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+ ]
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+ ],
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+ "source": [
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+ "!pip install gradio --quiet\n",
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+ "!pip install transformers --quiet\n"
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+ ]
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+ },
1088
+ {
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+ "cell_type": "code",
1090
+ "source": [
1091
+ "# Use a pipeline as a high-level helper\n",
1092
+ "from transformers import pipeline\n",
1093
+ "\n",
1094
+ "sentiment_analysis = pipeline(\"text-classification\", model=\"avichr/heBERT_sentiment_analysis\")\n",
1095
+ "def analyze_sentiment(text):\n",
1096
+ " results = sentiment_analysis(text)\n",
1097
+ " for result in results:\n",
1098
+ " print(f\"Label: {result['label']}, Score: {result['score']}\")\n"
1099
+ ],
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+ "colab": {
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+ "outputId": "6aa6b151-697e-4f3b-f4c8-7cb1582b3963"
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+ "execution_count": null,
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+ "outputs": [
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+ {
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ }
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+ },
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+ "metadata": {}
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+ },
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ ],
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+ "application/vnd.jupyter.widget-view+json": {
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+ }
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+ },
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+ },
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+ {
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+ "output_type": "display_data",
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+ "data": {
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+ "text/plain": [
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+ ],
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+ }
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+ }
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "source": [
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+ "texts = [\n",
1193
+ " \"Worst rental I ever got\"\n",
1194
+ " \"I really enjoyed my stay !\"\n",
1195
+ "\n",
1196
+ "]"
1197
+ ],
1198
+ "metadata": {
1199
+ "id": "XwVzVFQNts5W"
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+ },
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+ "execution_count": null,
1202
+ "outputs": []
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+ },
1204
+ {
1205
+ "cell_type": "code",
1206
+ "source": [
1207
+ "analyze_sentiment(texts)"
1208
+ ],
1209
+ "metadata": {
1210
+ "colab": {
1211
+ "base_uri": "https://localhost:8080/"
1212
+ },
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+ "id": "xCXncnWetxtz",
1214
+ "outputId": "0f00df07-8f93-43af-cad8-9837b7800b9e"
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+ },
1216
+ "execution_count": null,
1217
+ "outputs": [
1218
+ {
1219
+ "output_type": "stream",
1220
+ "name": "stdout",
1221
+ "text": [
1222
+ "Label: positive, Score: 0.9959390163421631\n"
1223
+ ]
1224
+ }
1225
+ ]
1226
+ },
1227
+ {
1228
+ "cell_type": "code",
1229
+ "source": [
1230
+ "!pip install gradio\n"
1231
+ ],
1232
+ "metadata": {
1233
+ "colab": {
1234
+ "base_uri": "https://localhost:8080/"
1235
+ },
1236
+ "id": "K5-1OZWoxLs2",
1237
+ "outputId": "c5d0cbd6-77a8-46e3-b8e4-cdbf0707a071"
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+ },
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+ "execution_count": null,
1240
+ "outputs": [
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+ {
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+ "output_type": "stream",
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+ "name": "stdout",
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+ "text": [
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+ "Requirement already satisfied: gradio in /usr/local/lib/python3.10/dist-packages (4.37.2)\n",
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+ "Requirement already satisfied: aiofiles<24.0,>=22.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (23.2.1)\n",
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+ "Requirement already satisfied: fastapi in /usr/local/lib/python3.10/dist-packages (from gradio) (0.111.0)\n",
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+ "Requirement already satisfied: ffmpy in /usr/local/lib/python3.10/dist-packages (from gradio) (0.3.2)\n",
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+ "Requirement already satisfied: gradio-client==1.0.2 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.0.2)\n",
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+ "Requirement already satisfied: httpx>=0.24.1 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.27.0)\n",
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+ "Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.1.4)\n",
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+ "Requirement already satisfied: orjson~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.10.6)\n",
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+ "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio) (24.1)\n",
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+ "Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.0.3)\n",
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+ "Requirement already satisfied: pydub in /usr/local/lib/python3.10/dist-packages (from gradio) (0.25.1)\n",
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+ "Requirement already satisfied: python-multipart>=0.0.9 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.0.9)\n",
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+ "Requirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.0.1)\n",
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+ "Requirement already satisfied: ruff>=0.2.2 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.5.1)\n",
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+ "Requirement already satisfied: semantic-version~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.10.0)\n",
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+ "Requirement already satisfied: entrypoints in /usr/local/lib/python3.10/dist-packages (from altair<6.0,>=4.2.0->gradio) (0.4)\n",
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+ "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx>=0.24.1->gradio) (0.14.0)\n",
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+ "Requirement already satisfied: email_validator>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from fastapi->gradio) (2.2.0)\n",
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+ "Requirement already satisfied: dnspython>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from email_validator>=2.0.0->fastapi->gradio) (2.6.1)\n",
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+ "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.2.0)\n",
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+ "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.12.1)\n",
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+ "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.35.1)\n",
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+ "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.18.1)\n",
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+ "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
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+ "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
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+ "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.16.1)\n",
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+ "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio->httpx>=0.24.1->gradio) (1.2.1)\n",
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+ "Requirement already satisfied: httptools>=0.5.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio) (0.6.1)\n",
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+ "Requirement already satisfied: python-dotenv>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio) (1.0.1)\n",
1315
+ "Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio) (0.19.0)\n",
1316
+ "Requirement already satisfied: watchfiles>=0.13 in /usr/local/lib/python3.10/dist-packages (from uvicorn>=0.14.0->gradio) (0.22.0)\n",
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+ "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.19.3->gradio) (3.3.2)\n",
1318
+ "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n"
1319
+ ]
1320
+ }
1321
+ ]
1322
+ },
1323
+ {
1324
+ "cell_type": "code",
1325
+ "source": [
1326
+ "import gradio as gr\n",
1327
+ "from transformers import pipeline\n",
1328
+ "\n",
1329
+ "\n",
1330
+ "\n",
1331
+ "interface = gr.Interface(\n",
1332
+ " fn=analyze_sentiment,\n",
1333
+ " inputs=gr.Textbox(lines=2, placeholder=\"Enter your review or statement here...\"),\n",
1334
+ " outputs=[\n",
1335
+ " gr.Textbox(label=\"Sentiment\"),\n",
1336
+ " gr.Number(label=\"Score\")\n",
1337
+ " ],\n",
1338
+ " title=\"Sentiment Analysis Score\"\n",
1339
+ ")\n",
1340
+ "\n",
1341
+ "\n",
1342
+ "interface.launch()\n"
1343
+ ],
1344
+ "metadata": {
1345
+ "colab": {
1346
+ "base_uri": "https://localhost:8080/",
1347
+ "height": 645
1348
+ },
1349
+ "id": "h33cqWaUy51M",
1350
+ "outputId": "df32b15e-8160-48ef-bbfc-91abcd4dd402"
1351
+ },
1352
+ "execution_count": null,
1353
+ "outputs": [
1354
+ {
1355
+ "output_type": "stream",
1356
+ "name": "stdout",
1357
+ "text": [
1358
+ "Setting queue=True in a Colab notebook requires sharing enabled. Setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n",
1359
+ "\n",
1360
+ "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
1361
+ "Running on public URL: https://cf181fb2245157498a.gradio.live\n",
1362
+ "\n",
1363
+ "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
1364
+ ]
1365
+ },
1366
+ {
1367
+ "output_type": "display_data",
1368
+ "data": {
1369
+ "text/plain": [
1370
+ "<IPython.core.display.HTML object>"
1371
+ ],
1372
+ "text/html": [
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+ "<div><iframe src=\"https://cf181fb2245157498a.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
1374
+ ]
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+ },
1376
+ "metadata": {}
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+ },
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+ {
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+ "output_type": "execute_result",
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+ "data": {
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+ "text/plain": []
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+ },
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+ "metadata": {},
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+ "execution_count": 14
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+ }
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+ ]
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+ }
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+ ]
1389
+ }