直接使用
请打开基于Grounded-SAM 马赛克熊使用示例，并点击右上角 “ 在DSW中打开” 。
由IDEA-CVR主导的Grounded-SAM(https://github.com/IDEA-Research/Grounded-Segment-Anything)项目,可以通过任意组合Foundation Models,实现各种视觉工作流场景的应用。PAI-DSW的Grounded-SAM v0.1版本中最酷炫的功能是：可以实现只输入图片，就可以无交互式完全自动化标注出图片的检测框和分割掩码。
下面介绍一下Grounded-SAM提供的各种task_type模式:
det: 通过Grounding DINO(https://github.com/IDEA-Research/GroundingDINO)和文本交互实现检测(需要指定detection prompt)。 seg: 通过组合Grounding DINO和Segment Anything(https://github.com/facebookresearch/segment-anything)实现文本交互实现检测+分割(需要指定detection prompt)。 inpainting: 通过组合Grounding DINO + Segment Anything + Stable Diffusion(https://github.com/Stability-AI/StableDiffusion)实现文本交换替换目标物体(需要指定detection prompt和inpaint prompt)。 automatic: 通过组合BLIP(https://github.com/salesforce/BLIP) + Grounding DINO + Segment Anything实现无交互式检测+分割(无需指定prompt)。
Tips:
如果您想用Grounding DINO在一句话中检测多个对象, 我们建议用.分隔每个名称, 比如: cat.dog.chair。
安装依赖包
!git clone https://github.com/IDEA-Research/Grounded-Segment-Anything !pip install gradio==3.16.2 %cd ./Grounded-Segment-Anything !pip install -r requirements.txt %cd ./GroundingDINO !pip install . %cd ../segment_anything !pip install . %cd ../
fatal: destination path 'Grounded-Segment-Anything' already exists and is not an empty directory. Looking in indexes: http://yum.tbsite.net/pypi/simple Requirement already satisfied: gradio==3.16.2 in /home/pai/lib/python3.9/site-packages (3.16.2) Requirement already satisfied: jinja2 in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (3.1.2) Requirement already satisfied: orjson in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (3.8.10) Requirement already satisfied: markdown-it-py[linkify,plugins] in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (2.2.0) Requirement already satisfied: fastapi in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (0.95.0) Requirement already satisfied: matplotlib in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (3.5.2) Requirement already satisfied: numpy in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (1.23.5) Requirement already satisfied: fsspec in /home/pai/lib/python3.9/site-packages (from gradio==3.16.2) (2023.4.0) Requirement already satisfied: python-multipart in 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It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything Looking in indexes: http://yum.tbsite.net/pypi/simple Requirement already satisfied: addict in /home/pai/lib/python3.9/site-packages (from -r requirements.txt (line 1)) (2.4.0) Requirement already satisfied: diffusers in /home/pai/lib/python3.9/site-packages (from -r requirements.txt (line 2)) (0.15.0) Requirement already satisfied: gradio in /home/pai/lib/python3.9/site-packages (from -r requirements.txt (line 3)) (3.16.2) Requirement already satisfied: huggingface_hub in /home/pai/lib/python3.9/site-packages (from -r requirements.txt (line 4)) (0.13.4) Requirement already satisfied: matplotlib in /home/pai/lib/python3.9/site-packages (from -r requirements.txt (line 5)) (3.5.2) Requirement already satisfied: numpy in /home/pai/lib/python3.9/site-packages (from -r requirements.txt 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/home/pai/lib/python3.9/site-packages (from jsonschema>=3.0->altair>=4.2.0->gradio->-r requirements.txt (line 3)) (0.19.3) Requirement already satisfied: uc-micro-py in /home/pai/lib/python3.9/site-packages (from linkify-it-py<3,>=1->markdown-it-py[linkify,plugins]->gradio->-r requirements.txt (line 3)) (1.0.1) WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything/GroundingDINO Looking in indexes: http://yum.tbsite.net/pypi/simple Processing /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything/GroundingDINO Preparing metadata (setup.py) ... ?25ldone ?25hRequirement already satisfied: torch in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (1.12.1+cu113) Requirement already satisfied: torchvision in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (0.13.1+cu113) Requirement already satisfied: transformers in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (4.27.4) Requirement already satisfied: addict in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (2.4.0) Requirement already satisfied: yapf in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (0.32.0) Requirement already satisfied: timm in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (0.5.4) Requirement already satisfied: numpy in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (1.23.5) Requirement already satisfied: opencv-python in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (4.6.0.66) Requirement already satisfied: supervision==0.3.2 in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (0.3.2) Requirement already satisfied: pycocotools in /home/pai/lib/python3.9/site-packages (from groundingdino==0.1.0) (2.0.6) Requirement already satisfied: matplotlib in /home/pai/lib/python3.9/site-packages (from supervision==0.3.2->groundingdino==0.1.0) (3.5.2) Requirement already satisfied: typing-extensions in /home/pai/lib/python3.9/site-packages (from torch->groundingdino==0.1.0) (4.5.0) Requirement already satisfied: requests in /home/pai/lib/python3.9/site-packages (from torchvision->groundingdino==0.1.0) (2.28.1) Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/pai/lib/python3.9/site-packages (from torchvision->groundingdino==0.1.0) (9.5.0) Requirement already satisfied: huggingface-hub<1.0,>=0.11.0 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (0.13.4) Requirement already satisfied: packaging>=20.0 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (23.0) Requirement already satisfied: tqdm>=4.27 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (4.65.0) Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (0.13.3) Requirement already satisfied: filelock in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (3.11.0) Requirement already satisfied: pyyaml>=5.1 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (6.0) Requirement already satisfied: regex!=2019.12.17 in /home/pai/lib/python3.9/site-packages (from transformers->groundingdino==0.1.0) (2023.3.23) Requirement already satisfied: pyparsing>=2.2.1 in /home/pai/lib/python3.9/site-packages (from matplotlib->supervision==0.3.2->groundingdino==0.1.0) (3.0.9) Requirement already satisfied: kiwisolver>=1.0.1 in /home/pai/lib/python3.9/site-packages (from matplotlib->supervision==0.3.2->groundingdino==0.1.0) (1.4.4) Requirement already satisfied: python-dateutil>=2.7 in /home/pai/lib/python3.9/site-packages (from matplotlib->supervision==0.3.2->groundingdino==0.1.0) (2.8.2) Requirement already satisfied: fonttools>=4.22.0 in /home/pai/lib/python3.9/site-packages (from matplotlib->supervision==0.3.2->groundingdino==0.1.0) (4.39.3) Requirement already satisfied: cycler>=0.10 in /home/pai/lib/python3.9/site-packages (from matplotlib->supervision==0.3.2->groundingdino==0.1.0) (0.11.0) Requirement already satisfied: idna<4,>=2.5 in /home/pai/lib/python3.9/site-packages (from requests->torchvision->groundingdino==0.1.0) (3.4) Requirement already satisfied: charset-normalizer<3,>=2 in /home/pai/lib/python3.9/site-packages (from requests->torchvision->groundingdino==0.1.0) (2.0.4) Requirement already satisfied: certifi>=2017.4.17 in /home/pai/lib/python3.9/site-packages (from requests->torchvision->groundingdino==0.1.0) (2022.12.7) Requirement already satisfied: urllib3<1.27,>=1.21.1 in /home/pai/lib/python3.9/site-packages (from requests->torchvision->groundingdino==0.1.0) (1.26.13) Requirement already satisfied: six>=1.5 in /home/pai/lib/python3.9/site-packages (from python-dateutil>=2.7->matplotlib->supervision==0.3.2->groundingdino==0.1.0) (1.16.0) Building wheels for collected packages: groundingdino Building wheel for groundingdino (setup.py) ... ?25ldone ?25h Created wheel for groundingdino: filename=groundingdino-0.1.0-cp39-cp39-linux_x86_64.whl size=320179 sha256=0608b8d71abd095353815bf6a1b2a791147f37aafca0c74cd5bae8a2525f4b16 Stored in directory: /tmp/pip-ephem-wheel-cache-n1shgckw/wheels/14/e9/cf/99a7846bdadc6a78d1e650a7083f847dacdc7e55009eb0d77e Successfully built groundingdino Installing collected packages: groundingdino Attempting uninstall: groundingdino Found existing installation: groundingdino 0.1.0 Uninstalling groundingdino-0.1.0: Successfully uninstalled groundingdino-0.1.0 Successfully installed groundingdino-0.1.0 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything/segment_anything Looking in indexes: http://yum.tbsite.net/pypi/simple Processing /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything/segment_anything Preparing metadata (setup.py) ... ?25ldone ?25hBuilding wheels for collected packages: segment-anything Building wheel for segment-anything (setup.py) ... ?25ldone ?25h Created wheel for segment-anything: filename=segment_anything-1.0-py3-none-any.whl size=36561 sha256=eef97d8cb3d96388426f9600b1d8d553a020210ec7e45443fe0984ee57b1c5d2 Stored in directory: /tmp/pip-ephem-wheel-cache-wg_290re/wheels/28/6d/7c/9e0de1fa49bea5fc46ac26da62d8286afe3ee7a1a041b2de33 Successfully built segment-anything Installing collected packages: segment-anything Attempting uninstall: segment-anything Found existing installation: segment-anything 1.0 Uninstalling segment-anything-1.0: Successfully uninstalled segment-anything-1.0 Successfully installed segment-anything-1.0 WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv /mnt/workspace/workgroup/yunji.cjy/codebase/pai-dsw-examples/deepLearning/cv/grounded_sam/Grounded-Segment-Anything
!wget -c https://pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com/data/crawl_data/groundingdino_swint_ogc.pth !wget -c https://pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com/data/crawl_data/sam_vit_h_4b8939.pth
--2023-04-13 15:35:41-- https://pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com/data/crawl_data/groundingdino_swint_ogc.pth Resolving pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com (pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com)... 39.98.20.34 Connecting to pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com (pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com)|39.98.20.34|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 693997677 (662M) [application/octet-stream] Saving to: ‘groundingdino_swint_ogc.pth’ groundingdino_swint 100%[===================>] 661.85M 23.2MB/s in 29s 2023-04-13 15:36:10 (22.9 MB/s) - ‘groundingdino_swint_ogc.pth’ saved [693997677/693997677] --2023-04-13 15:36:10-- https://pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com/data/crawl_data/sam_vit_h_4b8939.pth Resolving pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com (pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com)... 39.98.20.34 Connecting to pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com (pai-vision-data-inner.oss-cn-zhangjiakou.aliyuncs.com)|39.98.20.34|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 2564550879 (2.4G) [application/octet-stream] Saving to: ‘sam_vit_h_4b8939.pth’ sam_vit_h_4b8939.pt 100%[===================>] 2.39G 17.7MB/s in 2m 31s 2023-04-13 15:38:41 (16.2 MB/s) - ‘sam_vit_h_4b8939.pth’ saved [2564550879/2564550879]
!python gradio_app.py
Namespace(debug=False, share=False, port=7589, no_gradio_queue=False) /home/pai/lib/python3.9/site-packages/gradio/components.py:148: UserWarning: Unknown style parameter: preview warnings.warn(f"Unknown style parameter: {key}") /home/pai/lib/python3.9/site-packages/gradio/components.py:148: UserWarning: Unknown style parameter: object_fit warnings.warn(f"Unknown style parameter: {key}") Running on local URL: http://0.0.0.0:7589 To create a public link, set `share=True` in `launch()`. /home/pai/lib/python3.9/site-packages/torch/functional.py:478: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:2894.) return _VF.meshgrid(tensors, **kwargs) # type: ignore[attr-defined] final text_encoder_type: bert-base-uncased Some weights of the model checkpoint at bert-base-uncased were not used when initializing BertModel: ['cls.predictions.transform.dense.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.predictions.transform.dense.weight', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.bias', 'cls.seq_relationship.bias', 'cls.predictions.transform.LayerNorm.bias'] - This IS expected if you are initializing BertModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model). - This IS NOT expected if you are initializing BertModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model). _IncompatibleKeys(missing_keys=[], unexpected_keys=['label_enc.weight']) Downloading (…)rocessor_config.json: 100%|██████| 445/445 [00:00<00:00, 305kB/s] Downloading (…)okenizer_config.json: 100%|██████| 456/456 [00:00<00:00, 395kB/s] Downloading (…)solve/main/vocab.txt: 100%|████| 232k/232k [00:00<00:00, 790kB/s] Downloading (…)/main/tokenizer.json: 100%|███| 711k/711k [00:00<00:00, 1.13MB/s] Downloading (…)cial_tokens_map.json: 100%|██████| 125/125 [00:00<00:00, 110kB/s] Downloading (…)lve/main/config.json: 100%|█| 4.60k/4.60k [00:00<00:00, 3.57MB/s] Downloading pytorch_model.bin: 100%|████████| 1.88G/1.88G [00:18<00:00, 102MB/s] /home/pai/lib/python3.9/site-packages/transformers/generation/utils.py:1288: UserWarning: Using `max_length`'s default (20) to control the generation length. This behaviour is deprecated and will be removed from the config in v5 of Transformers -- we recommend using `max_new_tokens` to control the maximum length of the generation. warnings.warn( Caption: there are three bears sitting on the shore of a lake /home/pai/lib/python3.9/site-packages/transformers/modeling_utils.py:830: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers. warnings.warn( /home/pai/lib/python3.9/site-packages/torch/utils/checkpoint.py:25: UserWarning: None of the inputs have requires_grad=True. Gradients will be None warnings.warn("None of the inputs have requires_grad=True. Gradients will be None") Before NMS: 8 boxes After NMS: 6 boxes Revise caption with number: there are three bears sitting on the shore of a lake /home/pai/lib/python3.9/site-packages/transformers/modeling_utils.py:830: FutureWarning: The `device` argument is deprecated and will be removed in v5 of Transformers. warnings.warn( /home/pai/lib/python3.9/site-packages/torch/utils/checkpoint.py:25: UserWarning: None of the inputs have requires_grad=True. Gradients will be None warnings.warn("None of the inputs have requires_grad=True. Gradients will be None") Downloading (…)ain/model_index.json: 100%|██████| 550/550 [00:00<00:00, 448kB/s] Fetching 16 files: 0%| | 0/16 [00:00<?, ?it/s] Downloading (…)_encoder/config.json: 100%|██████| 617/617 [00:00<00:00, 148kB/s] Downloading (…)rocessor_config.json: 100%|█████| 342/342 [00:00<00:00, 86.9kB/s] Downloading (…)4ae314f8/config.json: 100%|██████| 748/748 [00:00<00:00, 208kB/s] Fetching 16 files: 6%|█▌ | 1/16 [00:00<00:13, 1.14it/s] Downloading pytorch_model.bin: 0%| | 0.00/492M [00:00<?, ?B/s] Downloading (…)cheduler_config.json: 100%|█████| 313/313 [00:00<00:00, 79.6kB/s] Downloading (…)_checker/config.json: 100%|█| 4.78k/4.78k [00:00<00:00, 1.22MB/s] Downloading pytorch_model.bin: 0%| | 0.00/1.22G [00:00<?, ?B/s] Downloading (…)tokenizer/merges.txt: 0%| | 0.00/525k [00:00<?, ?B/s] Downloading (…)tokenizer/merges.txt: 100%|███| 525k/525k [00:00<00:00, 1.38MB/s] Downloading (…)cial_tokens_map.json: 100%|██████| 472/472 [00:00<00:00, 369kB/s] Downloading 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