]=None,dataset_subset:Annotated[Optional[str],typer.Option(help="Subset of the dataset to use, if applicable")]=None,dataset_split:Annotated[Optional[str],typer.Option(help="Split of the dataset to use.")]="train",output_file:Annotated[Optional[str],typer.Option(help="Path to the output file (jsonl)")]=None,level:cli_utils.LOG_LEVEL_TYPE=None,):"""Judge a dataset."""# Delayed importsfromoumiimportjudge_datasetfromoumi.core.registryimportREGISTRY# End importsifnotdataset_name:typer.echo("Dataset name is required.")raisetyper.Exit(code=1)# Load the judge configextra_args=cli_utils.parse_extra_cli_args(ctx)config=str(cli_utils.resolve_and_fetch_config(config,))judge_config=_load_judge_config(config,extra_args)# Load the dataset class from the registrydataset_class=REGISTRY.get_dataset(dataset_name,subset=dataset_subset)ifdataset_classisNone:typer.echo(f"Dataset '{dataset_name}' not found in registry.")raisetyper.Exit(code=1)dataset=dataset_class(split=dataset_split,subset=dataset_subset,)# Judge the datasetresults=judge_dataset(judge_config,dataset=dataset)# Save the resultsifoutput_file:typer.echo(f"Saving results to {output_file}")withjsonlines.open(output_file,mode="w")aswriter:writer.write_all(results)else:table=Table(title="Judge Results",title_style="bold magenta",show_edge=False,show_lines=True,)table.add_column("Judgements",style="green")forresultinresults:table.add_row(json.dumps(result))cli_utils.CONSOLE.print(table)
[docs]defconversations(ctx:typer.Context,config:Annotated[str,typer.Option(*cli_utils.CONFIG_FLAGS,help="Path to the judge config file")],input_file:Annotated[Optional[str],typer.Option(help="Path to the input file (jsonl)")]=None,output_file:Annotated[Optional[str],typer.Option(help="Path to the output file (jsonl)")]=None,level:cli_utils.LOG_LEVEL_TYPE=None,):"""Judge a list of conversations."""extra_args=cli_utils.parse_extra_cli_args(ctx)config=str(cli_utils.resolve_and_fetch_config(config,))# Delayed importsfromoumiimportjudge_conversationsfromoumi.core.types.conversationimportConversation# End imports# Load the judge configjudge_config=_load_judge_config(config,extra_args)# Load the conversations from the input fileifnotinput_file:typer.echo("Input file is required.")raisetyper.Exit(code=1)input_data=load_jsonlines(input_file)conversations=[Conversation.from_dict(conv)forconvininput_data]# Judge the conversationsresults=judge_conversations(judge_config,judge_inputs=conversations)# Save the resultsifoutput_file:typer.echo(f"Saving results to {output_file}")withjsonlines.open(output_file,mode="w")aswriter:writer.write_all(results)else:table=Table(title="Judge Results",title_style="bold magenta",show_edge=False,show_lines=True,)table.add_column("Judgements",style="green")forresultinresults:table.add_row(json.dumps(result))cli_utils.CONSOLE.print(table)
[docs]defmodel(ctx:typer.Context,config:Annotated[str,typer.Option(*cli_utils.CONFIG_FLAGS,help="Path to the judge config file")],inference_config:Annotated[str,typer.Option(help="Path to the inference config file"),],input_file:Annotated[Optional[str],typer.Option(help="Path to the input file (jsonl)")]=None,output_file:Annotated[Optional[str],typer.Option(help="Path to the output file (jsonl)")]=None,level:cli_utils.LOG_LEVEL_TYPE=None,):"""Judge the outputs of a model on a dataset."""# Delayed importsfromoumiimportjudge_conversationsfromoumi.builders.inference_enginesimportbuild_inference_enginefromoumi.core.types.conversationimportConversation# End importsjudge_extra_args=cli_utils.parse_extra_cli_args(ctx)config=str(cli_utils.resolve_and_fetch_config(config,))# Load the judge configjudge_config=_load_judge_config(config,judge_extra_args)# Load the inference configinference_config=str(cli_utils.resolve_and_fetch_config(inference_config,))inference_extra_args=cli_utils.parse_extra_cli_args(ctx)model_inference_config:InferenceConfig=InferenceConfig.from_yaml_and_arg_list(inference_config,inference_extra_args)ifnotmodel_inference_config.engine:typer.echo("Inference engine is required.")raisetyper.Exit(code=1)# Load the datasetifnotinput_file:typer.echo("Input file is required.")raisetyper.Exit(code=1)input_data=load_jsonlines(input_file)input_conversations=[Conversation.from_dict(output)foroutputininput_data]# Run inferenceinference_engine=build_inference_engine(model_inference_config.engine,model_params=model_inference_config.model,remote_params=model_inference_config.remote_params,generation_params=model_inference_config.generation,)model_outputs=inference_engine.infer(input=input_conversations,inference_config=model_inference_config)results=judge_conversations(judge_config,judge_inputs=model_outputs)ifoutput_file:typer.echo(f"Saving results to {output_file}")withjsonlines.open(output_file,mode="w")aswriter:writer.write_all(results)else:table=Table(title="Judge Results",title_style="bold magenta",show_edge=False,show_lines=True,)table.add_column("Judgements",style="green")forresultinresults:table.add_row(json.dumps(result))cli_utils.CONSOLE.print(table)