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b/.lancedb/ChunkedviaxSmall2.lance/data/fff45cd5-2ce1-4ab9-9a75-5bbb041c3850.lance new file mode 100644 index 0000000000000000000000000000000000000000..930eb2f3636054cd9e946d01aecb9cb76f0d6877 Binary files /dev/null and b/.lancedb/ChunkedviaxSmall2.lance/data/fff45cd5-2ce1-4ab9-9a75-5bbb041c3850.lance differ diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..a39171d469bcbaef093036ce6de324d66b961d22 --- /dev/null +++ b/app.py @@ -0,0 +1,151 @@ +""" +Credit to Derek Thomas, derek@huggingface.co +""" + +import subprocess + +import logging +from pathlib import Path +from time import perf_counter + +import gradio as gr +from jinja2 import Environment, FileSystemLoader + +from backend.query_llm import generate_hf, generate_openai +from backend.semantic_search import table, retriever + +VECTOR_COLUMN_NAME = "vector" +TEXT_COLUMN_NAME = "text" + +proj_dir = Path(__file__).parent +# Setting up the logging +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__name__) + +# Set up the template environment with the templates directory +env = Environment(loader=FileSystemLoader(proj_dir / 'templates')) + +# Load the templates directly from the environment +template = env.get_template('template.j2') +template_html = env.get_template('template_html.j2') + +# Examples +examples = ['What is the capital of China?', + 'Why is the sky blue?', + 'Who won the mens world cup in 2014?', ] + + +def add_text(history, text): + history = [] if history is None else history + history = history + [(text, None)] + return history, gr.Textbox(value="", interactive=False) + +def xencode(docs, query): + from sentence_transformers import CrossEncoder + xenc = CrossEncoder('cross-encoder/ms-marco-MiniLM-L-12-v2', max_length=512) + + # Prepare data for the cross encoder into tuples + ret_doc = [(query, doc) for doc in docs] + + # Predict the relevance scores using the cross encoder + scores = xenc.predict(ret_doc) + + # Combine the documents with their scores and sort by relevance + ranked_docs = sorted(zip(docs, scores), key=lambda x: x[1], reverse=True) + # Select the top-5 highest scoring documents + top_docs = [doc for doc, _ in ranked_docs[:5]] + return top_docs + +def bot(history, api_kind): + top_k_rank = 30 + query = history[-1][0] + + if not query: + gr.Warning("Please submit a non-empty string as a prompt") + raise ValueError("Empty string was submitted") + + logger.warning('Retrieving documents...') + # Retrieve documents relevant to query + document_start = perf_counter() + + query_vec = retriever.encode(query) + documents = table.search(query_vec, vector_column_name=VECTOR_COLUMN_NAME).limit(top_k_rank).to_list() + documents = [doc[TEXT_COLUMN_NAME] for doc in documents] + + + document_time = perf_counter() - document_start + logger.warning(f'Finished Retrieving documents in {round(document_time, 2)} seconds...') + + print("These are the documents before the Xencoder: ") + print(documents) + + + #pass through xencoder + documents= xencode(documents,query) + print("These are the docs chosen after XENCODE") + print(documents) + + + # Create Prompt + prompt = template.render(documents=documents, query=query) + prompt_html = template_html.render(documents=documents, query=query) + + if api_kind == "HuggingFace": + generate_fn = generate_hf + elif api_kind == "OpenAI": + generate_fn = generate_openai + elif api_kind is None: + gr.Warning("API name was not provided") + raise ValueError("API name was not provided") + else: + gr.Warning(f"API {api_kind} is not supported") + raise ValueError(f"API {api_kind} is not supported") + + history[-1][1] = "" + for character in generate_fn(prompt, history[:-1]): + history[-1][1] = character + yield history, prompt_html + + +with gr.Blocks() as demo: + chatbot = gr.Chatbot( + [], + elem_id="chatbot", + avatar_images=('https://aui.atlassian.com/aui/8.8/docs/images/avatar-person.svg', + 'https://huggingface.co/datasets/huggingface/brand-assets/resolve/main/hf-logo.svg'), + bubble_full_width=False, + show_copy_button=True, + show_share_button=True, + ) + + with gr.Row(): + txt = gr.Textbox( + scale=3, + show_label=False, + placeholder="Enter text and press enter", + container=False, + ) + txt_btn = gr.Button(value="Submit text", scale=1) + + api_kind = gr.Radio(choices=["HuggingFace", "OpenAI"], value="HuggingFace") + + prompt_html = gr.HTML() + # Turn off interactivity while generating if you click + txt_msg = txt_btn.click(add_text, [chatbot, txt], [chatbot, txt], queue=False).then( + bot, [chatbot, api_kind], [chatbot, prompt_html]) + + # Turn it back on + txt_msg.then(lambda: gr.Textbox(interactive=True), None, [txt], queue=False) + + # Turn off interactivity while generating if you hit enter + txt_msg = txt.submit(add_text, [chatbot, txt], [chatbot, txt], queue=False).then( + bot, [chatbot, api_kind], [chatbot, prompt_html]) + + # Turn it back on + txt_msg.then(lambda: gr.Textbox(interactive=True), None, [txt], queue=False) + + # Examples + gr.Examples(examples, txt) + +demo.queue() +demo.launch(debug=True) diff --git a/backend/__pycache__/query_llm.cpython-311.pyc b/backend/__pycache__/query_llm.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e0621e6e927f09a3c5e4e605a6fe6f84a5e87c9f Binary files /dev/null and b/backend/__pycache__/query_llm.cpython-311.pyc differ diff --git a/backend/__pycache__/semantic_search.cpython-311.pyc b/backend/__pycache__/semantic_search.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..434af1693372a268682bf1cbe90e55ccedb85ffb Binary files /dev/null and b/backend/__pycache__/semantic_search.cpython-311.pyc differ diff --git a/backend/query_llm.py b/backend/query_llm.py new file mode 100644 index 0000000000000000000000000000000000000000..18f504d29b710d64729d660154f8e6487a1393a4 --- /dev/null +++ b/backend/query_llm.py @@ -0,0 +1,155 @@ +import openai +import gradio as gr + +from os import getenv +from typing import Any, Dict, Generator, List + +from huggingface_hub import InferenceClient +from transformers import AutoTokenizer + + +temperature = 0.9 +top_p = 0.6 +repetition_penalty = 1.2 + +OPENAI_KEY = getenv("OPENAI_KEY") +HF_TOKEN = "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" +hfmodel = "mistralai/Mistral-7B-Instruct-v0.1" +tokenizer = AutoTokenizer.from_pretrained(hfmodel) + +hf_client = InferenceClient( + hfmodel, + token=HF_TOKEN + ) + + +def format_prompt(message: str, api_kind: str): + """ + Formats the given message using a chat template. + + Args: + message (str): The user message to be formatted. + + Returns: + str: Formatted message after applying the chat template. + """ + + # Create a list of message dictionaries with role and content + messages: List[Dict[str, Any]] = [{'role': 'user', 'content': message}] + + if api_kind == "openai": + return messages + elif api_kind == "hf": + return tokenizer.apply_chat_template(messages, tokenize=False) + elif api_kind: + raise ValueError("API is not supported") + + +def generate_hf(prompt: str, history: str, temperature: float = 0.9, max_new_tokens: int = 256, + top_p: float = 0.95, repetition_penalty: float = 1.0) -> Generator[str, None, str]: + """ + Generate a sequence of tokens based on a given prompt and history using Mistral client. + + Args: + prompt (str): The initial prompt for the text generation. + history (str): Context or history for the text generation. + temperature (float, optional): The softmax temperature for sampling. Defaults to 0.9. + max_new_tokens (int, optional): Maximum number of tokens to be generated. Defaults to 256. + top_p (float, optional): Nucleus sampling probability. Defaults to 0.95. + repetition_penalty (float, optional): Penalty for repeated tokens. Defaults to 1.0. + + Returns: + Generator[str, None, str]: A generator yielding chunks of generated text. + Returns a final string if an error occurs. + """ + + temperature = max(float(temperature), 1e-2) # Ensure temperature isn't too low + top_p = float(top_p) + + generate_kwargs = { + 'temperature': temperature, + 'max_new_tokens': max_new_tokens, + 'top_p': top_p, + 'repetition_penalty': repetition_penalty, + 'do_sample': True, + 'seed': 42, + } + + formatted_prompt = format_prompt(prompt, "hf") + + try: + stream = hf_client.text_generation(formatted_prompt, **generate_kwargs, + stream=True, details=True, return_full_text=False) + output = "" + for response in stream: + output += response.token.text + yield output + + except Exception as e: + if "Too Many Requests" in str(e): + print("ERROR: Too many requests on Mistral client") + gr.Warning("Unfortunately Mistral is unable to process") + return "Unfortunately, I am not able to process your request now." + elif "Authorization header is invalid" in str(e): + print("Authetification error:", str(e)) + gr.Warning("Authentication error: HF token was either not provided or incorrect") + return "Authentication error" + else: + print("Unhandled Exception:", str(e)) + gr.Warning("Unfortunately Mistral is unable to process") + return "I do not know what happened, but I couldn't understand you." + + +def generate_openai(prompt: str, history: str, temperature: float = 0.9, max_new_tokens: int = 256, + top_p: float = 0.95, repetition_penalty: float = 1.0) -> Generator[str, None, str]: + """ + Generate a sequence of tokens based on a given prompt and history using Mistral client. + + Args: + prompt (str): The initial prompt for the text generation. + history (str): Context or history for the text generation. + temperature (float, optional): The softmax temperature for sampling. Defaults to 0.9. + max_new_tokens (int, optional): Maximum number of tokens to be generated. Defaults to 256. + top_p (float, optional): Nucleus sampling probability. Defaults to 0.95. + repetition_penalty (float, optional): Penalty for repeated tokens. Defaults to 1.0. + + Returns: + Generator[str, None, str]: A generator yielding chunks of generated text. + Returns a final string if an error occurs. + """ + + temperature = max(float(temperature), 1e-2) # Ensure temperature isn't too low + top_p = float(top_p) + + generate_kwargs = { + 'temperature': temperature, + 'max_tokens': max_new_tokens, + 'top_p': top_p, + 'frequency_penalty': max(-2., min(repetition_penalty, 2.)), + } + + formatted_prompt = format_prompt(prompt, "openai") + + try: + stream = openai.ChatCompletion.create(model="gpt-3.5-turbo-0301", + messages=formatted_prompt, + **generate_kwargs, + stream=True) + output = "" + for chunk in stream: + output += chunk.choices[0].delta.get("content", "") + yield output + + except Exception as e: + if "Too Many Requests" in str(e): + print("ERROR: Too many requests on OpenAI client") + gr.Warning("Unfortunately OpenAI is unable to process") + return "Unfortunately, I am not able to process your request now." + elif "You didn't provide an API key" in str(e): + print("Authetification error:", str(e)) + gr.Warning("Authentication error: OpenAI key was either not provided or incorrect") + return "Authentication error" + else: + print("Unhandled Exception:", str(e)) + gr.Warning("Unfortunately OpenAI is unable to process") + return "I do not know what happened, but I couldn't understand you." diff --git a/backend/semantic_search.py b/backend/semantic_search.py new file mode 100644 index 0000000000000000000000000000000000000000..c61cb0cb8dcd027235155bf39a709092d1a71b0f --- /dev/null +++ b/backend/semantic_search.py @@ -0,0 +1,19 @@ +import logging +import lancedb +import os +from pathlib import Path +from sentence_transformers import SentenceTransformer + +EMB_MODEL_NAME = "sentence-transformers/all-MiniLM-L6-v2" +DB_TABLE_NAME = "ChunkedBigIndexSEM" + +# Setting up the logging +logging.basicConfig(level=logging.INFO) +logger = logging.getLogger(__name__) +retriever = SentenceTransformer(EMB_MODEL_NAME) + +# db +db_uri = os.path.join(Path(__file__).parents[1], ".lancedb") +db = lancedb.connect(db_uri) +print(db.table_names()) +table = db.open_table(DB_TABLE_NAME) diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..82c713a3e24c6170ea964a2d4b1697c19d8a5ba9 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,9 @@ +# transformers[torch,sentencepiece]==4.34.1 +wikiextractor==3.0.6 +sentence-transformers>2.2.0 +ipywidgets==8.1.1 +tqdm==4.66.1 +aiohttp==3.8.6 +huggingface-hub==0.17.3 +lancedb==0.3.1 +openai==0.28 diff --git a/scripts/chunker.py b/scripts/chunker.py new file mode 100644 index 0000000000000000000000000000000000000000..5f89dc5a388e2f668efc235be1485d8ec5bab16c --- /dev/null +++ b/scripts/chunker.py @@ -0,0 +1,57 @@ +import os +import numpy as np +from sentence_transformers import SentenceTransformer +from sklearn.cluster import AgglomerativeClustering +from scipy.spatial.distance import cosine +from nltk.tokenize import sent_tokenize +import nltk + +# Download necessary NLTK resources +nltk.download('punkt') + +# Function to chunk text based on semantic similarity +def semantic_chunking(text, model, threshold=0.5): + sentences = sent_tokenize(text) + embeddings = model.encode(sentences) + distances = np.array([[cosine(embeddings[i], embeddings[j]) if i != j else 0 for j in range(len(embeddings))] for i in range(len(embeddings))]) + + clustering = AgglomerativeClustering(n_clusters=None, metric='precomputed', linkage='average', distance_threshold=threshold) + clustering.fit(distances) + + chunks = [[] for _ in range(clustering.n_clusters_)] + for sentence, label in zip(sentences, clustering.labels_): + chunks[label].append(sentence) + + return [' '.join(chunk) for chunk in chunks] + +# Initialize the sentence-transformer model +model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2') + +# Function to process all files in a directory and save them to a new directory +def process_directory(input_dir, output_dir): + # Create output directory if it doesn't exist + if not os.path.exists(output_dir): + os.makedirs(output_dir) + + for filename in os.listdir(input_dir): + if filename.endswith('.txt'): + input_file_path = os.path.join(input_dir, filename) + output_file_path = os.path.join(output_dir, filename) + + with open(input_file_path, 'r', encoding='utf-8', errors='ignore') as file: + text = file.read() + try: + chunks = semantic_chunking(text, model) + + with open(output_file_path, 'w', encoding='utf-8') as output_file: + for chunk in chunks: + output_file.write(chunk + '\n\n') + except: + print('notchunkable') + +# Specify the input and output directories +input_dir = 'docs_dump' +output_dir = 'semchunksBIG' + +# Process the directory +process_directory(input_dir, output_dir) \ No newline at end of file diff --git a/scripts/lancedb_setup.py b/scripts/lancedb_setup.py new file mode 100644 index 0000000000000000000000000000000000000000..e10f46c0a564f38c5e480ac0abec9316930c7e33 --- /dev/null +++ b/scripts/lancedb_setup.py @@ -0,0 +1,78 @@ +import lancedb +import torch +import pyarrow as pa +import pandas as pd +from pathlib import Path +import tqdm +import numpy as np + +from sentence_transformers import SentenceTransformer + + +EMB_MODEL_NAME = "sentence-transformers/all-MiniLM-L6-v2" +DB_TABLE_NAME = "ChunkedBigIndexSEM" +VECTOR_COLUMN_NAME = "vector" +TEXT_COLUMN_NAME = "text" +INPUT_DIR = 'semchunksSEN' +db = lancedb.connect(".lancedb") # db location +batch_size = 32 + +model = SentenceTransformer(EMB_MODEL_NAME) +model.eval() + +if torch.backends.mps.is_available(): + device = "mps" +elif torch.cuda.is_available(): + device = "cuda" +else: + device = "cpu" + +schema = pa.schema( + [ + pa.field(VECTOR_COLUMN_NAME, pa.list_(pa.float32(), 384)), + pa.field(TEXT_COLUMN_NAME, pa.string()) + ]) +tbl = db.create_table(DB_TABLE_NAME, schema=schema, mode="overwrite") + +input_dir = Path(INPUT_DIR) +files = list(input_dir.rglob("*")) + +sentences = [] +for file in files: + temp_string = '' + with open(file) as f: + for line in f: + # Check if the line is not empty + if line.strip(): + temp_string += line.strip() + ' ' # Add non-empty line to temp_string + else: + if temp_string: # Add temp_string to array if it's not empty + sentences.append(temp_string) + temp_string = '' # Reset temp_string for next block of text + + # Add the last temp_string to the array if the file doesn't end with an empty line + if temp_string: + sentences.append(temp_string) + +for i in tqdm.tqdm(range(0, int(np.ceil(len(sentences) / batch_size)))): + try: + batch = [sent for sent in sentences[i * batch_size:(i + 1) * batch_size] if len(sent) > 0] + encoded = model.encode(batch, normalize_embeddings=True, device=device) + encoded = [list(vec) for vec in encoded] + + df = pd.DataFrame({ + VECTOR_COLUMN_NAME: encoded, + TEXT_COLUMN_NAME: batch + }) + + tbl.add(df) + except Exception as e: + print(f"batch {i} was skipped") + print(e) + +''' +create ivf-pd index https://lancedb.github.io/lancedb/ann_indexes/ +with the size of the transformer docs, index is not really needed +but we'll do it for demonstrational purposes +''' +tbl.create_index(num_partitions=256, num_sub_vectors=96, vector_column_name=VECTOR_COLUMN_NAME) \ No newline at end of file diff --git a/scripts/markdown_to_text.py b/scripts/markdown_to_text.py new file mode 100644 index 0000000000000000000000000000000000000000..46973d1336860c0c0ef3026cb38173ba19259f46 --- /dev/null +++ b/scripts/markdown_to_text.py @@ -0,0 +1,50 @@ +from bs4 import BeautifulSoup +from markdown import markdown +import os +import re +from pathlib import Path + + +DIR_TO_SCRAPE = "tokenizers-main/docs/source" +OUTPUT_DIR = str(Path().resolve() / "docs_dump") + + +def markdown_to_text(markdown_string): + """ Converts a markdown string to plaintext """ + + # md -> html -> text since BeautifulSoup can extract text cleanly + html = markdown(markdown_string) + + html = re.sub(r'', '', html) + html = re.sub('bash', '', html) + + # extract text + soup = BeautifulSoup(html, "html.parser") + text = ''.join(soup.findAll(text=True)) + + text = re.sub('```(py|diff|python)', '', text) + text = re.sub('```\n', '\n', text) + text = re.sub('- .*', '', text) + text = text.replace('...', '') + text = re.sub('\n(\n)+', '\n\n', text) + + return text + + +dir_to_scrape = Path(DIR_TO_SCRAPE) +files = list(dir_to_scrape.rglob("*")) + +os.makedirs(OUTPUT_DIR, exist_ok=True) + +for file in files: + parent = file.parent.stem if file.parent.stem != dir_to_scrape.stem else "" + if file.is_file(): + with open(file, errors='ignore') as f: + print(f) + md = f.read() + + text = markdown_to_text(md) + + with open(os.path.join(OUTPUT_DIR, f"{parent}_{file.stem}.txt"), "w") as f: + f.write(text) + diff --git a/templates/template.j2 b/templates/template.j2 new file mode 100644 index 0000000000000000000000000000000000000000..88f80e86bc40dfc67aca488a10a51bc6c63400b2 --- /dev/null +++ b/templates/template.j2 @@ -0,0 +1,8 @@ +Instructions: Use the following unique documents in the Context section to answer the Query at the end. If you don't know the answer, just say that you don't know, don't try to make up an answer. +Context: +{% for doc in documents %} +--- + {{ doc }} +{% endfor %} +--- +Query: {{ query }} diff --git a/templates/template_html.j2 b/templates/template_html.j2 new file mode 100644 index 0000000000000000000000000000000000000000..96a0b083a3ea6fc407e49ac0b81224b8ec1a829e --- /dev/null +++ b/templates/template_html.j2 @@ -0,0 +1,102 @@ + + + + + + Information Page + + + + + +
+

Prompt

+Below is the prompt that is given to the model.
+

Instructions

+ Use the following pieces of context to answer the question at the end.
If you don't know the answer, just say that you don't know, don't try to make up an answer.
+

Context

+{% for doc in documents %} +
+ + Doc {{ loop.index }}: {{ doc[:100] }}... + +
{{ doc }}
+
+{% endfor %} + +

Query

+ {{ query }} +
+ + + +