From 802c7d9565bf476f0aee5b0bf560050a7a7e7534 Mon Sep 17 00:00:00 2001 From: wanghanzi Date: Mon, 4 Mar 2024 10:41:24 +0800 Subject: [PATCH] update 0304 --- evaluation/coco_caption.py | 94 + examples/ad_1.png | Bin 389252 -> 0 bytes examples/ad_2.png | Bin 468025 -> 0 bytes examples/cook_1.png | Bin 551055 -> 0 bytes examples/cook_2.png | Bin 600074 -> 0 bytes examples/describe_1.png | Bin 695644 -> 0 bytes examples/describe_2.png | Bin 568116 -> 0 bytes examples/fact_1.png | Bin 479343 -> 0 bytes examples/fact_2.png | Bin 673996 -> 0 bytes examples/fix_1.png | Bin 706642 -> 0 bytes examples/fix_2.png | Bin 600249 -> 0 bytes examples/fun_1.png | Bin 729819 -> 0 bytes examples/fun_2.png | Bin 611042 -> 0 bytes examples/logo_1.png | Bin 194042 -> 0 bytes examples/op_1.png | Bin 617583 -> 0 bytes examples/op_2.png | Bin 649130 -> 0 bytes examples/people_1.png | Bin 254840 -> 0 bytes examples/people_2.png | Bin 312607 -> 0 bytes examples/rhyme_1.png | Bin 601800 -> 0 bytes examples/rhyme_2.png | Bin 824300 -> 0 bytes examples/story_1.png | Bin 873376 -> 0 bytes examples/story_2.png | Bin 580699 -> 0 bytes examples/web_1.png | Bin 728538 -> 0 bytes examples/wop_1.png | Bin 531645 -> 0 bytes examples/wop_2.png | Bin 578846 -> 0 bytes examples_v2/2000x1372_wmkn_0012149409555.jpg | Bin 93450 -> 0 bytes examples_v2/KFC-20-for-20-Nuggets.jpg | Bin 85446 -> 0 bytes examples_v2/cockdial.png | Bin 1528183 -> 0 bytes examples_v2/float.png | Bin 1248467 -> 0 bytes examples_v2/glip_test.jpg | Bin 94235 -> 0 bytes examples_v2/office.jpg | Bin 25867 -> 0 bytes examples_v2/sofa.jpg | Bin 119038 -> 0 bytes examples_v2/thief.png | Bin 885638 -> 0 bytes .../configs/datasets/aokvqa/defaults.yaml | 15 +- minigpt4/configs/datasets/coco/caption.yaml | 16 +- .../configs/datasets/coco/caption_eval.yaml | 26 + .../builders/image_text_pair_builder.py | 5 +- .../datasets/datasets/aok_vqa_datasets.py | 148 +- .../datasets/datasets/caption_datasets.py | 81 +- minigpt4/datasets/datasets/coco_caption.py | 124 +- minigpt4/datasets/datasets/ok_vqa_datasets.py | 2 - minigpt4/models/QformerMoE.py | 1 - minigpt4/models/QformerMoELN.py | 1276 ++++ minigpt4/models/QformerRouteMoE.py | 51 +- minigpt4/models/QformerRouteMoELN.py | 1367 ++++ minigpt4/models/blip2.py | 14 +- minigpt4/models/blip2_vicuna_instruct.py | 27 +- minigpt4/models/moe/beam_search.py | 114 +- minigpt4/models/moe/route_moe_layer.py | 97 +- minigpt4/models/moe/utils.py | 2 +- .../eval/vqav2_okvqa_gqa_evaluation.yaml | 114 + .../eval/mix_vqa_coco_vicuna_eval.yaml | 47 +- ...moe_route_blip2_vicuna7b_data_balance.yaml | 16 +- ...ute_blip2_vicuna7b_data_balance_0122.yaml} | 21 +- ...er_moe_route_blip2_vicuna7b_data_coco.yaml | 145 + ...e_route_blip2_vicuna7b_data_coco_0128.yaml | 145 + ...mer_moe_route_blip2_vicuna7b_data_mix.yaml | 188 + ..._route_dp_blip2_vicuna7b_data_balance.yaml | 128 + minigpt4/tasks/instruction_tuning.py | 170 +- prompts/alignment.txt | 4 - test.pdf/backward_graph | 5570 ----------------- test.pdf/backward_graph.pdf | Bin 228604 -> 0 bytes test/datasets/test_dataset.py | 58 + 63 files changed, 4222 insertions(+), 5844 deletions(-) create mode 100644 evaluation/coco_caption.py delete mode 100644 examples/ad_1.png delete mode 100644 examples/ad_2.png delete mode 100644 examples/cook_1.png delete mode 100644 examples/cook_2.png delete mode 100644 examples/describe_1.png delete mode 100644 examples/describe_2.png delete mode 100644 examples/fact_1.png delete mode 100644 examples/fact_2.png delete mode 100644 examples/fix_1.png delete mode 100644 examples/fix_2.png delete mode 100644 examples/fun_1.png delete mode 100644 examples/fun_2.png delete mode 100644 examples/logo_1.png delete mode 100644 examples/op_1.png delete mode 100644 examples/op_2.png delete mode 100644 examples/people_1.png delete mode 100644 examples/people_2.png delete mode 100644 examples/rhyme_1.png delete mode 100644 examples/rhyme_2.png delete mode 100644 examples/story_1.png delete mode 100644 examples/story_2.png delete mode 100644 examples/web_1.png delete mode 100644 examples/wop_1.png delete mode 100644 examples/wop_2.png delete mode 100755 examples_v2/2000x1372_wmkn_0012149409555.jpg delete mode 100755 examples_v2/KFC-20-for-20-Nuggets.jpg delete mode 100755 examples_v2/cockdial.png delete mode 100755 examples_v2/float.png delete mode 100755 examples_v2/glip_test.jpg delete mode 100755 examples_v2/office.jpg delete mode 100755 examples_v2/sofa.jpg delete mode 100755 examples_v2/thief.png create mode 100644 minigpt4/configs/datasets/coco/caption_eval.yaml create mode 100644 minigpt4/models/QformerMoELN.py create mode 100644 minigpt4/models/QformerRouteMoELN.py create mode 100644 minigpt4/projects/qformer_moe_post_vicuna/eval/vqav2_okvqa_gqa_evaluation.yaml rename minigpt4/projects/qformer_moe_route_vicuna/train/{mix_qformer_moe_route_blip2_vicuna7b_5000.yaml => mix_qformer_moe_route_blip2_vicuna7b_data_balance_0122.yaml} (84%) create mode 100644 minigpt4/projects/qformer_moe_route_vicuna/train/mix_qformer_moe_route_blip2_vicuna7b_data_coco.yaml create mode 100644 minigpt4/projects/qformer_moe_route_vicuna/train/mix_qformer_moe_route_blip2_vicuna7b_data_coco_0128.yaml create mode 100644 minigpt4/projects/qformer_moe_route_vicuna/train/mix_qformer_moe_route_blip2_vicuna7b_data_mix.yaml create mode 100644 minigpt4/projects/qformer_moe_route_vicuna/train/mix_qformer_moe_route_dp_blip2_vicuna7b_data_balance.yaml delete mode 100644 prompts/alignment.txt delete mode 100644 test.pdf/backward_graph delete mode 100644 test.pdf/backward_graph.pdf create mode 100644 test/datasets/test_dataset.py diff --git a/evaluation/coco_caption.py b/evaluation/coco_caption.py new file mode 100644 index 0000000..b6179b8 --- /dev/null +++ b/evaluation/coco_caption.py @@ -0,0 +1,94 @@ +import os +import json +import pandas as pd +from tqdm import tqdm + +from pycocoevalcap.eval import COCOEvalCap +from collections import defaultdict + +class COCO_Annotation: + def __init__(self, annotation_file): + self.coco_cn_file = annotation_file + self.imgToAnns = self.build_imgToAnns() + + def build_imgToAnns(self): + imgToAnns = defaultdict(list) + with open(self.coco_cn_file, "r", encoding="UTF-8") as fin: + for line in fin: + line = line.strip() + temp = eval(line) + annotations = temp['annotations'] + for ann in annotations: + image_id = str(ann['image_id']).zfill(6) + imgToAnns[image_id].append({'image_id':image_id,'caption':ann['caption'],'image': ann['image_id']}) + return imgToAnns + + def getImgIds(self): + return self.imgToAnns.keys() + +class COCO_Result: + def __init__(self,result_file): + self.coco_cn_file = result_file + self.imgToAnns = self.build_imgToAnns() + + def build_imgToAnns(self): + imgToAnns = dict() + data = json.load(open(self.coco_cn_file, "r")) + for d in data: + tmp = { + 'image_id':d['question_id'][-6:], + 'caption':d['answer'] + } + imgToAnns[d['question_id'][-6:]] = [tmp] + return imgToAnns + +def coco_caption_eval(results_file, split_name): + files = { + "val":"/mnt/pfs-guan-ssai/nlu/wanghanzi/data/COCO_Cap/coco_karpathy_val_gt.json", + "test":"/mnt/pfs-guan-ssai/nlu/wanghanzi/data/COCO_Cap/coco_karpathy_test_gt.json" + } + + # create coco object and coco_result object + annotation_file = files[split_name] + coco = COCO_Annotation(annotation_file) + coco_result = COCO_Result(results_file) + + # create coco_eval object by taking coco and coco_result + coco_eval = COCOEvalCap(coco, coco_result) + + # evaluate on a subset of images by setting + # coco_eval.params['image_id'] = coco_result.getImgIds() + # please remove this line when evaluating the full validation set + # coco_eval.params['image_id'] = coco_result.getImgIds() + + # evaluate results + # SPICE will take a few minutes the first time, but speeds up due to caching + coco_eval.evaluate() + + # print output evaluation scores + for metric, score in coco_eval.eval.items(): + print(f"{metric}: {score:.3f}") + + return coco_eval + + +def main(): + result_file = "/mnt/pfs-guan-ssai/nlu/wanghanzi/experiments/blip2/vicuna7b/qformer_moe_post/mix_coco_gqa_cap_raw_QformerMoE_Post_linear_gate_lnout_lr5e5_3ex_top1_2loss_005_top6layer_textinqf_6epo_0302/20240302231/result/val_vqa_result_coco_cap.json" + split_name = "val" + coco_val = coco_caption_eval(result_file, split_name) + + agg_metrics = coco_val.eval["CIDEr"] + coco_val.eval["Bleu_4"] + + # log_stats = {split_name: {k: v for k, v in coco_val.eval.items()}} + # with open( + # os.path.join(registry.get_path("output_dir"), "evaluate.txt"), "a" + # ) as f: + # f.write(json.dumps(log_stats) + "\n") + + coco_res = {k: v for k, v in coco_val.eval.items()} + coco_res["agg_metrics"] = agg_metrics + + print(coco_res) + + +main() \ No newline at end of file diff --git a/examples/ad_1.png b/examples/ad_1.png deleted file mode 100644 index d0378e43e9a0e797b2ab32f4d8f6261fa2224408..0000000000000000000000000000000000000000 GIT binary patch literal 0 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