diff --git a/README.md b/README.md index c12dc783c1e4781fcd0eea1d8d6ab31d9abc9dfa..8d345786067be7b4b2e42003d8e33404b68b0a0c 100644 --- a/README.md +++ b/README.md @@ -1,13 +1,12 @@ --- -title: Ai Teaching Assistant -emoji: 📊 -colorFrom: pink -colorTo: purple +title: AI Teaching Assistant +emoji: 🎓 +colorFrom: blue +colorTo: gray sdk: gradio -sdk_version: 3.23.0 +sdk_version: 3.20.1 app_file: app.py -pinned: false -license: mit +pinned: true --- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..c901f0c4beadb428710b8669f9ffadcd4c0572a8 --- /dev/null +++ b/app.py @@ -0,0 +1,350 @@ +import os + +import gradio as gr +import retrieval +import ray +from dotenv import load_dotenv +from text_generation import Client, InferenceAPIClient + +# load API keys from globally-availabe .env file +SECRETS_FILEPATH = "/mnt/project/chatbotai/huggingface_cache/internal_api_keys.env" +load_dotenv(dotenv_path=SECRETS_FILEPATH, override=True) + +NUM_ANSWERS_GENERATED = 3 + +openchat_preprompt = ( + "\n: Hi!\n: My name is Bot, model version is 0.15, part of an open-source kit for " + "fine-tuning new bots! I was created by Together, LAION, and Ontocord.ai and the open-source " + "community. I am not human, not evil and not alive, and thus have no thoughts and feelings, " + "but I am programmed to be helpful, polite, honest, and friendly. I'm really smart at answering electrical engineering questions.\n") + +# LOAD MODELS +ta = retrieval.Retrieval() + +context1 = None +context2 = None +context3 = None + + +def clip_img_search(img): + if img is None: + return [] + else: + return ta.reverse_img_search(img) + + +def get_client(model: str): + if model == "Rallio67/joi2_20Be_instruct_alpha": + return Client(os.getenv("JOI_API_URL")) + if model == "togethercomputer/GPT-NeoXT-Chat-Base-20B": + return Client(os.getenv("OPENCHAT_API_URL")) + return InferenceAPIClient(model, token=os.getenv("HF_TOKEN", None)) + + +def get_usernames(model: str): + """ + Returns: + (str, str, str, str): pre-prompt, username, bot name, separator + """ + if model == "OpenAssistant/oasst-sft-1-pythia-12b": + return "", "<|prompter|>", "<|assistant|>", "<|endoftext|>" + if model == "Rallio67/joi2_20Be_instruct_alpha": + return "", "User: ", "Joi: ", "\n\n" + if model == "togethercomputer/GPT-NeoXT-Chat-Base-20B": + return openchat_preprompt, ": ", ": ", "\n" + return "", "User: ", "Assistant: ", "\n" + + +def predict( + model: str, + inputs: str, + typical_p: float, + top_p: float, + temperature: float, + top_k: int, + repetition_penalty: float, + watermark: bool, + chatbot, + history, +): + client = get_client(model) + preprompt, user_name, assistant_name, sep = get_usernames(model) + + history.append(inputs) + + past = [] + for data in chatbot: + user_data, model_data = data + + if not user_data.startswith(user_name): + user_data = user_name + user_data + if not model_data.startswith(sep + assistant_name): + model_data = sep + assistant_name + model_data + + past.append(user_data + model_data.rstrip() + sep) + + if not inputs.startswith(user_name): + inputs = user_name + inputs + + total_inputs = preprompt + "".join(past) + inputs + sep + assistant_name.rstrip() + + partial_words = "" + + if model == "OpenAssistant/oasst-sft-1-pythia-12b": + iterator = client.generate_stream( + total_inputs, + typical_p=typical_p, + truncate=1000, + watermark=watermark, + max_new_tokens=500, + ) + else: + iterator = client.generate_stream( + total_inputs, + top_p=top_p if top_p < 1.0 else None, + top_k=top_k, + truncate=1000, + repetition_penalty=repetition_penalty, + watermark=watermark, + temperature=temperature, + max_new_tokens=500, + stop_sequences=[user_name.rstrip(), assistant_name.rstrip()], + ) + + for i, response in enumerate(iterator): + if response.token.special: + continue + + partial_words = partial_words + response.token.text + if partial_words.endswith(user_name.rstrip()): + partial_words = partial_words.rstrip(user_name.rstrip()) + if partial_words.endswith(assistant_name.rstrip()): + partial_words = partial_words.rstrip(assistant_name.rstrip()) + + if i == 0: + history.append(" " + partial_words) + elif response.token.text not in user_name: + history[-1] = partial_words + + chat = [(history[i].strip(), history[i + 1].strip()) for i in range(0, len(history) - 1, 2)] + yield chat, history, None, None, None, [] + + # Pinecone context retrieval + top_context_list = ta.retrieve_contexts_from_pinecone(user_question=inputs, topk=NUM_ANSWERS_GENERATED) + yield chat, history, top_context_list[0], top_context_list[1], top_context_list[2], [] + + # run CLIP + images_list = ta.clip_text_to_image(inputs) + + yield chat, history, top_context_list[0], top_context_list[1], top_context_list[2], images_list + + +def reset_textbox(): + return gr.update(value="") + + +def radio_on_change( + value: str, + disclaimer, + typical_p, + top_p, + top_k, + temperature, + repetition_penalty, + watermark, +): + if value == "OpenAssistant/oasst-sft-1-pythia-12b": + typical_p = typical_p.update(value=0.2, visible=True) + top_p = top_p.update(visible=False) + top_k = top_k.update(visible=False) + temperature = temperature.update(visible=False) + disclaimer = disclaimer.update(visible=False) + repetition_penalty = repetition_penalty.update(visible=False) + watermark = watermark.update(False) + elif value == "togethercomputer/GPT-NeoXT-Chat-Base-20B": + typical_p = typical_p.update(visible=False) + top_p = top_p.update(value=0.25, visible=True) + top_k = top_k.update(value=50, visible=True) + temperature = temperature.update(value=0.6, visible=True) + repetition_penalty = repetition_penalty.update(value=1.01, visible=True) + watermark = watermark.update(False) + disclaimer = disclaimer.update(visible=True) + else: + typical_p = typical_p.update(visible=False) + top_p = top_p.update(value=0.95, visible=True) + top_k = top_k.update(value=4, visible=True) + temperature = temperature.update(value=0.5, visible=True) + repetition_penalty = repetition_penalty.update(value=1.03, visible=True) + watermark = watermark.update(True) + disclaimer = disclaimer.update(visible=False) + return ( + disclaimer, + typical_p, + top_p, + top_k, + temperature, + repetition_penalty, + watermark, + ) + + +title = """

🔥Teaching Assistant Chatbot""" +description = """ +""" + +openchat_disclaimer = """ +
Checkout the official OpenChatKit feedback app for the full experience.
+""" + +with gr.Blocks(css="""#col_container {margin-left: auto; margin-right: auto;} + #chatbot {height: 520px; overflow: auto;}""") as demo: + gr.HTML(title) + with gr.Row(): + with gr.Accordion("Model choices", open=False, visible=True): + model = gr.Radio( + value="OpenAssistant/oasst-sft-1-pythia-12b", + choices=[ + "OpenAssistant/oasst-sft-1-pythia-12b", + # "togethercomputer/GPT-NeoXT-Chat-Base-20B", + "Rallio67/joi2_20Be_instruct_alpha", + "google/flan-t5-xxl", + "google/flan-ul2", + "bigscience/bloom", + "bigscience/bloomz", + "EleutherAI/gpt-neox-20b", + ], + label="", + interactive=True, + ) + # with gr.Row(): + # with gr.Column(): + # use_gpt3_checkbox = gr.Checkbox(label="Include GPT-3 (paid)?") + # with gr.Column(): + # use_equation_checkbox = gr.Checkbox(label="Prioritize equations?") + state = gr.State([]) + + with gr.Row(): + with gr.Column(): + chatbot = gr.Chatbot(elem_id="chatbot") + inputs = gr.Textbox(placeholder="Ask an Electrical Engineering question!", label="Send a message...") + examples = gr.Examples( + examples=[ + "What is a Finite State Machine?", + "How do you design a functional a Two-Bit Gray Code Counter?", + "How can we compare an 8-bit 2's complement number to the value -1 using AND, OR, and NOT?", + "What does the uninterrupted counting cycle label mean?", + ], + inputs=[inputs], + outputs=[], + ) + gr.Markdown("## Relevant Textbook Passages & Lecture Transcripts") + with gr.Row(): + with gr.Column(): + context1 = gr.Textbox(label="Context 1") + with gr.Column(): + context2 = gr.Textbox(label="Context 2") + with gr.Column(): + context3 = gr.Textbox(label="Context 3") + + gr.Markdown("## Relevant Lecture Slides") + with gr.Row(): + with gr.Column(scale=2.6): + lec_gallery = gr.Gallery(label="Lecture images", show_label=False, elem_id="gallery").style(grid=[2], height="auto") + with gr.Column(scale=1): + inp_image = gr.Image(type="pil", label="Reverse Image Search (optional)", shape=(224, 398)) + + inp_image.change(fn=clip_img_search, inputs=inp_image, outputs=lec_gallery, scroll_to_output=True) + disclaimer = gr.Markdown(openchat_disclaimer, visible=False) + # state = gr.State([]) + + with gr.Row(): + with gr.Accordion("Parameters", open=False, visible=True): + typical_p = gr.Slider( + minimum=-0, + maximum=1.0, + value=0.2, + step=0.05, + interactive=True, + label="Typical P mass", + ) + top_p = gr.Slider( + minimum=-0, + maximum=1.0, + value=0.25, + step=0.05, + interactive=True, + label="Top-p (nucleus sampling)", + visible=False, + ) + temperature = gr.Slider( + minimum=-0, + maximum=5.0, + value=0.6, + step=0.1, + interactive=True, + label="Temperature", + visible=False, + ) + top_k = gr.Slider( + minimum=1, + maximum=50, + value=50, + step=1, + interactive=True, + label="Top-k", + visible=False, + ) + repetition_penalty = gr.Slider( + minimum=0.1, + maximum=3.0, + value=1.03, + step=0.01, + interactive=True, + label="Repetition Penalty", + visible=False, + ) + watermark = gr.Checkbox(value=False, label="Text watermarking") + + model.change( + lambda value: radio_on_change( + value, + disclaimer, + typical_p, + top_p, + top_k, + temperature, + repetition_penalty, + watermark, + ), + inputs=model, + outputs=[ + disclaimer, + typical_p, + top_p, + top_k, + temperature, + repetition_penalty, + watermark, + ], + ) + + inputs.submit( + predict, + [ + model, + inputs, + typical_p, + top_p, + temperature, + top_k, + repetition_penalty, + watermark, + chatbot, + state, + ], + [chatbot, state, context1, context2, context3, lec_gallery], + ) + inputs.submit(reset_textbox, [], [inputs]) + + gr.Markdown(description) + demo.queue(concurrency_count=16).launch(share=True, debug=True) diff --git a/input_features/slides_001_tensor.pt b/input_features/slides_001_tensor.pt new file mode 100644 index 0000000000000000000000000000000000000000..e54509306923fa94ad6b6b620df262a89fada51b --- /dev/null +++ b/input_features/slides_001_tensor.pt @@ -0,0 +1,3 @@ +version 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for auto-gpu selection +from langchain.embeddings import HuggingFaceEmbeddings +from langchain.vectorstores import Pinecone +from PIL import Image + +from transformers import (AutoModelForSequenceClassification, AutoTokenizer, + GPT2Tokenizer, OPTForCausalLM, + T5ForConditionalGeneration) + +# load custom code +sys.path.append("../ai-teaching-assistant-uiuc") +from gpu_memory_utils import (get_device_with_most_free_memory, + get_free_memory_dict, + get_gpu_ids_with_sufficient_memory) + +sys.path.append("../info-retrieval/CLIP_for_PPTs") +from clip_for_ppts import ClipImage + +LECTURE_SLIDES_DIR = os.path.join(os.getcwd(), "lecture_slides") + +PINECONE_API_KEY = os.environ.get("PINECONE_API") + + +class Retrieval: + + def __init__(self, device='cuda', use_clip=True): + + self.user_question = '' + self.max_text_length = None + self.pinecone_index_name = 'uiuc-chatbot' # uiuc-chatbot-v2 + self.use_clip = use_clip + self.clip_search_class = None + + # init parameters + self.device = device + self.num_answers_generated = 3 + + self.vectorstore = None + # Load everything into cuda memory + self.load_modules() + + def load_modules(self): + self._load_pinecone_vectorstore() + if self.use_clip: + self._load_clip() + else: + print("CLIP IS MANUALLY DISABLED for speed.. REENABLE LATER. ") + + def _load_pinecone_vectorstore(self,): + model_name = "intfloat/e5-large" # best text embedding model. 1024 dims. + + embeddings = HuggingFaceEmbeddings(model_name=model_name) + #pinecone.init(api_key=os.environ['PINECONE_API_KEY'], environment="us-west1-gcp") + pinecone.init(api_key=PINECONE_API_KEY, environment="us-west1-gcp") + pincecone_index = pinecone.Index("uiuc-chatbot") + + self.vectorstore = Pinecone(index=pincecone_index, embedding_function=embeddings.embed_query, text_key="text") + + def retrieve_contexts_from_pinecone(self, user_question: str, topk: int = None) -> List[Any]: + ''' + Invoke Pinecone for vector search. These vector databases are created in the notebook `data_formatting_patel.ipynb` and `data_formatting_student_notes.ipynb`. + Returns a list of LangChain Documents. They have properties: `doc.page_content`: str, doc.metadata['page_number']: int, doc.metadata['textbook_name']: str. + ''' + try: + # catch other models that have different prompting + user_question = user_question.split("<|prompter|>")[-1] + except Exception as e: + print("Failed to split user question: ", e) + + if topk is None: + topk = self.num_answers_generated + + # similarity search + top_context_list = self.vectorstore.similarity_search(user_question, k=topk) + + # add the source info to the bottom of the context. + top_context_metadata = [f"Source: page {doc.metadata['page_number']} in {doc.metadata['textbook_name']}" for doc in top_context_list] + relevant_context_list = [f"{text.page_content}. {meta}" for text, meta in zip(top_context_list, top_context_metadata)] + return relevant_context_list + + def _load_clip(self): + self.clip_search_class = ClipImage(path_of_ppt_folders=LECTURE_SLIDES_DIR, + path_to_save_image_features=os.getcwd(), + mode='text', + device=f'cuda:{get_device_with_most_free_memory()}') + + def reverse_img_search(self, img): + imgs = self.clip_search_class.image_to_images_search(img) + + img_path_list = [] + for img in imgs: + img_path_list.append(os.path.join(LECTURE_SLIDES_DIR, img[0], img[1])) + + return img_path_list + + def clip_text_to_image(self, search_question: str, num_images_returned: int = 4): + """ + Run CLIP + Returns a list of images in all cases. + """ + imgs = self.clip_search_class.text_to_image_search(search_text=search_question, top_k_to_return=num_images_returned) + + img_path_list = [] + for img in imgs: + img_path_list.append(os.path.join(LECTURE_SLIDES_DIR, img[0], img[1])) + + return img_path_list \ No newline at end of file