path	# lines of code
models/yolov4.py	1010
models/hrnet125.py	697
models/__init__.py	1
models/rexnetv1.py	476
models/res2net101_26w_4s.py	1267
models/efficientnet_v2_m.py	1535
models/efficientnet_v2_l.py	2116
models/efficientnet_v2_s.py	1069
models/mobilenet_v1.py	184
models/efficientnet_v2_xl.py	2727
scripts/gen_op_docs.py	84
scripts/gen_quantized_docs.py	102
pyproject.toml	82
setup.py	55
contrib/tflite2tf/tflite2tf.py	276
tinynn/llm_quant/util.py	41
tinynn/llm_quant/__init__.py	1
tinynn/llm_quant/modules.py	180
tinynn/llm_quant/llama.py	98
tinynn/__init__.py	1
tinynn/prune/__init__.py	4
tinynn/prune/identity_pruner.py	25
tinynn/prune/netadapt_pruner.py	278
tinynn/prune/oneshot_pruner.py	126
tinynn/prune/base_pruner.py	178
tinynn/prune/admm_pruner.py	115
tinynn/util/quantization_analysis_util.py	235
tinynn/util/util.py	126
tinynn/util/__init__.py	1
tinynn/util/converter_util.py	141
tinynn/util/distributed_util.py	22
tinynn/util/train_util.py	130
tinynn/util/bn_restore.py	72
tinynn/util/cifar10.py	242
tinynn/graph/interop.py	19
tinynn/graph/masker.py	70
tinynn/graph/configs/gen_modules_yml.py	54
tinynn/graph/configs/gen_creation_funcs_yml.py	34
tinynn/graph/configs/gen_funcs_yml.py	163
tinynn/graph/modifier.py	2585
tinynn/graph/__init__.py	1
tinynn/graph/quantization/algorithm/__init__.py	1
tinynn/graph/quantization/algorithm/cross_layer_equalization.py	252
tinynn/graph/quantization/__init__.py	1
tinynn/graph/quantization/fused_modules.py	103
tinynn/graph/quantization/modules.py	127
tinynn/graph/quantization/quantizable/__init__.py	1
tinynn/graph/quantization/quantizable/gru.py	338
tinynn/graph/quantization/quantizable/lstm.py	23
tinynn/graph/quantization/qat_modules.py	572
tinynn/graph/quantization/quantizer.py	3279
tinynn/graph/quantization/fake_quantize.py	86
tinynn/graph/quantization/utils.py	81
tinynn/graph/quantization/observer.py	107
tinynn/graph/tracer.py	2599
tinynn/graph/_utils.py	254
tinynn/graph/rewriter.py	28
tinynn/converter/base.py	475
tinynn/converter/utils/__init__.py	1
tinynn/converter/utils/tensorrt.py	252
tinynn/converter/utils/tflite.py	31
tinynn/converter/__init__.py	1
tinynn/converter/operators/base.py	29
tinynn/converter/operators/graph.py	472
tinynn/converter/operators/__init__.py	5
tinynn/converter/operators/optimize.py	3868
tinynn/converter/operators/tflite/base.py	378
tinynn/converter/operators/tflite/transformable.py	550
tinynn/converter/operators/tflite/__init__.py	4
tinynn/converter/operators/tflite/generated_ops.py	3297
tinynn/converter/operators/tflite/custom.py	86
tinynn/converter/operators/torch/base.py	649
tinynn/converter/operators/torch/__init__.py	227
tinynn/converter/operators/torch/prim.py	162
tinynn/converter/operators/torch/aten.py	3397
tinynn/converter/operators/torch/quantized.py	301
tinynn/converter/operators/hybrid_quantizer.py	216
tinynn/converter/operators/half_quantizer.py	67
tinynn/converter/operators/op_version.py	294
tinynn/converter/schemas/__init__.py	1
tinynn/converter/schemas/tflite/__init__.py	1
tinynn/converter/schemas/torch/quantized_schema.py	283
tinynn/converter/schemas/torch/aten_schema.py	4261
tinynn/converter/schemas/torch/__init__.py	1
tinynn/converter/schemas/torch/torchvision_schema.py	42
tutorials/pruning/basic.ipynb	306
tutorials/model_conversion/basic.ipynb	201
tutorials/model_conversion/options.ipynb	115
tutorials/quantization/basic.ipynb	437