path	# lines of code
candle-examples/Cargo.toml	113
candle-examples/src/bs1770.rs	223
candle-examples/src/token_output_stream.rs	73
candle-examples/src/imagenet.rs	1038
candle-examples/src/wav.rs	47
candle-examples/src/audio.rs	27
candle-examples/src/lib.rs	163
candle-examples/src/coco_classes.rs	82
candle-examples/build.rs	27
candle-book/book.toml	6
candle-book/Cargo.toml	44
candle-book/src/simplified.rs	146
candle-book/src/lib.rs	149
candle-nn/Cargo.toml	38
candle-nn/src/activation.rs	86
candle-nn/src/init.rs	111
candle-nn/src/linear.rs	81
candle-nn/src/layer_norm.rs	150
candle-nn/src/sequential.rs	47
candle-nn/src/embedding.rs	41
candle-nn/src/group_norm.rs	77
candle-nn/src/conv.rs	430
candle-nn/src/ops.rs	882
candle-nn/src/batch_norm.rs	288
candle-nn/src/optim.rs	165
candle-nn/src/var_builder.rs	617
candle-nn/src/sampling.rs	20
candle-nn/src/encoding.rs	63
candle-nn/src/kv_cache.rs	614
candle-nn/src/loss.rs	36
candle-nn/src/rotary_emb.rs	527
candle-nn/src/var_map.rs	93
candle-nn/src/func.rs	60
candle-nn/src/lib.rs	42
candle-nn/src/rnn.rs	323
candle-nn/benches/bench_main.rs	7
candle-nn/benches/benchmarks/layer_norm.rs	41
candle-nn/benches/benchmarks/mod.rs	58
candle-nn/benches/benchmarks/conv.rs	48
candle-nn/benches/benchmarks/softmax.rs	42
candle-core/Cargo.toml	55
candle-core/src/cpu/kernels.rs	148
candle-core/src/cpu/avx.rs	121
candle-core/src/cpu/mod.rs	150
candle-core/src/cpu/simd128.rs	51
candle-core/src/cpu/neon.rs	58
candle-core/src/cpu/erf.rs	592
candle-core/src/utils.rs	34
candle-core/src/dtype.rs	111
candle-core/src/dummy_metal_backend.rs	217
candle-core/src/cpu_backend/utils.rs	76
candle-core/src/cpu_backend/mod.rs	2569
candle-core/src/display.rs	81
candle-core/src/cuda_backend/utils.rs	157
candle-core/src/cuda_backend/mod.rs	1034
candle-core/src/cuda_backend/error.rs	26
candle-core/src/cuda_backend/device.rs	133
candle-core/src/cuda_backend/cudnn.rs	209
candle-core/src/backend.rs	114
candle-core/src/error.rs	265
candle-core/src/shape.rs	562
candle-core/src/device.rs	430
candle-core/src/tensor_cat.rs	274
candle-core/src/op.rs	870
candle-core/src/conv.rs	353
candle-core/src/indexer.rs	146
candle-core/src/metal_backend/mod.rs	1706
candle-core/src/metal_backend/device.rs	248
candle-core/src/storage.rs	776
candle-core/src/dummy_cuda_backend.rs	224
candle-core/src/pickle.rs	742
candle-core/src/safetensors.rs	349
candle-core/src/quantized/utils.rs	288
candle-core/src/quantized/metal.rs	170
candle-core/src/quantized/ggml_file.rs	239
candle-core/src/quantized/dummy_metal.rs	36
candle-core/src/quantized/avx.rs	548
candle-core/src/quantized/cuda.rs	550
candle-core/src/quantized/mod.rs	490
candle-core/src/quantized/k_quants.rs	1651
candle-core/src/quantized/simd128.rs	369
candle-core/src/quantized/neon.rs	513
candle-core/src/quantized/gguf_file.rs	475
candle-core/src/quantized/dummy_cuda.rs	39
candle-core/src/accelerate.rs	446
candle-core/src/tensor.rs	2052
candle-core/src/npy.rs	376
candle-core/src/scalar.rs	81
candle-core/src/variable.rs	5
candle-core/src/custom_op.rs	419
candle-core/src/strided_index.rs	68
candle-core/src/convert.rs	126
candle-core/src/layout.rs	247
candle-core/src/backprop.rs	704
candle-core/src/lib.rs	104
candle-core/src/streaming.rs	178
candle-core/src/sort.rs	98
candle-core/src/mkl.rs	386
candle-core/benches/bench_main.rs	13
candle-core/benches/benchmarks/reduce.rs	142
candle-core/benches/benchmarks/conv_transpose2d.rs	52
candle-core/benches/benchmarks/mod.rs	66
candle-core/benches/benchmarks/qmatmul.rs	63
candle-core/benches/benchmarks/copy.rs	33
candle-core/benches/benchmarks/random.rs	52
candle-core/benches/benchmarks/unary.rs	42
candle-core/benches/benchmarks/matmul.rs	37
candle-core/benches/benchmarks/where_cond.rs	54
candle-core/benches/benchmarks/affine.rs	36
candle-pyo3/py_src/candle/onnx/__init__.py	3
candle-pyo3/py_src/candle/onnx/__init__.pyi	42
candle-pyo3/py_src/candle/nn/normalization.py	41
candle-pyo3/py_src/candle/nn/module.py	366
candle-pyo3/py_src/candle/nn/linear.py	62
candle-pyo3/py_src/candle/nn/sparse.py	17
candle-pyo3/py_src/candle/nn/__init__.py	5
candle-pyo3/py_src/candle/nn/__init__.pyi	10
candle-pyo3/py_src/candle/nn/container.py	302
candle-pyo3/py_src/candle/typing/__init__.py	15
candle-pyo3/py_src/candle/utils/__init__.py	10
candle-pyo3/py_src/candle/utils/__init__.pyi	31
candle-pyo3/py_src/candle/functional/__init__.py	8
candle-pyo3/py_src/candle/functional/__init__.pyi	25
candle-pyo3/py_src/candle/testing/__init__.py	46
candle-pyo3/py_src/candle/models/bert.py	164
candle-pyo3/py_src/candle/models/llama.py	122
candle-pyo3/py_src/candle/__init__.py	42
candle-pyo3/py_src/candle/__init__.pyi	196
candle-pyo3/e5.py	80
candle-pyo3/pyproject.toml	29
candle-pyo3/Cargo.toml	29
candle-pyo3/src/utils.rs	5
candle-pyo3/src/shape.rs	81
candle-pyo3/src/onnx.rs	163
candle-pyo3/src/lib.rs	1315
candle-pyo3/build.rs	3
candle-pyo3/quant-llama.py	63
candle-pyo3/_additional_typing/__init__.py	30
candle-pyo3/stub.py	215
candle-kernels/Cargo.toml	12
candle-kernels/src/cuda_utils.cuh	183
candle-kernels/src/compatibility.cuh	143
candle-kernels/src/binary_op_macros.cuh	66
candle-kernels/src/indexing.cu	316
candle-kernels/src/sort.cu	76
candle-kernels/src/cast.cu	127
candle-kernels/src/unary.cu	191
candle-kernels/src/ptx.rs	11
candle-kernels/src/affine.cu	39
candle-kernels/src/ternary.cu	57
candle-kernels/src/reduce.cu	550
candle-kernels/src/quantized.cu	3327
candle-kernels/src/conv.cu	706
candle-kernels/src/fill.cu	72
candle-kernels/src/lib.rs	70
candle-kernels/src/binary.cu	90
candle-kernels/build.rs	10
candle-transformers/Cargo.toml	33
candle-transformers/src/utils.rs	29
candle-transformers/src/pipelines/mod.rs	1
candle-transformers/src/pipelines/text_generation.rs	1
candle-transformers/src/quantized_nn.rs	103
candle-transformers/src/generation/mod.rs	133
candle-transformers/src/models/granite.rs	417
candle-transformers/src/models/gemma3.rs	487
candle-transformers/src/models/quantized_gemma3.rs	367
candle-transformers/src/models/mobilenetv4.rs	698
candle-transformers/src/models/llama2_c.rs	333
candle-transformers/src/models/quantized_qwen3.rs	372
candle-transformers/src/models/marian.rs	597
candle-transformers/src/models/quantized_llama2_c.rs	219
candle-transformers/src/models/glm4.rs	561
candle-transformers/src/models/fastvit.rs	438
candle-transformers/src/models/xlm_roberta.rs	494
candle-transformers/src/models/jina_bert.rs	364
candle-transformers/src/models/mobileclip.rs	8
candle-transformers/src/models/dac.rs	347
candle-transformers/src/models/olmo2.rs	312
candle-transformers/src/models/modernbert.rs	437
candle-transformers/src/models/persimmon.rs	50
candle-transformers/src/models/chatglm.rs	545
candle-transformers/src/models/based.rs	181
candle-transformers/src/models/blip.rs	279
candle-transformers/src/models/depth_anything_v2.rs	514
candle-transformers/src/models/quantized_mpt.rs	185
candle-transformers/src/models/whisper/quantized_model.rs	372
candle-transformers/src/models/whisper/mod.rs	35
candle-transformers/src/models/whisper/model.rs	371
candle-transformers/src/models/whisper/audio.rs	273
candle-transformers/src/models/bert.rs	539
candle-transformers/src/models/llama.rs	481
candle-transformers/src/models/quantized_blip_text.rs	422
candle-transformers/src/models/mod.rs	109
candle-transformers/src/models/convmixer.rs	75
candle-transformers/src/models/flux/autoencoder.rs	402
candle-transformers/src/models/flux/quantized_model.rs	422
candle-transformers/src/models/flux/mod.rs	18
candle-transformers/src/models/flux/sampling.rs	111
candle-transformers/src/models/flux/model.rs	569
candle-transformers/src/models/falcon.rs	448
candle-transformers/src/models/beit.rs	367
candle-transformers/src/models/repvgg.rs	250
candle-transformers/src/models/moondream.rs	296
candle-transformers/src/models/snac.rs	750
candle-transformers/src/models/hiera.rs	254
candle-transformers/src/models/mixtral.rs	413
candle-transformers/src/models/qwen3_moe.rs	315
candle-transformers/src/models/olmo.rs	308
candle-transformers/src/models/siglip.rs	694
candle-transformers/src/models/t5.rs	809
candle-transformers/src/models/efficientnet.rs	304
candle-transformers/src/models/quantized_rwkv_v5.rs	265
candle-transformers/src/models/wuerstchen/common.rs	183
candle-transformers/src/models/wuerstchen/mod.rs	6
candle-transformers/src/models/wuerstchen/ddpm.rs	88
candle-transformers/src/models/wuerstchen/diffnext.rs	376
candle-transformers/src/models/wuerstchen/attention_processor.rs	104
candle-transformers/src/models/wuerstchen/prior.rs	98
candle-transformers/src/models/wuerstchen/paella_vq.rs	199
candle-transformers/src/models/qwen2.rs	353
candle-transformers/src/models/gemma2.rs	410
candle-transformers/src/models/nvembed_v2/mod.rs	2
candle-transformers/src/models/nvembed_v2/embedding.rs	257
candle-transformers/src/models/nvembed_v2/model.rs	199
candle-transformers/src/models/colpali.rs	36
candle-transformers/src/models/mobileone.rs	278
candle-transformers/src/models/quantized_metavoice.rs	220
candle-transformers/src/models/paligemma.rs	140
candle-transformers/src/models/vit.rs	359
candle-transformers/src/models/quantized_mistral.rs	293
candle-transformers/src/models/stable_diffusion/schedulers.rs	48
candle-transformers/src/models/stable_diffusion/utils.rs	52
candle-transformers/src/models/stable_diffusion/unet_2d.rs	362
candle-transformers/src/models/stable_diffusion/uni_pc.rs	851
candle-transformers/src/models/stable_diffusion/mod.rs	425
candle-transformers/src/models/stable_diffusion/ddpm.rs	155
candle-transformers/src/models/stable_diffusion/euler_ancestral_discrete.rs	177
candle-transformers/src/models/stable_diffusion/embeddings.rs	57
candle-transformers/src/models/stable_diffusion/vae.rs	371
candle-transformers/src/models/stable_diffusion/unet_2d_blocks.rs	811
candle-transformers/src/models/stable_diffusion/clip.rs	369
candle-transformers/src/models/stable_diffusion/attention.rs	511
candle-transformers/src/models/stable_diffusion/resnet.rs	120
candle-transformers/src/models/stable_diffusion/ddim.rs	165
candle-transformers/src/models/dinov2.rs	327
candle-transformers/src/models/yi.rs	319
candle-transformers/src/models/quantized_recurrent_gemma.rs	383
candle-transformers/src/models/quantized_qwen2.rs	282
candle-transformers/src/models/mpt.rs	268
candle-transformers/src/models/mamba.rs	186
candle-transformers/src/models/pixtral/mod.rs	3
candle-transformers/src/models/pixtral/llava.rs	87
candle-transformers/src/models/pixtral/vision_model.rs	333
candle-transformers/src/models/quantized_phi.rs	259
candle-transformers/src/models/csm.rs	481
candle-transformers/src/models/convnext.rs	271
candle-transformers/src/models/vgg.rs	37
candle-transformers/src/models/segment_anything/sam.rs	390
candle-transformers/src/models/segment_anything/mod.rs	78
candle-transformers/src/models/segment_anything/image_encoder.rs	35
candle-transformers/src/models/segment_anything/tiny_vit.rs	589
candle-transformers/src/models/segment_anything/mask_decoder.rs	220
candle-transformers/src/models/segment_anything/prompt_encoder.rs	227
candle-transformers/src/models/segment_anything/transformer.rs	195
candle-transformers/src/models/stable_lm.rs	382
candle-transformers/src/models/deepseek2.rs	940
candle-transformers/src/models/with_tracing.rs	114
candle-transformers/src/models/helium.rs	358
candle-transformers/src/models/phi.rs	309
candle-transformers/src/models/metavoice.rs	916
candle-transformers/src/models/rwkv_v5.rs	374
candle-transformers/src/models/efficientvit.rs	390
candle-transformers/src/models/quantized_rwkv_v6.rs	304
candle-transformers/src/models/trocr.rs	448
candle-transformers/src/models/segformer.rs	646
candle-transformers/src/models/dinov2reg4.rs	255
candle-transformers/src/models/recurrent_gemma.rs	591
candle-transformers/src/models/parler_tts.rs	426
candle-transformers/src/models/llava/utils.rs	40
candle-transformers/src/models/llava/config.rs	247
candle-transformers/src/models/llava/mod.rs	373
candle-transformers/src/models/openclip/mod.rs	1
candle-transformers/src/models/openclip/text_model.rs	227
candle-transformers/src/models/codegeex4_9b.rs	562
candle-transformers/src/models/encodec.rs	726
candle-transformers/src/models/chinese_clip/mod.rs	172
candle-transformers/src/models/chinese_clip/text_model.rs	470
candle-transformers/src/models/chinese_clip/vision_model.rs	333
candle-transformers/src/models/blip_text.rs	434
candle-transformers/src/models/quantized_t5.rs	708
candle-transformers/src/models/qwen3.rs	333
candle-transformers/src/models/starcoder2.rs	306
candle-transformers/src/models/debertav2.rs	1215
candle-transformers/src/models/mmdit/blocks.rs	437
candle-transformers/src/models/mmdit/projections.rs	108
candle-transformers/src/models/mmdit/mod.rs	4
candle-transformers/src/models/mmdit/embedding.rs	170
candle-transformers/src/models/mmdit/model.rs	213
candle-transformers/src/models/mimi/mod.rs	13
candle-transformers/src/models/mimi/quantization.rs	5
candle-transformers/src/models/mimi/conv.rs	613
candle-transformers/src/models/mimi/seanet.rs	439
candle-transformers/src/models/mimi/encodec.rs	207
candle-transformers/src/models/mimi/transformer.rs	708
candle-transformers/src/models/bigcode.rs	307
candle-transformers/src/models/distilbert.rs	386
candle-transformers/src/models/mistral.rs	416
candle-transformers/src/models/resnet.rs	224
candle-transformers/src/models/quantized_llama.rs	438
candle-transformers/src/models/rwkv_v6.rs	269
candle-transformers/src/models/quantized_phi3.rs	292
candle-transformers/src/models/mixformer.rs	407
candle-transformers/src/models/qwen2_moe.rs	420
candle-transformers/src/models/quantized_moondream.rs	242
candle-transformers/src/models/eva2.rs	378
candle-transformers/src/models/quantized_stable_lm.rs	264
candle-transformers/src/models/llama2_c_weights.rs	92
candle-transformers/src/models/phi3.rs	375
candle-transformers/src/models/quantized_mixformer.rs	326
candle-transformers/src/models/gemma.rs	401
candle-transformers/src/models/clip/mod.rs	124
candle-transformers/src/models/clip/text_model.rs	296
candle-transformers/src/models/clip/vision_model.rs	143
candle-transformers/src/models/quantized_blip.rs	235
candle-transformers/src/models/stella_en_v5.rs	646
candle-transformers/src/object_detection.rs	95
candle-transformers/src/quantized_var_builder.rs	88
candle-transformers/src/lib.rs	7
Cargo.toml	79
tensor-tools/Cargo.toml	15
tensor-tools/src/main.rs	493
candle-datasets/Cargo.toml	22
candle-datasets/src/nlp/mod.rs	1
candle-datasets/src/nlp/tinystories.rs	109
candle-datasets/src/hub.rs	64
candle-datasets/src/vision/mod.rs	10
candle-datasets/src/vision/cifar.rs	110
candle-datasets/src/vision/mnist.rs	106
candle-datasets/src/batcher.rs	145
candle-datasets/src/lib.rs	5
candle-metal-kernels/Cargo.toml	25
candle-metal-kernels/src/utils.rs	191
candle-metal-kernels/src/reduce.metal	1136
candle-metal-kernels/src/cast.metal	120
candle-metal-kernels/src/fill.metal	32
candle-metal-kernels/src/affine.metal	117
candle-metal-kernels/src/quantized.metal	4395
candle-metal-kernels/src/utils.metal	39
candle-metal-kernels/src/mlx_gemm.metal	1220
candle-metal-kernels/src/indexing.metal	325
candle-metal-kernels/src/ternary.metal	78
candle-metal-kernels/src/mlx_gemm.rs	166
candle-metal-kernels/src/random.metal	185
candle-metal-kernels/src/scaled_dot_product_attention.metal	1254
candle-metal-kernels/src/sort.metal	86
candle-metal-kernels/src/conv.metal	547
candle-metal-kernels/src/tests.rs	2126
candle-metal-kernels/src/binary.metal	109
candle-metal-kernels/src/unary.metal	226
candle-metal-kernels/src/mlx_sort.metal	743
candle-metal-kernels/src/lib.rs	2400
candle-metal-kernels/src/sort.rs	281
candle-metal-kernels/tmp/cast.rs	30
candle-metal-kernels/tmp/unary.rs	176
candle-metal-kernels/tmp/affine.rs	67
candle-metal-kernels/tmp/binary.rs	161
candle-flash-attn/kernels/flash_api.cu	115
candle-flash-attn/kernels/flash_fwd_hdim96_fp16_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim192_fp16_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_launch_template.h	249
candle-flash-attn/kernels/flash_fwd_hdim160_bf16_causal_sm80.cu	8
candle-flash-attn/kernels/kernel_helpers.h	33
candle-flash-attn/kernels/flash_fwd_hdim32_bf16_causal_sm80.cu	8
candle-flash-attn/kernels/softmax.h	141
candle-flash-attn/kernels/flash_fwd_hdim160_bf16_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_kernel.h	894
candle-flash-attn/kernels/philox.cuh	45
candle-flash-attn/kernels/rotary.h	128
candle-flash-attn/kernels/hardware_info.h	31
candle-flash-attn/kernels/flash.h	96
candle-flash-attn/kernels/flash_fwd_hdim32_bf16_sm80.cu	8
candle-flash-attn/kernels/mask.h	174
candle-flash-attn/kernels/flash_fwd_hdim64_bf16_sm80.cu	8
candle-flash-attn/kernels/alibi.h	59
candle-flash-attn/kernels/error.h	6
candle-flash-attn/kernels/flash_fwd_hdim192_fp16_causal_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim256_bf16_causal_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim224_fp16_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim64_fp16_causal_sm80.cu	8
candle-flash-attn/kernels/dropout.h	63
candle-flash-attn/kernels/flash_fwd_hdim224_bf16_sm80.cu	8
candle-flash-attn/kernels/utils.h	279
candle-flash-attn/kernels/kernel_traits.h	269
candle-flash-attn/kernels/flash_fwd_hdim64_bf16_causal_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim224_fp16_causal_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim160_fp16_causal_sm80.cu	8
candle-flash-attn/kernels/flash_fwd_hdim160_fp16_sm80.cu	8
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candle-flash-attn/kernels/flash_fwd_hdim96_fp16_causal_sm80.cu	8
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