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780 changes: 780 additions & 0 deletions .../model_garden/model_garden/model_ip/anthropic/notebooks/model_garden_claude_3_intro.ipynb
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58 changes: 29 additions & 29 deletions ...en_proprietary_image_classification.ipynb → ...en_proprietary_image_classification.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -31,26 +31,26 @@
"source": [
"# Vertex AI Model Garden: Google Proprietary Model Image Classification\n",
"\n",
"<table align=\"left\">\n",
" <td>\n",
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\">\n",
" <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"> Run in Colab\n",
" </a>\n",
" </td>\n",
"\n",
" <td>\n",
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\">\n",
" <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\">\n",
"\u003ctable align=\"left\"\u003e\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\"\u003e\n",
" \u003cimg src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"\u003e Run in Colab\n",
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
"\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\"\u003e\n",
" \u003cimg src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\"\u003e\n",
" View on GitHub\n",
" </a>\n",
" </td>\n",
" <td>\n",
" <a href=\"https://console.cloud.google.com/vertex-ai/notebooks/deploy-notebook?download_url=https://github.com/raw/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\">\n",
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://console.cloud.google.com/vertex-ai/notebooks/deploy-notebook?download_url=https://github.com/raw/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/model_garden/model_garden_proprietary_image_classification.ipynb\"\u003e\n",
" \u003cimg src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\"\u003e\n",
"Open in Vertex AI Workbench\n",
" </a>\n",
" </td>\n",
"</table>"
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
"\u003c/table\u003e"
]
},
{
Expand Down Expand Up @@ -128,9 +128,9 @@
"app = IPython.Application.instance()\n",
"app.kernel.do_shutdown(True)\n",
"if \"google.colab\" in str(get_ipython()):\n",
" from google.colab import auth as google_auth\n",
" from google.colab import auth as google_auth\n",
"\n",
" google_auth.authenticate_user()"
" google_auth.authenticate_user()"
]
},
{
Expand Down Expand Up @@ -176,11 +176,11 @@
"# You can choose a region from https://cloud.google.com/about/locations.\n",
"# Only regions prefixed by \"us\", \"europe\", or \"asia\" are supported.\n",
"REGION = \"us-central1\" # @param {type:\"string\"}\n",
"REGION_PREFIX = REGION.split(\"-\")[0]\n",
"REGION_PREFIX = REGION.split('-')[0]\n",
"assert REGION_PREFIX in (\n",
" \"us\",\n",
" \"europe\",\n",
" \"asia\",\n",
" \"asia\"\n",
"), f'{REGION} is not supported. It must be prefixed by \"us\", \"europe\", or \"asia\".'\n",
"\n",
"! gcloud config set project $PROJECT_ID\n",
Expand Down Expand Up @@ -270,7 +270,7 @@
"\n",
"\n",
"def get_prediction_instances(test_filepath, new_width=-1):\n",
" if new_width <= 0:\n",
" if new_width \u003c= 0:\n",
" with tf.io.gfile.GFile(test_filepath, \"rb\") as input_file:\n",
" encoded_string = base64.b64encode(input_file.read()).decode(\"utf-8\")\n",
" else:\n",
Expand Down Expand Up @@ -557,7 +557,7 @@
"source": [
"# @title Run online predictions\n",
"\n",
"# test image file path from a Cloud Storage bucket\n",
"# test image file path from a GCS bucket\n",
"test_filepath = \"\" # @param {type:\"string\"}\n",
"\n",
"with tf.io.gfile.GFile(test_filepath, \"rb\") as f:\n",
Expand All @@ -583,8 +583,8 @@
"Now that your Model resource is trained, you can make a batch prediction by invoking the `batch_predict()` method, with the following parameters:\n",
"\n",
"* `job_display_name`: The human readable name for the batch prediction job.\n",
"* `gcs_source`: A jsonl file path from a Cloud Storage bucket, with a list of one or more images.\n",
"* `gcs_destination_prefix`: The Cloud Storage location for storing the batch prediction resuls.\n",
"* `gcs_source`: A jsonl file path from a GCS bucket, with a list of one or more images.\n",
"* `gcs_destination_prefix`: The GCS location for storing the batch prediction resuls.\n",
"* `sync`: If set to True, the call block while waiting for the asynchronous batch job to complete."
]
},
Expand All @@ -596,7 +596,7 @@
},
"outputs": [],
"source": [
"# A jsonl file path from a Cloud Storage bucket, with all the to-be-predicted images.\n",
"# A jsonl file path from a GCS bucket, with all the to-be-predicted images.\n",
"gcs_source = \"\" # @param {type:\"string\"}\n",
"\n",
"batch_predict_job = model.batch_predict(\n",
Expand All @@ -613,7 +613,6 @@
"\n",
"# Get the batch prediction results\n",
"import json\n",
"\n",
"import tensorflow as tf\n",
"\n",
"bp_iter_outputs = batch_predict_job.iter_outputs()\n",
Expand Down Expand Up @@ -671,7 +670,8 @@
],
"metadata": {
"colab": {
"name": "model_garden_proprietary_image_classification.ipynb",
"private_outputs": true,
"provenance": [],
"toc_visible": true
},
"kernelspec": {
Expand Down
56 changes: 28 additions & 28 deletions ..._proprietary_image_object_detection.ipynb → ..._proprietary_image_object_detection.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -31,26 +31,26 @@
"source": [
"# Vertex AI Model Garden: Google Proprietary Model Image Object Detection\n",
"\n",
"<table align=\"left\">\n",
" <td>\n",
" <a href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\">\n",
" <img src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"> Run in Colab\n",
" </a>\n",
" </td>\n",
"\n",
" <td>\n",
" <a href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\">\n",
" <img src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\">\n",
"\u003ctable align=\"left\"\u003e\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://colab.research.google.com/github/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\"\u003e\n",
" \u003cimg src=\"https://cloud.google.com/ml-engine/images/colab-logo-32px.png\" alt=\"Colab logo\"\u003e Run in Colab\n",
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
"\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://github.com/GoogleCloudPlatform/vertex-ai-samples/blob/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\"\u003e\n",
" \u003cimg src=\"https://cloud.google.com/ml-engine/images/github-logo-32px.png\" alt=\"GitHub logo\"\u003e\n",
" View on GitHub\n",
" </a>\n",
" </td>\n",
" <td>\n",
" <a href=\"https://console.cloud.google.com/vertex-ai/notebooks/deploy-notebook?download_url=https://github.com/raw/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\">\n",
" <img src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\">\n",
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
" \u003ctd\u003e\n",
" \u003ca href=\"https://console.cloud.google.com/vertex-ai/notebooks/deploy-notebook?download_url=https://github.com/raw/GoogleCloudPlatform/vertex-ai-samples/main/notebooks/community/model_garden/model_garden_proprietary_image_object_detection.ipynb\"\u003e\n",
" \u003cimg src=\"https://lh3.googleusercontent.com/UiNooY4LUgW_oTvpsNhPpQzsstV5W8F7rYgxgGBD85cWJoLmrOzhVs_ksK_vgx40SHs7jCqkTkCk=e14-rj-sc0xffffff-h130-w32\" alt=\"Vertex AI logo\"\u003e\n",
"Open in Vertex AI Workbench\n",
" </a>\n",
" </td>\n",
"</table>"
" \u003c/a\u003e\n",
" \u003c/td\u003e\n",
"\u003c/table\u003e"
]
},
{
Expand Down Expand Up @@ -176,11 +176,11 @@
"# You can choose a region from https://cloud.google.com/about/locations.\n",
"# Only regions prefixed by \"us\", \"europe\", or \"asia\" are supported.\n",
"REGION = \"us-central1\" # @param {type:\"string\"}\n",
"REGION_PREFIX = REGION.split(\"-\")[0]\n",
"REGION_PREFIX = REGION.split('-')[0]\n",
"assert REGION_PREFIX in (\n",
" \"us\",\n",
" \"europe\",\n",
" \"asia\",\n",
" \"asia\"\n",
"), f'{REGION} is not supported. It must be prefixed by \"us\", \"europe\", or \"asia\".'\n",
"\n",
"! gcloud config set project $PROJECT_ID\n",
Expand Down Expand Up @@ -292,7 +292,7 @@
" # Each display_str has a top and bottom margin of 0.05x.\n",
" total_display_str_height = (1 + 2 * 0.05) * sum(display_str_heights)\n",
"\n",
" if top > total_display_str_height:\n",
" if top \u003e total_display_str_height:\n",
" text_bottom = top\n",
" else:\n",
" text_bottom = top + total_display_str_height\n",
Expand Down Expand Up @@ -328,7 +328,7 @@
" font = ImageFont.load_default()\n",
"\n",
" for i in range(min(len(boxes), max_boxes)):\n",
" if scores[i] >= min_score:\n",
" if scores[i] \u003e= min_score:\n",
" ymin, xmin, ymax, xmax = boxes[i]\n",
" display_str = \"{}: {}%\".format(class_names[i], int(100 * scores[i]))\n",
" color = colors[hash(class_names[i]) % len(colors)]\n",
Expand Down Expand Up @@ -630,7 +630,7 @@
"source": [
"# @title Run online predictions\n",
"\n",
"# test image file path from a Cloud Storage bucket\n",
"# test image file path from a GCS bucket\n",
"test_filepath = \"\" # @param {type:\"string\"}\n",
"\n",
"with tf.io.gfile.GFile(test_filepath, \"rb\") as f:\n",
Expand All @@ -656,8 +656,8 @@
"Now that your Model resource is trained, you can make a batch prediction by invoking the `batch_predict()` method, with the following parameters:\n",
"\n",
"* `job_display_name`: The human readable name for the batch prediction job.\n",
"* `gcs_source`: A jsonl file path from a Cloud Storage bucket, with a list of one or more images.\n",
"* `gcs_destination_prefix`: The Cloud Storage location for storing the batch prediction resuls.\n",
"* `gcs_source`: A jsonl file path from a GCS bucket, with a list of one or more images.\n",
"* `gcs_destination_prefix`: The GCS location for storing the batch prediction resuls.\n",
"* `sync`: If set to True, the call block while waiting for the asynchronous batch job to complete."
]
},
Expand All @@ -669,7 +669,7 @@
},
"outputs": [],
"source": [
"# A jsonl file path from a Cloud Storage bucket, with all the to-be-predicted images.\n",
"# A jsonl file path from a GCS bucket, with all the to-be-predicted images.\n",
"gcs_source = \"\" # @param {type:\"string\"}\n",
"\n",
"batch_predict_job = model.batch_predict(\n",
Expand All @@ -686,7 +686,6 @@
"\n",
"# Get the batch prediction results\n",
"import json\n",
"\n",
"import tensorflow as tf\n",
"\n",
"bp_iter_outputs = batch_predict_job.iter_outputs()\n",
Expand All @@ -703,7 +702,7 @@
" for line in gfile.readlines():\n",
" line = json.loads(line)\n",
" print(line)\n",
" break"
" break\n"
]
},
{
Expand Down Expand Up @@ -745,6 +744,7 @@
"metadata": {
"colab": {
"name": "model_garden_proprietary_image_object_detection.ipynb",
"provenance": [],
"toc_visible": true
},
"kernelspec": {
Expand Down
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