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import json
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import os
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from tqdm import tqdm
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with open("/mnt/bn/vl-research/workspace/boli01/zzzprojects/LLaVA/playground/data/llava_v1_5_mix665k.json") as f:
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llava_v1_5_mix665k = json.load(f) # 665298
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with open("/mnt/bn/vl-research/workspace/boli01/zzzprojects/LLaVA/playground/data/llava_instruct_150k.json") as f:
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llava_instruct_150k = json.load(f) # 157712
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# Create sets of "id" fields
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mix665k_ids = set()
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for item in llava_v1_5_mix665k:
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all_conv = ""
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for cur_conversation in item["conversations"]:
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all_conv += cur_conversation["value"]
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mix665k_ids.add(f'{item["id"]}_{all_conv}')
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instruct_150k_ids = set()
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for item in llava_instruct_150k:
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all_conv = ""
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for cur_conversation in item["conversations"]:
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all_conv += cur_conversation["value"]
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instruct_150k_ids.add(f'{item["id"]}_{all_conv}')
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share_gpt_ids = set()
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for item in llava_v1_5_mix665k:
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if "image" not in item:
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all_conv = ""
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for cur_conversation in item["conversations"]:
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all_conv += cur_conversation["value"]
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share_gpt_ids.add(f'{item["id"]}_{all_conv}') # 40688
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# Get "id" fields that are in mix665k but not in instruct_150k and share_gpt
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new_ids = mix665k_ids - instruct_150k_ids - share_gpt_ids # 466898
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# Get "id" fields that are in mix665k but not in share_gpt
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# new_ids = mix665k_ids - share_gpt_ids #624610
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# import pdb; pdb.set_trace()
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# Filter mix665k data based on new_ids
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new_data = []
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for item in llava_v1_5_mix665k:
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all_conv = ""
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for cur_conversation in item["conversations"]:
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all_conv += cur_conversation["value"]
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if f'{item["id"]}_{all_conv}' in new_ids:
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new_data.append(item)
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import pdb
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pdb.set_trace()
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with open("/mnt/bn/vl-research/workspace/boli01/zzzprojects/LLaVA/playground/data/mixtral_instruct_135K_of_158K_V1.5.json") as f:
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new_mixtral_instruct = json.load(f)
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# mixtral_instruct_50K_of_80K_V1.json@
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# print(len(new_data))
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# for _ in new_mixtral_instruct:
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# # import pdb; pdb.set_trace()
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# if "coco" not in _["image"]:
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# _["image"] = f"coco/train2017/{_['image']}"
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# new_data.append(_)
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# print(len(instruct_150k_ids))
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print(len(new_data))
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# for _ in tqdm(new_data):
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# if "image" in _:
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# if "000000442654" in _["image"]:
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# all_conv = ""
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# for cur_conversation in _["conversations"]:
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# all_conv += cur_conversation["value"]
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# # if not os.path.exists(f'/mnt/bn/vl-research/workspace/boli01/data/playground/data/{_["image"]}'):
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# import pdb; pdb.set_trace()
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# Write new_data to a new JSON file
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with open("/mnt/bn/vl-research/workspace/boli01/zzzprojects/LLaVA/playground/data/llava_v1_5_mix665k_minus_llava_instruct_150k_minus_sharegpt_plus_mixtral_instruct_135K_of_158K_V1.5.json", "w") as f:
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json.dump(new_data, f)
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