chore: migrate gift-eval module#369

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AzulGarza merged 8 commits into from
Aug 17, 2026
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chore: migrate gift-eval module #369

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chore: delete gift_eval dir
AzulGarza Aug 14, 2026
3142c3f
tests: update tests based on timecopilot-gift-eval
AzulGarza Aug 14, 2026
28bd087
chore: add opt dep timecopilot-gift-eval
AzulGarza Aug 14, 2026
4c51cdf
docs: reflect change in the docs
AzulGarza Aug 14, 2026
a3fc86b
fix: lint
AzulGarza Aug 14, 2026
4279c9a
fix: compare dataset and model as well
AzulGarza Aug 14, 2026
89082ef
chore: add info of breaking change
AzulGarza Aug 17, 2026
4fc87e5
fix: add old behaviour as non-runnable
AzulGarza Aug 17, 2026
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31 changes: 27 additions & 4 deletions docs/api/gift-eval/gift-eval.md
View file
Open in desktop
Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
options:
members:
- GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
options:
members:
- GluonTSPredictor

::: timecopilot_gift_eval.protocol
options:
members:
- GluonTSPredictor
- ForecasterProtocol
1 change: 1 addition & 0 deletions docs/changelogs/index.md
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Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down
22 changes: 22 additions & 0 deletions docs/changelogs/v0.0.31.md
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@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

**Migration:**

```text
from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
```

```python
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
```

See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31
15 changes: 7 additions & 8 deletions docs/examples/gift-eval.ipynb
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Expand Up@@ -53,7 +53,7 @@
},
"outputs": [],
"source": [
"%pip install \"timecopilot>=0.0.22\""
"%pip install \"timecopilot[gift-eval]>=0.0.22\""
]
},
{
Expand All@@ -64,7 +64,7 @@
"source": [
"## Dataset Setup\n",
"\n",
"TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
"TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
]
},
{
Expand All@@ -76,7 +76,7 @@
},
"outputs": [],
"source": [
"from timecopilot.gift_eval.eval import GIFTEval\n",
"from timecopilot_gift_eval import GIFTEval\n",
"\n",
"# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
"# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
"id": "M2YcjoDF5NH7"
},
"source": [
"With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
"With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
]
},
{
Expand All@@ -168,8 +168,7 @@
"outputs": [],
"source": [
"import pandas as pd\n",
"from timecopilot.gift_eval.eval import GIFTEval\n",
"from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
"from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
"\n",
"\n",
"def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
},
"outputs": [],
"source": [
"from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
"from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
]
},
{
Expand DownExpand Up@@ -789,7 +788,7 @@
"id": "g0-oVisu6XX3"
},
"source": [
"The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
"The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
]
},
{
Expand Down
3 changes: 2 additions & 1 deletion experiments/gift-eval/pyproject.toml
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Expand Up@@ -2,13 +2,14 @@
dependencies = [
"modal>=1.0.5",
"s3fs>=2023.12.1",
"timecopilot-gift-eval>=0.3.0",
"timecopilot>=0.0.21",
"transformers<4.54",
"transformers==4.40.1 ; python_full_version < '3.12'",
"typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"
3 changes: 1 addition & 2 deletions experiments/gift-eval/src/download_results.py
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Open in desktop
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Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down
3 changes: 1 addition & 2 deletions experiments/gift-eval/src/run_modal.py
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Expand Up@@ -59,8 +59,7 @@ def main():
import logging

import fsspec

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down
3 changes: 1 addition & 2 deletions experiments/gift-eval/src/run_timecopilot.py
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Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
Loading
, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
chore: migrate gift-eval module#369

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to your account

 Merged

AzulGarza
merged 8 commits into

from

Aug 17, 2026
 Merged


chore: migrate gift-eval module
#369
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5325683

chore: delete gift_eval dir


AzulGarza Aug 14, 2026
3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
4fc87e5

fix: add old behaviour as non-runnable


AzulGarza Aug 17, 2026

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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

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Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
chore: migrate gift-eval module#369

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chore: migrate gift-eval module
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5325683

chore: delete gift_eval dir


AzulGarza Aug 14, 2026
3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
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fix: add old behaviour as non-runnable


AzulGarza Aug 17, 2026

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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

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Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

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Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

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 Merged

AzulGarza
merged 8 commits into

from

Aug 17, 2026
 Merged


chore: migrate gift-eval module
#369
Show file tree
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8 commits


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Hold shift + click to select a range
5325683

chore: delete gift_eval dir


AzulGarza Aug 14, 2026
3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
4fc87e5

fix: add old behaviour as non-runnable


AzulGarza Aug 17, 2026

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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

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Aug 17, 2026
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chore: migrate gift-eval module
#369
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chore: delete gift_eval dir


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3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
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fix: add old behaviour as non-runnable


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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

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Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

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Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
Loading

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
chore: migrate gift-eval module#369

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Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

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privacy statement. We’ll occasionally send you account related emails.

Already on GitHub?
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to your account

 Merged

AzulGarza
merged 8 commits into

from

Aug 17, 2026
 Merged


chore: migrate gift-eval module
#369
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5325683

chore: delete gift_eval dir


AzulGarza Aug 14, 2026
3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
4fc87e5

fix: add old behaviour as non-runnable


AzulGarza Aug 17, 2026

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Filter by extension
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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

View file


Open in desktop

Original file line numberDiff line numberDiff line change
@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
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, 'i');
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chore: migrate gift-eval module
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chore: delete gift_eval dir


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tests: update tests based on timecopilot-gift-eval


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chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
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fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
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chore: add info of breaking change


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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

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Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

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Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

Expand Down

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
Expand Down
Loading
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

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chore: migrate gift-eval module#369

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 Merged

AzulGarza
merged 8 commits into

from

Aug 17, 2026
 Merged


chore: migrate gift-eval module
#369
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5325683

chore: delete gift_eval dir


AzulGarza Aug 14, 2026
3142c3f

tests: update tests based on timecopilot-gift-eval


AzulGarza Aug 14, 2026
28bd087

chore: add opt dep timecopilot-gift-eval


AzulGarza Aug 14, 2026
4c51cdf

docs: reflect change in the docs


AzulGarza Aug 14, 2026
a3fc86b

fix: lint


AzulGarza Aug 14, 2026
4279c9a

fix: compare dataset and model as well


AzulGarza Aug 14, 2026
89082ef

chore: add info of breaking change


AzulGarza Aug 17, 2026
4fc87e5

fix: add old behaviour as non-runnable


AzulGarza Aug 17, 2026

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31 changes: 27 additions & 4 deletions
docs/api/gift-eval/gift-eval.md

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Original file line numberDiff line numberDiff line change
@@ -1,11 +1,34 @@
# `timecopilot.gift_eval`
# `timecopilot_gift_eval`

::: timecopilot.gift_eval.eval
GIFT-Eval integration lives in the standalone [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) package on PyPI. Install it with TimeCopilot via:

```bash
pip install "timecopilot[gift-eval]"
```

## Migration from `timecopilot.gift_eval`

The in-repo module `timecopilot.gift_eval` was removed in favor of the standalone package. Update imports as follows:

| Before | After |
|--------|-------|
| `from timecopilot.gift_eval.eval import GIFTEval` | `from timecopilot_gift_eval import GIFTEval` |
| `from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor` | `from timecopilot_gift_eval import GluonTSPredictor` |
| `from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS` | `from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS` |

No compatibility shim is provided — install `timecopilot-gift-eval` (or `timecopilot[gift-eval]`) and switch to the `timecopilot_gift_eval` import path.

::: timecopilot_gift_eval.eval
 options:
 members:
 - GIFTEval

::: timecopilot.gift_eval.gluonts_predictor
::: timecopilot_gift_eval.gluonts_predictor
 options:
 members:
 - GluonTSPredictor

::: timecopilot_gift_eval.protocol
 options:
 members:
 - GluonTSPredictor
 - ForecasterProtocol

1 change: 1 addition & 0 deletions
docs/changelogs/index.md

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Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -2,6 +2,7 @@

Welcome to the TimeCopilot Changelog. Here, you will find a comprehensive list of all the changes, updates, and improvements made to the TimeCopilot project. This section is designed to keep you informed about the latest features, bug fixes, and enhancements as we continue to develop and refine the TimeCopilot experience. Stay tuned for regular updates and feel free to explore the details of each release below.

- [v0.0.31](v0.0.31.md)
- [v0.0.30](v0.0.30.md)
- [v0.0.29](v0.0.29.md)
- [v0.0.28](v0.0.28.md)
Expand Down

22 changes: 22 additions & 0 deletions
docs/changelogs/v0.0.31.md

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Original file line numberDiff line numberDiff line change
@@ -0,0 +1,22 @@
### Breaking Changes

* **GIFT-Eval moved to standalone package**: The in-repo `timecopilot.gift_eval` module was removed. GIFT-Eval integration now lives in the [`timecopilot-gift-eval`](https://pypi.org/project/timecopilot-gift-eval/) PyPI package (`timecopilot_gift_eval` import path). Install via `pip install "timecopilot[gift-eval]"` or `pip install timecopilot-gift-eval>=0.3.0`.

 **Migration:**

 ```text
 from timecopilot.gift_eval.eval import GIFTEval
 from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 ```

 ```python
 from timecopilot_gift_eval import GIFTEval, GluonTSPredictor
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS
 ```

 See the [GIFT-Eval API docs](../api/gift-eval/gift-eval.md) for details.

---

**Full Changelog**: https://github.com/TimeCopilot/timecopilot/compare/v0.0.30...v0.0.31

15 changes: 7 additions & 8 deletions
docs/examples/gift-eval.ipynb

View file


Open in desktop

Original file line numberDiff line numberDiff line change
Expand Up@@ -53,7 +53,7 @@
 },
 "outputs": [],
 "source": [
 "%pip install \"timecopilot>=0.0.22\""
 "%pip install \"timecopilot[gift-eval]>=0.0.22\""
 ]
 },
 {
Expand All@@ -64,7 +64,7 @@
 "source": [
 "## Dataset Setup\n",
 "\n",
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) for dataset handling:"
 "TimeCopilot includes built-in [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) for dataset handling:"
 ]
 },
 {
Expand All@@ -76,7 +76,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot_gift_eval import GIFTEval\n",
 "\n",
 "# TimeCopilot's built-in GIFT-Eval dataset downloader\n",
 "# Handles the complete benchmark dataset with all 97 configurations\n",
Expand DownExpand Up@@ -156,7 +156,7 @@
 "id": "M2YcjoDF5NH7"
 },
 "source": [
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) integration."
 "With TimeCopilot you can evaluate any [Forecaster](https://timecopilot.dev/api/models/utils/forecaster/#timecopilot.models.utils.forecaster.Forecaster) in a standardized way using its [GIFT-Eval](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) integration."
 ]
 },
 {
Expand All@@ -168,8 +168,7 @@
 "outputs": [],
 "source": [
 "import pandas as pd\n",
 "from timecopilot.gift_eval.eval import GIFTEval\n",
 "from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor\n",
 "from timecopilot_gift_eval import GIFTEval, GluonTSPredictor\n",
 "\n",
 "\n",
 "def evaluate_forecaster(\n",
Expand DownExpand Up@@ -710,7 +709,7 @@
 },
 "outputs": [],
 "source": [
 "from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS"
 "from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS"
 ]
 },
 {
Expand DownExpand Up@@ -789,7 +788,7 @@
 "id": "g0-oVisu6XX3"
 },
 "source": [
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot.gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 "The TimeCopilot's [GIFT-Eval integration](https://timecopilot.dev/api/gift-eval/gift-eval/#timecopilot_gift_eval.eval.GIFTEval) was designed considering reproducibility as one of its main features. The library can replicate the official results provided by the mantainers of the benchmark for the [`SeasonalNaive`](https://huggingface.co/spaces/Salesforce/GIFT-Eval/tree/main/results/seasonal_naive) method. The following code replicates the Seasonal Naive performance for the datasets evaluated in this notebook. The reproducibility of the results for the rest of the datasets are tested continuously in the [library's repo](https://github.com/TimeCopilot/timecopilot/blob/main/tests/gift_eval/test_evaluation.py)."
 ]
 },
 {
Expand Down

3 changes: 2 additions & 1 deletion
experiments/gift-eval/pyproject.toml

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Original file line numberDiff line numberDiff line change
Expand Up@@ -2,13 +2,14 @@
dependencies = [
 "modal>=1.0.5",
 "s3fs>=2023.12.1",
 "timecopilot-gift-eval>=0.3.0",
 "timecopilot>=0.0.21",
 "transformers<4.54",
 "transformers==4.40.1 ; python_full_version < '3.12'",
 "typer>=0.16.0",
]
description = "TimeCopilot experiments for GIFT-Eval"
name = "timecopilot-gift-eval"
name = "timecopilot-gift-eval-experiments"
readme = "README.md"
requires-python = ">=3.11"
version = "0.2.0"

3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/download_results.py

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Expand Up@@ -2,8 +2,7 @@
from pathlib import Path

import pandas as pd

from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

logging.basicConfig(level=logging.INFO)

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3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_modal.py

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Expand Up@@ -59,8 +59,7 @@ def main():
 import logging

 import fsspec

 from timecopilot.gift_eval.utils import DATASETS_WITH_TERMS
 from timecopilot_gift_eval.utils import DATASETS_WITH_TERMS

 logging.basicConfig(level=logging.INFO)

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3 changes: 1 addition & 2 deletions
experiments/gift-eval/src/run_timecopilot.py

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Expand Up@@ -2,9 +2,8 @@
from typing import Annotated

import typer
from timecopilot_gift_eval import GIFTEval, GluonTSPredictor

from timecopilot.gift_eval.eval import GIFTEval
from timecopilot.gift_eval.gluonts_predictor import GluonTSPredictor
from timecopilot.models.ensembles.median import MedianEnsemble
from timecopilot.models.foundation.chronos import Chronos
from timecopilot.models.foundation.timesfm import TimesFM
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