mirror of
https://github.com/wassname/pytorch-transformer-ts.git
synced 2026-10-04 13:00:43 +08:00
updated notebook
This commit is contained in:
Kashif Rasul committed
1 parent
33cf2402a6
commit
75ef832caa
1 file changed
+207
-151
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@@ -48,7 +48,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"execution_count": 4,
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"id": "f9b11457",
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"metadata": {},
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"outputs": [],
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@@ -61,13 +61,13 @@
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"\n",
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" batch_size=128,\n",
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" num_batches_per_epoch=100,\n",
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" trainer_kwargs=dict(max_epochs=20, accelerator='gpu', gpus=1),\n",
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" trainer_kwargs=dict(max_epochs=50, accelerator='gpu', gpus=1),\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"execution_count": 5,
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"id": "0dd19bd9",
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"metadata": {},
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"outputs": [
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@@ -75,144 +75,144 @@
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"GPU available: True, used: True\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"TPU available: False, using: 0 TPU cores\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"IPU available: False, using: 0 IPUs\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/.env/pytorch/lib/python3.8/site-packages/pytorch_lightning/trainer/configuration_validator.py:122: UserWarning: You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\n",
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" rank_zero_warn(\"You defined a `validation_step` but have no `val_dataloader`. Skipping val loop.\")\n",
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"LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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||||
" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:324: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" timestamp = pd.Timestamp(timestamp_input, freq=freq)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" if isinstance(timestamp.freq, Tick):\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" timestamp.floor(timestamp.freq), timestamp.freq\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
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" return pd.Timestamp(\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n"
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" self._freq_base = start.freq.base\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base = start.freq.base\n",
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"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
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" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base = start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:327: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" if isinstance(timestamp.freq, Tick):\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:329: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" timestamp.floor(timestamp.freq), timestamp.freq\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/dataset/common.py:328: FutureWarning: The 'freq' argument in Timestamp is deprecated and will be removed in a future version.\n",
|
||||
" return pd.Timestamp(\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:343: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base = start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/split.py:36: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" return _shift_timestamp_helper(ts, ts.freq, offset)\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:384: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" ..., i0 : i0 + length * start.freq.n : start.freq.n\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/transform/feature.py:340: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" self._freq_base is None or self._freq_base == start.freq.base\n",
|
||||
"\n",
|
||||
@@ -230,7 +230,7 @@
|
||||
{
|
||||
"data": {
|
||||
"application/vnd.jupyter.widget-view+json": {
|
||||
"model_id": "6cd3257c23ed418f8d0cb9d7c955c951",
|
||||
"model_id": "dc17b4a76a774e88a9453da6a19b79d1",
|
||||
"version_major": 2,
|
||||
"version_minor": 0
|
||||
},
|
||||
@@ -240,12 +240,68 @@
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Epoch 0, global step 99: train_loss reached 6.38547 (best 6.38547), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=0-step=99.ckpt\" as top 1\n",
|
||||
"Epoch 1, global step 199: train_loss reached 5.69424 (best 5.69424), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=1-step=199.ckpt\" as top 1\n",
|
||||
"Epoch 2, global step 299: train_loss reached 5.52260 (best 5.52260), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=2-step=299.ckpt\" as top 1\n",
|
||||
"Epoch 3, global step 399: train_loss reached 5.43439 (best 5.43439), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=3-step=399.ckpt\" as top 1\n",
|
||||
"Epoch 4, global step 499: train_loss reached 5.38715 (best 5.38715), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=4-step=499.ckpt\" as top 1\n",
|
||||
"Epoch 5, global step 599: train_loss reached 5.28788 (best 5.28788), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=5-step=599.ckpt\" as top 1\n",
|
||||
"Epoch 6, global step 699: train_loss was not in top 1\n",
|
||||
"Epoch 7, global step 799: train_loss reached 5.27511 (best 5.27511), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=7-step=799.ckpt\" as top 1\n",
|
||||
"Epoch 8, global step 899: train_loss reached 5.23092 (best 5.23092), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=8-step=899.ckpt\" as top 1\n",
|
||||
"Epoch 9, global step 999: train_loss was not in top 1\n",
|
||||
"Epoch 10, global step 1099: train_loss reached 5.21828 (best 5.21828), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=10-step=1099.ckpt\" as top 1\n",
|
||||
"Epoch 11, global step 1199: train_loss reached 5.18606 (best 5.18606), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=11-step=1199.ckpt\" as top 1\n",
|
||||
"Epoch 12, global step 1299: train_loss was not in top 1\n",
|
||||
"Epoch 13, global step 1399: train_loss reached 5.17699 (best 5.17699), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=13-step=1399.ckpt\" as top 1\n",
|
||||
"Epoch 14, global step 1499: train_loss reached 5.17665 (best 5.17665), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=14-step=1499.ckpt\" as top 1\n",
|
||||
"Epoch 15, global step 1599: train_loss reached 5.15192 (best 5.15192), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=15-step=1599.ckpt\" as top 1\n",
|
||||
"Epoch 16, global step 1699: train_loss reached 5.13906 (best 5.13906), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=16-step=1699.ckpt\" as top 1\n",
|
||||
"Epoch 17, global step 1799: train_loss was not in top 1\n",
|
||||
"Epoch 18, global step 1899: train_loss reached 5.13224 (best 5.13224), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=18-step=1899.ckpt\" as top 1\n",
|
||||
"Epoch 19, global step 1999: train_loss was not in top 1\n",
|
||||
"Epoch 20, global step 2099: train_loss reached 5.09653 (best 5.09653), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=20-step=2099.ckpt\" as top 1\n",
|
||||
"Epoch 21, global step 2199: train_loss was not in top 1\n",
|
||||
"Epoch 22, global step 2299: train_loss was not in top 1\n",
|
||||
"Epoch 23, global step 2399: train_loss was not in top 1\n",
|
||||
"Epoch 24, global step 2499: train_loss was not in top 1\n",
|
||||
"Epoch 25, global step 2599: train_loss reached 5.09542 (best 5.09542), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=25-step=2599.ckpt\" as top 1\n",
|
||||
"Epoch 26, global step 2699: train_loss reached 5.07425 (best 5.07425), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=26-step=2699.ckpt\" as top 1\n",
|
||||
"Epoch 27, global step 2799: train_loss was not in top 1\n",
|
||||
"Epoch 28, global step 2899: train_loss was not in top 1\n",
|
||||
"Epoch 29, global step 2999: train_loss was not in top 1\n",
|
||||
"Epoch 30, global step 3099: train_loss was not in top 1\n",
|
||||
"Epoch 31, global step 3199: train_loss was not in top 1\n",
|
||||
"Epoch 32, global step 3299: train_loss reached 5.06753 (best 5.06753), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=32-step=3299.ckpt\" as top 1\n",
|
||||
"Epoch 33, global step 3399: train_loss was not in top 1\n",
|
||||
"Epoch 34, global step 3499: train_loss was not in top 1\n",
|
||||
"Epoch 35, global step 3599: train_loss reached 5.06716 (best 5.06716), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=35-step=3599.ckpt\" as top 1\n",
|
||||
"Epoch 36, global step 3699: train_loss reached 5.05435 (best 5.05435), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=36-step=3699.ckpt\" as top 1\n",
|
||||
"Epoch 37, global step 3799: train_loss was not in top 1\n",
|
||||
"Epoch 38, global step 3899: train_loss reached 5.03846 (best 5.03846), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=38-step=3899.ckpt\" as top 1\n",
|
||||
"Epoch 39, global step 3999: train_loss was not in top 1\n",
|
||||
"Epoch 40, global step 4099: train_loss was not in top 1\n",
|
||||
"Epoch 41, global step 4199: train_loss was not in top 1\n",
|
||||
"Epoch 42, global step 4299: train_loss reached 5.03356 (best 5.03356), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=42-step=4299.ckpt\" as top 1\n",
|
||||
"Epoch 43, global step 4399: train_loss was not in top 1\n",
|
||||
"Epoch 44, global step 4499: train_loss was not in top 1\n",
|
||||
"Epoch 45, global step 4599: train_loss was not in top 1\n",
|
||||
"Epoch 46, global step 4699: train_loss reached 5.03011 (best 5.03011), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=46-step=4699.ckpt\" as top 1\n",
|
||||
"Epoch 47, global step 4799: train_loss was not in top 1\n",
|
||||
"Epoch 48, global step 4899: train_loss was not in top 1\n",
|
||||
"Epoch 49, global step 4999: train_loss reached 5.01233 (best 5.01233), saving model to \"/mnt/scratch/kashif/pytorch-transformer-ts/tft/lightning_logs/version_38/checkpoints/epoch=49-step=4999.ckpt\" as top 1\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"predictor = estimator.train(\n",
|
||||
" training_data=dataset.train,\n",
|
||||
" num_workers=16,\n",
|
||||
" num_workers=8,\n",
|
||||
" shuffle_buffer_length=1024\n",
|
||||
")"
|
||||
]
|
||||
@@ -326,7 +382,9 @@
|
||||
"name": "stderr",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
"Running evaluation: 2247it [00:00, 3696.80it/s]/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
"Running evaluation: 2247it [00:00, 5399.22it/s]/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
@@ -357,8 +415,6 @@
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
"/home/kashif/gluon-ts-PR/src/gluonts/evaluation/_base.py:306: FutureWarning: Timestamp.freq is deprecated and will be removed in a future version.\n",
|
||||
" date_before_forecast = forecast.index[0] - forecast.index[0].freq\n",
|
||||
"/home/kashif/.env/pytorch/lib/python3.8/site-packages/pandas/core/construction.py:781: UserWarning: Warning: converting a masked element to nan.\n",
|
||||
" subarr = np.array(arr, dtype=dtype, copy=copy)\n"
|
||||
]
|
||||
@@ -370,59 +426,59 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"id": "3d386587",
|
||||
"execution_count": 11,
|
||||
"id": "af60a764",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"text/plain": [
|
||||
"{'MSE': 2268670.185238203,\n",
|
||||
" 'abs_error': 12053610.225944996,\n",
|
||||
"{'MSE': 2288155.4595733206,\n",
|
||||
" 'abs_error': 8677549.890345097,\n",
|
||||
" 'abs_target_sum': 128632956.0,\n",
|
||||
" 'abs_target_mean': 2385.272140631954,\n",
|
||||
" 'seasonal_error': 189.49338196116761,\n",
|
||||
" 'MASE': 1.115612490152452,\n",
|
||||
" 'MAPE': 0.15282696886510425,\n",
|
||||
" 'sMAPE': 0.15643239726127742,\n",
|
||||
" 'MSIS': 8.31069379824802,\n",
|
||||
" 'QuantileLoss[0.1]': 6807481.895313849,\n",
|
||||
" 'Coverage[0.1]': 0.318331849873906,\n",
|
||||
" 'QuantileLoss[0.2]': 9639934.200819714,\n",
|
||||
" 'Coverage[0.2]': 0.46717846016911435,\n",
|
||||
" 'QuantileLoss[0.3]': 11212656.535200916,\n",
|
||||
" 'Coverage[0.3]': 0.5766021361815754,\n",
|
||||
" 'QuantileLoss[0.4]': 11978553.100825835,\n",
|
||||
" 'Coverage[0.4]': 0.6592679127725857,\n",
|
||||
" 'QuantileLoss[0.5]': 12053610.195398472,\n",
|
||||
" 'Coverage[0.5]': 0.7272288977896454,\n",
|
||||
" 'QuantileLoss[0.6]': 11435207.664433796,\n",
|
||||
" 'Coverage[0.6]': 0.7807261533897047,\n",
|
||||
" 'QuantileLoss[0.7]': 10287538.289494911,\n",
|
||||
" 'Coverage[0.7]': 0.8345386441180834,\n",
|
||||
" 'QuantileLoss[0.8]': 8401266.733424887,\n",
|
||||
" 'Coverage[0.8]': 0.8838265835929388,\n",
|
||||
" 'QuantileLoss[0.9]': 5519886.29474154,\n",
|
||||
" 'Coverage[0.9]': 0.931538347426198,\n",
|
||||
" 'RMSE': 1506.210538151358,\n",
|
||||
" 'NRMSE': 0.6314627637215025,\n",
|
||||
" 'ND': 0.09370545932214289,\n",
|
||||
" 'wQuantileLoss[0.1]': 0.052921755878126975,\n",
|
||||
" 'wQuantileLoss[0.2]': 0.07494140304775172,\n",
|
||||
" 'wQuantileLoss[0.3]': 0.08716783695152676,\n",
|
||||
" 'wQuantileLoss[0.4]': 0.09312196091354563,\n",
|
||||
" 'wQuantileLoss[0.5]': 0.09370545908467245,\n",
|
||||
" 'wQuantileLoss[0.6]': 0.08889796223320715,\n",
|
||||
" 'wQuantileLoss[0.7]': 0.0799759144887793,\n",
|
||||
" 'wQuantileLoss[0.8]': 0.06531193089759119,\n",
|
||||
" 'wQuantileLoss[0.9]': 0.042911913605884484,\n",
|
||||
" 'mean_absolute_QuantileLoss': 9704014.989961546,\n",
|
||||
" 'mean_wQuantileLoss': 0.07543957078900951,\n",
|
||||
" 'MAE_Coverage': 0.18658210947930576,\n",
|
||||
" 'MASE': 0.7392301619000542,\n",
|
||||
" 'MAPE': 0.0942166421951502,\n",
|
||||
" 'sMAPE': 0.10727499540855988,\n",
|
||||
" 'MSIS': 5.90130373159719,\n",
|
||||
" 'QuantileLoss[0.1]': 3652603.570823352,\n",
|
||||
" 'Coverage[0.1]': 0.09373609256786827,\n",
|
||||
" 'QuantileLoss[0.2]': 5729977.868776519,\n",
|
||||
" 'Coverage[0.2]': 0.21504598724224894,\n",
|
||||
" 'QuantileLoss[0.3]': 7170568.846287252,\n",
|
||||
" 'Coverage[0.3]': 0.342215546654799,\n",
|
||||
" 'QuantileLoss[0.4]': 8147483.8875474585,\n",
|
||||
" 'Coverage[0.4]': 0.46387776294318356,\n",
|
||||
" 'QuantileLoss[0.5]': 8677549.828375284,\n",
|
||||
" 'Coverage[0.5]': 0.5856697819314641,\n",
|
||||
" 'QuantileLoss[0.6]': 8664060.21840468,\n",
|
||||
" 'Coverage[0.6]': 0.6839860554813825,\n",
|
||||
" 'QuantileLoss[0.7]': 8038668.19911083,\n",
|
||||
" 'Coverage[0.7]': 0.7789645453196856,\n",
|
||||
" 'QuantileLoss[0.8]': 6666073.66160029,\n",
|
||||
" 'Coverage[0.8]': 0.8620753597389113,\n",
|
||||
" 'QuantileLoss[0.9]': 4274899.861139778,\n",
|
||||
" 'Coverage[0.9]': 0.9331886960391633,\n",
|
||||
" 'RMSE': 1512.6650189560544,\n",
|
||||
" 'NRMSE': 0.634168736216107,\n",
|
||||
" 'ND': 0.06745977205363372,\n",
|
||||
" 'wQuantileLoss[0.1]': 0.028395550288243022,\n",
|
||||
" 'wQuantileLoss[0.2]': 0.04454517758867734,\n",
|
||||
" 'wQuantileLoss[0.3]': 0.055744414722827734,\n",
|
||||
" 'wQuantileLoss[0.4]': 0.06333900845400349,\n",
|
||||
" 'wQuantileLoss[0.5]': 0.06745977157187684,\n",
|
||||
" 'wQuantileLoss[0.6]': 0.06735490256792886,\n",
|
||||
" 'wQuantileLoss[0.7]': 0.062493069032098045,\n",
|
||||
" 'wQuantileLoss[0.8]': 0.0518224401342397,\n",
|
||||
" 'wQuantileLoss[0.9]': 0.033233317448910824,\n",
|
||||
" 'mean_absolute_QuantileLoss': 6780209.549118383,\n",
|
||||
" 'mean_wQuantileLoss': 0.05270973908986732,\n",
|
||||
" 'MAE_Coverage': 0.05236529364255222,\n",
|
||||
" 'OWA': nan}"
|
||||
]
|
||||
},
|
||||
"execution_count": 12,
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"output_type": "execute_result"
|
||||
}
|
||||
@@ -433,13 +489,13 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 13,
|
||||
"execution_count": 12,
|
||||
"id": "c1914674",
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"data": {
|
||||
"image/png": 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truncated
|
||||
"image/png": "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 truncated
|
||||
"text/plain": [
|
||||
"<Figure size 1440x1080 with 9 Axes>"
|
||||
]
|
||||
|
||||
Reference in new issue
Block a user