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Rename SensorTSLM to TimeCap #71

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2 changes: 1 addition & 1 deletion .github/workflows/static-analysis.yml
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion CONTRIBUTORS.md
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<!--
SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.

SPDX-License-Identifier: MIT
-->
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2 changes: 1 addition & 1 deletion README.md
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# SensorTSLM Core Framework
# TimeCap Core Framework

Dataset-agnostic captioning pipeline for sensor time-series data.

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2 changes: 1 addition & 1 deletion aggregators.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion annotator.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
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@coderabbitai coderabbitai Bot May 5, 2026

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⚠️ Potential issue | 🟠 Major | ⚡ Quick win

Use a normal comment here; this is a malformed SPDX copyright field.

Line 3 currently encodes project-branding text as SPDX-FileCopyrightText, which is not a copyright notice and may fail SPDX/license scanning. Keep SPDX fields for actual copyright statements and move branding text to a plain comment.

Suggested fix 
-# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
+# This source file is part of the TimeCap open-source project.
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
# This source file is part of the TimeCap open-source project.
🤖 Prompt for AI Agents 
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@annotator.py` at line 3, Replace the malformed SPDX line that currently reads
"SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap
open-source project." with a normal Python comment containing the
project/branding text, and if an SPDX copyright notice is required add a proper
SPDX field only for copyright (e.g., SPDX-FileCopyrightText with an actual
copyright holder/year) — update the annotator.py header to remove branding from
the SPDX token and move it to a plain comment while ensuring any real SPDX
metadata fields contain only valid copyright statements.

#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion captionizer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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6 changes: 3 additions & 3 deletions curriculum_learning.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
"""Multi-stage curriculum learning trainer for SensorTSLM.
"""Multi-stage curriculum learning trainer for TimeCap.

Supports both OpenTSLMSP and OpenTSLMFlamingo model types with automatic
checkpoint management, knowledge transfer between stages, and LoRA
Expand Down Expand Up @@ -655,7 +655,7 @@ def run_curriculum(


def main():
parser = argparse.ArgumentParser(description="SensorTSLM Curriculum Learning")
parser = argparse.ArgumentParser(description="TimeCap Curriculum Learning")
parser.add_argument(
"--model",
required=True,
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2 changes: 1 addition & 1 deletion detectors/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion detectors/spike.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion detectors/trend.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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6 changes: 3 additions & 3 deletions evaluation/README.md
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Expand Up @@ -15,7 +15,7 @@ MHC-benchmark repo at `~/MHC-benchmark`.
| Weekly HF dataset (stride=7) | `$SCRATCH/mhc-benchmark-weekly_hf_stride7/` | [1] |
| Captioned arrow shards | `$SCRATCH/exports/lean_full_stride7/shard_{0..3}/recordings_*.arrow` | [2] |
| Labels lookup parquet | `$SCRATCH/weekly_labels_lookup_ours_stride7.parquet` | [3] |
| OpenAI API key | `~/SensorTSLM/.env` (`OPENAI_API_KEY=...`) | manual |
| OpenAI API key | `~/TimeCap/.env` (`OPENAI_API_KEY=...`) | manual |

Upstream MHC-benchmark deps (one-time DVC pulls inside `~/MHC-benchmark`,
using its conda env):
Expand Down Expand Up @@ -48,7 +48,7 @@ srun --mem=32G -c 4 -t 02:30:00 -p normal bash -c '
Four parallel sbatch jobs, ~30 min total.

```bash
cd ~/SensorTSLM
cd ~/TimeCap
export MHC_WEEKLY_DATASET_DIR=$SCRATCH/mhc-benchmark-weekly_hf_stride7
export TOTAL_ROWS=156428
./scripts/export_captions_sharded.sh weekly 4 $SCRATCH/exports/lean_full_stride7
Expand Down Expand Up @@ -98,7 +98,7 @@ srun --mem=16G -c 2 -t 00:15:00 -p normal bash -c '
export MHC_EXPORT_DIR=$SCRATCH/exports/lean_full_stride7 && \
export MHC_LABELS_PATH=$SCRATCH/weekly_labels_lookup_ours_stride7.parquet && \
export MAX_SAMPLES=5 && \
cd ~/SensorTSLM && \
cd ~/TimeCap && \
python evaluation/run_eval.py --task biological_sex --model gpt-4o
'
```
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2 changes: 1 addition & 1 deletion evaluation/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
2 changes: 1 addition & 1 deletion evaluation/evaluator.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion evaluation/io/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
2 changes: 1 addition & 1 deletion evaluation/io/writer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion evaluation/metrics/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
2 changes: 1 addition & 1 deletion evaluation/metrics/classification.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion evaluation/run_eval.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion evaluation/tasks/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
2 changes: 1 addition & 1 deletion evaluation/tasks/base.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion evaluation/tasks/metabolic.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion explorer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion exporters/lean.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/cross_channel.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/generative.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/semantic.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/statistical.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion extractors/structural.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc/constants.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc/cross_channel.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc/dataset.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc/transformer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc_weekly/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc_weekly/constants.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc_weekly/dataset.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion mhc_weekly/transformer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion models/__init__.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion models/base.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion models/client.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion models/local.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion models/opentslm_native.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion reviewer.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
#
# SPDX-License-Identifier: MIT
#
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2 changes: 1 addition & 1 deletion scripts/export_captions.py
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#
# SPDX-FileCopyrightText: 2026 Stanford University, ETH Zurich, and the project authors (see CONTRIBUTORS.md)
# SPDX-FileCopyrightText: 2026 This source file is part of the SensorTSLM open-source project.
# SPDX-FileCopyrightText: 2026 This source file is part of the TimeCap open-source project.
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# SPDX-License-Identifier: MIT
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