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Update Entity_extraction_JSON notebook to use genai module #509

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Mar 5, 2025
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Update Entity_extraction_JSON notebook to use genai module #509

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48 changes: 24 additions & 24 deletions examples/json_capabilities/Entity_Extraction_JSON.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -64,28 +64,13 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": 5,
"metadata": {
"id": "Ne-3gnXqR0hI"
},
"outputs": [],
"source": [
"!pip install -U -q \"google-generativeai>=0.7.2\""
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"id": "EconMHePQHGw"
},
"outputs": [],
"source": [
"import google.generativeai as genai\n",
"\n",
"import json\n",
"from enum import Enum\n",
"from typing_extensions import TypedDict # in python 3.12 replace typing_extensions with typing"
"%pip install -U -q \"google-genai>=1.0.0\""
]
},
{
Expand All @@ -101,16 +86,17 @@
},
{
"cell_type": "code",
"execution_count": 10,
"execution_count": 6,
"metadata": {
"id": "v-JZzORUpVR2"
},
"outputs": [],
"source": [
"from google.colab import userdata\n",
"GOOGLE_API_KEY=userdata.get('GOOGLE_API_KEY')\n",
"from google import genai\n",
"\n",
"genai.configure(api_key=GOOGLE_API_KEY)"
"GOOGLE_API_KEY=userdata.get('GOOGLE_API_KEY')\n",
"client = genai.Client(api_key=GOOGLE_API_KEY)"
]
},
{
Expand All @@ -124,12 +110,16 @@
},
{
"cell_type": "code",
"execution_count": 20,
"execution_count": 7,
"metadata": {
"id": "QGdJnd0AOKbu"
},
"outputs": [],
"source": [
"from enum import Enum\n",
"from typing_extensions import TypedDict # in python 3.12 replace typing_extensions with typing\n",
"from google.genai import types\n",
"\n",
"entity_recognition_text = \"John Johnson, the CEO of the Oil Inc. and Coal Inc. companies, has unveiled plans to build a new factory in Houston, Texas.\"\n",
"prompt = f\"\"\"\n",
"Generate list of entities in text based on the following Python class structure:\n",
Expand All @@ -148,13 +138,21 @@
" entities: list[Entity]\n",
"\n",
"{entity_recognition_text}\"\"\"\n",
"model = genai.GenerativeModel(model_name='gemini-2.0-flash', generation_config={\"temperature\": 0})\n",
"response = model.generate_content(prompt, generation_config={\"response_mime_type\": \"application/json\"})"
"MODEL_ID = \"gemini-2.0-flash\" # @param [\"gemini-2.0-flash-lite\",\"gemini-2.0-flash\",\"gemini-2.0-pro-exp-02-05\"] {\"allow-input\":true, isTemplate: true}\n",
"\n",
"response = client.models.generate_content(\n",
" model=MODEL_ID,\n",
" contents=prompt,\n",
" config=types.GenerateContentConfig(\n",
" temperature=0,\n",
" response_mime_type=\"application/json\"\n",
" )\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 21,
"execution_count": 8,
"metadata": {
"id": "d5tOgde6ONo3"
},
Expand Down Expand Up @@ -191,6 +189,8 @@
}
],
"source": [
"import json\n",
"\n",
"print(json.dumps(json.loads(response.text), indent=4))"
]
},
Expand Down
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