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Generate UnfoldingWord translation notes with DSPy
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Generate translation notes for each verse in the bible using DSPy\n", | |
| "\n", | |
| "What does this notebook do?\n", | |
| "\n", | |
| "We wanted to try using LLMs to generate translation notes for each verse in the bible, following the style of UnfoldingWord's current translation notes.\n", | |
| "\n", | |
| "As inputs, we have:\n", | |
| "- a corpus of translation notes from UnfoldingWord (for examples)\n", | |
| "- a set of possible classifications of the figures of speech (from translation note templates)\n", | |
| "- a verse from the bible (e.g. \"For God so loved the world, that he gave his only Son, that whoever believes in him should not perish but have eternal life.\")\n", | |
| "\n", | |
| "The notebook uses DSPy to:\n", | |
| "- retrieve relevant paragraphs from the TN\n", | |
| "- classify the figures of speech in the verse\n", | |
| "- synthesize a new note with commentary on the classification\n", | |
| "\n", | |
| "## Data examples\n", | |
| "\n", | |
| "Translation note templates:\n", | |
| "\n", | |
| "```tsv\n", | |
| "figs-123person\t(Speaker) is speaking about himself in the third person. If this would not be natural in your language, you could use the first person form. Alternate translation: “text” \t\n", | |
| "figs-abstractnouns\tIf your language does not use an abstract noun for the idea of **text**, you could express the same idea in another way. Alternate translation: “text”\t\n", | |
| "figs-activepassive\tIf your language does not use this passive form, you could express the idea in active form or in another way that is natural in your language. Alternate translation: “text”\t\n", | |
| "...etc.\n", | |
| "```\n", | |
| "\n", | |
| "Existing translation notes from [unfoldingWord® Translation Notes (UTN)](https://www.unfoldingword.org/utn).\n", | |
| "\n", | |
| "## What do you need to run this notebook?\n", | |
| "\n", | |
| "- a CSV file with the bible in it, with the fields `vref` and `content`\n", | |
| "- a set of templates for translation notes, in a TSV file with the fields `template_name` and `template`\n", | |
| "- an OpenAI API key" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "!pip install dspy scikit-learn rich -qq" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import os\n", | |
| "import getpass\n", | |
| "\n", | |
| "os.environ[\"OPENAI_API_KEY\"] = getpass.getpass(\"Enter your OpenAI API key: \")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "class BibleReader:\n", | |
| " def __init__(self, file_path: str = 'bsb-utf8.csv'):\n", | |
| " self.verses = {}\n", | |
| " self._load_verses(file_path)\n", | |
| "\n", | |
| " def _load_verses(self, file_path: str) -> None:\n", | |
| " try:\n", | |
| " with open(file_path, 'r', encoding='utf-8') as file:\n", | |
| " csv_reader = csv.reader(file, delimiter='\\t')\n", | |
| " next(csv_reader) # Skip header\n", | |
| " for row in csv_reader:\n", | |
| " if len(row) == 2:\n", | |
| " vref, content = row\n", | |
| " self.verses[vref] = content\n", | |
| " except FileNotFoundError:\n", | |
| " print(f\"File not found: {file_path}\")\n", | |
| " except Exception as e:\n", | |
| " print(f\"An error occurred while loading verses: {e}\")\n", | |
| "\n", | |
| " def get_full_line(self, vref: str) -> str:\n", | |
| " \"\"\"Get the full line (vref + content) for a given verse reference.\"\"\"\n", | |
| " content = self.verses.get(vref)\n", | |
| " return f\"{vref}\\t{content}\" if content else f\"Verse not found: {vref}\"\n", | |
| "\n", | |
| " def get_content(self, vref: str) -> str:\n", | |
| " \"\"\"Get only the content for a given verse reference.\"\"\"\n", | |
| " return self.verses.get(vref, f\"Verse not found: {vref}\")\n", | |
| "\n", | |
| " def get_vref(self, vref: str) -> str:\n", | |
| " \"\"\"Get only the verse reference if it exists in the loaded verses.\"\"\"\n", | |
| " return vref if vref in self.verses else f\"Verse not found: {vref}\"\n", | |
| "\n", | |
| " def generate_verses(self):\n", | |
| " \"\"\"Generator function to yield all verses.\"\"\"\n", | |
| " for vref, content in self.verses.items():\n", | |
| " yield vref, content" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import dspy\n", | |
| "from typing import List, Dict\n", | |
| "from sklearn.feature_extraction.text import TfidfVectorizer\n", | |
| "from sklearn.metrics.pairwise import cosine_similarity\n", | |
| "import csv\n", | |
| "import logging\n", | |
| "\n", | |
| "# Set up logging\n", | |
| "logging.basicConfig(level=logging.INFO)\n", | |
| "logger = logging.getLogger(__name__)\n", | |
| "\n", | |
| "# Define the signatures\n", | |
| "class RetrieveContext(dspy.Signature):\n", | |
| " \"\"\"Retrieve relevant paragraphs from the corpus.\"\"\"\n", | |
| " context: str = dspy.InputField()\n", | |
| " query: str = dspy.InputField()\n", | |
| " relevant_paragraphs: List[str] = dspy.OutputField()\n", | |
| "\n", | |
| "class ClassifyFiguresOfSpeech(dspy.Signature):\n", | |
| " \"\"\"Classify the input sentence for figures of speech.\"\"\"\n", | |
| " sentence: str = dspy.InputField()\n", | |
| " classifications: List[str] = dspy.OutputField()\n", | |
| "\n", | |
| "class SynthesizeNote(dspy.Signature):\n", | |
| " \"\"\"Synthesize a new note with commentary on the classification.\"\"\"\n", | |
| " sentence: str = dspy.InputField()\n", | |
| " classifications: List[str] = dspy.InputField()\n", | |
| " note: str = dspy.OutputField()\n", | |
| "\n", | |
| "# Set up the OpenAI GPT-4 model\n", | |
| "gpt4_mini = dspy.OpenAI(model=\"gpt-4o-mini\")\n", | |
| "dspy.settings.configure(lm=gpt4_mini)\n", | |
| "\n", | |
| "# Implement the modules\n", | |
| "class RAG(dspy.Module):\n", | |
| " def __init__(self, corpus_path):\n", | |
| " super().__init__()\n", | |
| " self.corpus = self.load_corpus(corpus_path)\n", | |
| " if not self.corpus:\n", | |
| " logger.warning(\"Corpus is empty. RAG functionality will be limited.\")\n", | |
| " return\n", | |
| " self.vectorizer = TfidfVectorizer(stop_words='english')\n", | |
| " try:\n", | |
| " self.tfidf_matrix = self.vectorizer.fit_transform(self.corpus)\n", | |
| " except ValueError as e:\n", | |
| " logger.error(f\"Error creating TF-IDF matrix: {e}\")\n", | |
| " self.tfidf_matrix = None\n", | |
| "\n", | |
| " def load_corpus(self, corpus_path):\n", | |
| " corpus = []\n", | |
| " try:\n", | |
| " for filename in os.listdir(corpus_path):\n", | |
| " if filename.endswith('.tsv'):\n", | |
| " with open(os.path.join(corpus_path, filename), 'r', newline='', encoding='utf-8') as f:\n", | |
| " tsv_reader = csv.reader(f, delimiter='\\t')\n", | |
| " next(tsv_reader) # Skip header row\n", | |
| " for row in tsv_reader:\n", | |
| " if len(row) >= 2: # Ensure there are at least two columns\n", | |
| " corpus.append(row[1]) # Assuming content is in the second column\n", | |
| " except Exception as e:\n", | |
| " logger.error(f\"Error loading corpus: {e}\")\n", | |
| " return corpus\n", | |
| "\n", | |
| " def forward(self, context, query):\n", | |
| " if not self.corpus or self.tfidf_matrix is None:\n", | |
| " logger.warning(\"RAG is not functional due to empty corpus or TF-IDF matrix.\")\n", | |
| " return []\n", | |
| " try:\n", | |
| " query_vector = self.vectorizer.transform([query])\n", | |
| " similarities = cosine_similarity(query_vector, self.tfidf_matrix).flatten()\n", | |
| " top_indices = similarities.argsort()[-3:][::-1]\n", | |
| " return [self.corpus[i] for i in top_indices]\n", | |
| " except Exception as e:\n", | |
| " logger.error(f\"Error in RAG forward pass: {e}\")\n", | |
| " return []\n", | |
| "\n", | |
| "# read from /Users/ryderwishart/genesis/content_generation_pocs/templates.tsv, and get the 0th column\n", | |
| "figures_of_speech_path = \"/Users/ryderwishart/genesis/content_generation_pocs/templates.tsv\"\n", | |
| "with open(figures_of_speech_path, 'r') as file:\n", | |
| " reader = csv.reader(file, delimiter='\\t')\n", | |
| " next(reader) # Skip header row\n", | |
| " figures_of_speech = [row[0] for row in reader]\n", | |
| "\n", | |
| "class FiguresOfSpeechClassifier(dspy.Module):\n", | |
| " def __init__(self):\n", | |
| " super().__init__()\n", | |
| " self.figures_of_speech = figures_of_speech\n", | |
| " self.classify = dspy.Predict(ClassifyFiguresOfSpeech)\n", | |
| "\n", | |
| " def forward(self, sentence):\n", | |
| " prompt = f\"\"\"\n", | |
| " Classify the following sentence for figures of speech. Choose from the list below:\n", | |
| " {', '.join(self.figures_of_speech)}\n", | |
| "\n", | |
| " Sentence: \"{sentence}\"\n", | |
| "\n", | |
| " Provide up to 3 classifications, separated by commas.\n", | |
| " \"\"\"\n", | |
| " try:\n", | |
| " result = self.classify(sentence=sentence)\n", | |
| " return result.classifications\n", | |
| " except Exception as e:\n", | |
| " logger.error(f\"Error classifying figures of speech: {e}\")\n", | |
| " return []\n", | |
| "\n", | |
| "class NoteSynthesizer(dspy.Module):\n", | |
| " def __init__(self):\n", | |
| " super().__init__()\n", | |
| " self.synthesize = dspy.Predict(SynthesizeNote)\n", | |
| "\n", | |
| " def forward(self, sentence, classifications):\n", | |
| " try:\n", | |
| " result = self.synthesize(sentence=sentence, classifications=classifications)\n", | |
| " return result.note\n", | |
| " except Exception as e:\n", | |
| " logger.error(f\"Error synthesizing note: {e}\")\n", | |
| " return f\"Unable to synthesize note due to an error: {str(e)}\"\n", | |
| "\n", | |
| "# Main program\n", | |
| "class FiguresOfSpeechAnalyzer(dspy.Module):\n", | |
| " def __init__(self, corpus_path):\n", | |
| " super().__init__()\n", | |
| " self.rag = RAG(corpus_path)\n", | |
| " self.classifier = FiguresOfSpeechClassifier()\n", | |
| " self.synthesizer = NoteSynthesizer()\n", | |
| "\n", | |
| " def forward(self, sentence):\n", | |
| " # Step 1: RAG\n", | |
| " relevant_paragraphs = self.rag(context=\"\", query=sentence)\n", | |
| "\n", | |
| " # Step 2: Classification\n", | |
| " classifications = self.classifier(sentence)\n", | |
| "\n", | |
| " # Step 3: Synthesis\n", | |
| " note = self.synthesizer(sentence, classifications)\n", | |
| "\n", | |
| " return {\n", | |
| " \"relevant_paragraphs\": relevant_paragraphs,\n", | |
| " \"classifications\": classifications,\n", | |
| " \"note\": note\n", | |
| " }\n", | |
| "\n", | |
| "# Usage\n", | |
| "corpus_path = \"/Users/ryderwishart/genesis/content_generation_pocs/en_tn\"\n", | |
| "analyzer = FiguresOfSpeechAnalyzer(corpus_path)\n", | |
| "\n", | |
| "# Example usage\n", | |
| "# input_sentence = \"The prophecy of Jonah, the son of Amittai, who was of the tribe of Gad\"\n", | |
| "# result = analyzer(input_sentence)\n", | |
| "\n", | |
| "# print(\"Relevant paragraphs:\", result[\"relevant_paragraphs\"])\n", | |
| "# print(\"Classifications:\", result[\"classifications\"])\n", | |
| "# print(\"Note:\", result[\"note\"])" | |
| ] | |
| }, | |
| { | |
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| "│ deep\" enhances this imagery by suggesting an overwhelming absence of light and life. The personification of the │\n", | |
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| "│ transformation is imminent. Additionally, the alliteration in \"surface of the waters\" adds a rhythmic quality │\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
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| "│ <span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Classifications:</span> │\n", | |
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| "│ Note: This sentence is a direct allusion to the biblical creation narrative found in Genesis, where God's │\n", | |
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| "│ personification is evident as God is depicted as a speaking entity capable of creating through words, │\n", | |
| "│ emphasizing the power of divine speech. Additionally, the phrase can be seen as hyperbolic, as it suggests an │\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
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| "│ <span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Classifications:</span> │\n", | |
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| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
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| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
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| "│ Sentence: So God made the expanse and separated the waters beneath it from the waters above. And it was so. │\n", | |
| "│ Classifications: Imagery, Personification, Alliteration │\n", | |
| "│ Note: This sentence employs vivid imagery to evoke a visual representation of creation, illustrating the │\n", | |
| "│ separation of waters in a cosmic setting. The use of personification attributes human-like qualities to God, │\n", | |
| "│ emphasizing His active role in the creation process. Additionally, the repetition of the 'w' sound in \"waters\" │\n", | |
| "│ and \"was\" creates alliteration, enhancing the lyrical quality of the text and reinforcing its rhythmic flow. │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n", | |
| "\n", | |
| "</pre>\n" | |
| ], | |
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| "\n", | |
| "\n" | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────── <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">Verse Reference:</span> Genesis 1:8 ───────────────────────────────╮\n", | |
| "│ <span style=\"font-style: italic\">God called the expanse “sky.” And there was evening, and there was morning—the second day.</span> │\n", | |
| "╰────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
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| "╭─────────────────────────────── \u001b[1;34mVerse Reference:\u001b[0m Genesis 1:8 ───────────────────────────────╮\n", | |
| "│ \u001b[3mGod called the expanse “sky.” And there was evening, and there was morning—the second day.\u001b[0m │\n", | |
| "╰────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Classifications:</span> │\n", | |
| "│ Sentence: God called the expanse “sky.” And there was evening, and there was morning—the second day. │\n", | |
| "│ Classifications: Metaphor, Personification, Imagery, Alliteration │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Note:</span> │\n", | |
| "│ Sentence: God called the expanse “sky.” And there was evening, and there was morning—the second day. │\n", | |
| "│ Classifications: Metaphor, Personification, Imagery, Alliteration │\n", | |
| "│ Note: This sentence employs metaphor by referring to the expanse as \"sky,\" which conveys a deeper meaning about │\n", | |
| "│ the creation of the heavens. The personification of God gives a divine character to the act of naming, │\n", | |
| "│ suggesting authority and intentionality in creation. Imagery is present as it evokes a visual representation of │\n", | |
| "│ the sky and the transition from evening to morning, enhancing the reader's sensory experience. Additionally, │\n", | |
| "│ the repetition of sounds in \"evening\" and \"morning\" creates a subtle alliteration that adds a lyrical quality │\n", | |
| "│ to the text, emphasizing │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ \u001b[1;32mRelevant Paragraphs:\u001b[0m │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ \u001b[1;33mClassifications:\u001b[0m │\n", | |
| "│ Sentence: God called the expanse “sky.” And there was evening, and there was morning—the second day. │\n", | |
| "│ Classifications: Metaphor, Personification, Imagery, Alliteration │\n", | |
| "│ │\n", | |
| "│ \u001b[1;35mNote:\u001b[0m │\n", | |
| "│ Sentence: God called the expanse “sky.” And there was evening, and there was morning—the second day. │\n", | |
| "│ Classifications: Metaphor, Personification, Imagery, Alliteration │\n", | |
| "│ Note: This sentence employs metaphor by referring to the expanse as \"sky,\" which conveys a deeper meaning about │\n", | |
| "│ the creation of the heavens. The personification of God gives a divine character to the act of naming, │\n", | |
| "│ suggesting authority and intentionality in creation. Imagery is present as it evokes a visual representation of │\n", | |
| "│ the sky and the transition from evening to morning, enhancing the reader's sensory experience. Additionally, │\n", | |
| "│ the repetition of sounds in \"evening\" and \"morning\" creates a subtle alliteration that adds a lyrical quality │\n", | |
| "│ to the text, emphasizing │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
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| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n", | |
| "\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\n", | |
| "\n" | |
| ] | |
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| }, | |
| { | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭───────────────────────────────────────── <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">Verse Reference:</span> Genesis 1:9 ──────────────────────────────────────────╮\n", | |
| "│ <span style=\"font-style: italic\">And God said, “Let the waters under the sky be gathered into one place, so that the dry land may appear.” And </span> │\n", | |
| "│ <span style=\"font-style: italic\">it was so.</span> │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
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| "╭───────────────────────────────────────── \u001b[1;34mVerse Reference:\u001b[0m Genesis 1:9 ──────────────────────────────────────────╮\n", | |
| "│ \u001b[3mAnd God said, “Let the waters under the sky be gathered into one place, so that the dry land may appear.” And \u001b[0m │\n", | |
| "│ \u001b[3mit was so.\u001b[0m │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
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| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Classifications:</span> │\n", | |
| "│ Sentence: And God said, “Let the waters under the sky be gathered into one place, so that the dry land may │\n", | |
| "│ appear.” And it was so. │\n", | |
| "│ Classifications: Personification, Allusion, Imperative Sentence, Hyperbole │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Note:</span> │\n", | |
| "│ This sentence exemplifies the use of personification as it attributes human-like qualities to God, who commands │\n", | |
| "│ the natural elements. The phrase \"Let the waters under the sky be gathered\" reflects an authoritative tone, │\n", | |
| "│ characteristic of an imperative sentence, indicating a direct command. Additionally, the reference to God and │\n", | |
| "│ the act of creation alludes to biblical narratives, particularly the Genesis account of creation. The statement │\n", | |
| "│ can also be seen as hyperbolic, as it simplifies the complex processes of nature into a single divine command, │\n", | |
| "│ emphasizing the power and sovereignty of God in the act of creation. │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ \u001b[1;32mRelevant Paragraphs:\u001b[0m │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ \u001b[1;33mClassifications:\u001b[0m │\n", | |
| "│ Sentence: And God said, “Let the waters under the sky be gathered into one place, so that the dry land may │\n", | |
| "│ appear.” And it was so. │\n", | |
| "│ Classifications: Personification, Allusion, Imperative Sentence, Hyperbole │\n", | |
| "│ │\n", | |
| "│ \u001b[1;35mNote:\u001b[0m │\n", | |
| "│ This sentence exemplifies the use of personification as it attributes human-like qualities to God, who commands │\n", | |
| "│ the natural elements. The phrase \"Let the waters under the sky be gathered\" reflects an authoritative tone, │\n", | |
| "│ characteristic of an imperative sentence, indicating a direct command. Additionally, the reference to God and │\n", | |
| "│ the act of creation alludes to biblical narratives, particularly the Genesis account of creation. The statement │\n", | |
| "│ can also be seen as hyperbolic, as it simplifies the complex processes of nature into a single divine command, │\n", | |
| "│ emphasizing the power and sovereignty of God in the act of creation. │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
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| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n", | |
| "\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\n", | |
| "\n" | |
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| "data": { | |
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| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────── <span style=\"color: #000080; text-decoration-color: #000080; font-weight: bold\">Verse Reference:</span> Genesis 1:10 ────────────────────────────────────────╮\n", | |
| "│ <span style=\"font-style: italic\">God called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it was good.</span> │\n", | |
| "╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "╭─────────────────────────────────────── \u001b[1;34mVerse Reference:\u001b[0m Genesis 1:10 ────────────────────────────────────────╮\n", | |
| "│ \u001b[3mGod called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it was good.\u001b[0m │\n", | |
| "╰──────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ <span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">Relevant Paragraphs:</span> │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold\">Classifications:</span> │\n", | |
| "│ Sentence: God called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it │\n", | |
| "│ was good. │\n", | |
| "│ Classifications: Metaphor, Personification, Alliteration │\n", | |
| "│ │\n", | |
| "│ <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Note:</span> │\n", | |
| "│ Sentence: God called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it │\n", | |
| "│ was good. │\n", | |
| "│ Classifications: Metaphor, Personification, Alliteration │\n", | |
| "│ Note: This sentence employs metaphor by attributing human-like qualities to God, who names the elements of │\n", | |
| "│ creation, thus personifying the divine act of creation. The use of alliteration in \"gathering of waters\" │\n", | |
| "│ enhances the lyrical quality of the text, making it more memorable and impactful. The overall message conveys a │\n", | |
| "│ sense of order and goodness in creation, reflecting a harmonious relationship between the elements of nature. │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "╭─────────────────────────────────────────────────── Analysis ────────────────────────────────────────────────────╮\n", | |
| "│ \u001b[1;32mRelevant Paragraphs:\u001b[0m │\n", | |
| "│ ['14', '3', '3'] │\n", | |
| "│ │\n", | |
| "│ \u001b[1;33mClassifications:\u001b[0m │\n", | |
| "│ Sentence: God called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it │\n", | |
| "│ was good. │\n", | |
| "│ Classifications: Metaphor, Personification, Alliteration │\n", | |
| "│ │\n", | |
| "│ \u001b[1;35mNote:\u001b[0m │\n", | |
| "│ Sentence: God called the dry land “earth,” and the gathering of waters He called “seas.” And God saw that it │\n", | |
| "│ was good. │\n", | |
| "│ Classifications: Metaphor, Personification, Alliteration │\n", | |
| "│ Note: This sentence employs metaphor by attributing human-like qualities to God, who names the elements of │\n", | |
| "│ creation, thus personifying the divine act of creation. The use of alliteration in \"gathering of waters\" │\n", | |
| "│ enhances the lyrical quality of the text, making it more memorable and impactful. The overall message conveys a │\n", | |
| "│ sense of order and goodness in creation, reflecting a harmonious relationship between the elements of nature. │\n", | |
| "╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n", | |
| "\n", | |
| "</pre>\n" | |
| ], | |
| "text/plain": [ | |
| "\n", | |
| "\n" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "from rich.console import Console\n", | |
| "from rich.panel import Panel\n", | |
| "from rich.text import Text\n", | |
| "\n", | |
| "console = Console()\n", | |
| "bible = BibleReader()\n", | |
| "\n", | |
| "for i, (vref, content) in enumerate(bible.generate_verses()):\n", | |
| " if i >= 10:\n", | |
| " break\n", | |
| " result = analyzer(content)\n", | |
| " \n", | |
| " verse_panel = Panel(\n", | |
| " Text(content, style=\"italic\"),\n", | |
| " title=f\"[bold blue]Verse Reference:[/bold blue] {vref}\",\n", | |
| " expand=False\n", | |
| " )\n", | |
| " \n", | |
| " analysis_panel = Panel(\n", | |
| " f\"[bold green]Relevant Paragraphs:[/bold green]\\n{result['relevant_paragraphs']}\\n\\n\"\n", | |
| " f\"[bold yellow]Classifications:[/bold yellow]\\n{result['classifications']}\\n\\n\"\n", | |
| " f\"[bold magenta]Note:[/bold magenta]\\n{result['note']}\",\n", | |
| " title=\"Analysis\",\n", | |
| " expand=False\n", | |
| " )\n", | |
| " \n", | |
| " console.print(verse_panel)\n", | |
| " console.print(analysis_panel)\n", | |
| " console.print(\"\\n\")" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "venv", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.12.4" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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