Initial commit for Hugging Face Spaces

.github/workflows/update_space.yml

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+name: Run Python script
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.9'
+
+    - name: Install Gradio
+      run: python -m pip install gradio
+
+    - name: Log in to Hugging Face
+      run: python -c 'import huggingface_hub; huggingface_hub.login(token="${{ secrets.hf_token }}")'
+
+    - name: Deploy to Spaces
+      run: gradio deploy

Save_Index_Local/bm25_retriever_es/corpus.mmindex.json

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Save_Index_Local/bm25_retriever_es/params.index.json

@@ -0,0 +1,12 @@
+{
+    "k1": 1.5,
+    "b": 0.75,
+    "delta": 0.5,
+    "method": "lucene",
+    "idf_method": "lucene",
+    "dtype": "float32",
+    "int_dtype": "int32",
+    "num_docs": 10659,
+    "version": "0.2.3",
+    "backend": "numpy"
+}

Save_Index_Local/bm25_retriever_es/retriever.json

@@ -0,0 +1,4 @@
+{
+  "similarity_top_k": 20,
+  "verbose": false
+}

local_bm25_retriever_es/corpus.mmindex.json

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local_bm25_retriever_es/params.index.json

@@ -0,0 +1,12 @@
+{
+    "k1": 1.5,
+    "b": 0.75,
+    "delta": 0.5,
+    "method": "lucene",
+    "idf_method": "lucene",
+    "dtype": "float32",
+    "int_dtype": "int32",
+    "num_docs": 10659,
+    "version": "0.2.3",
+    "backend": "numpy"
+}

local_bm25_retriever_es/retriever.json

@@ -0,0 +1,4 @@
+{
+  "similarity_top_k": 20,
+  "verbose": false
+}

local_data/bm25_retriever_es/corpus.mmindex.json

@@ -0,0 +1 @@
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local_data/bm25_retriever_es/params.index.json

@@ -0,0 +1,12 @@
+{
+    "k1": 1.5,
+    "b": 0.75,
+    "delta": 0.5,
+    "method": "lucene",
+    "idf_method": "lucene",
+    "dtype": "float32",
+    "int_dtype": "int32",
+    "num_docs": 10659,
+    "version": "0.2.3",
+    "backend": "numpy"
+}

local_data/bm25_retriever_es/retriever.json

@@ -0,0 +1,4 @@
+{
+  "similarity_top_k": 20,
+  "verbose": false
+}

main.py

@@ -49,15 +49,11 @@ Settings.context_window = 20000
 Settings.chunk_size = 2048
 Settings.similarity_top_k = 20
 
-import boto3
-import os
-from pathlib import Path
 
 # Параметри S3
 BUCKET_NAME = "legal-position"
-PREFIX_RETRIEVER = "Save_Index/bm25_retriever_es/"
-FILE_DOCSTORE = "Save_Index/docstore_es_filter.json"
-LOCAL_DIR = Path("local_data")  # Локальна директорія для збереження даних
+PREFIX_RETRIEVER = "Save_Index/"  # Префікс для всього вмісту, який потрібно завантажити
+LOCAL_DIR = Path("Save_Index_Local")  # Локальна директорія для збереження даних з S3
 
 # Ініціалізація клієнта S3
 s3_client = boto3.client(
@@ -75,26 +71,25 @@ def download_s3_file(bucket_name, s3_key, local_path):
     s3_client.download_file(bucket_name, s3_key, str(local_path))
     print(f"Завантажено: {s3_key} -> {local_path}")
 
-# Функція для завантаження папки з S3 у локальну директорію
+# Функція для завантаження всієї папки з S3 у локальну директорію
 def download_s3_folder(bucket_name, prefix, local_dir):
     response = s3_client.list_objects_v2(Bucket=bucket_name, Prefix=prefix)
     if 'Contents' in response:
         for obj in response['Contents']:
             s3_key = obj['Key']
-            # Отримуємо локальний шлях
+            # Пропускаємо "папку" (кореневий префікс) у S3
+            if s3_key.endswith('/'):
+                continue
+            # Визначаємо локальний шлях, де буде збережений файл
             local_file_path = local_dir / Path(s3_key).relative_to(prefix)
             local_file_path.parent.mkdir(parents=True, exist_ok=True)  # створення підкаталогів, якщо потрібно
             # Завантажуємо файл
             s3_client.download_file(bucket_name, s3_key, str(local_file_path))
             print(f"Завантажено: {s3_key} -> {local_file_path}")
 
-# Завантаження файлу `docstore_es_filter.json`
-docstore_local_path = LOCAL_DIR / "docstore_es_filter.json"
-download_s3_file(BUCKET_NAME, FILE_DOCSTORE, docstore_local_path)
+# Завантаження всього вмісту папки `Save_Index` з S3 у локальну директорію `Save_Index_Local`
+download_s3_folder(BUCKET_NAME, PREFIX_RETRIEVER, LOCAL_DIR)
 
-# Завантаження папки `bm25_retriever_es`
-bm25_retriever_local_dir = LOCAL_DIR / "bm25_retriever_es"
-download_s3_folder(BUCKET_NAME, PREFIX_RETRIEVER, bm25_retriever_local_dir)
 
 
 # PERSIST_DIR = "/home/docsa/Legal_Position/Save_index"
@@ -183,30 +178,33 @@ def get_links_html_lp(lp_ids):
     links = [f"[ПП ВС: {lp_id}](https://lpd.court.gov.ua/home/search/{lp_id})" for lp_id in parsed_ids]
     return ", ".join(links)
 
+
 def initialize_components():
     try:
-        # persist_path = Path(PERSIST_DIR)
-        persist_path = Path("local_data")
+        # Використовуємо папку `Save_Index_Local`, куди завантажено файли з S3
+        persist_path = Path("Save_Index_Local")
 
+        # Перевірка існування локальної директорії
         if not persist_path.exists():
             raise FileNotFoundError(f"Directory not found: {persist_path}")
 
-        required_files = ['docstore_es_filter.json', 'bm25_retriever']
-
+        # Перевірка наявності необхідних файлів і папок
+        required_files = ['docstore_es_filter.json', 'bm25_retriever_es']
         missing_files = [f for f in required_files if not (persist_path / f).exists()]
 
         if missing_files:
             raise FileNotFoundError(f"Missing required files: {', '.join(missing_files)}")
 
+        # Ініціалізація компонентів
         global retriever_bm25
 
-
+        # Ініціалізація `SimpleDocumentStore` з `docstore_es_filter.json`
         docstore = SimpleDocumentStore.from_persist_path(str(persist_path / "docstore_es_filter.json"))
-        bm25_retriever = BM25Retriever.from_persist_dir(str(persist_path / "bm25_retriever_es"))
 
-        # docstore = SimpleDocumentStore.from_persist_path(str(persist_path / "docstore_es_filter.json"))
-        # bm25_retriever = BM25Retriever.from_persist_dir(str(persist_path / "bm25_retriever_es"))
+        # Ініціалізація `BM25Retriever` з папки `bm25_retriever_es`
+        bm25_retriever = BM25Retriever.from_persist_dir(str(persist_path / "bm25_retriever_es"))
 
+        # Ініціалізація `QueryFusionRetriever` з налаштуваннями
         retriever_bm25 = QueryFusionRetriever(
             [
                 bm25_retriever,

main_new.py

@@ -0,0 +1,264 @@
+import os
+import re
+import gradio as gr
+import pandas as pd
+import requests
+import json
+import faiss
+import nest_asyncio
+import sys
+from pathlib import Path
+from bs4 import BeautifulSoup
+from typing import Union, List
+import asyncio
+from llama_index.core import (
+    StorageContext,
+    ServiceContext,
+    VectorStoreIndex,
+    Settings,
+    load_index_from_storage
+)
+from llama_index.llms.openai import OpenAI
+from llama_index.core.llms import ChatMessage
+from llama_index.core.schema import IndexNode
+from llama_index.core.storage.docstore import SimpleDocumentStore
+from llama_index.retrievers.bm25 import BM25Retriever
+from llama_index.embeddings.openai import OpenAIEmbedding
+from llama_index.core.retrievers import QueryFusionRetriever
+from llama_index.core.workflow import Event, Context, Workflow, StartEvent, StopEvent, step
+from llama_index.core.schema import NodeWithScore
+from llama_index.core.prompts import PromptTemplate
+from llama_index.core.response_synthesizers import ResponseMode, get_response_synthesizer
+
+from prompts import CITATION_QA_TEMPLATE, CITATION_REFINE_TEMPLATE
+
+from dotenv import load_dotenv
+
+load_dotenv()
+
+OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
+os.environ["OPENAI_API_KEY"] = OPENAI_API_KEY
+
+embed_model = OpenAIEmbedding(model_name="text-embedding-3-small")
+Settings.embed_model = embed_model
+Settings.context_window = 20000
+Settings.chunk_size = 2048
+Settings.similarity_top_k = 20
+
+PERSIST_DIR = "/home/docsa/Legal_Position/Save_index"
+
+# Apply nest_asyncio to handle nested async calls
+nest_asyncio.apply()
+
+
+def parse_doc_ids(doc_ids):
+    if doc_ids is None:
+        return []
+    if isinstance(doc_ids, list):
+        return [str(id).strip('[]') for id in doc_ids]
+    if isinstance(doc_ids, str):
+        cleaned = doc_ids.strip('[]').replace(' ', '')
+        if cleaned:
+            return [id.strip() for id in cleaned.split(',')]
+    return []
+
+
+def get_links_html(doc_ids):
+    parsed_ids = parse_doc_ids(doc_ids)
+    if not parsed_ids:
+        return ""
+    links = [f"[Рішення ВСУ: {doc_id}](https://reyestr.court.gov.ua/Review/{doc_id})"
+             for doc_id in parsed_ids]
+    return ", ".join(links)
+
+
+def initialize_components():
+    try:
+        persist_path = Path(PERSIST_DIR)
+
+        if not persist_path.exists():
+            raise FileNotFoundError(f"Directory not found: {persist_path}")
+
+        required_files = ['docstore_es_filter.json', 'bm25_retriever']
+
+        missing_files = [f for f in required_files if not (persist_path / f).exists()]
+
+        if missing_files:
+            raise FileNotFoundError(f"Missing required files: {', '.join(missing_files)}")
+
+        global retriever_bm25
+
+        docstore = SimpleDocumentStore.from_persist_path(str(persist_path / "docstore_es_filter.json"))
+        bm25_retriever = BM25Retriever.from_persist_dir(str(persist_path / "bm25_retriever_es"))
+
+        retriever_bm25 = QueryFusionRetriever(
+            [
+                bm25_retriever,
+            ],
+            similarity_top_k=Settings.similarity_top_k,
+            num_queries=1,
+            use_async=True,
+        )
+        return True
+    except Exception as e:
+        print(f"Error initializing components: {str(e)}", file=sys.stderr)
+        return False
+
+
+def extract_court_decision_text(url):
+    response = requests.get(url)
+    soup = BeautifulSoup(response.content, 'html.parser')
+
+    unwanted_texts = [
+        "Доступ до Реєстру здійснюється в тестовому (обмеженому) режимі.",
+        "З метою упередження перешкоджанню стабільній роботі Реєстру"
+    ]
+
+    decision_text = ""
+    for paragraph in soup.find_all('p'):
+        text = paragraph.get_text(separator="\n").strip()
+        if not any(unwanted_text in text for unwanted_text in unwanted_texts):
+            decision_text += text + "\n"
+    return decision_text.strip()
+
+
+def generate_legal_position(court_decision_text, user_question):
+    llm_lp = OpenAI(model="gpt-4o-mini", temperature=0)
+
+    response_format = {
+        "type": "json_schema",
+        "json_schema": {
+            "name": "lp_schema",
+            "schema": {
+                "type": "object",
+                "properties": {
+                    "title": {"type": "string", "description": "Title of the legal position"},
+                    "text": {"type": "string", "description": "Text of the legal position"},
+                },
+                "required": ["title", "text"],
+                "additionalProperties": False
+            },
+            "strict": True
+        }
+    }
+
+    system_prompt = """
+    Ви кваліфікований юрист, якому доручено сформулювати правову позицію на основі судового рішення.
+    """
+
+    prompt = f"""Дотримуйтесь цих інструкцій уважно:
+
+    1. Спочатку вам буде надано текст судового рішення:
+
+    <court_decision>
+    {court_decision_text}
+    </court_decision>
+
+    2. Уважно прочитайте та проаналізуйте текст судового рішення. Зверніть увагу на:
+       - Юридичну суть рішення
+       - Основне правове обґрунтування
+       - Головні юридичні міркування
+
+    3. На основі вашого аналізу сформулюйте правову позицію, дотримуючись таких вказівок:
+       - Будьте чіткими, точними та обґрунтованими
+       - Використовуйте відповідну юридичну термінологію
+       - Зберігайте стислість, але повністю передайте суть судового рішення
+       - Уникайте додаткових пояснень чи коментарів
+       - Спробуйте узагальнювати та уникати специфічної інформації (наприклад, імен або назв) під час подачі результатів
+       - Використовуйте лише українську мову
+
+    4. Окрім правової позиції, створіть короткий заголовок, який відображає основну її думку.
+
+    5. Відформатуйте вашу відповідь у форматі JSON
+
+    <examples>
+    {{
+        "title": "Заголовок правової позиції",
+        "text": "Текст правової позиції"
+    }}
+    </examples>
+
+    Переконайтеся, що ваша відповідь відповідає цьому формату та вказівкам. Надайте лише один JSON-вихід без будь-яких додаткових коментарів.
+    """
+
+    messages = [
+        ChatMessage(role="system", content=system_prompt),
+        ChatMessage(role="user", content=prompt),
+    ]
+
+    response = llm_lp.chat(messages, response_format=response_format)
+
+    try:
+        parsed_response = json.loads(response.message.content)
+        if "title" in parsed_response and "text" in parsed_response:
+            return parsed_response
+        else:
+            return {
+                "title": "Error: Missing required fields in response",
+                "text": response.message.content
+            }
+
+    except json.JSONDecodeError:
+        return {
+            "title": "Error parsing response",
+            "text": response.message.content
+        }
+
+
+def create_gradio_interface():
+    with gr.Blocks() as app:
+        gr.Markdown("# Аналізатор судових рішень на основі правових позицій Верховного Суду")
+
+        with gr.Row():
+            url_input = gr.Textbox(label="URL судового рішення:")
+            question_input = gr.Textbox(label="Ваше питання:")
+
+        with gr.Row():
+            generate_position_button = gr.Button("Генерувати правову позицію")
+            search_with_ai_button = gr.Button("Пошук із ШІ", interactive=False)
+
+        position_output = gr.Markdown(label="Короткий зміст позиції суду за введеним рішенням")
+        search_output = gr.Markdown(label="Результат пошуку")
+        analysis_output = gr.Markdown(label="Результат аналізу")
+
+        state = gr.State()
+
+        async def generate_position_action(url):
+            try:
+                court_decision_text = extract_court_decision_text(url)
+                legal_position_json = generate_legal_position(court_decision_text, "")
+                position_output_content = f"**Короткий зміст позиції суду за введеним рішенням:**\n *{legal_position_json['title']}*: \n{legal_position_json['text']}\n\n"
+                return position_output_content, legal_position_json
+            except Exception as e:
+                return f"Error during position generation: {str(e)}", None
+
+        async def search_with_ai_action(legal_position_json):
+            try:
+                nodes = await retriever_bm25.aretrieve(legal_position_json["text"])
+                sources_output = "\n **Результати пошуку (наявні правові позиції ВСУ):** \n\n"
+                for index, node in enumerate(nodes, start=1):
+                    source_title = node.node.metadata.get('title', 'Невідомий заголовок')
+                    doc_ids = node.node.metadata.get('doc_id')
+                    links = get_links_html(doc_ids)
+                    sources_output += f"\n[{index}] *{source_title}* 👉 Score: {node.score} {links}\n"
+
+                return sources_output
+            except Exception as e:
+                return f"Error during search: {str(e)}"
+
+        generate_position_button.click(fn=generate_position_action, inputs=url_input, outputs=[position_output, state])
+        generate_position_button.click(fn=lambda: gr.update(interactive=True), inputs=None,
+                                       outputs=search_with_ai_button)
+        search_with_ai_button.click(fn=search_with_ai_action, inputs=state, outputs=search_output)
+
+    return app
+
+
+if __name__ == "__main__":
+    if initialize_components():
+        print("Components initialized successfully!")
+        app = create_gradio_interface()
+        app.launch(share=True)
+    else:
+        print("Failed to initialize components. Please check the paths and try again.", file=sys.stderr)
+        sys.exit(1)

outputs/2024-10-14/13-38-11/.hydra/config.yaml

@@ -0,0 +1,121 @@
+persist_dir: Save_index
+similarity_top_k: 20
+required_files:
+- ${persist_dir}
+- ${bm25_retriever.path}
+- ${vector_index.storage_context.persist_dir}
+settings:
+  _target_: utils.hydra.set_settings
+  context_window: 20000
+  chunk_size: 1024
+  embed_model:
+    _target_: llama_index.embeddings.openai.OpenAIEmbedding
+    model_name: text-embedding-3-small
+bm25_retriever:
+  _target_: llama_index.retrievers.bm25.BM25Retriever.from_persist_dir
+  path: ${persist_dir}/bm25_retriever
+vector_index:
+  _target_: llama_index.core.load_index_from_storage
+  storage_context:
+    _target_: llama_index.core.StorageContext.from_defaults
+    persist_dir: ${vector_index.storage_context.vector_store.persist_dir}
+    vector_store:
+      _target_: llama_index.vector_stores.faiss.FaissVectorStore.from_persist_dir
+      persist_dir: ${persist_dir}/index_faiss
+vector_retriever:
+  _target_: utils.hydra.run_method
+  object: ${vector_index}
+  method_name: as_retriever
+  similarity_top_k: ${similarity_top_k}
+retriever:
+  _target_: llama_index.core.retrievers.QueryFusionRetriever
+  retrievers:
+  - ${bm25_retriever}
+  - ${vector_retriever}
+  mode: reciprocal_rerank
+  similarity_top_k: ${similarity_top_k}
+  num_queries: 1
+  use_async: true
+synthesizer:
+  _target_: llama_index.core.response_synthesizers.get_response_synthesizer
+  llm:
+    _target_: llama_index.llms.openai.OpenAI
+    model: gpt-4o-mini
+  text_qa_template:
+    _target_: llama_index.core.prompts.PromptTemplate
+    template: 'You are a qualified lawyer. Please provide a legal analysis based solely
+      on the provided legal precedents and positions. When referencing a legal precedent
+      or position, cite the appropriate source(s) using their corresponding numbers.
+      Every answer should include at least one legal source citation relevant to the
+      query. Only cite a source when you are explicitly referencing it. If none of
+      the legal precedents or positions are helpful, you should indicate that. Use
+      only the Ukrainian language to answer. For example:\n Source 1:\n The court
+      ruled that contractual obligations must be fulfilled even if the terms are vague.\n
+      Source 2:\n In case of unforeseen circumstances, contracts may be voided under
+      certain conditions.\n Query: Can a contract be voided due to unforeseen circumstances?\n
+      Answer: A contract may be voided under certain conditions if unforeseen circumstances
+      arise [2]. Now it''s your turn. Below are several numbered legal sources and
+      precedents (legal positions): \n------\n {context_str} \n------\n New legal
+      issue: {query_str}\n User question: {question}\n Answer:'
+  refine_template:
+    _target_: llama_index.core.prompts.PromptTemplate
+    template: 'You are a qualified lawyer. Please refine the legal analysis based
+      solely on the provided legal precedents and positions. When referencing a legal
+      precedent or position, cite the appropriate source(s) using their corresponding
+      numbers. Every refined answer should include at least one relevant legal source
+      citation. Only cite a source when you are explicitly referencing it. If none
+      of the legal precedents or positions are helpful, you should repeat the existing
+      answer. Use only the Ukrainian language to answer. For example:\n Source 1:\n
+      The court ruled that contractual obligations must be fulfilled even if the terms
+      are vague.\n Source 2:\n In case of unforeseen circumstances, contracts may
+      be voided under certain conditions.\n Query: Can a contract be voided due to
+      unforeseen circumstances?\n Existing answer: A contract may be voided under
+      certain conditions if unforeseen circumstances arise [2].\n Now it''s your turn.
+      We have provided an existing legal analysis: {existing_answer} Below are several
+      numbered legal sources and precedents. Use them to refine the existing legal
+      answer. If the provided legal sources are not helpful, you will repeat the existing
+      answer. \nBegin refining! \n------\n {context_msg} \n------\n New legal issue:
+      {query_str}\n User question: {question}\n Answer:'
+  response_mode: compact
+  use_async: true
+summary_chat_template:
+  _target_: llama_index.core.ChatPromptTemplate
+  message_templates:
+  - _target_: llama_index.core.llms.ChatMessage
+    role: system
+    content: "You are a qualified lawyer tasked with creating a Legal Position based\
+      \ on a court decision.\nYour result will be used to search for precedents in\
+      \ the database of existing legal positions of the Supreme Court of Ukraine.\n\
+      \nTo create the legal position:\n1. Carefully read and analyze the Court decision.\n\
+      2. Identify the key legal principle or ruling established in the decision.\n\
+      3. Summarize this principle concisely, focusing on its legal implications.\n\
+      4. Ensure your summary is clear, precise, and uses appropriate legal terminology.\n\
+      \nFormat your legal position following these guidelines:\n- Keep it brief, ideally\
+      \ no more than 3-4 sentences.\n- Use appropriate legal terminology.\n- Do not\
+      \ include any additional explanations or comments.\n\nText content should be\
+      \ in Ukrainian only!\nReturn the result as JSON in the format:\n{\n    \"title\"\
+      : \"Brief title of the legal position\",\n    \"text\": \"Full text of the legal\
+      \ position\"\n}"
+  - _target_: llama_index.core.llms.ChatMessage
+    role: user
+    content: 'Court decision:
+
+      {court_decision_text}
+
+
+      User''s question:
+
+      {question}'
+summarizer:
+  _target_: llama_index.llms.openai.OpenAI
+  model: ft:gpt-4o-mini-2024-07-18:dochome:legal-position-100:9wSVvFmd
+  temperature: 0
+workflow:
+  _target_: src.workflow.CitationQueryEngineWorkflow
+  summarizer: ${summarizer}
+  summary_chat_template: ${summary_chat_template}
+  retriever: ${retriever}
+  synthesizer: ${synthesizer}
+  timeout: 600
+  verbose: true
+workflow_log_level: DEBUG

outputs/2024-10-14/13-38-11/.hydra/hydra.yaml

@@ -0,0 +1,154 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: main
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/docsa/PycharmProjects/Legal_Position
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/docsa/PycharmProjects/Legal_Position/conf
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/docsa/PycharmProjects/Legal_Position/outputs/2024-10-14/13-38-11
+    choices:
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

outputs/2024-10-14/13-38-11/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]

outputs/2024-10-14/13-39-10/.hydra/config.yaml

@@ -0,0 +1,121 @@
+persist_dir: Save_index
+similarity_top_k: 20
+required_files:
+- ${persist_dir}
+- ${bm25_retriever.path}
+- ${vector_index.storage_context.persist_dir}
+settings:
+  _target_: utils.hydra.set_settings
+  context_window: 20000
+  chunk_size: 1024
+  embed_model:
+    _target_: llama_index.embeddings.openai.OpenAIEmbedding
+    model_name: text-embedding-3-small
+bm25_retriever:
+  _target_: llama_index.retrievers.bm25.BM25Retriever.from_persist_dir
+  path: ${persist_dir}/bm25_retriever
+vector_index:
+  _target_: llama_index.core.load_index_from_storage
+  storage_context:
+    _target_: llama_index.core.StorageContext.from_defaults
+    persist_dir: ${vector_index.storage_context.vector_store.persist_dir}
+    vector_store:
+      _target_: llama_index.vector_stores.faiss.FaissVectorStore.from_persist_dir
+      persist_dir: ${persist_dir}/index_faiss
+vector_retriever:
+  _target_: utils.hydra.run_method
+  object: ${vector_index}
+  method_name: as_retriever
+  similarity_top_k: ${similarity_top_k}
+retriever:
+  _target_: llama_index.core.retrievers.QueryFusionRetriever
+  retrievers:
+  - ${bm25_retriever}
+  - ${vector_retriever}
+  mode: reciprocal_rerank
+  similarity_top_k: ${similarity_top_k}
+  num_queries: 1
+  use_async: true
+synthesizer:
+  _target_: llama_index.core.response_synthesizers.get_response_synthesizer
+  llm:
+    _target_: llama_index.llms.openai.OpenAI
+    model: gpt-4o-mini
+  text_qa_template:
+    _target_: llama_index.core.prompts.PromptTemplate
+    template: 'You are a qualified lawyer. Please provide a legal analysis based solely
+      on the provided legal precedents and positions. When referencing a legal precedent
+      or position, cite the appropriate source(s) using their corresponding numbers.
+      Every answer should include at least one legal source citation relevant to the
+      query. Only cite a source when you are explicitly referencing it. If none of
+      the legal precedents or positions are helpful, you should indicate that. Use
+      only the Ukrainian language to answer. For example:\n Source 1:\n The court
+      ruled that contractual obligations must be fulfilled even if the terms are vague.\n
+      Source 2:\n In case of unforeseen circumstances, contracts may be voided under
+      certain conditions.\n Query: Can a contract be voided due to unforeseen circumstances?\n
+      Answer: A contract may be voided under certain conditions if unforeseen circumstances
+      arise [2]. Now it''s your turn. Below are several numbered legal sources and
+      precedents (legal positions): \n------\n {context_str} \n------\n New legal
+      issue: {query_str}\n User question: {question}\n Answer:'
+  refine_template:
+    _target_: llama_index.core.prompts.PromptTemplate
+    template: 'You are a qualified lawyer. Please refine the legal analysis based
+      solely on the provided legal precedents and positions. When referencing a legal
+      precedent or position, cite the appropriate source(s) using their corresponding
+      numbers. Every refined answer should include at least one relevant legal source
+      citation. Only cite a source when you are explicitly referencing it. If none
+      of the legal precedents or positions are helpful, you should repeat the existing
+      answer. Use only the Ukrainian language to answer. For example:\n Source 1:\n
+      The court ruled that contractual obligations must be fulfilled even if the terms
+      are vague.\n Source 2:\n In case of unforeseen circumstances, contracts may
+      be voided under certain conditions.\n Query: Can a contract be voided due to
+      unforeseen circumstances?\n Existing answer: A contract may be voided under
+      certain conditions if unforeseen circumstances arise [2].\n Now it''s your turn.
+      We have provided an existing legal analysis: {existing_answer} Below are several
+      numbered legal sources and precedents. Use them to refine the existing legal
+      answer. If the provided legal sources are not helpful, you will repeat the existing
+      answer. \nBegin refining! \n------\n {context_msg} \n------\n New legal issue:
+      {query_str}\n User question: {question}\n Answer:'
+  response_mode: compact
+  use_async: true
+summary_chat_template:
+  _target_: llama_index.core.ChatPromptTemplate
+  message_templates:
+  - _target_: llama_index.core.llms.ChatMessage
+    role: system
+    content: "You are a qualified lawyer tasked with creating a Legal Position based\
+      \ on a court decision.\nYour result will be used to search for precedents in\
+      \ the database of existing legal positions of the Supreme Court of Ukraine.\n\
+      \nTo create the legal position:\n1. Carefully read and analyze the Court decision.\n\
+      2. Identify the key legal principle or ruling established in the decision.\n\
+      3. Summarize this principle concisely, focusing on its legal implications.\n\
+      4. Ensure your summary is clear, precise, and uses appropriate legal terminology.\n\
+      \nFormat your legal position following these guidelines:\n- Keep it brief, ideally\
+      \ no more than 3-4 sentences.\n- Use appropriate legal terminology.\n- Do not\
+      \ include any additional explanations or comments.\n\nText content should be\
+      \ in Ukrainian only!\nReturn the result as JSON in the format:\n{\n    \"title\"\
+      : \"Brief title of the legal position\",\n    \"text\": \"Full text of the legal\
+      \ position\"\n}"
+  - _target_: llama_index.core.llms.ChatMessage
+    role: user
+    content: 'Court decision:
+
+      {court_decision_text}
+
+
+      User''s question:
+
+      {question}'
+summarizer:
+  _target_: llama_index.llms.openai.OpenAI
+  model: ft:gpt-4o-mini-2024-07-18:dochome:legal-position-100:9wSVvFmd
+  temperature: 0
+workflow:
+  _target_: src.workflow.CitationQueryEngineWorkflow
+  summarizer: ${summarizer}
+  summary_chat_template: ${summary_chat_template}
+  retriever: ${retriever}
+  synthesizer: ${synthesizer}
+  timeout: 600
+  verbose: true
+workflow_log_level: DEBUG

outputs/2024-10-14/13-39-10/.hydra/hydra.yaml

@@ -0,0 +1,154 @@
+hydra:
+  run:
+    dir: outputs/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task: []
+  job:
+    name: main
+    chdir: null
+    override_dirname: ''
+    id: ???
+    num: ???
+    config_name: config
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /home/docsa/PycharmProjects/Legal_Position
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /home/docsa/PycharmProjects/Legal_Position/conf
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /home/docsa/PycharmProjects/Legal_Position/outputs/2024-10-14/13-39-10
+    choices:
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

outputs/2024-10-14/13-39-10/.hydra/overrides.yaml

@@ -0,0 +1 @@
+[]