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   "source": [
    "Oracle AI Data Platform v1.0\n",
    "\n",
    "Copyright © 2025, Oracle and/or its affiliates.\n",
    "\n",
    "Licensed under the Universal Permissive License v 1.0 as shown at https://oss.oracle.com/licenses/upl/"
   ]
  },
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   "source": [
    "# Streaming from a volume \n",
    "This example demonstrates how to run a **one-time micro-batch streaming job** using `Trigger.Once()`.  \n",
    "The source is a **CSV file in a volume**, and the sink is a **Delta table** also stored in a volume.  "
   ]
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   "source": [
    "# Triggger Once example\n",
    "# Source => Volume File Source, Sink => Volume File Sink, checkpoint location => volume location\n",
    "# Place the csv file in your volume location  ex: </Volumes/default/default/data/>\n",
    "\n",
    "# Define input and checkpoint paths\n",
    "input_path = \"/Volumes/default/default/streaming/data/*.csv\"\n",
    "output_path = \"/Volumes/default/default/streaming/TriggerOnceOutput\"\n",
    "checkpoint_path = \"/Volumes/default/default/streaming/TriggerOnceOutoutCheckpoint\"\n",
    "\n",
    "userSchema = spark.read.option(\"header\", \"true\").csv(input_path).schema\n",
    "\n",
    "# Read streaming data from a file source\n",
    "df = spark.readStream \\\n",
    "    .format(\"csv\") \\\n",
    "\t.schema(userSchema) \\\n",
    "\t.option(\"header\", \"true\") \\\n",
    "    .load(input_path)\n",
    "\n",
    "word_counts = df.groupBy(\"vendor_id\").count()\n",
    "\n",
    "#display(word_counts)\n",
    "\n",
    "# Write the streaming data to a console sink with Trigger.Once()\n",
    "query = word_counts.writeStream \\\n",
    "    .outputMode(\"complete\") \\\n",
    "    .format(\"delta\") \\\n",
    "    .trigger(once=True) \\"
   ]
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    {
     "data": {
      "text/plain": [
       "+---------+------+\n",
       "|vendor_id| count|\n",
       "+---------+------+\n",
       "|      VTS|135612|\n",
       "|      CMT|114387|\n",
       "+---------+------+\n",
       "\n"
      ]
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     "output_type": "display_data"
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    "df = spark.read.format(\"delta\").load(\"/Volumes/default/default/streaming/TriggerOnceOutput\")\n",
    "df.show()"
   ]
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23:53:10.724\",\"value\":\"996\"},{\"timestamp\":\"2025-09-15 23:53:11.724\",\"value\":\"997\"},{\"timestamp\":\"2025-09-15 23:53:12.724\",\"value\":\"998\"},{\"timestamp\":\"2025-09-15 23:53:13.724\",\"value\":\"999\"}]}}"
     },
     "metadata": {
      "application/vnd.stream+json": {
       "height": "auto",
       "width": "auto"
      },
      "modelType": "streaming_data"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "opc-request-id: 97E9E203233D4B37919BE1C817F7DD75\n",
      "\n",
      "Request is cancelled by the user."
     ]
    }
   ],
   "source": [
    "streaming_df = spark.readStream.format(\"rate\").load()\n",
    "display(streaming_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e17de993-0a5d-4a86-bcaa-1222e301db6f",
   "metadata": {
    "type": "python"
   },
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3 (ipykernel)",
   "language": "python",
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