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Author SHA1 Message Date
hyper-param 5b5873872a fix: Fix json response parsing error 2026-01-20 21:59:16 +00:00
143 changed files with 209 additions and 4475 deletions
+1 -1
View File
@@ -2,7 +2,7 @@ git+https://github.com/tensorflow/docs
ipython
jupyter
nbconvert
black==26.1.0
black==25.12.0
pyupgrade==3.21.2
isort==7.0.0
flake8==7.3.0
@@ -2,7 +2,7 @@ dllogger@git+https://github.com/NVIDIA/dllogger@v1.0.0
# Fixing these libraries versions to avoid conflicting or broken packages.
immutabledict==4.2.1
protobuf==5.29.6
protobuf==4.25.8
opencv-python-headless==4.11.0.86
docutils==0.16
urllib3==2.6.3
@@ -31,8 +31,8 @@ packaging==25.0
pathspec==0.12.1
platformdirs==4.3.8
proto-plus==1.26.1
protobuf==5.29.6
pyasn1==0.6.2
protobuf==5.29.4
pyasn1==0.6.1
pyasn1_modules==0.4.2
pydantic==2.11.4
pydantic_core==2.33.2
-1
View File
@@ -27,7 +27,6 @@
/vertex_endpoints/nvidia-triton/nvidia-triton-custom-container-prediction.ipynb @RajeshThallam
/vertex_endpoints/optimized_tensorflow_runtime @vlasenkoalexey
/notebooks/community/alphagenome/cloudai_alphagenome_vai_quickstart.ipynb @dpanigra
/notebooks/community/alphagenome/cloudai_alphagenome_finetune.ipynb @dpanigra
/notebooks/community/weathernext/weathernext_2_early_access_program.ipynb @dpanigra
/notebooks/community/ml_ops/stage2/get_started_with_visionapi_and_automl.ipynb @mansari
/notebooks/community/neo4j/graph_paysim.ipynb @benofben @laeg
+2 -6
View File
@@ -1,8 +1,7 @@
![AlphaGenome header image](https://raw.githubusercontent.com/google-deepmind/alphagenome/refs/heads/main/docs/source/_static/header.png)
# AlphaGenome
[**Overview**](#overview) | [**Use Cases**](#use-cases) | [**Documentation**](#documentation) | [**Pricing**](#pricing) | [**Quick start inference**](#quick-start-inference) |
[**Quick start finetune**](#quick-start-finetune)
[**Overview**](#overview) | [**Use Cases**](#use-cases) | [**Documentation**](#documentation) | [**Pricing**](#pricing) | [**Quick start**](#quick-start)
## Overview
**Disclaimer:** *Experimental*.
@@ -90,8 +89,5 @@ To utilize these models via this service:
* **Pricing information** will be shared directly with users upon approval
and placement on the allowlist.
## Quick start inference
## Quick start
The quickest way to get started with the AlphaGenome in Google Cloud Platform is to run [our example notebook](cloudai_alphagenome_vai_quickstart.ipynb) in [Google Colab](https://colab.research.google.com/).
## Quick start finetune
The quickest way to get started with the AlphaGenome fineutning in Google Cloud Platform is to run [our finetuning notebook](cloudai_alphagenome_finetune.ipynb) in [Google Cloud Platform Enterprise Colab](https://docs.cloud.google.com/colab/docs/introduction).
File diff suppressed because it is too large Load Diff
@@ -37,7 +37,7 @@
" </a>\n",
" </td>\n",
" <td style=\"text-align: center\">\n",
" <a href=\"https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fcommunity%2Falphagenome%2Fcloudai_alphagenome_vai_quickstart.ipynb\">\n",
" <a href=\"https://console.cloud.google.com/vertex-ai/colab/import/https:%2F%2Fraw.githubusercontent.com%2FGoogleCloudPlatform%2Fvertex-ai-samples%2Fmain%2Fnotebooks%2Fcommunity%2alphagenome%2Fcloudai_alphagenome_vai_quickstart.ipynb\">\n",
" <img width=\"32px\" src=\"https://lh3.googleusercontent.com/JmcxdQi-qOpctIvWKgPtrzZdJJK-J3sWE1RsfjZNwshCFgE_9fULcNpuXYTilIR2hjwN\" alt=\"Google Cloud Colab Enterprise logo\"><br> Open in Colab Enterprise\n",
" </a>\n",
" </td>\n",
@@ -135,7 +135,7 @@
"# Keep Service account and token empty when using the key\n",
"service_account = \"\" # @param {type:\"string\"}\n",
"token = \"\" # @param {type:\"string\"}\n",
"code_whl = \"alphagenome-0.4.2.6-py3-none-any.whl\"\n",
"code_whl = \"alphagenome-0.4.2.5-py3-none-any.whl\"\n",
"file_path = f\"gs://alphagenome-whl/{code_whl}\"\n",
"\n",
"service_account = service_account or None\n",
@@ -214,7 +214,7 @@
"from IPython.display import clear_output\n",
"\n",
"! pip install $code_whl\n",
"clear_output()"
"# clear_output()"
]
},
{
@@ -4458,7 +4458,17 @@
"outputs": [],
"source": [
"def extract_k562(adata):\n",
" values = adata.X[:, adata.var[\"ontology_curie\"] == \"EFO:0002067\"]\n",
" if \"ontologyTerm\" in adata.var.columns and not adata.var[\"ontologyTerm\"].empty:\n",
" mask = adata.var[\"ontologyTerm\"].apply(\n",
" lambda x: isinstance(x, dict)\n",
" and x.get(\"ontologyType\") == \"ONTOLOGY_TYPE_EFO\"\n",
" and x.get(\"id\") == \"2067\"\n",
" )\n",
" values = adata.X[:, mask]\n",
" else:\n",
" raise ValueError(\n",
" \"Expected 'ontologyTerm' column with dictionary values not found in adata.var\"\n",
" )\n",
" assert values.size == 1\n",
" return values.flatten()[0]\n",
"\n",
@@ -4637,7 +4647,9 @@
}
],
"source": [
"interval = Interval(chromosome=\"chr19\", start=2**20, end=2**20 + 2**20, strand=\".\")\n",
"interval = Interval(\n",
" chromosome=\"chr19\", start=2**20, end=2**20 + 2**20, strand=\".\"\n",
")\n",
"\n",
"scores = dna_model.score_interval(\n",
" interval,\n",
@@ -10,7 +10,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -10,7 +10,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -6,11 +6,11 @@
"id": "DZ1j6RRg-Td6",
"metadata": {
"cellView": "form",
"id": "483138c1a042"
"id": "f705f4be70e9"
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -382,9 +382,9 @@
"endpoints[\"sdk_custom\"] = model.deploy(\n",
" accept_eula=True,\n",
" use_dedicated_endpoint=use_dedicated_endpoint,\n",
" serving_container_image_uri=\"us-docker.pkg.dev/vertex-ai/vertex-vision-model-garden-dockers/pytorch-vllm-serve:20251205_0916_RC01\",\n",
" machine_type=\"g4-standard-48\",\n",
" accelerator_type=\"NVIDIA_RTX_PRO_6000\",\n",
" serving_container_image_uri=\"us-docker.pkg.dev/vertex-ai/vertex-vision-model-garden-dockers/pytorch-vllm-serve:20250430_0916_RC00_maas\",\n",
" machine_type=\"a2-ultragpu-1g\",\n",
" accelerator_type=\"NVIDIA_A100_80GB\",\n",
" accelerator_count=1,\n",
")"
]
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -10,7 +10,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -10,7 +10,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -6273,7 +6273,6 @@
" f\"--model-replicas={model_replicas}\",\n",
" \"--data-parallel-size=1\",\n",
" \"--swap-space=16\",\n",
" f\"--total-gpus={accelerator_count}\",\n",
" ]\n",
"\n",
" if multihost_gpu_node_count > 1:\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -450,7 +450,8 @@
"metadata": {
"colab": {
"name": "model_garden_pytorch_flux_comfyui_workbench.ipynb",
"toc_visible": true
"toc_visible": true,
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -237,7 +237,7 @@
},
"outputs": [],
"source": [
"model_version = \"minimax-m2\" # @param [\"minimax-m2\", \"minimax-m2.1\"] {isTemplate:true}\n",
"model_version = \"minimax-m2\" # @param [\"minimax-m2\"] {isTemplate:true}\n",
"MODEL_NAME = f\"minimaxai/minimax-m2@{model_version}\""
]
},
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",
@@ -9,7 +9,7 @@
},
"outputs": [],
"source": [
"# Copyright 2026 Google LLC\n",
"# Copyright 2025 Google LLC\n",
"#\n",
"# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
"# you may not use this file except in compliance with the License.\n",

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