diff --git a/notebooks/minicpm-o-4.5/README.md b/notebooks/minicpm-o-4.5/README.md
index d086e4992d1..82c5bd747f4 100644
--- a/notebooks/minicpm-o-4.5/README.md
+++ b/notebooks/minicpm-o-4.5/README.md
@@ -58,6 +58,6 @@ For details, please refer to [Installation Guide](../../README.md).
⚠️ **EXPERIMENTAL NOTEBOOK**
-This notebook demonstrates a model that has not been fully validated with OpenVINO and is using a custom branch of optimum-intel. It may be fully supported and validated in the future.
+This notebook demonstrates a model that has not been fully validated with OpenVINO. It may be fully supported and validated in the future.
diff --git a/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb b/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
index e1225820d26..60efa6dfedf 100644
--- a/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
+++ b/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
@@ -43,7 +43,7 @@
"\n",
"⚠️ **EXPERIMENTAL NOTEBOOK**\n",
"\n",
- "This notebook demonstrates a model that has not been fully validated with OpenVINO and is using a custom branch of optimum-intel. It may be fully supported and validated in the future.\n",
+ "This notebook demonstrates a model that has not been fully validated with OpenVINO. It may be fully supported and validated in the future.\n",
"\n",
"\n",
"\n",
@@ -190,7 +190,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"id": "0999436d",
"metadata": {},
"outputs": [],
@@ -206,7 +206,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "8db2e50e",
"metadata": {},
"outputs": [
@@ -251,7 +251,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "1b640aac",
"metadata": {},
"outputs": [
@@ -266,7 +266,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\huggingface_hub\\file_download.py:986: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\huggingface_hub\\file_download.py:979: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
"For more details, check out https://huggingface.co/docs/huggingface_hub/main/en/guides/download#download-files-to-local-folder.\n",
" warnings.warn(\n"
]
@@ -274,7 +274,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "99fb056681c240e08ccab07f12270607",
+ "model_id": "3666882db2304cee8f6dab9b25912149",
"version_major": 2,
"version_minor": 0
},
@@ -347,14 +347,14 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "ff859149",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "2ca7425b6c3547eb91817b9a1119a791",
+ "model_id": "b94a2c078a264b0c938fc6018cb52246",
"version_major": 2,
"version_minor": 0
},
@@ -362,7 +362,7 @@
"Dropdown(description='Device:', options=('CPU', 'GPU', 'AUTO'), value='CPU')"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -377,14 +377,14 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"id": "60e68498",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "72062ca0687d463d86088c74983a72ec",
+ "model_id": "b392389b89184e67acc4a3e967c65727",
"version_major": 2,
"version_minor": 0
},
@@ -392,7 +392,7 @@
"Dropdown(description='Device:', options=('CPU', 'GPU', 'AUTO'), value='CPU')"
]
},
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -416,7 +416,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"id": "243deffa",
"metadata": {},
"outputs": [
@@ -424,9 +424,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\librosa\\util\\files.py:10: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\librosa\\util\\files.py:10: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n",
" from pkg_resources import resource_filename\n",
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\transformers\\models\\auto\\image_processing_auto.py:604: FutureWarning: The image_processor_class argument is deprecated and will be removed in v4.42. Please use `slow_image_processor_class`, or `fast_image_processor_class` instead\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\transformers\\models\\auto\\image_processing_auto.py:604: FutureWarning: The image_processor_class argument is deprecated and will be removed in v4.42. Please use `slow_image_processor_class`, or `fast_image_processor_class` instead\n",
" warnings.warn(\n",
"Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n"
]
@@ -475,7 +475,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"id": "492d8be8",
"metadata": {},
"outputs": [
@@ -509,7 +509,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"id": "257693f5",
"metadata": {},
"outputs": [
@@ -517,7 +517,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "The image shows a relaxed, gray tabby cat lying on its back inside a plain cardboard box. The cat appears comfortable and content, with its eyes partially closed and paws slightly curled. It’s resting on a soft, light-colored carpet in a bright, cozy indoor setting. In the background, part of a light-colored sofa is visible, suggesting a living room environment. The overall mood is peaceful and charming — a classic “cat in a box” scene that many pet lovers find endearing.\n"
+ "The image shows a relaxed, gray tabby cat lying comfortably on its back inside a plain cardboard box. The cat appears to be sleeping or dozing peacefully, with its eyes partially closed and paws slightly curled. Its tail is stretched out behind it, adding to the cozy, playful posture.\n",
+ "\n",
+ "The scene takes place indoors on a soft, light-colored carpet. In the background, part of a light-colored sofa or piece of furniture is visible, along with bright, diffused natural light coming from a nearby window — suggesting a calm, sunny day.\n",
+ "\n",
+ "This is a classic “cat in a box” moment — cats often enjoy boxes for their enclosed, secure feeling, even if they’re just lounging in them.\n",
+ "\n",
+ "Overall, the image conveys warmth, comfort, and the charming, quirky behavior typical of domestic cats.\n"
]
}
],
@@ -545,7 +551,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"id": "ea07fc20",
"metadata": {},
"outputs": [
@@ -553,7 +559,11 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Based on the bright, soft lighting and lack of heavy clothing or seasonal decorations, this picture might have been taken during spring or summer. The indoor setting with light curtains suggests a pleasant day outside, but without direct evidence like windows showing foliage or weather conditions, it's hard to pinpoint exactly\n"
+ "Based on the bright, soft natural light coming through the window and the absence of any heavy clothing or seasonal decorations, this picture was likely taken during spring or summer.\n",
+ "\n",
+ "The indoor setting is clean and comfortable, with no signs of cold weather gear like blankets piled high or visible heaters. The cat’s relaxed posture also suggests a warm environment — cats often seek out cozy spots when it’s comfortably cool indoors, which fits well with warmer seasons.\n",
+ "\n",
+ "So while we can’t be certain without more context, the lighting and overall ambiance strongly suggest that this photo captures a peaceful moment in late spring or summer.\n"
]
}
],
@@ -600,7 +610,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"id": "e6535fc1",
"metadata": {},
"outputs": [
@@ -633,7 +643,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "ASR Result: for a while we built a hyperloop test track adjacent to spacex just for a student competition to encourage innovative ideas in transport it actually ends up being the biggest vacuum chamber in the world after the large hadron collider\n"
+ "ASR Result: for a while we built a hyperloop test track adjacent to spacex just for a student competition to encourage innovative ideas in transport it actually ends up being the biggest vacuum chamber in the world after the large hadron collider\n"
]
}
],
@@ -682,7 +692,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 13,
"id": "9812e6b1",
"metadata": {},
"outputs": [
@@ -690,7 +700,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Speaker Analysis: According to the content of this speaker, it seams that the gender of the speaker is male, and the speaker is in the state of sigh. What's more, I deduce that the speaker is a Youth. The health condition is: Healthy.\n",
+ "Speaker Analysis: According to the content of this speaker, it seams that the gender of the speaker is male, and the speaker is in the state of sigh. What's more, I gauss that the speaker is a Youth. The health condition is: Healthy.\n",
"Sound Scene Tag: Speech\n"
]
}
@@ -762,7 +772,7 @@
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 14,
"id": "5441dcc7",
"metadata": {},
"outputs": [
@@ -770,11 +780,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
+ " 📐 Auto-setting hift_input_len=64 for GPU (avoids dynamic shape recompilation)\n",
"⌛ Loading OpenVINO Flow embeddings model from MiniCPM-o-4_5-OV\\openvino_flow_embeddings_model.xml...\n",
"✅ Flow embeddings model loaded\n",
"⌛ Loading OpenVINO Flow estimator model from MiniCPM-o-4_5-OV\\openvino_flow_estimator_model.xml...\n",
"✅ Flow estimator model loaded\n",
"⌛ Loading OpenVINO HiFT model from MiniCPM-o-4_5-OV\\openvino_hift_model.xml...\n",
+ " 📐 Reshaped HiFT to fixed: mel=[1,80,64], cache=[1,1,3840]\n",
"✅ HiFT model loaded on GPU\n",
"⌛ Loading s3tokenizer model...\n",
"✅ s3tokenizer model loaded\n",
@@ -841,7 +853,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 15,
"id": "14c6f089",
"metadata": {},
"outputs": [
@@ -854,7 +866,7 @@
"⌛ Loading OpenVINO Flow estimator model from MiniCPM-o-4_5-OV\\openvino_flow_estimator_model.xml...\n",
"✅ Flow estimator model loaded\n",
"⌛ Loading OpenVINO HiFT model from MiniCPM-o-4_5-OV\\openvino_hift_model.xml...\n",
- " 📐 Reshaped HiFT to fixed input: [1, 80, 100]\n",
+ " 📐 Reshaped HiFT to fixed: mel=[1,80,100], cache=[1,1,3840]\n",
"✅ HiFT model loaded on GPU\n",
"⌛ Loading s3tokenizer model...\n",
"✅ s3tokenizer model loaded\n",
@@ -866,7 +878,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\torchaudio\\_backend\\utils.py:213: UserWarning: In 2.9, this function's implementation will be changed to use torchaudio.load_with_torchcodec` under the hood. Some parameters like ``normalize``, ``format``, ``buffer_size``, and ``backend`` will be ignored. We recommend that you port your code to rely directly on TorchCodec's decoder instead: https://docs.pytorch.org/torchcodec/stable/generated/torchcodec.decoders.AudioDecoder.html#torchcodec.decoders.AudioDecoder.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\torchaudio\\_backend\\utils.py:213: UserWarning: In 2.9, this function's implementation will be changed to use torchaudio.load_with_torchcodec` under the hood. Some parameters like ``normalize``, ``format``, ``buffer_size``, and ``backend`` will be ignored. We recommend that you port your code to rely directly on TorchCodec's decoder instead: https://docs.pytorch.org/torchcodec/stable/generated/torchcodec.decoders.AudioDecoder.html#torchcodec.decoders.AudioDecoder.\n",
" warnings.warn(\n"
]
},
@@ -884,7 +896,7 @@
"text/html": [
"\n",
" \n",
" "
@@ -991,7 +1003,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 16,
"id": "e068b4bb",
"metadata": {},
"outputs": [
@@ -999,7 +1011,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\torchaudio\\_backend\\utils.py:213: UserWarning: In 2.9, this function's implementation will be changed to use torchaudio.load_with_torchcodec` under the hood. Some parameters like ``normalize``, ``format``, ``buffer_size``, and ``backend`` will be ignored. We recommend that you port your code to rely directly on TorchCodec's decoder instead: https://docs.pytorch.org/torchcodec/stable/generated/torchcodec.decoders.AudioDecoder.html#torchcodec.decoders.AudioDecoder.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\torchaudio\\_backend\\utils.py:213: UserWarning: In 2.9, this function's implementation will be changed to use torchaudio.load_with_torchcodec` under the hood. Some parameters like ``normalize``, ``format``, ``buffer_size``, and ``backend`` will be ignored. We recommend that you port your code to rely directly on TorchCodec's decoder instead: https://docs.pytorch.org/torchcodec/stable/generated/torchcodec.decoders.AudioDecoder.html#torchcodec.decoders.AudioDecoder.\n",
" warnings.warn(\n"
]
},
@@ -1008,7 +1020,7 @@
"output_type": "stream",
"text": [
"fixed s3 encode\n",
- "Text: Okay, so for a while we built a Hyperloop test track adjacent to SpaceX just for a student competition to encourage innovative ideas in transport. It actually ends up being the biggest vacuum chamber in the world after the Large Hadron Collider.<|tts_eos|>\n",
+ "Text: For a while we built a hyperloop test track adjacent to SpaceX just for a student competition to encourage innovative ideas in transport. It actually ends up being the biggest vacuum chamber in the world after the Large Hadron Collider.<|tts_eos|>\n",
"Audio saved to output_realtime.wav\n"
]
},
@@ -1017,7 +1029,7 @@
"text/html": [
"\n",
" \n",
" "
@@ -1152,10 +1164,97 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"id": "de3a13c8",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "✅ en_video downloaded: assets/omni_duplex1.mp4\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\torchaudio\\_backend\\utils.py:213: UserWarning: In 2.9, this function's implementation will be changed to use torchaudio.load_with_torchcodec` under the hood. Some parameters like ``normalize``, ``format``, ``buffer_size``, and ``backend`` will be ignored. We recommend that you port your code to rely directly on TorchCodec's decoder instead: https://docs.pytorch.org/torchcodec/stable/generated/torchcodec.decoders.AudioDecoder.html#torchcodec.decoders.AudioDecoder.\n",
+ " warnings.warn(\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "fixed s3 encode\n",
+ "✅ Duplex mode prepared: sliding_window=off, ref_audio=yes\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "speak> Sure, it's\n",
+ "speak> currently on the\n",
+ "speak> 20th floor.\n",
+ "speak> \n",
+ "listen...\n",
+ "listen...\n",
+ "speak> 23rd\n",
+ "speak> floor now.\n",
+ "speak> \n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n",
+ "listen...\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:audio cache length 1507 exceed 1500, reset.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "listen...\n",
+ "listen...\n",
+ "speak> Yes you did just\n",
+ "speak> now.\n",
+ "speak> \n",
+ "listen...\n",
+ "listen...\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "
diff --git a/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb b/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
index e1225820d26..60efa6dfedf 100644
--- a/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
+++ b/notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb
@@ -43,7 +43,7 @@
"\n",
"⚠️ **EXPERIMENTAL NOTEBOOK**\n",
"\n",
- "This notebook demonstrates a model that has not been fully validated with OpenVINO and is using a custom branch of optimum-intel. It may be fully supported and validated in the future.\n",
+ "This notebook demonstrates a model that has not been fully validated with OpenVINO. It may be fully supported and validated in the future.\n",
"\n",
"![](\"https://static.scarf.sh/a.png?x-pxid=5b5a4db0-7875-4bfb-bdbd-01698b5b1a77&file=notebooks/minicpm-o-4.5/minicpm-o-4.5.ipynb\")
\n",
"\n",
@@ -190,7 +190,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 3,
"id": "0999436d",
"metadata": {},
"outputs": [],
@@ -206,7 +206,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 4,
"id": "8db2e50e",
"metadata": {},
"outputs": [
@@ -251,7 +251,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "1b640aac",
"metadata": {},
"outputs": [
@@ -266,7 +266,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\huggingface_hub\\file_download.py:986: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\huggingface_hub\\file_download.py:979: UserWarning: `local_dir_use_symlinks` parameter is deprecated and will be ignored. The process to download files to a local folder has been updated and do not rely on symlinks anymore. You only need to pass a destination folder as`local_dir`.\n",
"For more details, check out https://huggingface.co/docs/huggingface_hub/main/en/guides/download#download-files-to-local-folder.\n",
" warnings.warn(\n"
]
@@ -274,7 +274,7 @@
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "99fb056681c240e08ccab07f12270607",
+ "model_id": "3666882db2304cee8f6dab9b25912149",
"version_major": 2,
"version_minor": 0
},
@@ -347,14 +347,14 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "ff859149",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "2ca7425b6c3547eb91817b9a1119a791",
+ "model_id": "b94a2c078a264b0c938fc6018cb52246",
"version_major": 2,
"version_minor": 0
},
@@ -362,7 +362,7 @@
"Dropdown(description='Device:', options=('CPU', 'GPU', 'AUTO'), value='CPU')"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
@@ -377,14 +377,14 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"id": "60e68498",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "72062ca0687d463d86088c74983a72ec",
+ "model_id": "b392389b89184e67acc4a3e967c65727",
"version_major": 2,
"version_minor": 0
},
@@ -392,7 +392,7 @@
"Dropdown(description='Device:', options=('CPU', 'GPU', 'AUTO'), value='CPU')"
]
},
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -416,7 +416,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"id": "243deffa",
"metadata": {},
"outputs": [
@@ -424,9 +424,9 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\librosa\\util\\files.py:10: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\librosa\\util\\files.py:10: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.\n",
" from pkg_resources import resource_filename\n",
- "D:\\openvino_notebooks\\minicpm_test\\Lib\\site-packages\\transformers\\models\\auto\\image_processing_auto.py:604: FutureWarning: The image_processor_class argument is deprecated and will be removed in v4.42. Please use `slow_image_processor_class`, or `fast_image_processor_class` instead\n",
+ "D:\\openvino_notebooks\\py_env\\Lib\\site-packages\\transformers\\models\\auto\\image_processing_auto.py:604: FutureWarning: The image_processor_class argument is deprecated and will be removed in v4.42. Please use `slow_image_processor_class`, or `fast_image_processor_class` instead\n",
" warnings.warn(\n",
"Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.\n"
]
@@ -475,7 +475,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 9,
"id": "492d8be8",
"metadata": {},
"outputs": [
@@ -509,7 +509,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"id": "257693f5",
"metadata": {},
"outputs": [
@@ -517,7 +517,13 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "The image shows a relaxed, gray tabby cat lying on its back inside a plain cardboard box. The cat appears comfortable and content, with its eyes partially closed and paws slightly curled. It’s resting on a soft, light-colored carpet in a bright, cozy indoor setting. In the background, part of a light-colored sofa is visible, suggesting a living room environment. The overall mood is peaceful and charming — a classic “cat in a box” scene that many pet lovers find endearing.\n"
+ "The image shows a relaxed, gray tabby cat lying comfortably on its back inside a plain cardboard box. The cat appears to be sleeping or dozing peacefully, with its eyes partially closed and paws slightly curled. Its tail is stretched out behind it, adding to the cozy, playful posture.\n",
+ "\n",
+ "The scene takes place indoors on a soft, light-colored carpet. In the background, part of a light-colored sofa or piece of furniture is visible, along with bright, diffused natural light coming from a nearby window — suggesting a calm, sunny day.\n",
+ "\n",
+ "This is a classic “cat in a box” moment — cats often enjoy boxes for their enclosed, secure feeling, even if they’re just lounging in them.\n",
+ "\n",
+ "Overall, the image conveys warmth, comfort, and the charming, quirky behavior typical of domestic cats.\n"
]
}
],
@@ -545,7 +551,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"id": "ea07fc20",
"metadata": {},
"outputs": [
@@ -553,7 +559,11 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Based on the bright, soft lighting and lack of heavy clothing or seasonal decorations, this picture might have been taken during spring or summer. The indoor setting with light curtains suggests a pleasant day outside, but without direct evidence like windows showing foliage or weather conditions, it's hard to pinpoint exactly\n"
+ "Based on the bright, soft natural light coming through the window and the absence of any heavy clothing or seasonal decorations, this picture was likely taken during spring or summer.\n",
+ "\n",
+ "The indoor setting is clean and comfortable, with no signs of cold weather gear like blankets piled high or visible heaters. The cat’s relaxed posture also suggests a warm environment — cats often seek out cozy spots when it’s comfortably cool indoors, which fits well with warmer seasons.\n",
+ "\n",
+ "So while we can’t be certain without more context, the lighting and overall ambiance strongly suggest that this photo captures a peaceful moment in late spring or summer.\n"
]
}
],
@@ -600,7 +610,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"id": "e6535fc1",
"metadata": {},
"outputs": [
@@ -633,7 +643,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "ASR Result: for a while we built a hyperloop test track adjacent to spacex just for a student competition to encourage innovative ideas in transport it actually ends up being the biggest vacuum chamber in the world after the large hadron collider\n"
+ "ASR Result: for a while we built a hyperloop test track adjacent to spacex just for a student competition to encourage innovative ideas in transport