huggingface/candle

Pattern Findings

485 matches across 12 categories. Click a row to expand file-level details.

Over-Commented Block316 hits · 306 pts

Severity	File	Line	Snippet
LOW	candle-transformers/src/utils.rs	1	//! Shared utilities: repeat_kv, repeat_penalty, causal mask.
LOW	candle-transformers/src/models/starcoder2.rs	1	//! StarCoder model implementation with quantization support.
LOW	candle-transformers/src/models/quantized_mixformer.rs	1	//! Module containing quantized MixFormer model implementation.
LOW	candle-transformers/src/models/parler_tts.rs	1	//! Parler Model implementation for parler_tts text-to-speech synthesis
LOW	candle-transformers/src/models/eva2.rs	1	//! EVA-2 inference implementation.
LOW	candle-transformers/src/models/quantized_moondream.rs	1	//! Implementation of a quantized Moondream vision language model.
LOW	candle-transformers/src/models/dinov2.rs	1	//! Implementation of the DINOv2 models from Meta Research.
LOW	candle-transformers/src/models/dinov2.rs	21	//!
LOW	candle-transformers/src/models/csm.rs	1	//! Implementation of the Conversational Speech Model (CSM) from Sesame
LOW	…e-transformers/src/models/quantized_recurrent_gemma.rs	1	//! Recurrent Gemma model implementation with quantization support.
LOW	candle-transformers/src/models/quantized_phi.rs	1	//! Phi2 model implementation with quantization support.
LOW	candle-transformers/src/models/mobilenetv4.rs	1	//! # MobileNet-v4
LOW	candle-transformers/src/models/rwkv_v7.rs	1	//! RWKV v7 "Goose" (x070) model implementation.
LOW	candle-transformers/src/models/paligemma.rs	1	//! Multimodal multi-purpose model combining Gemma-based language model with SigLIP image understanding
LOW	candle-transformers/src/models/t5.rs	1	//! T5 model implementation.
LOW	candle-transformers/src/models/t5.rs	21	//! ```bash
LOW	candle-transformers/src/models/t5.rs	41	//! --prompt "<2de> How are you, my friend?" \
LOW	candle-transformers/src/models/phi3.rs	1	//! Microsoft Phi-3 model implementation
LOW	candle-transformers/src/models/bigcode.rs	1	//! BigCode implementation in Rust based on the GPT-BigCode model.
LOW	candle-transformers/src/models/rwkv_v6.rs	1	//! RWKV v6 model implementation.
LOW	candle-transformers/src/models/quantized_blip.rs	1	//! BLIP model implementation with quantization support.
LOW	candle-transformers/src/models/quantized_rwkv_v5.rs	1	//! RWKV v5 model implementation with quantization support.
LOW	candle-transformers/src/models/vgg.rs	1	//! VGG-16 model implementation.
LOW	candle-transformers/src/models/recurrent_gemma.rs	1	//! Recurrent Gemma model implementation
LOW	candle-transformers/src/models/quantized_mpt.rs	1	//! Quantized MPT model implementation.
LOW	candle-transformers/src/models/stable_lm.rs	1	//! StableLM model implementation.
LOW	candle-transformers/src/models/quantized_stable_lm.rs	1	//! Module for quantized StableLM implementation.
LOW	candle-transformers/src/models/mixtral.rs	1	//! Mixtral Model, a sparse mixture of expert model based on the Mistral architecture
LOW	candle-transformers/src/models/rwkv_v5.rs	1	//! RWKV v5 model implementation.
LOW	candle-transformers/src/models/rwkv_v5.rs	21	//! ```bash
LOW	candle-transformers/src/models/olmo.rs	1	//! OLMo (Open Language Model) implementation
LOW	candle-transformers/src/models/qwen2.rs	1	//! Qwen2 model implementation with quantization support.
LOW	candle-transformers/src/models/mod.rs	1	//! Candle implementations for various deep learning models
LOW	candle-transformers/src/models/dinov2reg4.rs	1	//! Implementation of the DINOv2 revision (4 regularization)
LOW	candle-transformers/src/models/dinov2reg4.rs	21	//!
LOW	candle-transformers/src/models/quantized_rwkv_v6.rs	1	//! RWKV v6 model implementation with quantization support.
LOW	candle-transformers/src/models/phi.rs	1	//! Microsoft Phi model implementation
LOW	candle-transformers/src/models/convnext.rs	1	//! ConvNeXt implementation.
LOW	candle-transformers/src/models/segformer.rs	1	//! Segformer model implementation for semantic segmentation and image classification.
LOW	candle-transformers/src/models/quantized_gemma3.rs	1	//! Gemma 3 model implementation with quantization support.
LOW	candle-transformers/src/models/qwen2_moe.rs	1	//! Qwen2 model implementation with Mixture of Experts support.
LOW	candle-transformers/src/models/quantized_qwen2.rs	1	//! Qwen2 model implementation with quantization support.
LOW	candle-transformers/src/models/quantized_t5.rs	1	//! T5 model implementation with quantization support.
LOW	candle-transformers/src/models/quantized_blip_text.rs	1	//! Quantized BLIP text module implementation.
LOW	candle-transformers/src/models/quantized_mistral.rs	1	//! Mistral model implementation with quantization support.
LOW	candle-transformers/src/models/bert.rs	1	//! BERT (Bidirectional Encoder Representations from Transformers)
LOW	candle-transformers/src/models/efficientvit.rs	1	//! EfficientViT (MSRA) inference implementation based on timm.
LOW	candle-transformers/src/models/efficientvit.rs	21	//! --example efficientvit \
LOW	candle-transformers/src/models/quantized_llama2_c.rs	1	//! Quantized Llama2 model implementation.
LOW	candle-transformers/src/models/mobileclip.rs	1	//! Mobile CLIP model, combining a lightweight vision encoder with a text encoder
LOW	candle-transformers/src/models/quantized_llama.rs	1	//! Quantized llama model implementation.
LOW	candle-transformers/src/models/quantized_llama.rs	521	span,
LOW	candle-transformers/src/models/quantized_llama.rs	621
LOW	candle-transformers/src/models/trocr.rs	1	//! TrOCR model implementation.
LOW	candle-transformers/src/models/nomic_bert.rs	1	//! # NomicBERT
LOW	candle-transformers/src/models/mpt.rs	1	//! Module implementing the MPT (Multi-Purpose Transformer) model
LOW	candle-transformers/src/models/yi.rs	1	//! Yi model implementation.
LOW	candle-transformers/src/models/quantized_metavoice.rs	1	//! Quantized MetaVoice model implementation.
LOW	candle-transformers/src/models/stella_en_v5.rs	1	//! Stella v5 model implementation.
LOW	candle-transformers/src/models/stella_en_v5.rs	501	// state = other_layernorm(xs)
256 more matches not shown…

Decorative Section Separators51 hits · 153 pts

Severity	File	Line	Snippet
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	23	// ─── Config ──────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	77	// ─── State ───────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	155	// ─── Tokenizer ───────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	159	// ─── Helpers ─────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	191	// ─── TimeMix (Attention) ─────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	458	// ─── ChannelMix (FFN) ────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	549	// ─── DeaAttention (v7b only) ─────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	724	// ─── Block ───────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	831	// ─── Model ───────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/quantized_llama.rs	604	// ── Mask shape tests ──────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/quantized_llama.rs	622	// ── Mask value tests ──────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/quantized_llama.rs	672	// ── Mask broadcast compatibility test ─────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	5	// ── Text config defaults ────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	50	// ── Rope parameters ─────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	68	// ── Gemma4TextConfig ────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	147	// ── Vision config defaults ──────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	189	// ── Gemma4VisionConfig ──────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	236	// ── Audio config defaults ───────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	302	// ── Gemma4AudioConfig ───────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	374	// ── Top-level config defaults ───────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/config.rs	386	// ── Gemma4Config ────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	11	// ── RmsNorm (Gemma-style) ───────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	52	// ── 2D Vision Rotary Embedding ──────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	114	// ── PatchEmbedder ───────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	185	// ── VisionAttention ─────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	275	// ── VisionMlp ───────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	310	// ── VisionEncoderLayer ──────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	368	// ── VisionPooler ────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/vision.rs	437	// ── VisionTower (public) ────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/mod.rs	95	// ── Vision embedding injection ──────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/mod.rs	118	// ── Audio embedding injection ───────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	11	// ── RmsNorm (standard, no +1 offset for audio) ─────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	41	// ── LayerNorm (for SSCP conv blocks) ────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	67	// ── SSCP Conv Blocks ────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	170	// ── SubSampleConvProjection ─────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	225	// ── Relative Position Embedding ─────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	367	// ── Conformer Attention ─────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	645	// ── Conformer FeedForward ───────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	699	// ── Conformer LightConv1d ───────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	772	// ── ConformerBlock ──────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/audio.rs	808	// ── AudioModel (public) ─────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	12	// ── RmsNorm (Gemma-style with +1 offset) ────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	53	// ── RotaryEmbedding (standard, for sliding layers) ──────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	100	// ── ProportionalRotaryEmbedding (for global/full layers) ────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	153	// ── MLP ─────────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	192	// ── Flash attention ─────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	210	// ── KvCache ─────────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	218	// ── Attention ───────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	386	// ── DecoderLayer ────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	477	// ── Causal mask ─────────────────────────────────────────────────────────────
MEDIUM	candle-transformers/src/models/gemma4/text.rs	515	// ── TextModel ───────────────────────────────────────────────────────────────

Hyper-Verbose Identifiers42 hits · 46 pts

Severity	File	Line	Snippet
LOW	candle-wasm-examples/quant-qwen3/serve.py	85	def find_or_download_tokenizer():
LOW	candle-pyo3/stub.py	127	def process_additional_function(fn):
LOW	candle-pyo3/tests/native/test_tensor.py	8	def test_tensor_can_be_constructed():
LOW	candle-pyo3/tests/native/test_tensor.py	13	def test_tensor_can_be_constructed_from_list():
LOW	candle-pyo3/tests/native/test_tensor.py	18	def test_tensor_can_be_constructed_from_list_of_lists():
LOW	candle-pyo3/tests/native/test_tensor.py	23	def test_tensor_can_be_quantized():
LOW	candle-pyo3/tests/native/test_tensor.py	43	def test_tensor_can_be_indexed():
LOW	candle-pyo3/tests/native/test_tensor.py	51	def test_tensor_can_be_sliced():
LOW	candle-pyo3/tests/native/test_tensor.py	87	def test_tensor_supports_equality_operations_with_scalars():
LOW	candle-pyo3/tests/native/test_tensor.py	109	def test_tensor_supports_equality_operations_with_tensors():
LOW	candle-pyo3/tests/native/test_tensor.py	133	def test_tensor_equality_operations_can_broadcast():
LOW	candle-pyo3/tests/native/test_tensor.py	145	def test_tensor_can_be_hashed():
LOW	candle-pyo3/tests/native/test_tensor.py	153	def test_tensor_can_be_expanded_with_none():
LOW	candle-pyo3/tests/native/test_tensor.py	168	def test_tensor_can_be_index_via_tensor():
LOW	candle-pyo3/tests/native/test_tensor.py	179	def test_tensor_can_be_index_via_list():
LOW	candle-pyo3/tests/native/test_tensor.py	190	def test_tensor_can_be_cast_via_to():
LOW	candle-pyo3/tests/native/test_tensor.py	212	def test_tensor_can_be_moved_via_to():
LOW	candle-pyo3/tests/native/test_tensor.py	234	def test_tensor_can_be_moved_and_cast_via_to():
LOW	candle-pyo3/tests/native/test_tensor.py	272	def test_tensor_can_be_subtracted():
LOW	candle-pyo3/tests/native/test_tensor.py	290	def test_tensor_can_be_multiplied():
LOW	candle-pyo3/tests/native/test_tensor.py	308	def test_tensor_can_be_divided():
LOW	candle-pyo3/tests/native/test_utils.py	10	def test_can_roundtrip_safetensors():
LOW	candle-pyo3/tests/native/test_shape.py	6	def test_absolute_shapes_are_valid():
LOW	candle-pyo3/tests/native/test_shape.py	17	def test_relative_shapes_are_valid():
LOW	candle-pyo3/tests/bindings/test_module.py	9	def test_module_can_be_constructed():
LOW	candle-pyo3/tests/bindings/test_module.py	18	def test_module_registers_tensors():
LOW	candle-pyo3/tests/bindings/test_module.py	30	def test_module_registers_submodules():
LOW	candle-pyo3/tests/bindings/test_module.py	45	def test_module_can_dump_statedict():
LOW	candle-pyo3/tests/bindings/test_module.py	61	def test_module_can_load_statedict():
LOW	candle-pyo3/tests/bindings/test_module.py	77	def test_module_throws_on_shape_mismatch():
LOW	candle-pyo3/tests/bindings/test_module.py	92	def test_module_throws_on_missing_key():
LOW	candle-pyo3/tests/bindings/test_module.py	108	def test_module_can_load_quantized_tensors():
LOW	candle-pyo3/tests/bindings/test_module.py	124	def test_module_dequantizes_tensors_automatically():
LOW	candle-pyo3/tests/bindings/test_module.py	139	def test_module_can_be_moved_to_cuda():
LOW	candle-pyo3/tests/bindings/test_module.py	151	def test_module_can_be_moved_from_cuda_to_cpu():
LOW	candle-pyo3/tests/bindings/test_linear.py	6	def test_linear_layer_can_be_constructed():
LOW	candle-pyo3/tests/bindings/test_linear.py	11	def test_linear_layer_can_forward_a_singular_input():
LOW	candle-pyo3/tests/bindings/test_linear.py	18	def test_linear_layer_can_forward_a_batched_input():
LOW	candle-pyo3/tests/bindings/test_linear.py	25	def test_quantized_linear_layer_can_forward_a_singular_input():
LOW	candle-pyo3/tests/bindings/test_linear.py	33	def test_quantized_linear_layer_can_forward_a_batched_input():
LOW	candle-pyo3/tests/bindings/test_testing.py	8	def test_assert_equal_asserts_correctly(dtype: candle.DType):
LOW	candle-pyo3/tests/bindings/test_testing.py	18	def test_assert_almost_equal_asserts_correctly(dtype: candle.DType):

Verbosity Indicators18 hits · 36 pts

Severity	File	Line	Snippet
LOW	candle-transformers/src/models/z_image/transformer.rs	766	// Step 1: Squeeze F dimension: (B, C, 1, H, W) -> (B, C, H, W)
LOW	candle-transformers/src/models/z_image/transformer.rs	769	// Step 2: Reshape H into (H_tokens, pH): (B, C, H, W) -> (B, C, H_t, pH, W)
LOW	candle-transformers/src/models/z_image/transformer.rs	772	// Step 3: Reshape W into (W_tokens, pW): (B, C, H_t, pH, W) -> (B, C, H_t, pH, W_t, pW)
LOW	candle-transformers/src/models/z_image/transformer.rs	775	// Step 4: Permute to match Python: (C, H_t, pH, W_t, pW) -> (H_t, W_t, pH, pW, C)
LOW	candle-transformers/src/models/z_image/transformer.rs	780	// Step 5: Reshape to patches: (B, H_t, W_t, pH, pW, C) -> (B, H_tW_t, pHpW*C)
LOW	candle-transformers/src/models/z_image/transformer.rs	823	// Step 1: Reshape to (B, H_t, W_t, pH, pW, C)
LOW	candle-transformers/src/models/z_image/transformer.rs	826	// Step 2: Permute to match Python: (H_t, W_t, pH, pW, C) -> (C, H_t, pH, W_t, pW)
LOW	candle-transformers/src/models/z_image/transformer.rs	831	// Step 3: Reshape to combine H and W: (B, C, H_t, pH, W_t, pW) -> (B, C, H, W)
LOW	candle-transformers/src/models/z_image/transformer.rs	834	// Step 4: Add back F dimension: (B, C, H, W) -> (B, C, 1, H, W)
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	915	// Step 1: Get text embeddings
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	923	// Step 2: Encode images
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	934	// Step 3: Merge vision embeddings into text embeddings
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	956	// Step 4: Compute M-RoPE position IDs
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	979	// Step 5: Forward through text model with export
LOW	candle-transformers/src/models/paddleocr_vl/mod.rs	1014	// Step 0: Prefill with image
LOW	candle-core/tests/pth.py	20	# Step 1: Create a 3D NumPy array with Fortran order using a range of numbers
LOW	candle-core/tests/pth.py	28	# Step 2: Convert the NumPy array to a PyTorch tensor
LOW	candle-core/tests/pth.py	34	# Step 3: Save the PyTorch tensor to a .pth file

Cross-File Repetition7 hits · 35 pts

Severity	File	Snippet
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.
HIGH	candle-pyo3/_additional_typing/__init__.py	compare a tensor with a scalar or one tensor with another.

Unused Imports26 hits · 26 pts

Severity	File	Line
LOW	candle-wasm-examples/quant-qwen3/serve.py	10
LOW	candle-pyo3/e5.py	8
LOW	candle-pyo3/py_src/candle/__init__.py	4
LOW	candle-pyo3/py_src/candle/__init__.py	49
LOW	candle-pyo3/py_src/candle/nn/linear.py	1
LOW	candle-pyo3/py_src/candle/nn/__init__.py	1
LOW	candle-pyo3/py_src/candle/nn/__init__.py	2
LOW	candle-pyo3/py_src/candle/nn/__init__.py	2
LOW	candle-pyo3/py_src/candle/nn/__init__.py	2
LOW	candle-pyo3/py_src/candle/nn/__init__.py	3
LOW	candle-pyo3/py_src/candle/nn/__init__.py	4
LOW	candle-pyo3/py_src/candle/nn/__init__.py	5
LOW	candle-pyo3/py_src/candle/nn/container.py	3
LOW	candle-pyo3/py_src/candle/nn/sparse.py	2
LOW	candle-pyo3/py_src/candle/nn/sparse.py	2
LOW	candle-pyo3/py_src/candle/nn/sparse.py	2
LOW	candle-pyo3/py_src/candle/nn/normalization.py	4
LOW	candle-pyo3/py_src/candle/nn/normalization.py	4
LOW	candle-pyo3/py_src/candle/models/llama.py	3
LOW	candle-pyo3/tests/native/test_utils.py	2
LOW	candle-pyo3/tests/native/test_utils.py	2
LOW	candle-pyo3/tests/native/test_shape.py	1
LOW	candle-pyo3/tests/bindings/test_linear.py	2
LOW	candle-examples/examples/flux/t5_tokenizer.py	1
LOW	candle-examples/examples/resnet/export_models.py	2
LOW	candle-examples/examples/resnet/export_models.py	3

Excessive Try-Catch Wrapping8 hits · 14 pts

Severity	File	Line	Snippet
MEDIUM	candle-wasm-examples/quant-qwen3/serve.py	12	print("Error: Required packages not installed", file=sys.stderr)
LOW	candle-wasm-examples/quant-qwen3/serve.py	50	except Exception as e:
MEDIUM	candle-wasm-examples/quant-qwen3/serve.py	51	print(f"Error downloading {filename}: {e}", file=sys.stderr)
MEDIUM	candle-wasm-examples/quant-qwen3/serve.py	60	print(f"Error: Custom path does not exist: {custom_path}", file=sys.stderr)
LOW	candle-wasm-examples/quant-qwen3/serve.py	142	except Exception as e:
MEDIUM	candle-wasm-examples/quant-qwen3/serve.py	133	def send_file(self, filepath, content_type):
LOW	candle-pyo3/py_src/candle/nn/module.py	462	except Exception as ex:
LOW	…es/examples/marian-mt/python/convert_slow_tokenizer.py	43	except Exception:

AI Slop Vocabulary4 hits · 12 pts

Severity	File	Line	Snippet
MEDIUM	candle-transformers/src/models/rwkv_v7.rs	66	/// This is more robust than computing from a formula, as different
MEDIUM	candle-transformers/src/models/rwkv_v5.rs	72	// Certainly a weird convention but taken from modeling_rwkv5.py
MEDIUM	candle-transformers/src/models/segment_anything/mod.rs	4	//! in an image based on prompts like points or boxes. //! This model provides a robust and fast image segmentation pipe
MEDIUM	candle-nn/src/loss.rs	78	/// A robust loss function that combines `MAE` and `MSE` losses:

Self-Referential Comments3 hits · 10 pts

Severity	File	Line	Snippet
MEDIUM	candle-pyo3/tests/native/test_tensor.py	134	# Create a decoder attention mask as a test case
MEDIUM	candle-core/tests/pth.py	17	# Create a tensor with fortran contiguous memory layout
MEDIUM	…ples/examples/reinforcement-learning/atari_wrappers.py	303	# Create the environment.

Deep Nesting8 hits · 8 pts

Severity	File	Line
LOW	candle-pyo3/stub.py	87
LOW	candle-pyo3/py_src/candle/nn/container.py	136
LOW	candle-pyo3/py_src/candle/nn/container.py	153
LOW	candle-pyo3/py_src/candle/nn/module.py	97
LOW	candle-pyo3/py_src/candle/nn/module.py	391
LOW	candle-pyo3/py_src/candle/nn/module.py	592
LOW	candle-pyo3/py_src/candle/nn/module.py	659
LOW	…ples/examples/reinforcement-learning/atari_wrappers.py	232

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet
HIGH	candle-examples/examples/quantized-lfm2/main.rs	41	/// GGUF file to load, typically a .gguf file generated by llama.cpp.

Redundant / Tautological Comments1 hit · 0 pts

Severity	File	Line	Snippet
LOW	candle-pyo3/stub.py	37	# Check if we have a return type annotation in the docstring

Score History

Severity Breakdown

Pattern Findings