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A face database for large scale face recognition

License: MIT License

Python 100.00%

face-detection face-recognition large-scale

facedb's Introduction

Hi 👋, I'm sifat

I’m currently exploring Transformers
How to reach me [email protected]

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nishat48 rajdeep1311 say2ejaz juanengml blkryd buerjeanmaxime sihabsahariar hasarinduperera kevinajohnson96 maru-yasa robonxt

facedb's Issues

Dependency Handling and Initialization

I noticed in db.py, there are conditional imports that are controlled by global variables and locks which may lead to race conditions. This may happen as threads enter locked sections and do not have the information on whether the necessary module is already imported by another unless it is reflected by the globals. If the checking of these globals is for some reason bypassed, two threads may end up importing the same module twice, leading to unnecessary operations. This could be avoided by importing these modules at the start of the program and global variables should not be modified unless the modification is handled through a thread-safe mechanism such as thread-local storage.

Error: python setup.py egg_info did not run successfully (Ubuntu)

Got this error when trying to install from pip with venv, but works fine if I run locally

Collecting facedb
  Using cached FaceDB-0.0.11.tar.gz (22 kB)
  Preparing metadata (setup.py) ... error
  error: subprocess-exited-with-error
  
  × python setup.py egg_info did not run successfully.
  │ exit code: 1
  ╰─> [6 lines of output]
      Traceback (most recent call last):
        File "<string>", line 2, in <module>
        File "<pip-setuptools-caller>", line 34, in <module>
        File "/tmp/pip-install-jxm2tbc8/facedb_264dbc4cde644c5fa4b895d2e1cc1f9c/setup.py", line 13, in <module>
          with open("requirements.txt") as f:
      FileNotFoundError: [Errno 2] No such file or directory: 'requirements.txt'
      [end of output]
  
  note: This error originates from a subprocess, and is likely not a problem with pip.
error: metadata-generation-failed

× Encountered error while generating package metadata.
╰─> See above for output.

note: This is an issue with the package mentioned above, not pip.
hint: See above for details.

OS: Ubuntu 22.04.3 LTS x86_64
Python Version: 3.10.12

Multiple images per person

Hello,
As far as I understand the package does not allow adding multiple images of the same person, the update function just replaces the embeeding.
Do you consider adding this feature? Or can you give me some suggestions/pitfalls to avoid/direction how should I implement it?

how to upload embeddings from local .npz file to the faceDB

Hi, can you please let me know how I can upsert my local embeddings (saved to .npz file) generated from my own embedding model to the vector database, i tried but i cannot find a way to do it, Thanks in advance!

The variable PINECONE_ENVIRONMENT is is deprecated.

The currently version of pinecone used only PINECONE_API_KEY to connect.
The key PINECONE_ENVIRONMENT is deprecated.

Ex:

pc = Pinecone(api_key='YOUR_API_KEY')

Create a proper documentation for the package

cannot import name 'distance' from 'deepface.commons'

When running the simple FaceDB example in the README.md and setting the module to deepface, I get the following error/s:

.../deepface/.venv/lib/python3.10/site-packages/facedb/db.py:263: UserWarning: Deepface module is not calibrated for vector database. Use `face_recognition` instead.
  warnings.warn(
Traceback (most recent call last):
  File ".../deepface/.venv/lib/python3.10/site-packages/facedb/db.py", line 49, in load_module
    from deepface.commons import distance as deepface_distance
ImportError: cannot import name 'distance' from 'deepface.commons' (.../deepface/.venv/lib/python3.10/site-packages/deepface/commons/__init__.py)

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "~/deepface/test_facedb.py", line 24, in <module>
    db = FaceDB(
  File ".../deepface/.venv/lib/python3.10/site-packages/facedb/db.py", line 307, in __init__
    load_module(module)
  File ".../deepface/.venv/lib/python3.10/site-packages/facedb/db.py", line 51, in load_module
    raise ImportError(
ImportError: Please install `deepface` to use `deepface` module.

My text code:

from facedb import FaceDB

# Create a FaceDB instance
db = FaceDB(
    path="facedata", module="deepface"
)

# Add a new face to the database
face_id = db.add("robonxt", img="dataset/robonxt/robonxt01.png")

# Recognize a face
result = db.recognize(img="test.jpg")

# Check if the recognized face is similar to the one in the database
if result and result["id"] == face_id:
    print(f"Recognized as {result['name']}")
else:
    print(f"Unknown face")

According to serengil/deepface#1008, the distance metric calculation module was moved to the verification module, thus distance is no longer in deepface.commons.