Final PR for T1 2026 by lucastargett · Pull Request #139 · Redback-Operations/redback-orion

lucastargett · 2026-05-24T02:49:29Z

Final Integrated Prototype

This PR delivers the final integrated prototype of Project Orion.

All major services including the Frontend, Backend/API Gateway, Player Tracking and Crowd Monitoring systems are containerised and designed to run together through Docker Compose, allowing the platform to operate as a unified multi-service application for demonstration and future development purposes.

…wd detection

Test and finalize heatmap module for Sprint 4

Improve stadium-style heatmap visualization for match_02

…tion FrontEnnd Integration

Fix auth and model imports for backend startup

Updated README and SCHEMA files

Backend sp4/prabhnoor

…ing pipeline with different YOLO models, including both fine-tuned models and original YOLO models. Added guidance on configuring player_classes and detector class handling so the pipeline can be used more flexibly with different model class structures.

Update Player Tracking README with Collaborative Guide, Output Links, and Jersey Colour Detection

…back-orion into Player-Tracking

…tion Frontend sp4/front end integration

Player tracking

Merging cm_sp4 with main

…d-sp4/lucas

Backend api gateway

…eature Frontend/hirusha addplayer feature

…eature Completed Sprint 4 frontend integration task

…tion Frontend sp4/front end integration

Update Login.tsx

… compose

…video import

Backend API Gateway — final updates (UUID validation, volume mounts, Docker fixes)

…odel-improvements Add player detection notebook and README for 2026 T1

github-actions · 2026-05-24T02:50:23Z

🔒 Security Scan Results

🔒 Security Scan Results
=========================

Bandit Scan Results:
-------------------
Run started:2026-05-24 02:50:22.382536+00:00

Test results:
>> Issue: [B104:hardcoded_bind_all_interfaces] Possible binding to all interfaces.
   Severity: Medium   Confidence: Medium
   CWE: CWE-605 (https://cwe.mitre.org/data/definitions/605.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b104_hardcoded_bind_all_interfaces.html
   Location: ./26_T1/afl_player_tracking_and_crowd_monitoring/player_service/main.py:66:26
65	if __name__ == "__main__":
66	    uvicorn.run(app, host="0.0.0.0", port=8080)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/LISA_gradio_interface.py:55:25
54	        # Create tokenizer
55	        self.tokenizer = AutoTokenizer.from_pretrained(
56	            self.args.version,
57	            cache_dir=None,
58	            model_max_length=self.args.model_max_length,
59	            padding_side="right",
60	            use_fast=False,
61	        )
62	        self.tokenizer.pad_token = self.tokenizer.unk_token

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/LISA_gradio_interface.py:139:36
138	        # Initialize processors
139	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(self.model.config.vision_tower)
140	        self.transform = ResizeLongestSide(self.args.image_size)

--------------------------------------------------
>> Issue: [B104:hardcoded_bind_all_interfaces] Possible binding to all interfaces.
   Severity: Medium   Confidence: Medium
   CWE: CWE-605 (https://cwe.mitre.org/data/definitions/605.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b104_hardcoded_bind_all_interfaces.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/LISA_gradio_interface.py:412:20
411	    demo.launch(
412	        server_name="0.0.0.0",
413	        server_port=7860,

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/chat.py:71:16
70	    # Create model
71	    tokenizer = AutoTokenizer.from_pretrained(
72	        args.version,
73	        cache_dir=None,
74	        model_max_length=args.model_max_length,
75	        padding_side="right",
76	        use_fast=False,
77	    )
78	    tokenizer.pad_token = tokenizer.unk_token

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/chat.py:149:27
148	
149	    clip_image_processor = CLIPImageProcessor.from_pretrained(model.config.vision_tower)
150	    transform = ResizeLongestSide(args.image_size)

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/csrnet/run.py:23:13
22	
23	checkpoint = torch.load('weights.pth', map_location="cpu")
24	model.load_state_dict(checkpoint)

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/csrnet_service.py:22:21
21	        self.model = CSRNet().to(self.device)
22	        checkpoint = torch.load(weights_path, map_location=self.device)
23	        self.model.load_state_dict(checkpoint)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/lisa_segmentor.py:55:25
54	        # Tokenizer
55	        self.tokenizer = AutoTokenizer.from_pretrained(
56	            self.args.version,
57	            cache_dir=None,
58	            model_max_length=self.args.model_max_length,
59	            padding_side="right",
60	            use_fast=False,
61	        )
62	        self.tokenizer.pad_token = self.tokenizer.unk_token

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/lisa_segmentor.py:147:36
146	
147	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(self.model.config.vision_tower)
148	        self.transform = ResizeLongestSide(self.args.image_size)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/apply_delta.py:15:11
14	    print("Loading base model")
15	    base = AutoModelForCausalLM.from_pretrained(
16	        base_model_path, torch_dtype=torch.float16, low_cpu_mem_usage=True
17	    )
18	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/apply_delta.py:23:22
22	    )
23	    delta_tokenizer = AutoTokenizer.from_pretrained(delta_path)
24	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/consolidate.py:16:16
15	    auto_upgrade(src_path)
16	    src_model = AutoModelForCausalLM.from_pretrained(
17	        src_path, torch_dtype=torch.float16, low_cpu_mem_usage=True
18	    )
19	    src_tokenizer = AutoTokenizer.from_pretrained(src_path, use_fast=False)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/consolidate.py:19:20
18	    )
19	    src_tokenizer = AutoTokenizer.from_pretrained(src_path, use_fast=False)
20	    src_model.save_pretrained(dst_path)

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/llava_arch.py:69:35
68	        if pretrain_mm_mlp_adapter is not None:
69	            mm_projector_weights = torch.load(
70	                pretrain_mm_mlp_adapter, map_location="cpu"
71	            )
72	

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/llava_arch.py:378:39
377	            if model_args.pretrain_mm_mlp_adapter:
378	                mm_projector_weights = torch.load(
379	                    model_args.pretrain_mm_mlp_adapter, map_location="cpu"
380	                )
381	                embed_tokens_weight = mm_projector_weights["model.embed_tokens.weight"]

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/make_delta.py:15:11
14	    print("Loading base model")
15	    base = AutoModelForCausalLM.from_pretrained(
16	        base_model_path, torch_dtype=torch.float16, low_cpu_mem_usage=True
17	    )
18	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/make_delta.py:21:13
20	    auto_upgrade(target_model_path)
21	    target = AutoModelForCausalLM.from_pretrained(
22	        target_model_path, torch_dtype=torch.float16, low_cpu_mem_usage=True
23	    )
24	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/make_delta.py:49:23
48	    target.save_pretrained(delta_path, **kwargs)
49	    target_tokenizer = AutoTokenizer.from_pretrained(target_model_path)
50	    target_tokenizer.save_pretrained(delta_path, **kwargs)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/multimodal_encoder/clip_encoder.py:19:28
18	        else:
19	            self.cfg_only = CLIPVisionConfig.from_pretrained(self.vision_tower_name)
20	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/multimodal_encoder/clip_encoder.py:22:31
21	    def load_model(self):
22	        self.image_processor = CLIPImageProcessor.from_pretrained(
23	            self.vision_tower_name
24	        )
25	        self.vision_tower = CLIPVisionModel.from_pretrained(

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/multimodal_encoder/clip_encoder.py:25:28
24	        )
25	        self.vision_tower = CLIPVisionModel.from_pretrained(
26	            self.vision_tower_name, low_cpu_mem_usage=True
27	        )
28	        self.vision_tower.requires_grad_(False)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/model/utils.py:5:10
4	def auto_upgrade(config):
5	    cfg = AutoConfig.from_pretrained(config)
6	    if "llava" in config and "llava" not in cfg.model_type:

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/train/train.py:847:21
846	        if "mpt" in model_args.model_name_or_path:
847	            config = transformers.AutoConfig.from_pretrained(
848	                model_args.model_name_or_path, trust_remote_code=True
849	            )
850	            config.attn_config["attn_impl"] = training_args.mpt_attn_impl

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/train/train.py:864:16
863	    else:
864	        model = transformers.LlamaForCausalLM.from_pretrained(
865	            model_args.model_name_or_path,
866	            cache_dir=training_args.cache_dir,
867	            **bnb_model_from_pretrained_args,
868	        )
869	    model.config.use_cache = False

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/train/train.py:916:20
915	    if "mpt" in model_args.model_name_or_path:
916	        tokenizer = transformers.AutoTokenizer.from_pretrained(
917	            model_args.model_name_or_path,
918	            cache_dir=training_args.cache_dir,
919	            model_max_length=training_args.model_max_length,
920	            padding_side="right",
921	        )
922	    else:

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/model/llava/train/train.py:923:20
922	    else:
923	        tokenizer = transformers.AutoTokenizer.from_pretrained(
924	            model_args.model_name_or_path,
925	            cache_dir=training_args.cache_dir,
926	            model_max_length=training_args.model_max_length,
927	            padding_side="right",
928	            use_fast=False,
929	        )
930	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/dataset.py:333:36
332	        self.transform = ResizeLongestSide(image_size)
333	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(vision_tower)
334	

--------------------------------------------------
>> Issue: [B301:blacklist] Pickle and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue.
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b301-pickle
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/grefer.py:55:32
54	        if osp.exists(ref_file):
55	            self.data["refs"] = pickle.load(open(ref_file, "rb"), fix_imports=True)
56	        else:

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/reason_seg_dataset.py:51:36
50	        self.transform = ResizeLongestSide(image_size)
51	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(vision_tower)
52	

--------------------------------------------------
>> Issue: [B301:blacklist] Pickle and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue.
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b301-pickle
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/refer.py:68:28
67	        self.data["dataset"] = dataset
68	        self.data["refs"] = pickle.load(open(ref_file, "rb"))
69	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/refer_seg_dataset.py:46:36
45	        self.transform = ResizeLongestSide(image_size)
46	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(vision_tower)
47	

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/sem_seg_dataset.py:154:36
153	        self.transform = ResizeLongestSide(image_size)
154	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(vision_tower)
155	

--------------------------------------------------
>> Issue: [B307:blacklist] Use of possibly insecure function - consider using safer ast.literal_eval.
   Severity: Medium   Confidence: High
   CWE: CWE-78 (https://cwe.mitre.org/data/definitions/78.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b307-eval
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/sem_seg_dataset.py:164:38
163	        for ds in self.sem_seg_datas:
164	            classes, images, labels = eval("init_{}".format(ds))(base_image_dir)
165	            self.data2list[ds] = (images, labels)

--------------------------------------------------
>> Issue: [B615:huggingface_unsafe_download] Unsafe Hugging Face Hub download without revision pinning in from_pretrained()
   Severity: Medium   Confidence: High
   CWE: CWE-494 (https://cwe.mitre.org/data/definitions/494.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b615_huggingface_unsafe_download.html
   Location: ./Crowd_Monitoring/LISA_Heatmap/utils/vqa_dataset.py:58:36
57	        self.transform = ResizeLongestSide(image_size)
58	        self.clip_image_processor = CLIPImageProcessor.from_pretrained(vision_tower)
59	

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Player_Tracking/YOLOV3_Model/YOLOV3/utils/utils.py:468:8
467	    # Strip optimizer from *.pt files for lighter files (reduced by 2/3 size)
468	    a = torch.load(filename, map_location='cpu')
469	    a['optimizer'] = []

--------------------------------------------------
>> Issue: [B614:pytorch_load] Use of unsafe PyTorch load
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b614_pytorch_load.html
   Location: ./Player_Tracking/tennis_tracking/court_line_detector/court_line_detector.py:10:35
9	        self.model.fc = torch.nn.Linear(self.model.fc.in_features,14*2)
10	        self.model.load_state_dict(torch.load(model_path,map_location='cpu'))
11	

--------------------------------------------------
>> Issue: [B301:blacklist] Pickle and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue.
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b301-pickle
   Location: ./Player_Tracking/tennis_tracking/trackers/ball_tracker.py:61:34
60	            with open(stub_path,'rb') as f:
61	                ball_detections = pickle.load(f)
62	            return ball_detections

--------------------------------------------------
>> Issue: [B301:blacklist] Pickle and modules that wrap it can be unsafe when used to deserialize untrusted data, possible security issue.
   Severity: Medium   Confidence: High
   CWE: CWE-502 (https://cwe.mitre.org/data/definitions/502.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b301-pickle
   Location: ./Player_Tracking/tennis_tracking/trackers/player_tracker.py:53:36
52	            with open(stub_path,'rb') as f:
53	                player_detections = pickle.load(f)
54	            return player_detections

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/airflow/dags/heatmaps_kafka.py:44:49
43	    coco_names = os.getenv('COCO_NAMES')
44	    tmp_output_dir = os.getenv('TMP_OUTPUT_DIR', '/tmp')
45	

--------------------------------------------------
>> Issue: [B310:blacklist] Audit url open for permitted schemes. Allowing use of file:/ or custom schemes is often unexpected.
   Severity: Medium   Confidence: High
   CWE: CWE-22 (https://cwe.mitre.org/data/definitions/22.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b310-urllib-urlopen
   Location: ./data_streaming_backend/airflow/dags/heatmaps_kafka.py:48:12
47	        if not os.path.exists(yolo_config):
48	            urllib.request.urlretrieve("https://raw.githubusercontent.com/AlexeyAB/darknet/master/cfg/yolov4.cfg", yolo_config)
49	        if not os.path.exists(yolo_weights):

--------------------------------------------------
>> Issue: [B310:blacklist] Audit url open for permitted schemes. Allowing use of file:/ or custom schemes is often unexpected.
   Severity: Medium   Confidence: High
   CWE: CWE-22 (https://cwe.mitre.org/data/definitions/22.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b310-urllib-urlopen
   Location: ./data_streaming_backend/airflow/dags/heatmaps_kafka.py:50:12
49	        if not os.path.exists(yolo_weights):
50	            urllib.request.urlretrieve("https://github.com/AlexeyAB/darknet/releases/download/yolov4/yolov4.weights", yolo_weights)
51	        if not os.path.exists(coco_names):

--------------------------------------------------
>> Issue: [B310:blacklist] Audit url open for permitted schemes. Allowing use of file:/ or custom schemes is often unexpected.
   Severity: Medium   Confidence: High
   CWE: CWE-22 (https://cwe.mitre.org/data/definitions/22.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b310-urllib-urlopen
   Location: ./data_streaming_backend/airflow/dags/heatmaps_kafka.py:52:12
51	        if not os.path.exists(coco_names):
52	            urllib.request.urlretrieve("https://raw.githubusercontent.com/pjreddie/darknet/master/data/coco.names", coco_names)
53	    except Exception as e:

--------------------------------------------------
>> Issue: [B113:request_without_timeout] Call to requests without timeout
   Severity: Medium   Confidence: Low
   CWE: CWE-400 (https://cwe.mitre.org/data/definitions/400.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b113_request_without_timeout.html
   Location: ./data_streaming_backend/api.py:216:19
215	        validate_url(health_url)
216	        response = requests.get(health_url)
217	        if response.status_code == 200:

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:16:16
15	    'RESULTS_TOPIC': 'face_results',
16	    'YOLO_CFG': '/tmp/yolov4-face.cfg',
17	    'YOLO_WEIGHTS': '/tmp/yolov4-face.weights',
18	    'MASK_MODEL': '/tmp/mask_detector.model',
19	    'AGE_PROTO': '/tmp/age_deploy.prototxt',
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:17:20
16	    'YOLO_CFG': '/tmp/yolov4-face.cfg',
17	    'YOLO_WEIGHTS': '/tmp/yolov4-face.weights',
18	    'MASK_MODEL': '/tmp/mask_detector.model',
19	    'AGE_PROTO': '/tmp/age_deploy.prototxt',
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io
28	    import json

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:18:18
17	    'YOLO_WEIGHTS': '/tmp/yolov4-face.weights',
18	    'MASK_MODEL': '/tmp/mask_detector.model',
19	    'AGE_PROTO': '/tmp/age_deploy.prototxt',
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io
28	    import json
29	    import numpy as np

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:19:17
18	    'MASK_MODEL': '/tmp/mask_detector.model',
19	    'AGE_PROTO': '/tmp/age_deploy.prototxt',
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io
28	    import json
29	    import numpy as np
30	    import urllib.request

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:20:17
19	    'AGE_PROTO': '/tmp/age_deploy.prototxt',
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io
28	    import json
29	    import numpy as np
30	    import urllib.request
31	    from PIL import Image

--------------------------------------------------
>> Issue: [B108:hardcoded_tmp_directory] Probable insecure usage of temp file/directory.
   Severity: Medium   Confidence: Medium
   CWE: CWE-377 (https://cwe.mitre.org/data/definitions/377.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/plugins/b108_hardcoded_tmp_directory.html
   Location: ./data_streaming_backend/detect_faces_and_features.py:21:21
20	    'AGE_MODEL': '/tmp/age_net.caffemodel',
21	    'EMOTION_MODEL': '/tmp/emotion-ferplus-8.onnx'
22	}
23	
24	def detect_faces_and_features():
25	    import os
26	    import cv2
27	    import io
28	    import json
29	    import numpy as np
30	    import urllib.request
31	    from PIL import Image
32	    from kafka import KafkaConsumer, KafkaProducer

--------------------------------------------------
>> Issue: [B310:blacklist] Audit url open for permitted schemes. Allowing use of file:/ or custom schemes is often unexpected.
   Severity: Medium   Confidence: High
   CWE: CWE-22 (https://cwe.mitre.org/data/definitions/22.html)
   More Info: https://bandit.readthedocs.io/en/1.9.4/blacklists/blacklist_calls.html#b310-urllib-urlopen
   Location: ./data_streaming_backend/detect_faces_and_features.py:36:12
35	        if not os.path.exists(path):
36	            urllib.request.urlretrieve(url, path)
37	

--------------------------------------------------

Code scanned:
	Total lines of code: 35882
	Total lines skipped (#nosec): 4
	Total potential issues skipped due to specifically being disabled (e.g., #nosec BXXX): 0

Run metrics:
	Total issues (by severity):
		Undefined: 0
		Low: 191
		Medium: 51
		High: 0
	Total issues (by confidence):
		Undefined: 0
		Low: 1
		Medium: 20
		High: 221
Files skipped (1):
	./26_T1/afl_player_tracking_and_crowd_monitoring/player_tracking_logic/tackle_detection_shafqat_ullah/validation/apaar_validator.py (syntax error while parsing AST from file)

✅ No critical security issues detected.

The code has passed all critical security checks.

raymondchoy14

All good to go

san-theres03 and others added 30 commits April 28, 2026 11:42

Completed player rating feature

9ff0c0e

feat: simplify preprocessing and add CLAHE enhancement for better cro…

fb333e7

…wd detection

Merge pull request #53 from lucastargett/cm-sp4/Video-processing

3e4c011

Integrate player performance with backend API

e2c1406

Test and finalize heatmap module for Sprint 4

a6cc396

Merge pull request #56 from lucastargett/cm-sp4/heatmap

3a6586c

Test and finalize heatmap module for Sprint 4

improve crowd movement tracking

c03d0f2

video upload & crowd results visuals in front-end integration

91abf6b

Improve stadium-style heatmap visualization for match_02

a6b324a

Merge pull request #62 from lucastargett/cm-sp4/heatmap

aadb5c5

Improve stadium-style heatmap visualization for match_02

Fix Docker test suite and async DB startup issue

b7bcc69

Fix auth and model imports for backend startup

4f2c4f7

FrontEnnd Integration

0d7e0b4

Merge pull request #69 from lucastargett/frontend-sp4/FrontEndIntegra…

e16fdb9

…tion FrontEnnd Integration

Merge branch 'backend-api-gateway' into backend-sp4/william

1047637

Merge pull request #68 from lucastargett/backend-sp4/william

f035006

Fix auth and model imports for backend startup

Logo navigation

1d3f1d2

Add Player feature

994c016

Improve frontend auth error handling and secure token usage

5de86d6

Update tracking with jersey colour clustering

b4250a7

Updated README and SCHEMA files

0e5859b

Merge pull request #72 from lucastargett/cm-sp4/crowd-detection

a4de102

Updated README and SCHEMA files

Test Detection Pipeline

5a71a03

Delete

17d9b2e

Merge pull request #67 from Prabhnoor911/backend-sp4/prabhnoor

9395c9a

Backend sp4/prabhnoor

Add player tracking output JSON and CSV files

ad7c537

Merge pull request #73 from lucastargett/player-tracking-ethan

a8114f7

Update Player Tracking README with Collaborative Guide, Output Links, and Jersey Colour Detection

Update readme file for plpayer tracking branch

d3a6cee

Merge branch 'Player-Tracking' of https://github.com/lucastargett/red…

6584404

…back-orion into Player-Tracking

san-theres03 and others added 27 commits May 20, 2026 20:38

Added frontend upload status handling

1de49cc

Merge pull request #87 from lucastargett/frontend-sp4/FrontEndIntegra…

d28693e

…tion Frontend sp4/front end integration

Merge pull request #85 from lucastargett/Player-Tracking

7d9cba6

Player tracking

Merge pull request #84 from lucastargett/cm_sp4

bbf2eb2

Merging cm_sp4 with main

Merge branch 'main' into backend-sp4/lucas

c997d70

Merge remote-tracking branch 'origin/backend-api-gateway' into backen…

33df360

…d-sp4/lucas

Resolve jobs route merge conflict

c495409

Merge pull request #88 from lucastargett/backend-api-gateway

de2af6f

Backend api gateway

Add player

eb4bc51

changes

8a7f5c8

Adding the button to add player

239c4bc

changes to the error handling

d25c21d

Team logo and player image

fc6230c

Changes to add player

2b9d3a2

Changes to logo redirect

0815c6f

Merge pull request #89 from lucastargett/frontend/Hirusha-addplayer-f…

98d0c64

…eature Frontend/hirusha addplayer feature

Merge branch 'main' into frontend-sp2/sandra-rating-feature

2762714

Merge pull request #90 from lucastargett/frontend-sp2/sandra-rating-f…

2d28e89

…eature Completed Sprint 4 frontend integration task

Merge branch 'main' into frontend-sp4/FrontEndIntegration

216b691

Merge pull request #91 from lucastargett/frontend-sp4/FrontEndIntegra…

b50578f

…tion Frontend sp4/front end integration

Update Login.tsx

c2e099e

Merge pull request #92 from lucastargett/J4k3Ng0-Login.tsx-fixed

83d4d49

Update Login.tsx

Fix job_id UUID validation, path separators, and add volume mounts to…

3977f91

… compose

Resolve merge conflict in jobs.py — keep UUID validation and process_…

d21c244

…video import

Merge remote-tracking branch 'origin/main' into backend-api-gateway

da72f3c

Merge pull request #94 from lucastargett/backend-api-gateway

e4df139

Backend API Gateway — final updates (UUID validation, volume mounts, Docker fixes)

Merge pull request #93 from lucastargett/player-tracking-sp3/nithin-m…

d9da254

…odel-improvements Add player detection notebook and README for 2026 T1

raymondchoy14 approved these changes May 25, 2026

View reviewed changes

SamiDhariwal merged commit a04e99d into Redback-Operations:main Jul 5, 2026
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Final PR for T1 2026#139

Final PR for T1 2026#139
SamiDhariwal merged 100 commits into
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lucastargett commented May 24, 2026

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