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Refactor MLLM #529
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Refactor MLLM #529
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val_dataset = [ | ||
dict( | ||
type=MMELLaVADataset, | ||
data_file='/mnt/petrelfs/huanghaian/code/xtuner/LMUData/MME.tsv', |
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像这种路径,是让用户修改config来设置,还是说像VLMEvalKit一样,内部自动下载
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我觉得不用这么智能吧,直接要他们提前下载好,省的出现一些奇怪问题
# set log processor | ||
log_processor = dict(by_epoch=False) | ||
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# ==================== val and test cfg ======================= |
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此部分,是放到上面 PART 3 Dataset & Dataloader
还是单独放在下面?
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我觉得单独放下面,用户用起来更方便?
print_log('============================================', 'current') | ||
print_log(score, 'current') | ||
print_log('============================================', 'current') | ||
print_log(f'YOrN_eval successfully finished evaluating', 'current') |
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print_log(f'YOrN_eval successfully finished evaluating', 'current') | |
print_log('Hallusion successfully finished evaluating', 'current') |
with pd.ExcelWriter(osp.join(work_dir, self.results_xlsx_path), engine='openpyxl') as writer: | ||
results_df.to_excel(writer, index=False) | ||
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score = Hallusion_rating(data) |
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把 Hallusion_rating
函数放到本文件? 因为这个应该只有这里会用到,所以方便查看。
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可以
with pd.ExcelWriter(osp.join(work_dir, self.results_xlsx_path), engine='openpyxl') as writer: | ||
results_df.to_excel(writer, index=False) | ||
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score = MME_rating(data) |
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MME_rating
放到本文件下?
template = prompt_template | ||
self.template = template | ||
|
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template = prompt_template | |
self.template = template | |
self.template = prompt_template | |
template = prompt_template | ||
self.template = template | ||
|
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template = prompt_template | |
self.template = template | |
self.template = prompt_template | |
template = prompt_template | ||
self.template = template | ||
|
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template = prompt_template | |
self.template = template | |
self.template = prompt_template | |
template = prompt_template | ||
self.template = template | ||
|
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template = prompt_template | |
self.template = template | |
self.template = prompt_template | |
template = prompt_template | ||
self.template = template | ||
|
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template = prompt_template | |
self.template = template | |
self.template = prompt_template | |
results = collect_results(results, len(dataset)) | ||
self.runner.logger.info('========= Starting the evaluation of a data ===========') | ||
if is_main_process(): | ||
metric = dataset.evaluate(results, self.runner.work_dir) |
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self.runner.work_dir
是否考虑携带 iter 信息,类似这里
xtuner/xtuner/engine/hooks/evaluate_chat_hook.py
Lines 93 to 98 in 0b5708c
def _save_eval_output(self, runner, eval_outputs): | |
save_path = os.path.join(runner.log_dir, 'vis_data', | |
f'eval_outputs_iter_{runner.iter}.txt') | |
with open(save_path, 'w', encoding='utf-8') as f: | |
for i, output in enumerate(eval_outputs): | |
f.write(f'Eval output {i + 1}:\n{output}\n\n') |
print_log('Samples: {}, Accuracy: {:.2f}%'.format(len(pred_list), acc), 'current') | ||
print_log('============================================', 'current') | ||
print_log(f'TextVQA successfully finished evaluating', 'current') | ||
return {'acc': acc} |
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return acc?
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规定必须要返回字典吧,我记得,因为到时候 bset checkpoint 时候会读取
@@ -96,7 +97,11 @@ def main(): | |||
runner = RUNNERS.build(cfg) | |||
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state_dict = guess_load_checkpoint(args.checkpoint) |
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checkpoint
现在是一个 optional argument,看起来是之前残留的bug,最好改成 positional argument。
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ok
Hi @hhaAndroid |
In order to enhance the flexibility and usability of the multimodal model, it is necessary to refactor the existing llava code.