|
| 1 | +"""Shared CLI configuration for judgearena entrypoints. |
| 2 | +
|
| 3 | +Houses the base dataclass fields and argparse definitions that are common |
| 4 | +to both ``judgearena`` (generate_and_evaluate) and ``judgearena-elo`` |
| 5 | +(estimate_elo_ratings) CLI tools. |
| 6 | +""" |
| 7 | + |
| 8 | +from __future__ import annotations |
| 9 | + |
| 10 | +import argparse |
| 11 | +import json |
| 12 | +from dataclasses import dataclass, field |
| 13 | + |
| 14 | + |
| 15 | +@dataclass |
| 16 | +class BaseCliArgs: |
| 17 | + """Fields shared by every judgearena CLI entrypoint.""" |
| 18 | + |
| 19 | + judge_model: str |
| 20 | + |
| 21 | + n_instructions: int | None = None |
| 22 | + provide_explanation: bool = False |
| 23 | + swap_mode: str = "fixed" |
| 24 | + ignore_cache: bool = False |
| 25 | + truncate_all_input_chars: int = 8192 |
| 26 | + max_out_tokens_models: int = 32768 |
| 27 | + max_out_tokens_judge: int = 32768 |
| 28 | + max_model_len: int | None = None |
| 29 | + chat_template: str | None = None |
| 30 | + result_folder: str = "results" |
| 31 | + engine_kwargs: dict = field(default_factory=dict) |
| 32 | + |
| 33 | + def __post_init__(self): |
| 34 | + supported_modes = ["fixed", "both"] |
| 35 | + assert self.swap_mode in supported_modes, ( |
| 36 | + f"Only {supported_modes} modes are supported but got {self.swap_mode}." |
| 37 | + ) |
| 38 | + |
| 39 | + |
| 40 | +def add_common_arguments(parser: argparse.ArgumentParser) -> None: |
| 41 | + """Register the CLI flags shared by all judgearena entrypoints.""" |
| 42 | + parser.add_argument( |
| 43 | + "--judge", |
| 44 | + "--judge_model", |
| 45 | + dest="judge_model", |
| 46 | + required=True, |
| 47 | + help=( |
| 48 | + "Name of the LLM to use as judge, for instance " |
| 49 | + "`Together/meta-llama/Meta-Llama-3-70B-Instruct-Turbo`, " |
| 50 | + "`VLLM/meta-llama/Meta-Llama-3-70B-Instruct-Turbo`, " |
| 51 | + "`LlamaCpp/path/to/model.gguf` etc" |
| 52 | + ), |
| 53 | + ) |
| 54 | + parser.add_argument( |
| 55 | + "--n_instructions", |
| 56 | + type=int, |
| 57 | + required=False, |
| 58 | + ) |
| 59 | + parser.add_argument( |
| 60 | + "--provide_explanation", |
| 61 | + action="store_true", |
| 62 | + help=( |
| 63 | + "If specified, judge will provide explanation before making a " |
| 64 | + "judgement. Does not necessarily improve the accuracy of the judge " |
| 65 | + "but enables some result interpretation." |
| 66 | + ), |
| 67 | + ) |
| 68 | + parser.add_argument( |
| 69 | + "--swap_mode", |
| 70 | + type=str, |
| 71 | + choices=["fixed", "both"], |
| 72 | + default="fixed", |
| 73 | + help=( |
| 74 | + "Model comparison order mode. 'fixed': always use model order A-B. " |
| 75 | + "'both': correct for model order bias by evaluating each instruction " |
| 76 | + "twice, once as A-B and once as B-A, and concatenating the results. " |
| 77 | + "This helps account for judge position bias. Default is 'fixed'." |
| 78 | + ), |
| 79 | + ) |
| 80 | + parser.add_argument( |
| 81 | + "--ignore_cache", |
| 82 | + action="store_true", |
| 83 | + help="If specified, ignore cache of previous completions.", |
| 84 | + ) |
| 85 | + parser.add_argument( |
| 86 | + "--result_folder", |
| 87 | + type=str, |
| 88 | + required=False, |
| 89 | + default="results", |
| 90 | + help=( |
| 91 | + "The folder to save the results. Defaults to `results`. Evaluation " |
| 92 | + "results will be saved in `[result_folder]/[evaluation_name]`." |
| 93 | + ), |
| 94 | + ) |
| 95 | + parser.add_argument( |
| 96 | + "--truncate_all_input_chars", |
| 97 | + type=int, |
| 98 | + required=False, |
| 99 | + default=8192, |
| 100 | + help=( |
| 101 | + "Character-level truncation applied before tokenization: truncates " |
| 102 | + "each instruction before model A/B generation and truncates each " |
| 103 | + "completion before judge evaluation." |
| 104 | + ), |
| 105 | + ) |
| 106 | + parser.add_argument( |
| 107 | + "--max_out_tokens_models", |
| 108 | + type=int, |
| 109 | + required=False, |
| 110 | + default=32768, |
| 111 | + help=( |
| 112 | + "Generation token budget for each model A/B response. For VLLM, " |
| 113 | + "keep this <= --max_model_len (if provided)." |
| 114 | + ), |
| 115 | + ) |
| 116 | + parser.add_argument( |
| 117 | + "--max_out_tokens_judge", |
| 118 | + type=int, |
| 119 | + required=False, |
| 120 | + default=32768, |
| 121 | + help=( |
| 122 | + "Generation token budget for the judge response (reasoning + scores). " |
| 123 | + "For VLLM, keep this <= --max_model_len (if provided)." |
| 124 | + ), |
| 125 | + ) |
| 126 | + parser.add_argument( |
| 127 | + "--max_model_len", |
| 128 | + type=int, |
| 129 | + required=False, |
| 130 | + default=None, |
| 131 | + help=( |
| 132 | + "Optional total context window for VLLM models (prompt + generation). " |
| 133 | + "This is independent from --max_out_tokens_models/--max_out_tokens_judge, " |
| 134 | + "which only cap generated tokens. This is useful on smaller GPUs to " |
| 135 | + "avoid OOM." |
| 136 | + ), |
| 137 | + ) |
| 138 | + parser.add_argument( |
| 139 | + "--chat_template", |
| 140 | + type=str, |
| 141 | + required=False, |
| 142 | + default=None, |
| 143 | + help=( |
| 144 | + "Jinja2 chat template string to use instead of the model's tokenizer " |
| 145 | + "template. If not provided, ChatML is used as fallback for models " |
| 146 | + "without a chat template." |
| 147 | + ), |
| 148 | + ) |
| 149 | + parser.add_argument( |
| 150 | + "--engine_kwargs", |
| 151 | + type=str, |
| 152 | + required=False, |
| 153 | + default="{}", |
| 154 | + help=( |
| 155 | + "JSON dict of engine-specific kwargs forwarded to the underlying " |
| 156 | + "engine. Example for vLLM: " |
| 157 | + '\'{"tensor_parallel_size": 2, "gpu_memory_utilization": 0.9}\'.' |
| 158 | + ), |
| 159 | + ) |
| 160 | + |
| 161 | + |
| 162 | +def parse_engine_kwargs(raw: str) -> dict: |
| 163 | + """Parse and validate a JSON string into an engine-kwargs dict.""" |
| 164 | + try: |
| 165 | + engine_kwargs = json.loads(raw) if raw else {} |
| 166 | + if not isinstance(engine_kwargs, dict): |
| 167 | + raise ValueError("engine_kwargs must be a JSON object") |
| 168 | + except Exception as e: |
| 169 | + raise SystemExit(f"Failed to parse --engine_kwargs: {e}") from e |
| 170 | + return engine_kwargs |
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