diff --git a/README.md b/README.md
index 5ce6607..41e7658 100644
--- a/README.md
+++ b/README.md
@@ -84,7 +84,8 @@ Licenses verified against Hugging Face model cards. Check the model card for you
 <details><summary><strong>What this means for production</strong></summary>
 
 - **Apache-2.0**, **MIT**: generally fine for commercial production (retain notices; T0† is also gated on Hugging Face: accept terms and set `HF_TOKEN`).
-- **CC-BY-NC-4.0** (Moirai), **CC-BY-NC-SA-4.0** (PatchTST-FM): **non-commercial** only; not for revenue-generating production without a separate agreement from the rights holder.
+- **CC-BY-NC-4.0** (Moirai), **CC-BY-NC-SA-4.0** (PatchTST-FM r1 checkpoints): **non-commercial** only; not for revenue-generating production without a separate agreement from the rights holder.
+- **Apache-2.0 / OpenMDW 1.0** (Granite PatchTST-FM r2): commercial-friendly; choose either license per the [model card](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r2).
 - **TimesFM 3.0**: weights for `google/timesfm-3.0-pytorch` are [non-commercial](https://huggingface.co/google/timesfm-3.0-pytorch/blob/main/LICENSE); TimesFM 1.0–2.5 checkpoints remain Apache-2.0.
 - **TabPFN NC**‡: TabPFN-2.6+ and TabPFN-3 weights are non-commercial; production requires a [Prior Labs commercial license or API](https://docs.priorlabs.ai/models). First LOCAL use requires accepting terms at [ux.priorlabs.ai](https://ux.priorlabs.ai) (`TABPFN_TOKEN`). TabPFN-3 is LOCAL-only today.
 - **Community / Apache-2.0** (TiRex): TiRex 1.0 uses the [NXAI Community License](https://huggingface.co/NX-AI/TiRex/blob/main/LICENSE) (commercial limits for large enterprises); TiRex 2.0 is Apache-2.0.
@@ -101,7 +102,7 @@ Some models require specific Python versions (e.g. FlowState 3.11-3.13, TabPFN &
 - **Chronos:** `amazon/chronos-t5-{tiny,mini,small,base,large}`, `amazon/chronos-bolt-{tiny,mini,small,base}`, `amazon/chronos-2`
 - **FlowState:** `ibm-research/flowstate`, `ibm-granite/granite-timeseries-flowstate-r1`
 - **Moirai:** `Salesforce/moirai-{1.0,1.1,2.0}-R-{small,base,large}`, `Salesforce/moirai-moe-1.0-R-*`
-- **PatchTST-FM:** `ibm-research/patchtst-fm-r1`
+- **PatchTST-FM:** `ibm-research/patchtst-fm-r1`, `ibm-granite/granite-timeseries-patchtst-fm-r1`, `ibm-granite/granite-timeseries-patchtst-fm-r2` (r2 requires `granite-tsfm>=0.3.9`)
 - **Sundial:** `thuml/sundial-base-128m`
 - **T0:** `theforecastingcompany/t0-alpha`, `theforecastingcompany/t0-beta` (requires `tfc-t0>=0.5.0`)
 - **TabPFN:** default `tabpfn-v2-regressor-2noar4o2.ckpt`; TabPFN-3 via `model_path="tabpfn-v3-regressor-v3_20260506_timeseries.ckpt"` (LOCAL, `TABPFN_TOKEN`); or CLIENT mode with a Prior Labs API token
diff --git a/docs/changelogs/v0.1.8.md b/docs/changelogs/v0.1.8.md
index 714c89d..c929a40 100644
--- a/docs/changelogs/v0.1.8.md
+++ b/docs/changelogs/v0.1.8.md
@@ -1,5 +1,25 @@
 ### Features
 
+* **Granite PatchTST-FM r2 support**: The shared [`PatchTSTFM`](../api/models/foundation/models.md#foundationforecast.models.patchtst_fm.PatchTSTFM) wrapper now supports [`ibm-granite/granite-timeseries-patchtst-fm-r2`](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r2) (~385M). r2 adds Conformer blocks, overlapping patches (`patch_stride=8`), and a 99-quantile head on top of r1. Requires `granite-tsfm>=0.3.9`. GIFT-Eval CI replicates `Granite-PatchTST-FM-r2` on `m4_weekly/short`.
+
+    ```python
+    import pandas as pd
+    from foundationforecast.models.patchtst_fm import PatchTSTFM
+
+    df = pd.read_csv(
+        "https://timecopilot.s3.amazonaws.com/public/data/air_passengers.csv",
+        parse_dates=["ds"],
+    )
+    model = PatchTSTFM(
+        repo_id="ibm-granite/granite-timeseries-patchtst-fm-r2",
+        alias="Granite-PatchTST-FM-r2",
+        context_length=8192,
+        batch_size=32,
+    )
+    fcst = model.forecast(df, h=12, freq="MS")
+    assert "Granite-PatchTST-FM-r2" in fcst.columns
+    ```
+
 * **T0 beta support**: The shared [`T0`](../api/models/foundation/models.md#foundationforecast.models.t0.T0) wrapper now works with [`theforecastingcompany/t0-beta`](https://huggingface.co/theforecastingcompany/t0-beta) (~256M). Register it in gift-eval `models.yaml`; GIFT-Eval CI still replicates `t0-alpha` until leaderboard results exist for beta.
 
     ```python
@@ -25,6 +45,7 @@
 ### Dependencies
 
 * Bumped `tfc-t0` from `>=0.2.3` to `>=0.5.0` (required for t0-beta; still supports t0-alpha).
+* Replaced `timecopilot-granite-tsfm` with `granite-tsfm>=0.3.9` (required for PatchTST-FM r2 overlapping-patch inference).
 
 ---
 
diff --git a/docs/contributing.md b/docs/contributing.md
index 00f0c34..fc34510 100644
--- a/docs/contributing.md
+++ b/docs/contributing.md
@@ -88,10 +88,13 @@ When adding a new foundation model:
 **foundationforecast** uses forked Python packages maintained under custom names on PyPI:
 
 - **chronos-forecasting** — [`timecopilot-chronos-forecasting`](https://pypi.org/project/timecopilot-chronos-forecasting/)
-- **granite-tsfm** — [`timecopilot-granite-tsfm`](https://pypi.org/project/timecopilot-granite-tsfm/)
 - **timesfm** — [`timecopilot-timesfm`](https://pypi.org/project/timecopilot-timesfm/)
 - **tirex** — [`timecopilot-tirex`](https://pypi.org/project/timecopilot-tirex/)
 - **toto** — [`timecopilot-toto`](https://pypi.org/project/timecopilot-toto/)
 - **uni2ts** — [`timecopilot-uni2ts`](https://pypi.org/project/timecopilot-uni2ts/)
 
+FlowState and PatchTST-FM use upstream [`granite-tsfm`](https://pypi.org/project/granite-tsfm/)
+(`>=0.3.9`; PatchTST-FM r2 requires overlapping-patch support). The former
+`timecopilot-granite-tsfm` fork is no longer a dependency.
+
 See the [TimeCopilot contributing guide](https://timecopilot.dev/community/contributing/) for upstream fork links.
diff --git a/docs/model-hub.md b/docs/model-hub.md
index f7234ea..49f82ae 100644
--- a/docs/model-hub.md
+++ b/docs/model-hub.md
@@ -39,7 +39,7 @@ Below is the list of available foundation models. Click a model name for API det
 - [Chronos](api/models/foundation/models.md#foundationforecast.models.chronos.Chronos) ([arXiv:2403.07815](https://arxiv.org/abs/2403.07815))
 - [FlowState](api/models/foundation/models.md#foundationforecast.models.flowstate.FlowState) ([arXiv:2508.05287](https://arxiv.org/abs/2508.05287)) — Python 3.11–3.13
 - [Moirai](api/models/foundation/models.md#foundationforecast.models.moirai.Moirai) ([arXiv:2402.02592](https://arxiv.org/abs/2402.02592))
-- [PatchTST-FM](api/models/foundation/models.md#foundationforecast.models.patchtst_fm.PatchTSTFM) ([arXiv:2602.06909](https://arxiv.org/abs/2602.06909)) — Python 3.11–3.13
+- [PatchTST-FM](api/models/foundation/models.md#foundationforecast.models.patchtst_fm.PatchTSTFM) ([arXiv:2602.06909](https://arxiv.org/abs/2602.06909)) — Python 3.11–3.13; [`ibm-research/patchtst-fm-r1`](https://huggingface.co/ibm-research/patchtst-fm-r1), [`ibm-granite/granite-timeseries-patchtst-fm-r1`](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r1) (CC-BY-NC-SA-4.0), and [`ibm-granite/granite-timeseries-patchtst-fm-r2`](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r2) (Apache-2.0 / OpenMDW 1.0; requires `granite-tsfm>=0.3.9`)
 - [Sundial](api/models/foundation/models.md#foundationforecast.models.sundial.Sundial) ([arXiv:2502.00816](https://arxiv.org/pdf/2502.00816))
 - [T0](api/models/foundation/models.md#foundationforecast.models.t0.T0) ([t0-alpha](https://huggingface.co/theforecastingcompany/t0-alpha), [t0-beta](https://huggingface.co/theforecastingcompany/t0-beta); requires `tfc-t0>=0.5.0` for beta) — Python 3.11–3.13
 - [TabPFN](api/models/foundation/models.md#foundationforecast.models.tabpfn.TabPFN) ([arXiv:2501.02945](https://arxiv.org/abs/2501.02945)) — Python 3.10–3.12; TabPFN-2 (default) and TabPFN-3 via `model_path`; TabPFN-3 is LOCAL-only; weights use the [TabPFN NC license](https://ux.priorlabs.ai) (`TABPFN_TOKEN`)
diff --git a/experiments/gift-eval/README.md b/experiments/gift-eval/README.md
index d4fe152..b93594b 100644
--- a/experiments/gift-eval/README.md
+++ b/experiments/gift-eval/README.md
@@ -44,9 +44,10 @@ uv run python -m src.runners.run_model \
 
 ## CI subset
 
-[`configs/ci_subset.yaml`](configs/ci_subset.yaml) defines **10 jobs**: Chronos on
+[`configs/ci_subset.yaml`](configs/ci_subset.yaml) defines **13 jobs**: Chronos on
 `m4_weekly/short` and `m4_hourly/short`, plus one representative `model_key` each for
-TimesFM, TiRex, Moirai, Toto, FlowState, PatchTST-FM, T0, and Tafsut (all on `m4_weekly/short`).
+TimesFM 2.5/3.0, TiRex 1.1 and TiRex-2-Zeroshot, Moirai, Toto, FlowState, PatchTST-FM r1,
+Granite PatchTST-FM r2, T0, and Tafsut (all on `m4_weekly/short`).
 Each job runs on Modal GPU and is **HF-verified** in pytest (metrics must match the
 official GIFT-Eval reference CSV).
 
diff --git a/experiments/gift-eval/configs/ci_subset.yaml b/experiments/gift-eval/configs/ci_subset.yaml
index a5c5fd5..01f28e0 100644
--- a/experiments/gift-eval/configs/ci_subset.yaml
+++ b/experiments/gift-eval/configs/ci_subset.yaml
@@ -1,5 +1,6 @@
 # Representative CI subset for replication verification (Chronos on two datasets).
 # Every job is HF-verified in tests/test_replication.py after Modal run_ci.
+# New models (TiRex-2, Granite PatchTST-FM r2) are added alongside existing entries.
 jobs:
   - model_key: amazon--chronos-bolt-small
     dataset_name: m4_weekly
@@ -16,6 +17,9 @@ jobs:
   - model_key: NX-AI--TiRex-1.1-gifteval
     dataset_name: m4_weekly
     term: short
+  - model_key: NX-AI--TiRex-2-gifteval-zs
+    dataset_name: m4_weekly
+    term: short
   - model_key: Salesforce--moirai-1.1-R-base
     dataset_name: m4_weekly
     term: short
@@ -28,6 +32,9 @@ jobs:
   - model_key: ibm-research--patchtst-fm-r1
     dataset_name: m4_weekly
     term: short
+  - model_key: ibm-granite--granite-timeseries-patchtst-fm-r2
+    dataset_name: m4_weekly
+    term: short
   - model_key: theforecastingcompany--t0-alpha
     dataset_name: m4_weekly
     term: short
diff --git a/experiments/gift-eval/configs/models.yaml b/experiments/gift-eval/configs/models.yaml
index ad70e49..d1dcac1 100644
--- a/experiments/gift-eval/configs/models.yaml
+++ b/experiments/gift-eval/configs/models.yaml
@@ -242,6 +242,15 @@ models:
       repo_id: ibm-granite/granite-timeseries-patchtst-fm-r1
       batch_size: 32
 
+  ibm-granite--granite-timeseries-patchtst-fm-r2:
+    class: foundationforecast.models.patchtst_fm.PatchTSTFM
+    reference_slug: Granite-PatchTST-FM-r2
+    max_length: 8192
+    kwargs:
+      repo_id: ibm-granite/granite-timeseries-patchtst-fm-r2
+      context_length: 8192
+      batch_size: 32
+
   # --- Other foundation models ---
   theforecastingcompany--t0-alpha:
     class: foundationforecast.models.t0.T0
diff --git a/experiments/gift-eval/tests/test_models_config.py b/experiments/gift-eval/tests/test_models_config.py
index fada6ee..b777d37 100644
--- a/experiments/gift-eval/tests/test_models_config.py
+++ b/experiments/gift-eval/tests/test_models_config.py
@@ -8,3 +8,13 @@ def test_t0_beta_registered_in_models_yaml():
     assert entry["reference_slug"] is None
     assert entry["kwargs"]["repo_id"] == "theforecastingcompany/t0-beta"
     assert entry["kwargs"]["alias"] == "t0-beta"
+
+
+def test_granite_patchtst_r2_registered_in_models_yaml():
+    models = load_models_config()
+    entry = models["ibm-granite--granite-timeseries-patchtst-fm-r2"]
+    assert entry["class"] == "foundationforecast.models.patchtst_fm.PatchTSTFM"
+    assert entry["reference_slug"] == "Granite-PatchTST-FM-r2"
+    assert entry["max_length"] == 8192
+    assert entry["kwargs"]["repo_id"] == "ibm-granite/granite-timeseries-patchtst-fm-r2"
+    assert entry["kwargs"]["context_length"] == 8192
diff --git a/experiments/gift-eval/uv.lock b/experiments/gift-eval/uv.lock
index 48863ab..dac6706 100644
--- a/experiments/gift-eval/uv.lock
+++ b/experiments/gift-eval/uv.lock
@@ -21,13 +21,14 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "huggingface-hub"},
   {name = "packaging"},
   {name = "psutil"},
   {name = "pyyaml"},
   {name = "safetensors"},
-  {name = "torch"},
 ]
 name = "accelerate"
 sdist = {hash = "sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d", size = 412167, upload-time = "2026-06-11T13:45:52.326Z", url = "https://files.pythonhosted.org/packages/8d/75/94cd5d389649578aca399e5aa822637eec18319a1dadc400ffe2f9a7493f/accelerate-1.14.0.tar.gz"}
@@ -860,6 +861,58 @@ wheels = [
 
 [[package]]
 name = "cuda-toolkit"
+resolution-markers = [
+  "python_full_version < '3.12'",
+  "python_full_version == '3.12.*'",
+  "python_full_version == '3.13.*'",
+]
+source = {registry = "https://pypi.org/simple"}
+version = "13.0.2"
+wheels = [
+  {hash = "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb", size = 2364, upload-time = "2025-12-19T23:24:07.328Z", url = "https://files.pythonhosted.org/packages/57/b2/453099f5f3b698d7d0eab38916aac44c7f76229f451709e2eb9db6615dcd/cuda_toolkit-13.0.2-py2.py3-none-any.whl"},
+]
+
+[package.optional-dependencies]
+cublas = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.0.3"},
+]
+cudart = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
+]
+cufft = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cufft"},
+]
+cufile = [
+  {marker = "python_full_version < '3.14' and sys_platform == 'linux'", name = "nvidia-cufile"},
+]
+cupti = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
+]
+curand = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-curand"},
+]
+cusolver = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cusolver"},
+]
+cusparse = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+]
+nvjitlink = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.0.88"},
+]
+nvrtc = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+]
+nvtx = [
+  {marker = "(python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-nvtx"},
+]
+
+[[package]]
+name = "cuda-toolkit"
+resolution-markers = [
+  "python_full_version == '3.14.*'",
+  "python_full_version >= '3.15'",
+]
 source = {registry = "https://pypi.org/simple"}
 version = "13.0.3.0"
 wheels = [
@@ -868,43 +921,43 @@ wheels = [
 
 [package.optional-dependencies]
 cublas = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.1.3"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
 ]
 cudart = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
 ]
 cufft = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cufft"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cufft"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 cufile = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')", name = "nvidia-cufile"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')", name = "nvidia-cufile"},
 ]
 cupti = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
 ]
 curand = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-curand"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-curand"},
 ]
 cusolver = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusolver"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.1.3"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusolver"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
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 cusparse = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 nvjitlink = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 nvrtc = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
 ]
 nvtx = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvtx"},
+  {marker = "(python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvtx"},
 ]
 
 [[package]]
@@ -935,7 +988,7 @@ dependencies = [
   {marker = "python_full_version < '3.13'", name = "multiprocess"},
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
   {marker = "python_full_version < '3.13'", name = "packaging"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
+  {marker = "python_full_version < '3.13'", name = "pandas"},
   {marker = "python_full_version < '3.13'", name = "pyarrow", source = {registry = "https://pypi.org/simple"}, version = "23.0.1"},
   {marker = "python_full_version < '3.13'", name = "pyyaml"},
   {marker = "python_full_version < '3.13'", name = "requests"},
@@ -964,7 +1017,7 @@ dependencies = [
   {marker = "python_full_version >= '3.13'", name = "multiprocess"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {marker = "python_full_version >= '3.13'", name = "packaging"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
+  {marker = "python_full_version >= '3.13'", name = "pandas"},
   {marker = "python_full_version >= '3.13'", name = "pyarrow", source = {registry = "https://pypi.org/simple"}, version = "25.0.1"},
   {marker = "python_full_version >= '3.13'", name = "pyyaml"},
   {marker = "python_full_version >= '3.13'", name = "requests"},
@@ -1115,11 +1168,13 @@ wheels = [
 
 [[package]]
 dependencies = [
-  {marker = "sys_platform == 'linux'", name = "triton"},
+  {marker = "python_full_version < '3.14' and sys_platform == 'linux'", name = "triton", source = {registry = "https://pypi.org/simple"}, version = "3.6.0"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
+  {marker = "python_full_version >= '3.14' and sys_platform == 'linux'", name = "triton", source = {registry = "https://pypi.org/simple"}, version = "3.7.1"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {marker = "sys_platform == 'win32'", name = "triton-windows"},
   {name = "einops"},
   {name = "ninja"},
-  {name = "torch"},
 ]
 name = "flashrnn"
 sdist = {hash = "sha256:61e99063b5c500ad40294c0ca3cd953fbcdbba99bbe19af3fc49e50862183855", size = 112180, upload-time = "2026-07-29T13:11:06.062Z", url = "https://files.pythonhosted.org/packages/ca/ba/c389f1440c4f38f20d9f420c8f0632a6b556a6959f5e80868db5406d0ba0/flashrnn-1.0.6.tar.gz"}
@@ -1183,11 +1238,13 @@ dependencies = [
   {extra = ["torch"], name = "gluonts"},
   {marker = "python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
   {marker = "python_full_version < '3.13'", name = "tabpfn-time-series"},
+  {marker = "python_full_version < '3.14'", name = "granite-tsfm"},
   {marker = "python_full_version < '3.14'", name = "tfc-t0"},
-  {marker = "python_full_version < '3.14'", name = "timecopilot-granite-tsfm"},
   {marker = "python_full_version < '3.14'", name = "timecopilot-uni2ts"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
+  {marker = "python_full_version >= '3.13'", name = "pandas"},
   {marker = "python_full_version >= '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.18.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "huggingface-hub"},
   {name = "nixtla"},
   {name = "tafsut"},
@@ -1197,7 +1254,6 @@ dependencies = [
   {name = "timecopilot-tirex2"},
   {name = "timecopilot-toto"},
   {name = "timecopilot-toto-2"},
-  {name = "torch"},
   {name = "transformers"},
   {name = "utilsforecast"},
 ]
@@ -1214,8 +1270,8 @@ requires-dist = [
   {marker = "python_full_version < '3.13'", name = "tabpfn-time-series", specifier = ">=1.2.0"},
   {marker = "python_full_version < '3.13'", name = "transformers", specifier = ">=4.41,<6"},
   {marker = "python_full_version < '3.14'", name = "timecopilot-uni2ts", specifier = ">=0.1.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "granite-tsfm", specifier = ">=0.3.9"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "tfc-t0", specifier = ">=0.5.0"},
-  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "timecopilot-granite-tsfm", specifier = ">=0.2.1"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex", specifier = ">=0.1.1"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex2", specifier = ">=0.1.0"},
   {marker = "python_full_version >= '3.13'", name = "pandas", specifier = ">=2.2.0"},
@@ -1449,11 +1505,10 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {name = "pandas"},
   {name = "pydantic"},
   {name = "toolz"},
   {name = "typing-extensions"},
@@ -1469,10 +1524,11 @@ wheels = [
 [package.optional-dependencies]
 torch = [
   {marker = "python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.18.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "lightning"},
   {name = "pytorch-lightning"},
-  {name = "torch"},
 ]
 
 [[package]]
@@ -1505,6 +1561,29 @@ wheels = [
   {hash = "sha256:f639065ea2042d5c034bf258a9f085eaa7af0cd250667c0635a3118e8f92c69c", size = 28800, upload-time = "2025-12-16T00:40:30.322Z", url = "https://files.pythonhosted.org/packages/9c/97/7d75fe37a7a6ed171a2cf17117177e7aab7e6e0d115858741b41e9dd4254/google_crc32c-1.8.0-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl"},
 ]
 
+[[package]]
+dependencies = [
+  {extra = ["torch"], marker = "python_full_version < '3.14'", name = "transformers"},
+  {marker = "python_full_version < '3.13'", name = "datasets", source = {registry = "https://pypi.org/simple"}, version = "4.8.5"},
+  {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
+  {marker = "python_full_version < '3.14'", name = "deprecated"},
+  {marker = "python_full_version < '3.14'", name = "einops"},
+  {marker = "python_full_version < '3.14'", name = "filelock"},
+  {marker = "python_full_version < '3.14'", name = "pandas"},
+  {marker = "python_full_version < '3.14'", name = "scikit-learn", source = {registry = "https://pypi.org/simple"}, version = "1.7.2"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
+  {marker = "python_full_version < '3.14'", name = "urllib3"},
+  {marker = "python_full_version == '3.13.*'", name = "datasets", source = {registry = "https://pypi.org/simple"}, version = "5.0.1"},
+  {marker = "python_full_version == '3.13.*'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
+]
+name = "granite-tsfm"
+sdist = {hash = "sha256:05761eaa37112cd8694803061b5435ec4c0621516a57bf26f64d282850415a3d", size = 26244702, upload-time = "2026-08-28T21:34:49.832Z", url = "https://files.pythonhosted.org/packages/3a/5a/bff28879b80438e5c994ef1aa28bcbc87a726e443ea23d4c444758ebea60/granite_tsfm-0.3.9.tar.gz"}
+source = {registry = "https://pypi.org/simple"}
+version = "0.3.9"
+wheels = [
+  {hash = "sha256:07ca9c503cfa9f7e34d6ee5616d1a37ae301cabc6daed0546b249ddbc2c8f272", size = 3869902, upload-time = "2026-08-28T21:34:47.776Z", url = "https://files.pythonhosted.org/packages/c5/a4/39124755d2f32b2793b66a1e23bd2b5cb6a30fabb0ccac3f1d99f580a10b/granite_tsfm-0.3.9-py3-none-any.whl"},
+]
+
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.14'", name = "typing-extensions"},
@@ -1959,12 +2038,11 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.18.0"},
   {name = "matplotlib"},
+  {name = "pandas"},
 ]
 name = "joypy"
 sdist = {hash = "sha256:099da2d6c7d81b5eccc957bd9446831f565ba42d5abbab0fa92b81892449522e", size = 10270, upload-time = "2021-12-19T09:42:52.541Z", url = "https://files.pythonhosted.org/packages/89/f4/49636d4c5fa30822028a1e2af234cecf488ba3c7e9ff5aba88e36fb0c95c/joypy-0.2.6.tar.gz"}
@@ -2249,12 +2327,13 @@ dependencies = [
   {extra = ["http"], marker = "python_full_version < '3.13'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.2.0"},
   {extra = ["http"], marker = "python_full_version >= '3.13'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.6.0"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "lightning-utilities"},
   {name = "packaging"},
   {name = "pytorch-lightning"},
   {name = "pyyaml"},
-  {name = "torch"},
   {name = "torchmetrics"},
   {name = "typing-extensions"},
 ]
@@ -2559,15 +2638,16 @@ dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
   {marker = "python_full_version < '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.0"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {marker = "python_full_version >= '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.1"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "dacite"},
   {name = "einops"},
   {name = "ipykernel"},
   {name = "matplotlib"},
   {name = "rich"},
-  {name = "torch"},
 ]
 name = "mlstm-kernels"
 sdist = {hash = "sha256:df312a07952c5063ce2e7c7aae22d1748e0b82aa330f9be40eef8a5c373c5fdc", size = 200322, upload-time = "2026-07-06T14:11:30.397Z", url = "https://files.pythonhosted.org/packages/76/dc/d7f11d3a7b5ae9c8e966f811825efb9df4f91928bf59c8a4e69631a13dc4/mlstm_kernels-2.0.4.tar.gz"}
@@ -2904,13 +2984,12 @@ wheels = [
 [[package]]
 dependencies = [
   {extra = ["zstd"], name = "httpx"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
   {name = "annotated-types"},
   {name = "narwhals"},
   {name = "orjson"},
+  {name = "pandas"},
   {name = "pydantic"},
   {name = "tenacity"},
   {name = "utilsforecast"},
@@ -3029,11 +3108,29 @@ wheels = [
   {hash = "sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f", size = 5473874, upload-time = "2026-08-09T13:46:42.075Z", url = "https://files.pythonhosted.org/packages/ca/9f/d0849de96a2a4ceaa16662f18ee13eaa9c0aa418269fdc8c4857c56b11da/numpy-2.5.2-cp314-cp314t-macosx_14_0_arm64.whl"},
 ]
 
+[[package]]
+name = "nvidia-cublas"
+resolution-markers = [
+  "python_full_version < '3.12'",
+  "python_full_version == '3.12.*'",
+  "python_full_version == '3.13.*'",
+]
+source = {registry = "https://pypi.org/simple"}
+version = "13.1.0.3"
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   {name = "einops"},
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@@ -5183,14 +5377,13 @@ dependencies = [
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   {name = "matplotlib"},
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   {name = "pytest-env"},
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+  {marker = "python_full_version >= '3.14' and sys_platform == 'linux'", name = "nvidia-nvshmem-cu13"},
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+  {marker = "python_full_version >= '3.14'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.6.0"},
+  {marker = "python_full_version >= '3.14'", name = "jinja2"},
+  {marker = "python_full_version >= '3.14'", name = "networkx"},
+  {marker = "python_full_version >= '3.14'", name = "setuptools", source = {registry = "https://pypi.org/simple"}, version = "84.0.0"},
+  {marker = "python_full_version >= '3.14'", name = "sympy"},
+  {marker = "python_full_version >= '3.14'", name = "typing-extensions"},
+]
+name = "torch"
+resolution-markers = [
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+  "python_full_version >= '3.15'",
+]
 source = {registry = "https://pypi.org/simple"}
 version = "2.13.0"
 wheels = [
@@ -5345,10 +5595,11 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "lightning-utilities"},
   {name = "packaging"},
-  {name = "torch"},
 ]
 name = "torchmetrics"
 sdist = {hash = "sha256:a488609948600df52d3db4fcdab02e62aab2a85ef34da67037dc3e65b8512faa", size = 581765, upload-time = "2026-03-09T17:41:22.443Z", url = "https://files.pythonhosted.org/packages/81/34/39b8b749333db56c0585d7a11fa62a283c087bb1dfc897d69fb8cedbefb1/torchmetrics-1.9.0.tar.gz"}
@@ -5442,11 +5693,39 @@ wheels = [
 [package.optional-dependencies]
 torch = [
   {marker = "python_full_version < '3.14'", name = "accelerate"},
-  {marker = "python_full_version < '3.14'", name = "torch"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
 ]
 
 [[package]]
 name = "triton"
+resolution-markers = [
+  "python_full_version < '3.12'",
+  "python_full_version == '3.12.*'",
+  "python_full_version == '3.13.*'",
+]
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+version = "3.6.0"
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+]
+
+[[package]]
+name = "triton"
+resolution-markers = [
+  "python_full_version == '3.14.*'",
+  "python_full_version >= '3.15'",
+]
 source = {registry = "https://pypi.org/simple"}
 version = "3.7.1"
 wheels = [
@@ -5556,10 +5835,11 @@ wheels = [
 
 [[package]]
 dependencies = [
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "docstring-parser"},
   {name = "einops"},
   {name = "tabulate"},
-  {name = "torch"},
 ]
 name = "unit-scaling"
 sdist = {hash = "sha256:9df186addff1bca39e888f00fb51cda3e7a54440eb478b203cc585442ba15016", size = 4781359, upload-time = "2025-07-11T09:46:18.568Z", url = "https://files.pythonhosted.org/packages/7d/3a/6e88c1d682900d05f5b2564cd45520d82a6fb75e2e7f5c41760ed49db6dc/unit_scaling-0.3.5.tar.gz"}
@@ -5581,11 +5861,10 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {name = "narwhals"},
   {name = "packaging"},
+  {name = "pandas"},
 ]
 name = "utilsforecast"
 sdist = {hash = "sha256:dca406231d002279562ae897dbcb9e419c2fc5bf48908be02834b3187ce5a52b", size = 72176, upload-time = "2026-04-27T22:04:25.127Z", url = "https://files.pythonhosted.org/packages/15/f8/c6be49b618e974f07a3d05f578344a9e38cc793fb2b1ff0baf1988cb2e59/utilsforecast-0.2.16.tar.gz"}
@@ -5837,9 +6116,11 @@ dependencies = [
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   {marker = "python_full_version < '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.0"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {marker = "python_full_version >= '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.1"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {name = "dacite"},
   {name = "einops"},
   {name = "ftfy"},
@@ -5853,7 +6134,6 @@ dependencies = [
   {name = "rich"},
   {name = "seaborn"},
   {name = "tokenizers"},
-  {name = "torch"},
   {name = "transformers"},
 ]
 name = "xlstm"
diff --git a/foundationforecast/models/flowstate.py b/foundationforecast/models/flowstate.py
index 7ea1575..5647149 100644
--- a/foundationforecast/models/flowstate.py
+++ b/foundationforecast/models/flowstate.py
@@ -16,6 +16,23 @@
 from ..core.utils import TimeSeriesDataset
 
 
+def _normalize_freq_for_scale_factor(freq: str) -> str:
+    """Map pandas freq aliases to strings accepted by granite-tsfm get_fixed_factor."""
+    if freq in {"MS", "ME"}:
+        return "M"
+    if freq == "h":
+        return "H"
+    if freq == "min":
+        return "T"
+    if freq.endswith("min") and freq[:-3].isdigit():
+        return f"{freq[:-3]}T"
+    if len(freq) > 1 and freq.endswith("h") and freq[:-1].isdigit():
+        return f"{freq[:-1]}H"
+    if len(freq) == 1 and freq.isalpha() and freq.islower():
+        return freq.upper()
+    return freq
+
+
 class FlowState(Forecaster, _DataProcessor):
     """
     FlowState is the first time-scale adjustable Time Series Foundation Model (TSFM),
@@ -283,7 +300,9 @@ def forecast(
             dtype=self.dtype,
         )
         fcst_df = dataset.make_future_dataframe(h=h, freq=freq)
-        scale_factor = self.scale_factor or get_fixed_factor(freq)
+        scale_factor = self.scale_factor or get_fixed_factor(
+            _normalize_freq_for_scale_factor(freq)
+        )
         with self._get_model() as model:
             cfg = model.config
             supported_quantiles = cfg.quantiles
diff --git a/foundationforecast/models/patchtst_fm.py b/foundationforecast/models/patchtst_fm.py
index 8b1e250..38ee4a6 100644
--- a/foundationforecast/models/patchtst_fm.py
+++ b/foundationforecast/models/patchtst_fm.py
@@ -51,6 +51,9 @@ def __init__(
                 load the PatchTST-FM model from. Supported models:
 
                 - `ibm-research/patchtst-fm-r1`
+                - `ibm-granite/granite-timeseries-patchtst-fm-r1`
+                - `ibm-granite/granite-timeseries-patchtst-fm-r2` (requires
+                  `granite-tsfm>=0.3.9`)
 
             context_length (int, optional): Maximum context length (input window size)
                 for the model. Controls how much history is used for each forecast.
@@ -75,7 +78,10 @@ def __init__(
             **Resources:**
 
             - GitHub: [ibm-granite/granite-tsfm](https://github.com/ibm-granite/granite-tsfm)
-            - HuggingFace Models: [ibm-research/patchtst-fm-r1](https://huggingface.co/ibm-research/patchtst-fm-r1)
+            - HuggingFace Models:
+              [ibm-research/patchtst-fm-r1](https://huggingface.co/ibm-research/patchtst-fm-r1),
+              [ibm-granite/granite-timeseries-patchtst-fm-r1](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r1),
+              [ibm-granite/granite-timeseries-patchtst-fm-r2](https://huggingface.co/ibm-granite/granite-timeseries-patchtst-fm-r2)
 
             **Technical Details:**
 
@@ -85,6 +91,8 @@ def __init__(
             **Supported Models:**
 
             - `ibm-research/patchtst-fm-r1` (default)
+            - `ibm-granite/granite-timeseries-patchtst-fm-r1`
+            - `ibm-granite/granite-timeseries-patchtst-fm-r2`
         """
         super().__init__(reuse_loaded_model=reuse_loaded_model)
         self.repo_id = repo_id
diff --git a/pyproject.toml b/pyproject.toml
index 5df8534..c8850b6 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -48,6 +48,7 @@ classifiers = [
 ]
 dependencies = [
   "gluonts[torch]",
+  "granite-tsfm>=0.3.9 ; python_full_version >= '3.11' and python_full_version < '3.14'",
   "huggingface-hub>=0.36.2,<2.0",
   "nixtla>=0.7.0",
   "pandas>=2.2.0 ; python_full_version >= '3.13'",
@@ -56,7 +57,6 @@ dependencies = [
   "tafsut>=0.1.0",
   "tfc-t0>=0.5.0 ; python_full_version >= '3.11' and python_full_version < '3.14'",
   "timecopilot-chronos-forecasting>=0.2.2",
-  "timecopilot-granite-tsfm>=0.2.1 ; python_full_version >= '3.11' and python_full_version < '3.14'",
   "timecopilot-timesfm>=0.4.0",
   "timecopilot-tirex2>=0.1.0 ; python_full_version >= '3.11'",
   "timecopilot-tirex>=0.1.1 ; python_full_version >= '3.11'",
diff --git a/tests/models/conftest.py b/tests/models/conftest.py
index 4d9390c..0f9bba4 100644
--- a/tests/models/conftest.py
+++ b/tests/models/conftest.py
@@ -79,6 +79,14 @@
         )
     )
     models.append(PatchTSTFM(context_length=2_048))
+    models.append(
+        PatchTSTFM(
+            repo_id="ibm-granite/granite-timeseries-patchtst-fm-r2",
+            alias="Granite-PatchTST-FM-r2",
+            context_length=2_048,
+            batch_size=2,
+        )
+    )
 
 if sys.version_info < (3, 13):
     from contextlib import contextmanager
diff --git a/tests/models/test_flowstate.py b/tests/models/test_flowstate.py
index d1bd273..42d38ff 100644
--- a/tests/models/test_flowstate.py
+++ b/tests/models/test_flowstate.py
@@ -11,11 +11,37 @@
 
 from tests.helpers import generate_series  # noqa: E402
 from foundationforecast import FoundationForecast
-from foundationforecast.models.flowstate import FlowState  # noqa: E402
+from foundationforecast.models.flowstate import (  # noqa: E402
+    FlowState,
+    _normalize_freq_for_scale_factor,
+)
 
 pytestmark = pytest.mark.models
 
 
+@pytest.mark.parametrize(
+    ("freq", "expected"),
+    [
+        ("h", "H"),
+        ("6h", "6H"),
+        ("15min", "15T"),
+        ("MS", "M"),
+        ("ME", "M"),
+        ("D", "D"),
+        ("W-MON", "W-MON"),
+    ],
+)
+def test_normalize_freq_for_scale_factor(freq, expected):
+    assert _normalize_freq_for_scale_factor(freq) == expected
+
+
+def test_flowstate_inferred_hourly_freq():
+    df = generate_series(n_series=1, freq="H", min_length=20, max_length=20)
+    model = FlowState(batch_size=2)
+    fcst = model.forecast(df, h=1)
+    assert len(fcst) == 1
+
+
 def test_flowstate_h1_single_uid():
     df = generate_series(n_series=1, freq="W", min_length=20, max_length=20)
 
diff --git a/uv.lock b/uv.lock
index 07e999e..be4688a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -21,14 +21,15 @@ wheels = [
 
 [[package]]
 dependencies = [
+  {marker = "python_full_version < '3.11' or python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {name = "huggingface-hub"},
   {name = "packaging"},
   {name = "psutil"},
   {name = "pyyaml"},
   {name = "safetensors"},
-  {name = "torch"},
 ]
 name = "accelerate"
 sdist = {hash = "sha256:41b9c4377a54e0b460a959b0defa1b736e4ca0a2373252d9a539964c2afe3c8d", size = 412167, upload-time = "2026-06-11T13:45:52.326Z", url = "https://files.pythonhosted.org/packages/8d/75/94cd5d389649578aca399e5aa822637eec18319a1dadc400ffe2f9a7493f/accelerate-1.14.0.tar.gz"}
@@ -1065,6 +1066,59 @@ wheels = [
 
 [[package]]
 name = "cuda-toolkit"
+resolution-markers = [
+  "python_full_version == '3.11.*'",
+  "python_full_version == '3.12.*'",
+  "python_full_version == '3.13.*'",
+]
+source = {registry = "https://pypi.org/simple"}
+version = "13.0.2"
+wheels = [
+  {hash = "sha256:b198824cf2f54003f50d64ada3a0f184b42ca0846c1c94192fa269ecd97a66eb", size = 2364, upload-time = "2025-12-19T23:24:07.328Z", url = "https://files.pythonhosted.org/packages/57/b2/453099f5f3b698d7d0eab38916aac44c7f76229f451709e2eb9db6615dcd/cuda_toolkit-13.0.2-py2.py3-none-any.whl"},
+]
+
+[package.optional-dependencies]
+cublas = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.0.3"},
+]
+cudart = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
+]
+cufft = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cufft"},
+]
+cufile = [
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux'", name = "nvidia-cufile"},
+]
+cupti = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
+]
+curand = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-curand"},
+]
+cusolver = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cusolver"},
+]
+cusparse = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+]
+nvjitlink = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.0.88"},
+]
+nvrtc = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+]
+nvtx = [
+  {marker = "(python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux') or (python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32')", name = "nvidia-nvtx"},
+]
+
+[[package]]
+name = "cuda-toolkit"
+resolution-markers = [
+  "python_full_version < '3.11'",
+  "python_full_version == '3.14.*'",
+  "python_full_version >= '3.15'",
+]
 source = {registry = "https://pypi.org/simple"}
 version = "13.0.3.0"
 wheels = [
@@ -1073,43 +1127,43 @@ wheels = [
 
 [package.optional-dependencies]
 cublas = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.1.3"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
 ]
 cudart = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-runtime"},
 ]
 cufft = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cufft"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cufft"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 cufile = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux')", name = "nvidia-cufile"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')", name = "nvidia-cufile"},
 ]
 cupti = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-cupti"},
 ]
 curand = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-curand"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-curand"},
 ]
 cusolver = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusolver"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cublas", source = {registry = "https://pypi.org/simple"}, version = "13.1.1.3"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusolver"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 cusparse = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cusparse"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 nvjitlink = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvjitlink", source = {registry = "https://pypi.org/simple"}, version = "13.3.33"},
 ]
 nvrtc = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-cuda-nvrtc"},
 ]
 nvtx = [
-  {marker = "(platform_machine == 'aarch64' and sys_platform == 'linux') or (platform_machine == 'x86_64' and sys_platform == 'linux') or (platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvtx"},
+  {marker = "(python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", name = "nvidia-nvtx"},
 ]
 
 [[package]]
@@ -1133,6 +1187,7 @@ wheels = [
 [[package]]
 dependencies = [
   {extra = ["http"], marker = "python_full_version < '3.13'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.2.0"},
+  {marker = "python_full_version < '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "dill"},
   {marker = "python_full_version < '3.13'", name = "filelock"},
   {marker = "python_full_version < '3.13'", name = "httpx"},
@@ -1140,12 +1195,12 @@ dependencies = [
   {marker = "python_full_version < '3.13'", name = "multiprocess"},
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
   {marker = "python_full_version < '3.13'", name = "packaging"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "pyarrow", source = {registry = "https://pypi.org/simple"}, version = "23.0.1"},
   {marker = "python_full_version < '3.13'", name = "pyyaml"},
   {marker = "python_full_version < '3.13'", name = "requests"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
   {marker = "python_full_version < '3.13'", name = "xxhash"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
 ]
 name = "datasets"
 resolution-markers = [
@@ -1374,11 +1429,13 @@ wheels = [
 
 [[package]]
 dependencies = [
-  {marker = "python_full_version >= '3.11' and sys_platform == 'linux'", name = "triton"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'linux'", name = "triton", source = {registry = "https://pypi.org/simple"}, version = "3.6.0"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.11' and sys_platform == 'win32'", name = "triton-windows"},
   {marker = "python_full_version >= '3.11'", name = "einops"},
   {marker = "python_full_version >= '3.11'", name = "ninja"},
-  {marker = "python_full_version >= '3.11'", name = "torch"},
+  {marker = "python_full_version >= '3.14' and sys_platform == 'linux'", name = "triton", source = {registry = "https://pypi.org/simple"}, version = "3.7.1"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
 ]
 name = "flashrnn"
 sdist = {hash = "sha256:61e99063b5c500ad40294c0ca3cd953fbcdbba99bbe19af3fc49e50862183855", size = 112180, upload-time = "2026-07-29T13:11:06.062Z", url = "https://files.pythonhosted.org/packages/ca/ba/c389f1440c4f38f20d9f420c8f0632a6b556a6959f5e80868db5406d0ba0/flashrnn-1.0.6.tar.gz"}
@@ -1448,12 +1505,14 @@ wheels = [
 [[package]]
 dependencies = [
   {extra = ["torch"], name = "gluonts"},
+  {marker = "python_full_version < '3.11' or python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {marker = "python_full_version < '3.11'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.15.3"},
   {marker = "python_full_version < '3.13'", name = "tabpfn-time-series"},
   {marker = "python_full_version < '3.14'", name = "timecopilot-uni2ts"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "granite-tsfm"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "tfc-t0"},
-  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "timecopilot-granite-tsfm"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex2"},
   {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
@@ -1465,7 +1524,6 @@ dependencies = [
   {name = "timecopilot-timesfm"},
   {name = "timecopilot-toto"},
   {name = "timecopilot-toto-2"},
-  {name = "torch"},
   {name = "transformers"},
   {name = "utilsforecast"},
 ]
@@ -1507,8 +1565,8 @@ requires-dist = [
   {marker = "python_full_version < '3.13'", name = "tabpfn-time-series", specifier = ">=1.2.0"},
   {marker = "python_full_version < '3.13'", name = "transformers", specifier = ">=4.41,<6"},
   {marker = "python_full_version < '3.14'", name = "timecopilot-uni2ts", specifier = ">=0.1.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "granite-tsfm", specifier = ">=0.3.9"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "tfc-t0", specifier = ">=0.5.0"},
-  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "timecopilot-granite-tsfm", specifier = ">=0.2.1"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex", specifier = ">=0.1.1"},
   {marker = "python_full_version >= '3.11'", name = "timecopilot-tirex2", specifier = ">=0.1.0"},
   {marker = "python_full_version >= '3.13'", name = "pandas", specifier = ">=2.2.0"},
@@ -1741,11 +1799,11 @@ wheels = [
 
 [[package]]
 dependencies = [
+  {marker = "python_full_version < '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version >= '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
   {name = "pydantic"},
   {name = "toolz"},
@@ -1761,12 +1819,13 @@ wheels = [
 
 [package.optional-dependencies]
 torch = [
+  {marker = "python_full_version < '3.11' or python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {marker = "python_full_version < '3.11'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.15.3"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.18.0"},
   {name = "lightning"},
   {name = "pytorch-lightning"},
-  {name = "torch"},
 ]
 
 [[package]]
@@ -1804,6 +1863,29 @@ wheels = [
   {hash = "sha256:f639065ea2042d5c034bf258a9f085eaa7af0cd250667c0635a3118e8f92c69c", size = 28800, upload-time = "2025-12-16T00:40:30.322Z", url = "https://files.pythonhosted.org/packages/9c/97/7d75fe37a7a6ed171a2cf17117177e7aab7e6e0d115858741b41e9dd4254/google_crc32c-1.8.0-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl"},
 ]
 
+[[package]]
+dependencies = [
+  {extra = ["torch"], marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "transformers"},
+  {marker = "python_full_version == '3.13.*'", name = "datasets", source = {registry = "https://pypi.org/simple"}, version = "5.0.1"},
+  {marker = "python_full_version == '3.13.*'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "datasets", source = {registry = "https://pypi.org/simple"}, version = "4.8.5"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "deprecated"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "einops"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "filelock"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "scikit-learn", source = {registry = "https://pypi.org/simple"}, version = "1.7.2"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "urllib3"},
+]
+name = "granite-tsfm"
+sdist = {hash = "sha256:05761eaa37112cd8694803061b5435ec4c0621516a57bf26f64d282850415a3d", size = 26244702, upload-time = "2026-08-28T21:34:49.832Z", url = "https://files.pythonhosted.org/packages/3a/5a/bff28879b80438e5c994ef1aa28bcbc87a726e443ea23d4c444758ebea60/granite_tsfm-0.3.9.tar.gz"}
+source = {registry = "https://pypi.org/simple"}
+version = "0.3.9"
+wheels = [
+  {hash = "sha256:07ca9c503cfa9f7e34d6ee5616d1a37ae301cabc6daed0546b249ddbc2c8f272", size = 3869902, upload-time = "2026-08-28T21:34:47.776Z", url = "https://files.pythonhosted.org/packages/c5/a4/39124755d2f32b2793b66a1e23bd2b5cb6a30fabb0ccac3f1d99f580a10b/granite_tsfm-0.3.9-py3-none-any.whl"},
+]
+
 [[package]]
 name = "griffelib"
 sdist = {hash = "sha256:762a186d2c6fd6794d4ea20d428d597ffb857cb56b66421651cbba15bdd5e813", size = 216234, upload-time = "2026-06-19T12:05:42.278Z", url = "https://files.pythonhosted.org/packages/33/e4/8d187ea29c2e30b3a09505c567513077d6117861bde1fbd997a167f262ec/griffelib-2.1.0.tar.gz"}
@@ -2342,11 +2424,10 @@ wheels = [
 [[package]]
 dependencies = [
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
-  {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.17.1"},
   {marker = "python_full_version >= '3.11'", name = "matplotlib", source = {registry = "https://pypi.org/simple"}, version = "3.11.1"},
+  {marker = "python_full_version >= '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "scipy", source = {registry = "https://pypi.org/simple"}, version = "1.18.0"},
 ]
 name = "joypy"
@@ -2717,13 +2798,14 @@ wheels = [
 dependencies = [
   {extra = ["http"], marker = "python_full_version < '3.13'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.2.0"},
   {extra = ["http"], marker = "python_full_version >= '3.13'", name = "fsspec", source = {registry = "https://pypi.org/simple"}, version = "2026.6.0"},
+  {marker = "python_full_version < '3.11' or python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
   {name = "lightning-utilities"},
   {name = "packaging"},
   {name = "pytorch-lightning"},
   {name = "pyyaml"},
-  {name = "torch"},
   {name = "torchmetrics"},
   {name = "typing-extensions"},
 ]
@@ -3266,15 +3348,16 @@ dependencies = [
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.0"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.11'", name = "dacite"},
   {marker = "python_full_version >= '3.11'", name = "einops"},
   {marker = "python_full_version >= '3.11'", name = "ipykernel"},
   {marker = "python_full_version >= '3.11'", name = "matplotlib", source = {registry = "https://pypi.org/simple"}, version = "3.11.1"},
   {marker = "python_full_version >= '3.11'", name = "rich"},
-  {marker = "python_full_version >= '3.11'", name = "torch"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {marker = "python_full_version >= '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.1"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
 ]
 name = "mlstm-kernels"
 sdist = {hash = "sha256:df312a07952c5063ce2e7c7aae22d1748e0b82aa330f9be40eef8a5c373c5fdc", size = 200322, upload-time = "2026-07-06T14:11:30.397Z", url = "https://files.pythonhosted.org/packages/76/dc/d7f11d3a7b5ae9c8e966f811825efb9df4f91928bf59c8a4e69631a13dc4/mlstm_kernels-2.0.4.tar.gz"}
@@ -3688,9 +3771,9 @@ wheels = [
 [[package]]
 dependencies = [
   {extra = ["zstd"], name = "httpx"},
-  {marker = "python_full_version < '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
+  {marker = "python_full_version < '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.1.4"},
   {marker = "python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
-  {marker = "python_full_version >= '3.13'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
+  {marker = "python_full_version >= '3.11'", name = "pandas", source = {registry = "https://pypi.org/simple"}, version = "2.3.3"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
   {name = "annotated-types"},
   {name = "narwhals"},
@@ -3831,11 +3914,30 @@ wheels = [
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 ]
 
+[[package]]
+name = "nvidia-cublas"
+resolution-markers = [
+  "python_full_version == '3.11.*'",
+  "python_full_version == '3.12.*'",
+  "python_full_version == '3.13.*'",
+]
+source = {registry = "https://pypi.org/simple"}
+version = "13.1.0.3"
+wheels = [
+  {hash = "sha256:c86fc7f7ae36d7528288c5d88098edcb7b02c633d262e7ddbb86b0ad91be5df2", size = 542851226, upload-time = "2025-10-09T08:59:04.818Z", url = "https://files.pythonhosted.org/packages/e1/a5/fce49e2ae977e0ccc084e5adafceb4f0ac0c8333cb6863501618a7277f67/nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_aarch64.whl"},
+  {hash = "sha256:ee8722c1f0145ab246bccb9e452153b5e0515fd094c3678df50b2a0888b8b171", size = 423133236, upload-time = "2025-10-09T08:59:32.536Z", url = "https://files.pythonhosted.org/packages/e7/44/423ac00af4dd95a5aeb27207e2c0d9b7118702149bf4704c3ddb55bb7429/nvidia_cublas-13.1.0.3-py3-none-manylinux_2_27_x86_64.whl"},
+]
+
 [[package]]
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   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
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   {name = "types-tabulate"},
 ]
@@ -6533,10 +6729,12 @@ wheels = [
 [[package]]
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@@ -7198,6 +7491,7 @@ dependencies = [
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "1.26.4"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.0"},
   {marker = "python_full_version >= '3.11' and python_full_version < '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.67.3"},
+  {marker = "python_full_version >= '3.11' and python_full_version < '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.11.0"},
   {marker = "python_full_version >= '3.11'", name = "dacite"},
   {marker = "python_full_version >= '3.11'", name = "einops"},
   {marker = "python_full_version >= '3.11'", name = "ftfy"},
@@ -7211,11 +7505,11 @@ dependencies = [
   {marker = "python_full_version >= '3.11'", name = "rich"},
   {marker = "python_full_version >= '3.11'", name = "seaborn"},
   {marker = "python_full_version >= '3.11'", name = "tokenizers"},
-  {marker = "python_full_version >= '3.11'", name = "torch"},
   {marker = "python_full_version >= '3.11'", name = "transformers"},
   {marker = "python_full_version >= '3.13'", name = "numpy", source = {registry = "https://pypi.org/simple"}, version = "2.5.2"},
   {marker = "python_full_version >= '3.13'", name = "omegaconf", source = {registry = "https://pypi.org/simple"}, version = "2.3.1"},
   {marker = "python_full_version >= '3.13'", name = "tqdm", source = {registry = "https://pypi.org/simple"}, version = "4.70.0"},
+  {marker = "python_full_version >= '3.14'", name = "torch", source = {registry = "https://pypi.org/simple"}, version = "2.13.0"},
 ]
 name = "xlstm"
 sdist = {hash = "sha256:24a5572be44207fc15ed5dea6b805c4bcd450a8f2728320cf21b8082c535b60e", size = 71129, upload-time = "2025-08-24T14:38:49.493Z", url = "https://files.pythonhosted.org/packages/7f/4d/05efa4c76b8ade8cbd638e2b0329694a767146616186ef786107740e4e89/xlstm-2.0.5.tar.gz"}