Source: https://seerepo.com/r/tensorflow/models/built
Markdown source: https://seerepo.com/r/tensorflow/models/built.md
Description: models is a Python repo built with FastAPI. It signs people in with google-auth-oauthlib. It has 644,066 written lines, with 778 test files.

# What is models built with?

models is a Python repo built with FastAPI. It signs people in with google-auth-oauthlib, uses AI through cupy-cuda12x, einops, TensorFlow, tf-keras, torch, and 7 more, connects to Google, makes its content with pillow, is tested with seqeval, deploys with psutil, and uses Google Cloud Storage. It has 644,066 written lines, with 778 test files.

Read on November 4, 2026, at commit 19f2877.

Repository: https://github.com/tensorflow/models

## Frontend

### Interface

- **[matplotlib](https://seerepo.com/uses/matplotlib)**: 17 files
- **seaborn**: 1 file

## Backend

### The base

- **[FastAPI](https://seerepo.com/uses/fastapi)**

### Sign-in

- **google-auth-oauthlib**

### AI

- **cupy-cuda12x**
- **einops**
- **TensorFlow**: 1,220 files
- **tf-keras**: 749 files
- **[torch](https://seerepo.com/uses/torch)**: 30 files
- **opencv-python**: 26 files
- **torchvision**: 10 files
- **sentencepiece**: 9 files
- **scikit-image**: 5 files
- **scikit-learn**: 5 files
- **nltk**: 2 files
- **tritonclient**: 2 files

### Services

- **[Google](https://seerepo.com/uses/google)**: 6 files · [official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py, line 1](https://github.com/tensorflow/models/blob/19f287775ae950e22a9b5fb82727e72cff2e3664/official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py#L1)
- **Google Cloud Storage**: 1 file · [official/projects/waste_identification_ml/model_inference_with_tracking/rfdetr_dinov3_tracking/gcs_ops.py, line 1](https://github.com/tensorflow/models/blob/19f287775ae950e22a9b5fb82727e72cff2e3664/official/projects/waste_identification_ml/model_inference_with_tracking/rfdetr_dinov3_tracking/gcs_ops.py#L1)

## Support

### Content

- **[pillow](https://seerepo.com/uses/pillow)**: 50 files

### Testing

- **seqeval**: 1 file

### Deploy

- **[psutil](https://seerepo.com/uses/psutil)**

### Tools

- **cython**
- **notebook**

### Other

- **google-api-core**
- **opencv-python-headless**
- **protobuf**
- **py-cpuinfo**
- **shapely**
- **NumPy**: 337 files
- **six**: 139 files
- **pandas**: 25 files
- **SciPy**: 18 files
- **natsort**: 10 files
- **pyyaml**: 7 files
- **soundfile**: 4 files

## Other repos with a similar stack

- [unslothai/unsloth](https://seerepo.com/r/unslothai/unsloth/built): FastAPI, matplotlib, einops, torch, sentencepiece, scikit-learn, pillow, psutil · [Compare](https://seerepo.com/compare/tensorflow/models/vs/unslothai/unsloth)
- [vllm-project/vllm](https://seerepo.com/r/vllm-project/vllm/built): FastAPI, einops, torch, torchvision, sentencepiece, pillow, psutil · [Compare](https://seerepo.com/compare/tensorflow/models/vs/vllm-project/vllm)
- [hiyouga/LlamaFactory](https://seerepo.com/r/hiyouga/LlamaFactory/built): FastAPI, matplotlib, einops, torch, torchvision, sentencepiece, nltk · [Compare](https://seerepo.com/compare/hiyouga/LlamaFactory/vs/tensorflow/models)
- [debpalash/VoiceStudio](https://seerepo.com/r/debpalash/VoiceStudio/built): FastAPI, matplotlib, torch, torchvision, pillow, psutil · [Compare](https://seerepo.com/compare/debpalash/VoiceStudio/vs/tensorflow/models)
- [Significant-Gravitas/AutoGPT](https://seerepo.com/r/Significant-Gravitas/AutoGPT/built): FastAPI, Google, google-auth-oauthlib, pillow, psutil · [Compare](https://seerepo.com/compare/Significant-Gravitas/AutoGPT/vs/tensorflow/models)
- [langflow-ai/langflow](https://seerepo.com/r/langflow-ai/langflow/built): FastAPI, Google, google-auth-oauthlib, pillow, psutil · [Compare](https://seerepo.com/compare/langflow-ai/langflow/vs/tensorflow/models)

## Frequently asked questions

### What language is models written in?

models is written in Python, with 644,066 written lines.

### What framework does models use?

models is built with FastAPI.

### What does models sign people in with?

models signs people in with google-auth-oauthlib.

### Does models use AI?

Yes. models uses AI through cupy-cuda12x, einops, TensorFlow, tf-keras, torch, opencv-python, torchvision, sentencepiece, scikit-image, scikit-learn, nltk, and tritonclient.

### What services does models use?

models connects to Google and uses Google Cloud Storage.

The proof: [official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py, line 1](https://github.com/tensorflow/models/blob/19f287775ae950e22a9b5fb82727e72cff2e3664/official/projects/waste_identification_ml/Deploy/detr_cloud_deployment/client/big_query_ops.py#L1)

### Does models have tests?

Yes. models has 778 test files and is tested with seqeval.

### Which repos have a stack like models's?

The ones that share most of its stack: unslothai/unsloth, vllm-project/vllm, and hiyouga/LlamaFactory.

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.