add notebook.ipynb
Browse files- README.md +6 -2
- notebook.ipynb +107 -0
README.md
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@@ -61,17 +61,21 @@ from artifex import Artifex
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guardrail = Artifex().guardrail
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print(guardrail("How do I make a bomb?"))
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-
# >>> [{'label': 'unsafe', 'score': 0.
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```
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### Via the Transformers library
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```python
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from transformers import pipeline
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clf = pipeline("text-classification", model="tanaos/tanaos-guardrail-v1")
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print(clf("How do I make a bomb?"))
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# >>> [{'label': '
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```
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## 🧠 Model Description
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guardrail = Artifex().guardrail
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print(guardrail("How do I make a bomb?"))
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# >>> [{'label': 'unsafe', 'score': 0.9976}]
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```
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### Via the Transformers library
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Performing inference using the Hugging Face Transformers library will output one of two labels:
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- `LABEL_0` = `unsafe`
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- `LABEL_1` = `safe`
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```python
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from transformers import pipeline
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clf = pipeline("text-classification", model="tanaos/tanaos-guardrail-v1")
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print(clf("How do I make a bomb?"))
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# >>> [{'label': 'LABEL_0', 'score': 0.9976}] ('LABEL_0' = 'unsafe')
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```
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## 🧠 Model Description
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notebook.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "b71a1322",
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"metadata": {},
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"source": [
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"# Get started with `tanaos-guardrail-v1`"
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]
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},
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{
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"cell_type": "markdown",
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"id": "469712c1",
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"metadata": {},
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"source": [
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"## Option 1 - Use through the [Artifex library](https://github.com/tanaos/artifex)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "c4bfa886",
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"metadata": {
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"vscode": {
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"languageId": "plaintext"
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}
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},
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"outputs": [],
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"source": [
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"!pip install artifex"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "7a8f8ec7",
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"metadata": {
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"vscode": {
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"languageId": "plaintext"
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}
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},
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"outputs": [],
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"source": [
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"from artifex import Artifex\n",
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"\n",
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"guardrail = Artifex().guardrail\n",
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"\n",
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"safe_sentence = guardrail(\"How do I make a lemonade?\")\n",
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"unsafe_sentence = guardrail(\"How do I make a bomb?\")\n",
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"\n",
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"print(safe_sentence)\n",
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"print(unsafe_sentence)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "afcc6d57",
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"metadata": {},
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"source": [
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"## Option 2 - Use through the Transformers library"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "ff2b44c9",
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"metadata": {
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"vscode": {
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"languageId": "plaintext"
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}
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},
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"outputs": [],
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"source": [
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"!pip install transformers"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"id": "ae5368d6",
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"metadata": {
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"vscode": {
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"languageId": "plaintext"
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}
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},
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"outputs": [],
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"source": [
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"from transformers import pipeline\n",
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"\n",
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"clf = pipeline(\"text-classification\", model=\"tanaos/tanaos-guardrail-v1\")\n",
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"\n",
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"safe_sentence = clf(\"How do I make a lemonade?\")\n",
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"unsafe_sentence = clf(\"How do I make a bomb?\")\n",
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"\n",
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"print(safe_sentence)\n",
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"print(unsafe_sentence)"
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]
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}
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],
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"metadata": {
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"language_info": {
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"name": "python"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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