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lhoestq HF Staff commited on May 30

Commit

89ba779

1 Parent(s): 765dec6

new portal and notebook with pyspark_huggingface

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Files changed (17) hide show

Dockerfile +10 -3
README.md +2 -2
data/hf_spark_utils.py +0 -183
data/login.ipynb +30 -0
data/spark.ipynb +7 -69
login.html +0 -1
on_startup.sh +1 -1
packages.txt +1 -1
portal/index.html +95 -0
portal/portal-assets/css2 +630 -0
portal/portal-assets/css2(1) +135 -0
portal/portal-assets/katex.min.css +1 -0
portal/portal-assets/more-style.css +19 -0
portal/portal-assets/script.pageview-props.js +1 -0
portal/portal-assets/style.css +0 -0
requirements.txt +1 -7
start_server.sh +23 -19

Dockerfile CHANGED Viewed

@@ -45,8 +45,7 @@ USER user
 # All users can use /home/user as their home directory
 ENV HOME=/home/user
-RUN mkdir $HOME/.cache $HOME/.config \
- && chmod -R 777 $HOME
 # Set up the Conda environment
 ENV CONDA_AUTO_UPDATE_CONDA=false \
@@ -83,7 +82,15 @@ RUN mkdir /data && chown user:user /data
 USER user
-# Python packages
 RUN --mount=target=requirements.txt,source=requirements.txt \
     pip install --no-cache-dir --upgrade -r requirements.txt

 # All users can use /home/user as their home directory
 ENV HOME=/home/user
+RUN chmod -R 777 $HOME
 # Set up the Conda environment
 ENV CONDA_AUTO_UPDATE_CONDA=false \
 USER user
+# Jupyterlab
+RUN pip install jupyterlab==3.6.1 jupyter-server==2.3.0 tornado==6.2 ipywidgets plotly
+RUN pip install catppuccin-jupyterlab
+RUN mkdir -p $HOME/.jupyter/lab/user-settings/@jupyterlab/apputils-extension
+RUN mkdir -p $HOME/.jupyter/lab/user-settings/catppuccin_jupyterlab
+RUN echo '{"theme": "Catppuccin Frappé"}' > $HOME/.jupyter/lab/user-settings/@jupyterlab/apputils-extension/themes.jupyterlab-settings
+RUN echo '{"brandColor": "peach", "accentColor": "green"}' > $HOME/.jupyter/lab/user-settings/catppuccin_jupyterlab/plugin.jupyterlab-settings
+# User Python packages
 RUN --mount=target=requirements.txt,source=requirements.txt \
     pip install --no-cache-dir --upgrade -r requirements.txt

README.md CHANGED Viewed

@@ -1,6 +1,6 @@
 ---
-title: Spark on HF JupyterLab
-short_description: JupyterLab Notebooks With PySpark Optimized for HF Datasets
 emoji: 🌅
 colorFrom: gray
 colorTo: red

 ---
+title: Spark Notebooks
+short_description: Notebooks with Spark and HF libs
 emoji: 🌅
 colorFrom: gray
 colorTo: red

data/hf_spark_utils.py DELETED Viewed

@@ -1,183 +0,0 @@
-import math
-import pickle
-import tempfile
-from functools import partial
-from typing import Iterator, Optional, Union
-import pyarrow as pa
-import pyarrow.parquet as pq
-from huggingface_hub import CommitOperationAdd, HfFileSystem
-from pyspark.sql.dataframe import DataFrame
-from pyspark.sql.pandas.types import from_arrow_schema, to_arrow_schema
-spark = None
-def set_session(session):
-    global spark
-    spark = session
-def _read(iterator: Iterator[pa.RecordBatch], columns: Optional[list[str]], filters: Optional[Union[list[tuple], list[list[tuple]]]], **kwargs) -> Iterator[pa.RecordBatch]:
-    for batch in iterator:
-        paths = batch[0].to_pylist()
-        ds = pq.ParquetDataset(paths, **kwargs)
-        yield from ds._dataset.to_batches(columns=columns, filter=pq.filters_to_expression(filters) if filters else None)
-def read_parquet(
-    path: str,
-    columns: Optional[list[str]] = None,
-    filters: Optional[Union[list[tuple], list[list[tuple]]]] = None,
-    **kwargs,
-) -> DataFrame:
-    """
-    Loads Parquet files from Hugging Face using PyArrow, returning a PySPark `DataFrame`.
-    It reads Parquet files in a distributed manner.
-    Access private or gated repositories using `huggingface-cli login` or passing a token
-    using the `storage_options` argument: `storage_options={"token": "hf_xxx"}`
-    Parameters
-    ----------
-    path : str
-        Path to the file. Prefix with a protocol like `hf://` to read from Hugging Face.
-        You can read from multiple files if you pass a globstring.
-    columns : list, default None
-        If not None, only these columns will be read from the file.
-    filters : List[Tuple] or List[List[Tuple]], default None
-        To filter out data.
-        Filter syntax: [[(column, op, val), ...],...]
-        where op is [==, =, >, >=, <, <=, !=, in, not in]
-        The innermost tuples are transposed into a set of filters applied
-        through an `AND` operation.
-        The outer list combines these sets of filters through an `OR`
-        operation.
-        A single list of tuples can also be used, meaning that no `OR`
-        operation between set of filters is to be conducted.
-    **kwargs
-        Any additional kwargs are passed to pyarrow.parquet.ParquetDataset.
-    Returns
-    -------
-    DataFrame
-        DataFrame based on parquet file.
-    Examples
-    --------
-    >>> path = "hf://datasets/username/dataset/data.parquet"
-    >>> pd.DataFrame({"foo": range(5), "bar": range(5, 10)}).to_parquet(path)
-    >>> read_parquet(path).show()
-    +---+---+
-    |foo|bar|
-    +---+---+
-    |  0|  5|
-    |  1|  6|
-    |  2|  7|
-    |  3|  8|
-    |  4|  9|
-    +---+---+
-    >>> read_parquet(path, columns=["bar"]).show()
-    +---+
-    |bar|
-    +---+
-    |  5|
-    |  6|
-    |  7|
-    |  8|
-    |  9|
-    +---+
-    >>> sel = [("foo", ">", 2)]
-    >>> read_parquet(path, filters=sel).show()
-    +---+---+
-    |foo|bar|
-    +---+---+
-    |  3|  8|
-    |  4|  9|
-    +---+---+
-    """
-    filesystem: HfFileSystem = kwargs.pop("filesystem") if "filesystem" in kwargs else HfFileSystem(**kwargs.pop("storage_options", {}))
-    paths = filesystem.glob(path)
-    if not paths:
-        raise FileNotFoundError(f"Counldn't find any file at {path}")
-    rdd = spark.sparkContext.parallelize([{"path": path} for path in paths], len(paths))
-    df = spark.createDataFrame(rdd)
-    arrow_schema = pq.read_schema(filesystem.open(paths[0]))
-    schema = pa.schema([field for field in arrow_schema if (columns is None or field.name in columns)], metadata=arrow_schema.metadata)
-    return df.mapInArrow(
-        partial(_read, columns=columns, filters=filters, filesystem=filesystem, schema=arrow_schema, **kwargs),
-        from_arrow_schema(schema),
-    )
-def _preupload(iterator: Iterator[pa.RecordBatch], path: str, schema: pa.Schema, filesystem: HfFileSystem, row_group_size: Optional[int] = None, **kwargs) -> Iterator[pa.RecordBatch]:
-    resolved_path = filesystem.resolve_path(path)
-    with tempfile.NamedTemporaryFile(suffix=".parquet") as temp_file:
-        with pq.ParquetWriter(temp_file.name, schema=schema, **kwargs) as writer:
-            for batch in iterator:
-                writer.write_batch(batch, row_group_size=row_group_size)
-        addition = CommitOperationAdd(path_in_repo=temp_file.name, path_or_fileobj=temp_file.name)
-        filesystem._api.preupload_lfs_files(repo_id=resolved_path.repo_id, additions=[addition], repo_type=resolved_path.repo_type, revision=resolved_path.revision)
-    yield pa.record_batch({"addition": [pickle.dumps(addition)]}, schema=pa.schema({"addition": pa.binary()}))
-def _commit(iterator: Iterator[pa.RecordBatch], path: str, filesystem: HfFileSystem, max_operations_per_commit=50) -> Iterator[pa.RecordBatch]:
-    resolved_path = filesystem.resolve_path(path)
-    additions: list[CommitOperationAdd] = [pickle.loads(addition) for addition in pa.Table.from_batches(iterator, schema=pa.schema({"addition": pa.binary()}))[0].to_pylist()]
-    num_commits = math.ceil(len(additions) / max_operations_per_commit)
-    for shard_idx, addition in enumerate(additions):
-        addition.path_in_repo = resolved_path.path_in_repo.replace("{shard_idx:05d}", f"{shard_idx:05d}")
-    for i in range(0, num_commits):
-        operations = additions[i * max_operations_per_commit : (i + 1) * max_operations_per_commit]
-        commit_message = "Upload using PySpark" + (f" (part {i:05d}-of-{num_commits:05d})" if num_commits > 1 else "")
-        filesystem._api.create_commit(repo_id=resolved_path.repo_id, repo_type=resolved_path.repo_type, revision=resolved_path.revision, operations=operations, commit_message=commit_message)
-        yield pa.record_batch({"path": [addition.path_in_repo for addition in operations]}, schema=pa.schema({"path": pa.string()}))
-def write_parquet(df: DataFrame, path: str, **kwargs) -> None:
-    """
-    Write Parquet files to Hugging Face using PyArrow.
-    It uploads Parquet files in a distributed manner in two steps:
-    1. Preupload the Parquet files in parallel in a distributed banner
-    2. Commit the preuploaded files
-    Authenticate using `huggingface-cli login` or passing a token
-    using the `storage_options` argument: `storage_options={"token": "hf_xxx"}`
-    Parameters
-    ----------
-    path : str
-        Path of the file or directory. Prefix with a protocol like `hf://` to read from Hugging Face.
-        It writes Parquet files in the form "part-xxxxx.parquet", or to a single file if `path ends with ".parquet".
-    **kwargs
-        Any additional kwargs are passed to pyarrow.parquet.ParquetWriter.
-    Returns
-    -------
-    DataFrame
-        DataFrame based on parquet file.
-    Examples
-    --------
-    >>> spark.createDataFrame(pd.DataFrame({"foo": range(5), "bar": range(5, 10)}))
-    >>> # Save to one file
-    >>> write_parquet(df, "hf://datasets/username/dataset/data.parquet")
-    >>> # OR save to a directory (possibly in many files)
-    >>> write_parquet(df, "hf://datasets/username/dataset")
-    """
-    filesystem: HfFileSystem = kwargs.pop("filesystem", HfFileSystem(**kwargs.pop("storage_options", {})))
-    if path.endswith(".parquet") or path.endswith(".pq"):
-        df = df.coalesce(1)
-    else:
-        path += "/part-{shard_idx:05d}.parquet"
-    df.mapInArrow(
-        partial(_preupload, path=path, schema=to_arrow_schema(df.schema), filesystem=filesystem, **kwargs),
-        from_arrow_schema(pa.schema({"addition": pa.binary()})),
-    ).repartition(1).mapInArrow(
-        partial(_commit, path=path, filesystem=filesystem),
-        from_arrow_schema(pa.schema({"path": pa.string()})),
-    ).collect()

data/login.ipynb ADDED Viewed

	@@ -0,0 +1,30 @@

+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "1d612ca3",
+   "metadata": {},
+   "source": [
+    "# Login to Hugging Face"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "196bc954",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from huggingface_hub import notebook_login\n",
+    "notebook_login(new_session=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

data/spark.ipynb CHANGED Viewed

@@ -5,7 +5,9 @@
    "id": "6fb06d81-1778-403c-b15b-d68200a5e6b5",
    "metadata": {},
    "source": [
-    "# Spark on Hugging Face"
    ]
   },
   {
@@ -21,80 +23,16 @@
     "spark = SparkSession.builder.appName(\"demo\").getOrCreate()"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "8bf07f63-6fed-4cf9-8fee-5f3a5fb6bed1",
-   "metadata": {
-    "tags": []
-   },
-   "source": [
-    "Example:\n",
-    "\n",
-    "```python\n",
-    "# Load the BAAI/Infinity-Instruct dataset\n",
-    "df = read_parquet(\"hf://datasets/BAAI/Infinity-Instruct/7M/*.parquet\")\n",
-    "\n",
-    "# Load only one column\n",
-    "df_langdetect_only = read_parquet(\"hf://datasets/BAAI/Infinity-Instruct/7M/*.parquet\", columns=[\"langdetect\"])\n",
-    "\n",
-    "# Load values within certain ranges\n",
-    "criteria = [(\"langdetect\", \"=\", \"zh-cn\")]\n",
-    "df_chinese_only = read_parquet(\"hf://datasets/BAAI/Infinity-Instruct/7M/*.parquet\", filters=criteria)\n",
-    "\n",
-    "# Save dataset\n",
-    "write_parquet(df_chinese_only, \"hf://datasets/username/Infinity-Instruct-Chinese-Only\")\n",
-    "```"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "ca71b3ac-3291-4e4e-8fee-b3550b0426d6",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "from hf_spark_utils import read_parquet, write_parquet, set_session\n",
-    "set_session(spark)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "07ea62a4-7549-4a75-8a12-9d830f6e3cde",
    "metadata": {},
-   "source": [
-    "#### (Optional) Login"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "343b3a9a-2dce-492b-9384-703368ba3975",
-   "metadata": {
-    "tags": []
-   },
    "outputs": [],
    "source": [
-    "from huggingface_hub import notebook_login\n",
-    "notebook_login(new_session=False)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "332b7609-f0eb-4703-aea6-fec3d09f5870",
-   "metadata": {},
-   "source": [
-    "#### Run your code:"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "6c0dfe01-9190-454c-9c52-216f74d339e1",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
@@ -118,4 +56,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 5
-}

    "id": "6fb06d81-1778-403c-b15b-d68200a5e6b5",
    "metadata": {},
    "source": [
+    "# Spark Example\n",
+    "\n",
+    "docs: [https://huggingface.co/docs/hub/datasets-spark](https://huggingface.co/docs/hub/datasets-spark)"
    ]
   },
   {
     "spark = SparkSession.builder.appName(\"demo\").getOrCreate()"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "6c0dfe01-9190-454c-9c52-216f74d339e1",
    "metadata": {},
    "outputs": [],
    "source": [
+    "df = spark.read.format(\"huggingface\").load(\"fka/awesome-chatgpt-prompts\")\n",
+    "df.show()"
    ]
   }
  ],
  "metadata": {
  },
  "nbformat": 4,
  "nbformat_minor": 5
+}

@@ -45,7 +45,6 @@
     {% else %}
     <p>{% trans %}No login available, you shouldn't be seeing this page.{% endtrans %}</p>
     {% endif %}
-    <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spark-ex-min.png" alt="Spark on Hugging Face example Python code" style="width: 100%; margin-bottom: 40px; border-radius: 5px; box-shadow: rgba(149, 157, 165, 0.2) 0px 8px 24px; border: 1rem solid white;">
     <p>This template was created by <a href="https://twitter.com/camenduru" target="_blank" >camenduru</a> and <a href="https://huggingface.co/nateraw" target="_blank" >nateraw</a>, with contributions of <a href="https://huggingface.co/osanseviero" target="_blank" >osanseviero</a>, <a href="https://huggingface.co/azzr" target="_blank" >azzr</a> and <a href="https://huggingface.co/lhoestq" target="_blank">lhoestq</a></p>
     {% if message %}
     <div class="row">

     {% else %}
     <p>{% trans %}No login available, you shouldn't be seeing this page.{% endtrans %}</p>
     {% endif %}
     <p>This template was created by <a href="https://twitter.com/camenduru" target="_blank" >camenduru</a> and <a href="https://huggingface.co/nateraw" target="_blank" >nateraw</a>, with contributions of <a href="https://huggingface.co/osanseviero" target="_blank" >osanseviero</a>, <a href="https://huggingface.co/azzr" target="_blank" >azzr</a> and <a href="https://huggingface.co/lhoestq" target="_blank">lhoestq</a></p>
     {% if message %}
     <div class="row">

on_startup.sh CHANGED Viewed

@@ -2,4 +2,4 @@
 # Write some commands here that will run on root user before startup.
 # For example, to clone transformers and install it in dev mode:
 # git clone https://github.com/huggingface/transformers.git
-# cd transformers && pip install -e ".[dev]"

 # Write some commands here that will run on root user before startup.
 # For example, to clone transformers and install it in dev mode:
 # git clone https://github.com/huggingface/transformers.git
+# cd transformers && pip install -e ".[dev]"

packages.txt CHANGED Viewed

	@@ -1,2 +1,2 @@
1	tree
2	- openjdk-8-jdk


1	tree
2	+ openjdk-17-jdk

portal/index.html ADDED Viewed

	@@ -0,0 +1,95 @@

+<!DOCTYPE html>
+<!-- saved from url=(0033)https://huggingface.co/enterprise -->
+<html class="scroll-smooth dark pkyzq idc0_350"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
+	<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=no">
+	<meta name="description" content="We’re on a journey to advance and democratize artificial intelligence through open source and open science.">
+	<meta property="fb:app_id" content="1321688464574422">
+	<meta name="twitter:card" content="summary_large_image">
+	<meta name="twitter:site" content="@huggingface">
+	<meta name="twitter:image" content="https://huggingface.co/front/thumbnails/enterprise.png">
+	<meta property="og:title" content="Spark Notebooks - Hugging Face">
+	<meta property="og:type" content="website">
+	<meta property="og:url" content="https://huggingface.co/enterprise">
+	<meta property="og:image" content="https://huggingface.co/front/thumbnails/enterprise.png">
+	<link rel="stylesheet" href="./portal-assets/style.css">
+	<link rel="preconnect" href="https://fonts.gstatic.com/">
+	<link href="./portal-assets/css2" rel="stylesheet">
+	<link href="./portal-assets/css2(1)" rel="stylesheet">
+	<link href="./portal-assets/more-style.css" rel="stylesheet">
+	<link rel="stylesheet" href="./portal-assets/katex.min.css" as="style" onload="this.onload=null;this.rel=&#39;stylesheet&#39;">
+	<noscript>
+		<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.12.0/katex.min.css" />
+	</noscript>
+	<script>if (window.matchMedia('(prefers-color-scheme: dark)').matches) { document.documentElement.classList.add('dark'); }</script>
+<link rel="canonical" href="https://huggingface.co/enterprise">
+<title>Spark Notebooks - Hugging Face</title>
+<body class="flex flex-col min-h-dvh bg-white dark:bg-blue-950 text-black">
+	<main class="flex flex-1 flex-col">
+		<div class="max-w-[100dvw] overflow-hidden">
+			<div class="0 container relative mx-auto mb-16 flex max-w-5xl flex-col items-center justify-center text-balance pt-28 text-center sm:mb-24 2xl:mb-32 2xl:max-w-6xl 2xl:pt-40">
+				<div style="opacity: 0.3;">
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+					<svg class="text-8xl absolute max-sm:hidden -bottom-12 right-24 animate__bounce [animation-duration:9s] text-peach" style="--rotation-angle: 12deg;" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 25 25"><ellipse cx="12.5" cy="5" fill="currentColor" fill-opacity="0.25" rx="7.5" ry="2"></ellipse><path d="M12.5 15C16.6421 15 20 14.1046 20 13V20C20 21.1046 16.6421 22 12.5 22C8.35786 22 5 21.1046 5 20V13C5 14.1046 8.35786 15 12.5 15Z" fill="currentColor" opacity="0.5"></path><path d="M12.5 7C16.6421 7 20 6.10457 20 5V11.5C20 12.6046 16.6421 13.5 12.5 13.5C8.35786 13.5 5 12.6046 5 11.5V5C5 6.10457 8.35786 7 12.5 7Z" fill="currentColor" opacity="0.5"></path><path d="M5.23628 12C5.08204 12.1598 5 12.8273 5 13C5 14.1046 8.35786 15 12.5 15C16.6421 15 20 14.1046 20 13C20 12.8273 19.918 12.1598 19.7637 12C18.9311 12.8626 15.9947 13.5 12.5 13.5C9.0053 13.5 6.06886 12.8626 5.23628 12Z" fill="currentColor"></path></svg>
+				</div>
+				<div class="mb-6 flex items-center justify-center font-mono text-xl"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 128 128" width="1em" height="1em"><path fill="#ef9f76" d="M57.646.004c-2.269.064-4.51 1.143-6.384 3.223-1.03 1.146-1.905 2.51-2.63 3.855-1.89 3.54-2.262 7.547-2.962 11.43l-3.852 21.81c-.148.856-.532 1.21-1.3 1.455l-28.268 8.98c-2.06.673-4.125 1.543-5.947 2.7-5.558 3.53-6.38 9.338-2.207 14.438 1.842 2.256 4.216 3.843 6.85 4.996l17.603 7.843c.147.08.304.132.463.162l3.717 2.682s-3.7 40.948 3.246 43.781c-.061-.01-.41-.082-.41-.082s.704.761 2.603.537c1.454.27 1.262.226.074-.01 2.583-.334 7.337-2.497 15.578-10.784a47.396 47.396 0 0 0 1.776-1.676l17.8-19.217 4.163 1.465c.15.207.367.34.714.443l19.823 6.031c2.709.836 5.389 1.448 8.277 1.026 5.156-.755 8.951-5 8.9-10.192-.02-2.28-.82-4.339-1.87-6.324l-13.128-24.898c-.418-.787-.405-1.296.196-2l22.054-25.922c1.428-1.703 2.717-3.529 3.465-5.645 1.643-4.67-.482-8.382-5.33-9.289-2.229-.398-4.427-.188-6.6.385l-31.597 8.395c-.93.25-1.39.075-1.895-.772l-12.9-21.434c-.975-1.615-2.14-3.194-3.477-4.527C62.212.89 59.915-.059 57.646.004zm.944 19.736c.51.358.768.727 1.01 1.125l13.88 23.13c.382.628.725.85 1.485.648l24.443-6.497 5.885-1.54c-.087.493-.302.79-.537 1.068l-20.16 23.672c-.57.688-.623 1.17-.194 1.976l12.743 24.16.585 1.237-.015.02-22.727-6.264-.006-.018-4.298-1.205-25.493 28.256 4.663-37.15-4.184-1.82.008-.007-23.674-9.4c.454-.413.86-.585 1.285-.717l28.777-9.096c.676-.21 1.061-.47 1.125-1.242l.403-2.355 3.875-21.807 1.12-6.174z"/></svg>
+					&nbsp;Spark Notebooks (Experimental)
+				</div>
+				<h1 class="mb-12 max-w-[85dvw] text-4xl font-semibold lg:text-5xl 2xl:text-6xl">Prepare and Publish AI-ready Datasets with Apache Spark™</h1>
+				<div class="flex flex-col items-center gap-3">
+					<div>
+						<a class="flex items-center gap-1.5 whitespace-nowrap rounded-md bg-peach hover:bg-peach-0 px-6 py-1.5 text-md text-mantle transition-all dark:text-black" href="https://huggingface.co/spaces/Dataset-Tools/Spark-Notebooks?duplicate=true" target="_blank">Launch Spark Notebooks</a>
+					</div>
+					<p class="text-gray-500">CPU or GPU (single node)</p>
+				</div>
+			</div>
+		</div>
+		<div class="container mb-16 flex max-w-6xl items-center justify-center gap-4 text-balance text-center text-xl 2xl:max-w-7xl"><div class="flex-1 border-b"></div>
+			<p class="max-w-2xl">Spark Notebooks on Hugging Face Spaces is an experiment to provide the most integrated environment to build Datasets with access to 400k+ community datasets and AI-enabling hardware.
+			</p>
+			<div class="flex-1 border-b"></div>
+		</div>
+		<div class="container relative grid max-w-6xl grid-cols-1 gap-8 sm:grid-cols-2 md:grid-cols-3 2xl:max-w-7xl">
+			<div class="relative flex grid-cols-1 flex-col-reverse gap-3 overflow-hidden rounded-2xl border from-white to-gray-100 dark:from-gray-950 dark:to-gray-900 sm:col-span-2 sm:grid sm:grid-cols-5 md:col-span-3 md:grid-cols-6 md:bg-gradient-to-r">
+				<a href="https://huggingface.co/docs/hub/en/spaces-overview#hardware-resources" target="_blank" class="group flex flex-col justify-center p-6 max-md:pt-5 sm:col-span-2 md:col-span-2">
+					<h2 class="mb-2 flex items-center gap-2 text-xl font-semibold decoration-gray-300 underline-offset-4 group-hover:underline dark:decoration-gray-500">
+						Notebooks on any hardware
+					</h2>
+					<p class="text-gray-500">
+						Use Free CPU or ZeroGPU hardware, or choose among the rich list of hardware available on Spaces, which includes the latest GPUs.
+						<br/>
+						Join us in the Community tab for more info on hardware and multi node.
+					</p>
+				</a>
+				<div class="relative border-gray-100 bg-gradient-to-r max-md:border-b max-md:from-white max-md:to-gray-100 max-md:pl-5 max-md:[aspect-ratio:16/9] dark:max-md:from-gray-950 dark:max-md:to-gray-900 sm:col-span-3 md:col-span-4">
+					<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spark-notebook-perspective-transparent.png" alt="spark-notebook" class="inset-0 h-full select-none object-cover object-left dark:hidden">
+					<img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/spark-notebook-perspective-transparent.png" alt="spark-notebook" class="inset-0 hidden h-full select-none object-cover object-left dark:block">
+					<div class="absolute right-0 top-0 h-full w-full bg-gradient-to-r from-transparent via-transparent to-white dark:to-gray-950 max-md:hidden">
+					</div>
+				</div>
+			</div>
+		</div>
+	</main>
+</body>

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+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZYokSdo18S0xR41YDw.woff2) format('woff2');
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+  font-display: swap;
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+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZYokSdv18S0xR41YDw.woff2) format('woff2');
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+  font-family: 'Source Sans Pro';
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+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZMkidi18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZMkids18S0xR41.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7qsDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7jsDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7rsDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7ksDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7osDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7psDJB9cme_xc.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7nsDJB9cme.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdh18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdo18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdg18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdv18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdj18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdi18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCds18S0xR41.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdh18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdo18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdg18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdv18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdj18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSdi18S0xR41YDw.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: italic;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZZclSds18S0xR41.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wmhdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wkxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wmxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wlBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wmBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wmRdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 200;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i94_wlxdu3cOWxw.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwmhdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwkxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwmxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwlBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwmBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwmRdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 300;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ik4zwlxdu3cOWxw.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qNa7lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qPK7lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qNK7lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qO67lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qN67lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qNq7lujVj9_mf.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xK3dSBYKcSV-LCoeQqfX1RYOo3qOK7lujVj9w.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmhdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwkxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwlBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmRdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwlxdu3cOWxw.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwmhdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwkxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* greek-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwmxdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+1F00-1FFF;
+}
+/* greek */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwlBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwmBdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwmRdu3cOWxy40.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'Source Sans Pro';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/sourcesanspro/v22/6xKydSBYKcSV-LCoeQqfX1RYOo3ig4vwlxdu3cOWxw.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}

portal/portal-assets/css2(1) ADDED Viewed

	@@ -0,0 +1,135 @@

+/* cyrillic-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F63fjptAgt5VM-kVkqdyU8n1iIq131nj-otFQ.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F63fjptAgt5VM-kVkqdyU8n1isq131nj-otFQ.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F63fjptAgt5VM-kVkqdyU8n1iAq131nj-otFQ.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F63fjptAgt5VM-kVkqdyU8n1iEq131nj-otFQ.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 400;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F63fjptAgt5VM-kVkqdyU8n1i8q131nj-o.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3vAOwl1FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3vAOwlRFgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3vAOwl9FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3vAOwl5FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 600;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3vAOwlBFgsAXHNk.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}
+/* cyrillic-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3pQPwl1FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F;
+}
+/* cyrillic */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3pQPwlRFgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116;
+}
+/* vietnamese */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3pQPwl9FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB;
+}
+/* latin-ext */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3pQPwl5FgsAXHNlYzg.woff2) format('woff2');
+  unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF;
+}
+/* latin */
+@font-face {
+  font-family: 'IBM Plex Mono';
+  font-style: normal;
+  font-weight: 700;
+  font-display: swap;
+  src: url(https://fonts.gstatic.com/s/ibmplexmono/v19/-F6qfjptAgt5VM-kVkqdyU8n3pQPwlBFgsAXHNk.woff2) format('woff2');
+  unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD;
+}

portal/portal-assets/katex.min.css ADDED Viewed

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portal/portal-assets/more-style.css ADDED Viewed

	@@ -0,0 +1,19 @@

+.dark\:bg-blue-950:is(.dark *) {
+    background-color: #232634;
+}
+.text-mantle {
+    color: #292c3c;
+}
+.text-peach {
+    color: #ef9f76;
+}
+.bg-peach {
+    background-color: #ef9f76;
+}
+.hover\:bg-peach-0:hover {
+    background-color: color-mix(in srgb, #ef9f76, #000 10%);
+}

portal/portal-assets/script.pageview-props.js ADDED Viewed

	@@ -0,0 +1 @@

+ !function(){var t,e,i,n,a,o,r=window.location,l=window.document,t=l.currentScript;function s(s,b){var E,L="pageview"===s;if(L&&d&&(h(),a=m(),o=y()),/^localhost$|^127(\.[0-9]+){0,2}\.[0-9]+$|^\[::1?\]$/.test(r.hostname)||"file:"===r.protocol)return S(s,b,"localhost");if((window._phantom||window.__nightmare||window.navigator.webdriver||window.Cypress)&&!window.__plausible)return S(s,b);try{if("true"===window.localStorage.plausible_ignore)return S(s,b,"localStorage flag")}catch(t){}var H={};H.n=s,H.v=11,H.u=r.href,H.d=i,H.r=l.referrer||null,b&&b.meta&&(H.m=JSON.stringify(b.meta)),b&&b.props&&(H.p=b.props),b&&!1===b.interactive&&(H.i=!1);var _=t.getAttributeNames().filter(function(t){return"event-"===t.substring(0,6)}),E=H.p||{};_.forEach(function(e){var i=e.replace("event-",""),n=t.getAttribute(e);E[i]=E[i]||n}),H.p=E,L&&(n=!1,u=H.u,w=H.p,v=-1,f=0,p=Date.now(),d||(l.addEventListener("visibilitychange",g),window.addEventListener("blur",g),window.addEventListener("focus",g),d=!0)),c(e,H,b)}function c(t,e,i){window.fetch&&fetch(t,{method:"POST",headers:{"Content-Type":"text/plain"},keepalive:!0,body:JSON.stringify(e)}).then(function(t){i&&i.callback&&i.callback({status:t.status})}).catch(function(){})}var d=!1,u=r.href,w={},v=-1,p=0,f=0;function h(){var t=b();!n&&(v<o||t>=3e3)&&(v=o,p=0,f=0,c(e,{n:"engagement",sd:Math.round(o/a*100),d:i,u:u,p:w,e:t,v:11}))}function g(){"visible"===l.visibilityState&&l.hasFocus()&&0===p?p=Date.now():"hidden"!==l.visibilityState&&l.hasFocus()||(f=b(),p=0,h())}function b(){return p?f+(Date.now()-p):f}function m(){var t=l.body||{},e=l.documentElement||{};return Math.max(t.scrollHeight||0,t.offsetHeight||0,t.clientHeight||0,e.scrollHeight||0,e.offsetHeight||0,e.clientHeight||0)}function y(){var t=l.body||{},e=l.documentElement||{},i=window.innerHeight||e.clientHeight||0,n=window.scrollY||e.scrollTop||t.scrollTop||0;return a<=i?a:n+i}function S(t,e,i){i&&console.warn("Ignoring Event: "+i),e&&e.callback&&e.callback(),"pageview"===t&&(n=!0)}!function n(c){function d(t){t&&u===r.pathname||(u=r.pathname,s("pageview"))}i=t.getAttribute("data-domain"),e=t.getAttribute("data-api")||new URL(t.src).origin+"/api/event",a=m(),o=y(),window.addEventListener("load",function(){a=m();var t=0,e=setInterval(function(){a=m(),15==++t&&clearInterval(e)},200)}),l.addEventListener("scroll",function(){a=m();var t=y();t>o&&(o=t)});var u,w=function(){d(!0)},v=window.history;if(v.pushState){var p=v.pushState;v.pushState=function(){p.apply(this,arguments),w()},window.addEventListener("popstate",w)}"hidden"===l.visibilityState||"prerender"===l.visibilityState?l.addEventListener("visibilitychange",function(){u||"visible"!==l.visibilityState||d()}):d(),window.addEventListener("pageshow",function(t){t.persisted&&d()});for(var f=window.plausible&&window.plausible.q||[],h=0;h<f.length;h++)s.apply(this,f[h]);window.plausible=s,window.plausible.init=n,window.plausible.l=!0}()}();

portal/portal-assets/style.css ADDED Viewed

The diff for this file is too large to render. See raw diff

requirements.txt CHANGED Viewed

@@ -1,8 +1,2 @@
-jupyterlab==3.6.1
-jupyter-server==2.3.0
-tornado==6.2
-ipywidgets
-huggingface_hub
-pyarrow
 pyspark[sql,pandas_on_spark]
-plotly








1	pyspark[sql,pandas_on_spark]
2	+ pyspark_huggingface

start_server.sh CHANGED Viewed

@@ -1,23 +1,27 @@
 #!/bin/bash
-JUPYTER_TOKEN="${JUPYTER_TOKEN:=huggingface}"
-echo "Starting Jupyter Lab with token $JUPYTER_TOKEN"
-NOTEBOOK_DIR="/data"
-cp -n data/hf_spark_utils.py $NOTEBOOK_DIR/hf_spark_utils.py
-cp -n data/spark.ipynb $NOTEBOOK_DIR/spark.ipynb
-DEFAULT_URL="/lab/tree/spark.ipynb"
-jupyter-lab \
-    --ip 0.0.0.0 \
-    --port 7860 \
-    --no-browser \
-    --allow-root \
-    --ServerApp.token="$JUPYTER_TOKEN" \
-    --ServerApp.tornado_settings="{'headers': {'Content-Security-Policy': 'frame-ancestors *'}}" \
-    --ServerApp.cookie_options="{'SameSite': 'None', 'Secure': True}" \
-    --ServerApp.disable_check_xsrf=True \
-    --LabApp.news_url=None \
-    --LabApp.check_for_updates_class="jupyterlab.NeverCheckForUpdate" \
-    --LabApp.default_url=$DEFAULT_URL \
-    --notebook-dir=$NOTEBOOK_DIR

 #!/bin/bash
+if [[ "$SPACE_AUTHOR_NAME" == "Dataset-Tools" || "$SHOW_PORTAL" == "1" ]]
+then
+    python -m http.server -d portal 7860
+else
+    JUPYTER_TOKEN="${JUPYTER_TOKEN:=}"
+    echo "Starting Jupyter Lab with token '$JUPYTER_TOKEN'"
+    NOTEBOOK_DIR="/data"
+    cp -n data/*.ipynb $NOTEBOOK_DIR/
+    DEFAULT_URL="/lab/tree/spark.ipynb"
+    jupyter-lab \
+        --ip 0.0.0.0 \
+        --port 7860 \
+        --no-browser \
+        --allow-root \
+        --ServerApp.token="$JUPYTER_TOKEN" \
+        --ServerApp.tornado_settings="{'headers': {'Content-Security-Policy': 'frame-ancestors *'}}" \
+        --ServerApp.cookie_options="{'SameSite': 'None', 'Secure': True}" \
+        --ServerApp.disable_check_xsrf=True \
+        --LabApp.news_url=None \
+        --LabApp.check_for_updates_class="jupyterlab.NeverCheckForUpdate" \
+        --LabApp.default_url=$DEFAULT_URL \
+        --notebook-dir=$NOTEBOOK_DIR
+fi