{"id":46599,"library":"tflite-model-maker-nightly","title":"TFLite Model Maker Nightly","description":"Nightly build of TFLite Model Maker, a library to customize TensorFlow Lite models for on-device ML tasks (image classification, object detection, text classification, etc.). Current version 0.4.4.dev202402230613. Released nightly from TensorFlow Examples repository.","status":"active","version":"0.4.4.dev202402230613","language":"python","source_language":"en","source_url":"https://github.com/tensorflow/examples","tags":["tensorflow-lite","model-maker","nightly","on-device-ml"],"install":[{"cmd":"pip install tflite-model-maker-nightly","lang":"bash","label":"Install nightly build"}],"dependencies":[{"reason":"Core dependency; TFLite Model Maker requires TensorFlow.","package":"tensorflow","optional":false},{"reason":"For quantization-aware training and post-training quantization.","package":"tensorflow-model-optimization","optional":true}],"imports":[{"note":"Older API used submodule; now import from top-level.","wrong":"from tflite_model_maker.image_classifier import DataLoader","symbol":"ImageClassifierDataLoader","correct":"from tflite_model_maker import ImageClassifierDataLoader"},{"note":"model_spec is now in top-level module.","wrong":"from tflite_model_maker.image_classifier import model_spec","symbol":"model_spec","correct":"from tflite_model_maker import model_spec"},{"note":"Direct import from top-level is preferred.","wrong":"from tflite_model_maker.image_classifier import ImageClassifier","symbol":"ImageClassifier","correct":"from tflite_model_maker import ImageClassifier"}],"quickstart":{"code":"import os\nos.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'  # Suppress TF warnings\n\nfrom tflite_model_maker import ImageClassifierDataLoader, ImageClassifier\nfrom tflite_model_maker import model_spec\n\n# Load data (example using flower_photos)\ndata = ImageClassifierDataLoader.from_folder('flower_photos')\ntrain_data, test_data = data.split(0.8)\n\n# Choose model spec\nspec = model_spec.get('efficientnet_lite0')\n\n# Train\nmodel = ImageClassifier.create(train_data, model_spec=spec, epochs=5)\n\n# Evaluate\nloss, accuracy = model.evaluate(test_data)\nprint(f'Accuracy: {accuracy}')\n\n# Export TFLite\nmodel.export(export_dir='.', tflite_filename='model.tflite')","lang":"python","description":"Train an image classifier with TFLite Model Maker nightly on a local folder of images."},"warnings":[{"fix":"Use a stable release like tflite-model-maker (non-nightly).","message":"Nightly versions may have breaking changes. Pin to a specific version in production.","severity":"breaking","affected_versions":"All nightly builds"},{"fix":"Ensure TensorFlow >=2.4 is installed.","message":"Requires TensorFlow 2.x. Incompatible with TensorFlow 1.x.","severity":"gotcha","affected_versions":"All"},{"fix":"Install tensorflow-macos and tensorflow-metal for acceleration.","message":"On macOS with Apple Silicon, some ops may fall back to CPU. Use TensorFlow >=2.5 for M1 support.","severity":"gotcha","affected_versions":"All"}],"env_vars":null,"search_vec":"'0.4.4':33 'build':6 'classif':25,29 'current':31 'custom':14 'detect':27 'dev202402230613':34 'devic':21,50 'etc':30 'exampl':39 'imag':24 'librari':12 'lite':16,43 'maker':3,10,46 'ml':22,51 'model':2,9,17,45 'model-mak':44 'night':4,5,36,47 'object':26 'on-devic':19 'on-device-ml':48 'releas':35 'repositori':40 'task':23 'tensorflow':15,38,42 'tensorflow-lit':41 'text':28 'tflite':1,8 'version':32","created_at":"2026-06-07T13:00:42.972625+00:00","updated_at":"2026-06-07T13:00:42.972625+00:00","problems":{"verify_error":"× No solution found when resolving dependencies:\n  ╰─▶ Because there is no version of tflite-support==0.1.0a0\n      and tflite-model-maker-nightly<=0.1.2.dev202008101456\n      depends on tflite-support==0.1.0a0, we can conclude that\n      tflite-model-maker-nightly<=0.1.2.dev202008101456 cannot be u"},"ecosystem":"pypi","meta_description":null,"install_score":null,"quickstart_score":null,"quickstart_tag":null,"pypi_latest":null,"cli_name":null,"cli_version":null,"type":"library","homepage":"http://github.com/tensorflow/examples","github":"http://github.com/tensorflow/examples","docs":null,"changelog":null,"pypi":null,"npm":null,"openapi_spec":null,"status_page":null,"smithery":null,"categories":["ai-ml"],"base_url":null,"auth_type":null,"provenance":{"verified_status":"install_fail","verified_at":"2026-06-29","last_verified":"2026-06-29","next_check":"2026-07-06","install_tag":null}}