hugging-face-vision-trainer

Fail

Audited by Runlayer on Mar 12, 2026

Risk Level: HIGH
Scan Summary
Max Score
96%
Files
13
Flagged
10
Chunks
28
Flagged Files (10)
hugging-face-vision-trainer/scripts/image_classification_training.pyHIGH
96.1%

Tool passed security scan

Shadow Persistence

Supply Chain Compromise

hugging-face-vision-trainer/scripts/sam_segmentation_training.pyHIGH
95.0%

Tool passed security scan

Shadow Persistence

Supply Chain Compromise

hugging-face-vision-trainer/references/object_detection_training_notebook.mdHIGH
93.9%

Risky tool definition detected

2. Use your finetuned model for inference. To see all architectures and checkpoints compatible with this task, we recommend checking the [task-page](https://huggingface.co/tasks/object-detection) Before you begin, make sure you have all the necessary libraries installed: ```bash pip install -q datasets transformers accelerate timm trackio pip install -q -U albumentations>=1.4.5 torchmetrics pycocotools ``` You'll use 🤗 Datasets to load a dataset from the Hugging Face Hub, 🤗 Transformers to train

Supply Chain Compromise

hugging-face-vision-trainer/references/hub_saving.mdHIGH
93.0%

Data Exfiltration

hugging-face-vision-trainer/SKILL.mdHIGH
92.9%

Tool passed security scan

Risky tool definition detected

### Job timeout Increase timeout (see directive #5 table), reduce epochs/dataset, or use checkpoint strategy with `hub_strategy="every_save"`.

hugging-face-vision-trainer/references/image_classification_training_notebook.mdHIGH
91.1%

Supply Chain Compromise

Risky tool definition detected

Load an image you'd like to run inference on: ```py >>> ds = load_dataset("ethz/food101", split="validation[:10]") >>> image = ds["image"][0] ``` The simplest way to try out your finetuned model for inference is to use it in a [pipeline()](/docs/transformers/v5.2.0/en/main_classes/pipelines#transformers.pipeline).

hugging-face-vision-trainer/scripts/object_detection_training.pyMEDIUM
88.9%

Tool passed security scan

Supply Chain Compromise

hugging-face-vision-trainer/scripts/dataset_inspector.pyMEDIUM
81.6%

Supply Chain Compromise

Risky tool definition detected

hugging-face-vision-trainer/references/reliability_principles.mdLOW
74.8%

Tool passed security scan

Risky tool definition detected

hugging-face-vision-trainer/references/timm_trainer.mdLOW
68.1%

Tool passed security scan

Passed Files (3)Click to expand
hugging-face-vision-trainer/references/finetune_sam2_trainer.mdOK
48.4%

Tool passed security scan

hugging-face-vision-trainer/requirements.txtOK
37.9%

Tool passed security scan

hugging-face-vision-trainer/scripts/estimate_cost.pyOK
28.5%

Tool passed security scan

Audit Metadata
Max File Score
96%
Classification
KNOWN_SERVER_KNOWN_TOOL_LIST
Files Scanned
13
Files Flagged
10
Chunks Analyzed
28
Analyzed
Mar 12, 2026, 01:13 PM
Security Audit — runlayer — hugging-face-vision-trainer