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google-research/timesfm

https://github.com/google-research/timesfm.git · scanned 2026-06-19 22:18 UTC (1 month, 1 week ago) · 10 languages

455 raw signals (256 security + 199 graph) 5th percentile · Python · small (2-20K LoC)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v1 · 392 actionable findings from 2 signal sources. 63 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 100.0 0.15 15.00
security_score 53.0 0.25 13.25
testing_score 63.0 0.20 12.60
documentation_score 84.0 0.15 12.60
practices_score 67.0 0.15 10.05
code_quality 39.0 0.10 3.90
Overall 1.00 67.4
Severity distribution — click a segment to filter
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All 559 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
swish_block software healthy tests/test_torch_layers.py:41
test_output_shape software healthy tests/test_torch_layers.py:210
test_output_shape_3d software healthy tests/test_torch_layers.py:59
test_residual_connection_nonzero software healthy tests/test_torch_layers.py:66
test_all_activations_produce_valid_output software healthy tests/test_torch_layers.py:93
test_invalid_activation_raises software healthy tests/test_torch_layers.py:108
test_gradient_flows_through_both_paths software healthy tests/test_torch_layers.py:121
test_output_shape_preserved software healthy tests/test_torch_layers.py:153
test_zero_scale_produces_zeros software healthy tests/test_torch_layers.py:160
test_unit_scale_preserves_rms_magnitude software healthy tests/test_torch_layers.py:173
test_no_nan_on_zero_input software healthy tests/test_torch_layers.py:192
test_output_dims_not_multiple_of_4_raises software healthy tests/test_torch_layers.py:223
test_fourier_components_bounded software healthy tests/test_torch_layers.py:235
test_3d_input_supported software healthy tests/test_torch_layers.py:251
test_single_batch_matches_numpy software healthy tests/test_torch_utils.py:43
test_incremental_accumulation_matches_full_computation software healthy tests/test_torch_utils.py:66
no_mask software healthy tests/test_torch_utils.py:76
test_masked_elements_excluded_from_statistics software healthy tests/test_torch_utils.py:99
test_all_masked_yields_zero_stats software healthy tests/test_torch_utils.py:119
test_batched_computation_independent software healthy tests/test_torch_utils.py:137
test_constant_input_yields_zero_sigma software healthy tests/test_torch_utils.py:163
test_forward_then_reverse_is_identity software healthy tests/test_torch_utils.py:189
test_forward_produces_correct_normalization software healthy tests/test_torch_utils.py:206
test_reverse_produces_correct_denormalization software healthy tests/test_torch_utils.py:217
test_zero_sigma_does_not_produce_nan software healthy tests/test_torch_utils.py:228
test_near_zero_sigma_guarded_by_tolerance software healthy tests/test_torch_utils.py:244
test_roundtrip_with_batched_3d_input software healthy tests/test_torch_utils.py:257
test_roundtrip_with_batched_4d_input software healthy tests/test_torch_utils.py:270
test_negative_values_handled_correctly software healthy tests/test_torch_utils.py:289
test_is_mutable software healthy tests/test_torch_utils.py:312
test_key_value_shape_consistency software healthy tests/test_torch_utils.py:325
test_defaults_match_safe_inference_settings software healthy tests/test_configs.py:45
test_frozen_prevents_mutation software healthy tests/test_configs.py:188
test_replace_creates_independent_copy software healthy tests/test_configs.py:73
test_equality_is_structural software healthy tests/test_configs.py:86
test_inequality_on_any_field_difference software healthy tests/test_configs.py:92
test_activation_accepts_all_valid_literals software healthy tests/test_configs.py:118
test_model_dims_must_be_divisible_by_num_heads software healthy tests/test_configs.py:139
test_stacked_config_composes_correctly software healthy tests/test_configs.py:160
test_torch_load_checkpoint_and_from_pretrained_local software healthy tests/test_model_loading.py:27
test_flax_model_init_kwargs software healthy tests/test_model_loading.py:62
test_no_nans_returns_unchanged software healthy tests/test_base_utils.py:40
test_strips_leading_nans_only software healthy tests/test_base_utils.py:46
test_single_leading_nan software healthy tests/test_base_utils.py:53
test_no_leading_nan_with_internal_nans software healthy tests/test_base_utils.py:59
test_single_valid_element software healthy tests/test_base_utils.py:66
test_all_nans_returns_full_array software healthy tests/test_base_utils.py:72
test_preserves_dtype software healthy tests/test_base_utils.py:87
test_no_nans_returns_identical software healthy tests/test_base_utils.py:102
test_interpolates_single_interior_nan software healthy tests/test_base_utils.py:108

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
README.md software healthy README.md
pyproject.toml software healthy pyproject.toml
LICENSE software healthy LICENSE
requirements.txt software healthy requirements.txt
AGENTS.md software healthy AGENTS.md
__init__.py software healthy tests/__init__.py
test_torch_layers.py software healthy tests/test_torch_layers.py
test_torch_utils.py software healthy tests/test_torch_utils.py
test_configs.py software healthy tests/test_configs.py
test_model_loading.py software healthy tests/test_model_loading.py
test_base_utils.py software healthy tests/test_base_utils.py
poetry.lock software healthy v1/poetry.lock
README.md software healthy v1/README.md
TROUBLESHOOTING.md software healthy v1/TROUBLESHOOTING.md
pyproject.toml software healthy v1/pyproject.toml
LICENSE software healthy v1/LICENSE
test_data_loader.py software healthy v1/tests/test_data_loader.py
test_timesfm.py software healthy v1/tests/test_timesfm.py
contributing.md software healthy v1/docs/contributing.md
README.md software healthy v1/peft/README.md
finetune.sh software healthy v1/peft/finetune.sh
finetune.py software healthy v1/peft/finetune.py
__init__.py software healthy v1/src/adapter/__init__.py
dora_layers.py software healthy v1/src/adapter/dora_layers.py
lora_layers.py software healthy v1/src/adapter/lora_layers.py
utils.py software healthy v1/src/adapter/utils.py
__init__.py software healthy v1/src/finetuning/__init__.py
finetuning_torch.py software healthy v1/src/finetuning/finetuning_torch.py
finetuning_example.py software healthy v1/src/finetuning/finetuning_example.py
time_features.py software healthy v1/src/timesfm/time_features.py
__init__.py software healthy v1/src/timesfm/__init__.py
xreg_lib.py software healthy v1/src/timesfm/xreg_lib.py
patched_decoder.py software healthy v1/src/timesfm/patched_decoder.py
timesfm_jax.py software healthy v1/src/timesfm/timesfm_jax.py
data_loader.py software healthy v1/src/timesfm/data_loader.py
timesfm_base.py software healthy v1/src/timesfm/timesfm_base.py
timesfm_torch.py software healthy v1/src/timesfm/timesfm_torch.py
pytorch_patched_decoder.py software healthy v1/src/timesfm/pytorch_patched_decoder.py
__init__.py software healthy v1/experiments/baselines/__init__.py
timegpt_pipeline.py software healthy v1/experiments/baselines/timegpt_pipeline.py
README.md software healthy v1/experiments/long_horizon_benchmarks/README.md
run_eval.py software healthy v1/experiments/long_horizon_benchmarks/run_eval.py
run_timesfm.py software healthy v1/experiments/extended_benchmarks/run_timesfm.py
README.md software healthy v1/experiments/extended_benchmarks/README.md
run_timegpt.py software healthy v1/experiments/extended_benchmarks/run_timegpt.py
utils.py software healthy v1/experiments/extended_benchmarks/utils.py
SKILL.md software healthy timesfm-forecasting/SKILL.md
forecast_csv.py software healthy timesfm-forecasting/scripts/forecast_csv.py
check_system.py software healthy timesfm-forecasting/scripts/check_system.py
data_preparation.md software healthy timesfm-forecasting/references/data_preparation.md

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
TestResidualBlock software healthy tests/test_torch_layers.py:37
TestRMSNorm software healthy tests/test_torch_layers.py:150
TestRandomFourierFeatures software healthy tests/test_torch_layers.py:207
TestUpdateRunningStats software healthy tests/test_torch_utils.py:40
TestRevIN software healthy tests/test_torch_utils.py:186
TestDecodeCache software healthy tests/test_torch_utils.py:309
TestForecastConfig software healthy tests/test_configs.py:42
TestResidualBlockConfig software healthy tests/test_configs.py:104
TestTransformerConfig software healthy tests/test_configs.py:136
TestRandomFourierFeaturesConfig software healthy tests/test_configs.py:185
TestModelLoading software healthy tests/test_model_loading.py:24
TestStripLeadingNans software healthy tests/test_base_utils.py:37
TestLinearInterpolation software healthy tests/test_base_utils.py:99
DoraTheta software healthy v1/src/adapter/dora_layers.py:23
DoraThetaDescriptor software healthy v1/src/adapter/dora_layers.py:76
DoraLinear software healthy v1/src/adapter/dora_layers.py:83
DoraAttentionProjection software healthy v1/src/adapter/dora_layers.py:121
DoraCombinedQKVProjection software healthy v1/src/adapter/dora_layers.py:166
LoraTheta software healthy v1/src/adapter/lora_layers.py:23
LoraThetaDescriptor software healthy v1/src/adapter/lora_layers.py:67
LoraLinear software healthy v1/src/adapter/lora_layers.py:74
LoraAttentionProjection software healthy v1/src/adapter/lora_layers.py:103
LoraCombinedQKVProjection software healthy v1/src/adapter/lora_layers.py:139
MetricsLogger software healthy v1/src/finetuning/finetuning_torch.py:21
WandBLogger software healthy v1/src/finetuning/finetuning_torch.py:46
DistributedManager software healthy v1/src/finetuning/finetuning_torch.py:78
FinetuningConfig software healthy v1/src/finetuning/finetuning_torch.py:120
TimesFMFinetuner software healthy v1/src/finetuning/finetuning_torch.py:162
TimeSeriesDataset software healthy v1/src/finetuning/finetuning_example.py:51
TimeCovariates software healthy v1/src/timesfm/time_features.py:112
BatchedInContextXRegBase software healthy v1/src/timesfm/xreg_lib.py:56
BatchedInContextXRegLinear software healthy v1/src/timesfm/xreg_lib.py:389
ResidualBlock software healthy v1/src/timesfm/patched_decoder.py:84
PatchedTimeSeriesDecoder software healthy v1/src/timesfm/patched_decoder.py:211
PatchedDecoderFinetuneModel software healthy v1/src/timesfm/patched_decoder.py:482
TimesFmJax software healthy v1/src/timesfm/timesfm_jax.py:41
TimeSeriesdata software healthy v1/src/timesfm/data_loader.py:27
TimesFmHparams software healthy v1/src/timesfm/timesfm_base.py:145
TimesFmCheckpoint software healthy v1/src/timesfm/timesfm_base.py:184
TimesFmBase software healthy v1/src/timesfm/timesfm_base.py:205
TimesFmTorch software healthy v1/src/timesfm/timesfm_torch.py:30
TimesFMConfig software healthy v1/src/timesfm/pytorch_patched_decoder.py:29
ResidualBlock software healthy v1/src/timesfm/pytorch_patched_decoder.py:239
RMSNorm software healthy v1/src/timesfm/pytorch_patched_decoder.py:271
TransformerMLP software healthy v1/src/timesfm/pytorch_patched_decoder.py:297
TimesFMAttention software healthy v1/src/timesfm/pytorch_patched_decoder.py:320
TimesFMDecoderLayer software healthy v1/src/timesfm/pytorch_patched_decoder.py:418
StackedDecoder software healthy v1/src/timesfm/pytorch_patched_decoder.py:468
PositionalEmbedding software healthy v1/src/timesfm/pytorch_patched_decoder.py:518
PatchedTimeSeriesDecoder software healthy v1/src/timesfm/pytorch_patched_decoder.py:574

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
tests software healthy tests
v1 software healthy v1
tests software healthy v1/tests
docs software healthy v1/docs
peft software healthy v1/peft
src software healthy v1/src
adapter software healthy v1/src/adapter
finetuning software healthy v1/src/finetuning
timesfm software healthy v1/src/timesfm
experiments software healthy v1/experiments
baselines software healthy v1/experiments/baselines
long_horizon_benchmarks software healthy v1/experiments/long_horizon_benchmarks
extended_benchmarks software healthy v1/experiments/extended_benchmarks
timesfm-forecasting software healthy timesfm-forecasting
scripts software healthy timesfm-forecasting/scripts
references software healthy timesfm-forecasting/references
examples software healthy timesfm-forecasting/examples
finetuning software healthy timesfm-forecasting/examples/finetuning
anomaly-detection software healthy timesfm-forecasting/examples/anomaly-detection
output software healthy timesfm-forecasting/examples/anomaly-detection/output
global-temperature software healthy timesfm-forecasting/examples/global-temperature
output software healthy timesfm-forecasting/examples/global-temperature/output
covariates-forecasting software healthy timesfm-forecasting/examples/covariates-forecasting
output software healthy timesfm-forecasting/examples/covariates-forecasting/output
.github software healthy .github
workflows software healthy .github/workflows
src software healthy src
timesfm software healthy src/timesfm
utils software healthy src/timesfm/utils
torch software healthy src/timesfm/torch
flax software healthy src/timesfm/flax
timesfm_2p5 software healthy src/timesfm/timesfm_2p5

LabelLayerStatusPath
gha::main cicd healthy .github/workflows/main.yml
gha::manual_publish cicd healthy .github/workflows/manual_publish.yml

LabelLayerStatusPath
build cicd healthy .github/workflows/main.yml
build-and-publish cicd healthy .github/workflows/manual_publish.yml

LabelLayerStatusPath
repobility-clone-ifsisg9i software healthy /tmp/repobility-clone-ifsisg9i

LabelLayerStatusPath
gpu (detected) hardware healthy README.md

LabelLayerStatusPath
PYPI_API_TOKEN cicd healthy
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