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fix: update udf to function in notebooks and docs #1047

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merged 1 commit into from
Sep 6, 2023
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fix: update udf to function in notebooks and docs #1047

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193 changes: 99 additions & 94 deletions tutorials/01-mnist.ipynb
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319 changes: 56 additions & 263 deletions tutorials/02-object-detection.ipynb
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372 changes: 70 additions & 302 deletions tutorials/03-emotion-analysis.ipynb
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213 changes: 59 additions & 154 deletions tutorials/05-asl-action-recognition.ipynb
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257 changes: 153 additions & 104 deletions tutorials/06-loading-structured-data.ipynb
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229 changes: 56 additions & 173 deletions tutorials/07-object-segmentation-huggingface.ipynb
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112 changes: 23 additions & 89 deletions tutorials/08-chatgpt.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -191,71 +191,6 @@
"open_ai_key = os.environ.get('OPENAI_KEY')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"execution": {
"iopub.execute_input": "2023-06-25T21:02:05.208971Z",
"iopub.status.busy": "2023-06-25T21:02:05.208713Z",
"iopub.status.idle": "2023-06-25T21:02:05.368416Z",
"shell.execute_reply": "2023-06-25T21:02:05.367640Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>UDF ChatGPT successfully added to the database.</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0\n",
"0 UDF ChatGPT successfully added to the database."
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Drop the UDF if it already exists\n",
"cursor.query(\"DROP UDF IF EXISTS ChatGPT;\").df()\n",
"\n",
"# Register the ChatGPT UDF in EvaDB\n",
"create_udf_query = f\"\"\"CREATE UDF ChatGPT\n",
" IMPL 'chatgpt.py' \"\"\"\n",
"cursor.query(create_udf_query).df()\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
Expand Down Expand Up @@ -328,9 +263,9 @@
}
],
"source": [
"#load the video\n",
"cursor.drop_table(\"VIDEOS\", if_exists=True).df()\n",
"cursor.query(\"LOAD VIDEO 'russia_ukraine.mp4' INTO VIDEOS;\").df()"
"# Load the video\n",
"cursor.query(\"DROP TABLE IF EXISTS VIDEOS\").df()\n",
"cursor.query(\"LOAD VIDEO 'russia_ukraine.mp4' INTO VIDEOS\").df()"
]
},
{
Expand Down Expand Up @@ -398,15 +333,15 @@
],
"source": [
"# Drop the Text Summarization UDF if needed\n",
"cursor.query(\"DROP UDF IF EXISTS SpeechRecognizer;\").df()\n",
"cursor.query(\"DROP FUNCTION IF EXISTS SpeechRecognizer;\").df()\n",
"\n",
"# Create a Text Summarization UDF using Hugging Face\n",
"text_summarizer_udf_creation = \"\"\"\n",
" CREATE UDF SpeechRecognizer \n",
" TYPE HuggingFace \n",
" 'task' 'automatic-speech-recognition' \n",
" 'model' 'openai/whisper-base';\n",
" \"\"\"\n",
" CREATE FUNCTION SpeechRecognizer \n",
" TYPE HuggingFace \n",
" TASK 'automatic-speech-recognition' \n",
" MODEL 'openai/whisper-base';\n",
"\"\"\"\n",
"cursor.query(text_summarizer_udf_creation).df()"
]
},
Expand Down Expand Up @@ -504,7 +439,7 @@
" CREATE TABLE\n",
" TEXT_SUMMARY AS \n",
" SELECT SpeechRecognizer(audio) FROM VIDEOS; \n",
" \"\"\"\n",
"\"\"\"\n",
"cursor.query(text_summarization_query).df()"
]
},
Expand Down Expand Up @@ -566,9 +501,9 @@
"source": [
"# Run ChatGPT over the Text Summary extracted by Whisper\n",
"chatgpt_udf = \"\"\"\n",
" SELECT ChatGPT('Is this video summary related to Ukraine russia war',text) \n",
" FROM TEXT_SUMMARY;\n",
" \"\"\"\n",
" SELECT ChatGPT('Is this video summary related to Ukraine russia war',text) \n",
" FROM TEXT_SUMMARY;\n",
"\"\"\"\n",
"cursor.query(chatgpt_udf).df()"
]
},
Expand Down Expand Up @@ -747,7 +682,7 @@
" CREATE TABLE\n",
" SNL_TEXT_SUMMARY AS \n",
" SELECT SpeechRecognizer(audio) FROM SNL_VIDEO;\n",
" \"\"\"\n",
"\"\"\"\n",
"cursor.query(text_summarization_query).df()"
]
},
Expand Down Expand Up @@ -817,9 +752,9 @@
"source": [
"# Run ChatGPT over the Text Summary extracted by Whisper\n",
"chatgpt_udf = \"\"\"\n",
" SELECT ChatGPT('Is this video summary related to Ukraine russia war',text) \n",
" FROM SNL_TEXT_SUMMARY;\n",
" \"\"\"\n",
" SELECT ChatGPT('Is this video summary related to Ukraine russia war',text) \n",
" FROM SNL_TEXT_SUMMARY;\n",
"\"\"\"\n",
"cursor.query(chatgpt_udf).df()"
]
},
Expand Down Expand Up @@ -889,17 +824,16 @@
"source": [
"# Run ChatGPT over the Text Summary extracted by Whisper\n",
"chatgpt_udf = \"\"\"\n",
" SELECT ChatGPT('Is this video summary related to a hospital',text) \n",
" FROM SNL_TEXT_SUMMARY;\n",
" \"\"\"\n",
"\n",
" SELECT ChatGPT('Is this video summary related to a hospital',text) \n",
" FROM SNL_TEXT_SUMMARY;\n",
"\"\"\"\n",
"cursor.query(chatgpt_udf).df()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "env_ish_py3.8",
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
Expand All @@ -913,9 +847,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.11"
"version": "3.11.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
"nbformat_minor": 4
}
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