diff --git a/app.py b/app.py new file mode 100644 index 0000000000000000000000000000000000000000..de72e2f4dfb6df073ed0ae36ab3b70ea8d500ae0 --- /dev/null +++ b/app.py @@ -0,0 +1,235 @@ +import spaces +import gradio as gr +import torch + +import random +import os +from typing import List, Tuple + +from config_generator import generate_complete_game +from dataset import get_processor, joint_speaker_input, joint_listener_input, get_index_to_token +from models import get_model + +css=""" +.radio-group .wrap { + display: grid; + grid-template-columns: repeat(5, 1fr); + grid-template-rows: repeat(5, 1fr); + width: 100%; + height: 100% +} +""" + +def initialize_game() -> List[List[str]]: + context_dicts = [generate_complete_game() for _ in range(4)] + + roles = ["speaker"] * 3 + ["listener"] * 3 + ["speaker"] * 3 + ["listener"] * 3 + speaker_images = [] + listener_images = [] + targets = [] + + for context_dict in context_dicts: + for i in range(3): + speaker_images.append(context_dict["speaker_context"]) + listener_images.append(context_dict["listener_context"]) + targets.append(context_dict["targets"][i]) + + return list(zip(speaker_images, listener_images, targets, roles)) + +@spaces.GPU +def get_model_response( + model, adapter_name, processor, index_to_token, role: str, + image_paths: List[str], user_message: str = "", target_image: str = "" +) -> str: + model.model.set_adapter(adapter_name) + print(model.model.active_adapter) + if role == "speaker": + img_dir = "tangram_pngs" + input_tokens, attn_mask, images, image_attn_mask, label = joint_speaker_input( + processor, image_paths, target_image, model.get_listener().device + ) + with torch.no_grad(): + image_paths = [image_paths] + captions, _, _, _, _ = model.generate( + images, input_tokens, attn_mask, image_attn_mask, label, + image_paths, processor, img_dir, index_to_token, + max_steps=30, sampling_type="nucleus", temperature=0.7, + top_k=50, top_p=1, repetition_penalty=1, num_samples=10 + ) + response = captions[0] + else: # listener + images, l_input_tokens, l_attn_mask, l_image_attn_mask, s_input_tokens, s_attn_mask, \ + s_image_attn_mask, s_target_mask, s_target_label = joint_listener_input( + processor, image_paths, user_message, model.get_listener().device + ) + + with torch.no_grad(): + # Forward + _, _, joint_log_probs = model.comprehension_side([ + images, l_input_tokens, l_attn_mask, l_image_attn_mask, index_to_token, + s_input_tokens, s_attn_mask, s_image_attn_mask, s_target_mask, s_target_label, + ]) + target_idx = joint_log_probs[0].argmax().item() + response = image_paths[target_idx] + + return response + +def interaction(model, processor, index_to_token, model_iteration: str) -> Tuple[List[str], List[str]]: + image_role_pairs = initialize_game() + conversation = [] + turn = 0 + num_correct = 0 + human_role = None + adapter_name = "initial" if model_iteration == "Initial System" else "final" + internal_model = model + + for speaker_image, listener_image, target_image, model_role in image_role_pairs: + acc_message = f"{num_correct}/{turn}" + if model_role == "speaker": + human_role = "Listener" + turn += 1 + turn_message = f"{turn}/12" + human_context = listener_image + model_context = speaker_image + target_idx = human_context.index(target_image) + + conversation.extend([ + f"TURN: {turn}/12", + f"Guess the target image given the speaker's description. ", + ]) + model_message = get_model_response(internal_model, adapter_name, processor, index_to_token, model_role, model_context, target_image=target_image) + conversation.append(f"Model: {model_message}") + conversation.append("You: The target is Image ") + user_message = yield human_context, conversation, human_role, turn_message, acc_message + + conversation[-1] += f"{user_message}" + if int(user_message) == target_idx + 1: + conversation.append("Correct!\n") + num_correct += 1 + else: + conversation.append(f"Incorrect!\n") + else: + # listener + human_role = "Speaker" + turn += 1 + turn_message = f"{turn}/12" + human_context = speaker_image + model_context = listener_image + target_idx = human_context.index(target_image) + + conversation.extend([ + f"TURN: {turn}/12", + f"Generate a description for the target image. Your target is Image {target_idx + 1}", + ]) + + user_message = yield human_context, conversation, human_role, turn_message, acc_message + conversation.append(f"You: {user_message}") + model_message = get_model_response(internal_model, adapter_name, processor, index_to_token, model_role, model_context, user_message=user_message) + model_idx = human_context.index(model_message) + + if int(model_idx) == int(target_idx): + conversation.append("The model guessed correctly!\n") + num_correct += 1 + else: + conversation.append(f"The model guessed incorrectly.\n") + + acc_message = f"{num_correct}/{turn}" + conversation.append("The game is over!") + yield human_context, conversation, human_role, turn_message, acc_message + +def create_app(): + with gr.Blocks(css=css) as app: + gr.Markdown("# Tangram Reference Game") + gr.Markdown( + '### You will be playing a sequence of reference games against a model. To start a game, first select whether ' +\ + 'you wish to play against our initial trained model ("Initial System") or our model at the end of deployment ("Final System") ' +\ + 'and press the "Start Game" button. There will be 12 rounds of reference games. You will take on a "listener" or a "speaker" role at each round.' + ) + + gr.Markdown( + '### In the speaker role, you will be assigned a target image. Your goal will be to describe this image (via a message in the textbox) ' +\ + 'so that your partner can guess what it is.' + ) + gr.Markdown( + '### In the listener role, you will be given a description. Your goal will be ' +\ + 'to select the image that the description best describes (by clicking on the relevant button).' + ) + gr.Markdown( + '### Press "Send" to submit your action in either role and make the game proceed.' + ) + + with gr.Row(): + model_iteration = gr.Radio(["Initial System", "Final System"], label="Model Iteration") + start_btn = gr.Button("Start Game") + + with gr.Row(): + current_role = gr.Textbox(label="YOUR ROLE") + current_turn = gr.Textbox(label="TURN") + accuracy = gr.Textbox(label="FINAL ACCURACY") + + with gr.Row(): + image_output = gr.Gallery( + label="CONTEXT", show_label=False, elem_id="gallery", + columns=5, rows=2, object_fit="contain", height="250px", + allow_preview=False, container=True + ) + + with gr.Row(): + conversation_output = gr.Textbox(label="Interaction History") + + with gr.Column(): + user_input = gr.Textbox(label="Your Message as Speaker", interactive=False) + radio_buttons = gr.Radio( + label="Your Guess as Listener", + elem_classes="radio-group", + choices=list(range(1, 11)), + interactive=False, + ) + + send_btn = gr.Button("Send") + + interaction_generator = None + model = get_model() + processor = get_processor() + index_to_token = get_index_to_token() + + def start_interaction(model_iteration): + if model_iteration is None: + return [], "Please select a model iteration.", "", "", "", gr.update(interactive=False), \ + gr.update(interactive=False), gr.update(interactive=False) + + nonlocal interaction_generator + nonlocal model + nonlocal processor + nonlocal index_to_token + interaction_generator = interaction(model, processor, index_to_token, model_iteration) + images, conversation, role, turn, acc_message = next(interaction_generator) + human_listener = role == "Listener" + return [(f"tangram_pngs/{img}", f"Image {i+1}") for i, img in enumerate(images)], "\n".join(conversation), role, turn, acc_message, \ + gr.update(interactive=not human_listener), gr.update(interactive=human_listener), gr.update(interactive=True) + + def send_message(message, radio_choice): + nonlocal interaction_generator + if interaction_generator is None: + return [], "Please start the interaction first.", "", gr.update(interactive=False), gr.update(interactive=False, value=None) + + try: + user_output = message if radio_choice is None else radio_choice + images, conversation, role, turn, acc_message = interaction_generator.send(user_output) + human_listener = role == "Listener" + return [(f"tangram_pngs/{img}", f"Image {i+1}") for i, img in enumerate(images)], "\n".join(conversation), role, turn, acc_message, \ + gr.update(interactive=not human_listener, value=""), gr.update(interactive=human_listener, value=None), gr.update(interactive=True) + except StopIteration: + return [], conversation_output.value, current_role.value, current_turn.value, accuracy.value, gr.update(interactive=False), gr.update(interactive=False), gr.update(interactive=False) + + start_btn.click( + start_interaction, + inputs=[model_iteration], + outputs=[image_output, conversation_output, current_role, current_turn, accuracy, user_input, radio_buttons, send_btn] + ) + send_btn.click(send_message, inputs=[user_input, radio_buttons], outputs=[image_output, conversation_output, current_role, current_turn, accuracy, user_input, radio_buttons, send_btn]) + + return app + +app = create_app() +app.launch() diff --git a/clip_similarities/page-A-similarities.pkl b/clip_similarities/page-A-similarities.pkl new file mode 100644 index 0000000000000000000000000000000000000000..174af3b9ffe37072b2e01a47037f1dcfc3e95b3f Binary files /dev/null and b/clip_similarities/page-A-similarities.pkl differ diff --git a/clip_similarities/page-B-similarities.pkl b/clip_similarities/page-B-similarities.pkl new file mode 100644 index 0000000000000000000000000000000000000000..4d374e68f01ab9b96d1fa98e2bed7d35be17018a Binary files /dev/null and b/clip_similarities/page-B-similarities.pkl differ diff --git 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0000000000000000000000000000000000000000..56b86ead0e14b491bf0c3bf239ae7d063499b12e Binary files /dev/null and b/clip_similarities/page9-7-similarities.pkl differ diff --git a/config_generator.py b/config_generator.py new file mode 100644 index 0000000000000000000000000000000000000000..a1ea6365a895e16020ef678e034881b34b5ea2c8 --- /dev/null +++ b/config_generator.py @@ -0,0 +1,155 @@ +import math +import os +import json +import pickle +import random +import torch +import torch.nn.functional as F +import torch.nn as nn +import numpy as np +EMPTY_DATA_PATH = "tangram_pngs/" +CLIP_FOLDER = "clip_similarities" + +def generate_complete_game(): + # First get corpus and clip model + curr_corpus = get_data() + + clip_files = os.listdir(CLIP_FOLDER) + clip_model = {} + for filename in clip_files: + # Get values + with open(os.path.join(CLIP_FOLDER, filename), 'rb') as f: + curr_similarities = pickle.load(f) + + # Get keys + tangram_name = '-'.join(filename.split('-')[:2]) + clip_model[tangram_name] = curr_similarities + + # Next get the pragmatic context + context_dict = get_pragmatic_context(curr_corpus, clip_model) + return context_dict + +def get_pragmatic_context(curr_corpus, clip_model): + # Initialize the lists needed for generation + overall_context = [] + base_tangrams = [] + individual_blocks = [] + + # Initialize the parameters for generation + block_sizes = evenly_spread_values(10, 3) + + for i in range(3): + # Sample the base tangram + base_tangram = sample_similarity_block_base(curr_corpus, clip_model, overall_context) + base_tangrams.append(base_tangram) + + # Sample the similarity block + similarity_block = sample_similarity_block(curr_corpus, base_tangram, block_sizes[i], clip_model) # TODO + individual_blocks.append(similarity_block) + overall_context.extend(similarity_block) + + # Filter out the corpus + curr_corpus = [tangram for tangram in curr_corpus if tangram not in overall_context] + + # Sample the targets at random + targets = random.sample(overall_context, 3) + + # Construct the dictionary + speaker_order = list(range(len(overall_context))) + random.shuffle(speaker_order) + speaker_images = [overall_context[i] for i in speaker_order] + + listener_order = list(range(len(overall_context))) + random.shuffle(listener_order) + listener_images = [overall_context[i] for i in listener_order] + + context_dict = { + "speaker_context" : speaker_images, + "listener_context" : listener_images, + "targets" : targets, + } + + return context_dict + +def evenly_spread_values(block_size, num_similarity_blocks): + sim_block_sizes = [0 for _ in range(num_similarity_blocks)] + for i in range(block_size): + idx = i % num_similarity_blocks + sim_block_sizes[idx] += 1 + return sim_block_sizes + +def sample_similarity_block_base(curr_corpus, clip_model, overall_context): + # Get list of candidate tangrams + candidate_base_tangrams = get_candidate_base_tangrams(curr_corpus, clip_model, + overall_context) + + base_tangram = random.sample(candidate_base_tangrams, 1)[0] + return base_tangram + +def get_candidate_base_tangrams(curr_corpus, clip_model, overall_context): + candidate_base_tangrams = [] + for tangram in curr_corpus: + if valid_base_tangram(overall_context, tangram, clip_model): + candidate_base_tangrams.append(tangram) + return candidate_base_tangrams + +def valid_base_tangram(overall_context, tangram, clip_model): + for context_tangram in overall_context: + if clip_model[context_tangram[:-4]][tangram[:-4]] > 1: + return False + return True + +def sample_similarity_block(curr_corpus, base_tangram, similarity_block_size, + clip_model): + # Get the most similar tangrams to the base tangram + base_similarities = clip_model[base_tangram[:-4]] + sorted_similarities = sorted(base_similarities.items(), reverse=True, key=lambda x: x[1]) + sorted_similarities = [sim for sim in sorted_similarities if sim[0] + ".png" in curr_corpus] + + # Separate out the tangrams and the scores + sorted_tangrams = [sim[0] + ".png" for sim in sorted_similarities] + sorted_scores = [sim[1] for sim in sorted_similarities] + k = similarity_block_size - 1 + + distribution = get_similarity_distribution(sorted_scores, 0.055) + sampled_indices = sample_without_replacement(distribution, k) + similarity_block = [base_tangram] + [sorted_tangrams[i] for i in sampled_indices] + return similarity_block + +def get_similarity_distribution(scores, temperature): + logits = torch.Tensor([score / temperature for score in scores]) + probs = F.softmax(logits, dim=0) + return probs + +def sample_without_replacement(distribution, K): + new_distribution = torch.clone(distribution) + + samples = [] + for i in range(K): + current_sample = torch.multinomial(new_distribution, num_samples=1).item() + samples.append(current_sample) + + new_distribution[current_sample] = 0 + new_distribution = new_distribution / torch.sum(new_distribution) + + return samples + +def get_data(restricted_dataset=""): + # Get the list of all paths + if restricted_dataset == "": + paths = os.listdir(EMPTY_DATA_PATH) + else: + with open(restricted_dataset, 'rb') as f: + paths = pickle.load(f) + paths = [path + ".svg" for path in paths] + paths = [path for path in paths if ".DS_Store" not in path] + random.shuffle(paths) + + # Remove duplicates + for duplicate in ['page6-51.png', 'page6-66.png', 'page4-170.png']: + if duplicate in paths: + paths.remove(duplicate) + + return paths + + diff --git a/dataset.py b/dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..29a21ebf5c1ec85ddf5104ba439d82f865baa6bb --- /dev/null +++ b/dataset.py @@ -0,0 +1,242 @@ +from transformers import AutoProcessor +from PIL import Image +import os +import torch +import pickle + +## ACTUAL INPUT CONSTRUCTION +BASE_SPEAKER_LEN = 787 + +def joint_listener_input(processor, context_images, description, device): + # Preliminaries + img_dir = "tangram_pngs" + raw_images = process_images(img_dir, context_images) + target_anno = description.lower() + prompt = construct_listener_full_prompt( + processor, target_anno, 0, "verbose_instruction" + ) + + # Listener processing + outputs = processor( + text=[prompt], + images=[raw_images], + return_tensors="pt" + ).to(device) + l_input_tokens = outputs['input_ids'][:, :-2] + l_attn_mask = outputs['attention_mask'][:, :-2] + l_attn_mask[(l_input_tokens == 0).bool()] = 0 + images = outputs['pixel_values'] + l_image_attn_mask = outputs['pixel_attention_mask'] + + # Speaker processing + prompts = [] + for i in range(10): + prompt = construct_speaker_full_prompt(processor, description, i, "information_after") + prompts.append(prompt) + outputs = processor( + text=prompts, + images=[raw_images]*10, + padding='longest', + return_tensors="pt" + ).to(device) + + s_input_tokens = outputs['input_ids'][:, :-1] + s_attn_mask = outputs['attention_mask'][:, :-1] + s_attn_mask[(s_input_tokens == 0).bool()] = 0 + s_image_attn_mask = outputs['pixel_attention_mask'] + s_target_tokens = outputs['input_ids'][:, 1:] + s_target_mask = [] + for i in range(10): + curr_mask = create_speaker_caption_mask(outputs['input_ids'][i], s_attn_mask[i]) + s_target_mask.append(curr_mask) + s_target_mask = torch.stack(s_target_mask, dim=0) + + return images, l_input_tokens, l_attn_mask, l_image_attn_mask, s_input_tokens.unsqueeze(0), \ + s_attn_mask.unsqueeze(0), s_image_attn_mask.unsqueeze(0), s_target_mask.unsqueeze(0), \ + s_target_tokens.unsqueeze(0) + +def joint_speaker_input(processor, image_paths, target_path, device): + # Get the prompt + img_dir = "tangram_pngs" + raw_images = process_images(img_dir, image_paths) + target_idx = image_paths.index(target_path) + base_prompt = construct_speaker_base_prompt(processor, target_idx, "information_after", process=True) + + # Create the basic input + outputs = processor( + text=[base_prompt], + images=[raw_images], + return_tensors="pt" + ).to(device) + + input_tokens = outputs['input_ids'] + attn_mask = outputs['attention_mask'] + attn_mask[(input_tokens == 0).bool()] = 0 + images = outputs['pixel_values'] + image_attn_mask = outputs['pixel_attention_mask'] + + return input_tokens, attn_mask, images, image_attn_mask, torch.LongTensor([target_idx]).to(device) + + +## UTILITIES + +def get_processor(): + checkpoint = "HuggingFaceM4/idefics2-8b" + processor = AutoProcessor.from_pretrained(checkpoint, do_image_splitting=False, + size={"longest_edge": 448, "shortest_edge": 224}) + return processor + +def get_index_to_token(): + index_to_token_path = "index_to_token.pkl" + with open(index_to_token_path, 'rb') as f: + index_to_token = pickle.load(f) + return index_to_token + +def process_images(img_dir, context_images): + raw_images = [] + for img in context_images: + image_path = os.path.join(img_dir, img) + raw_image = Image.open(image_path).convert('RGB') + raw_images.append(raw_image) + return raw_images + +def create_speaker_caption_mask(all_token_ids, text_mask): + # Overall token comp: pad + base + caption + padding_tokens = torch.sum(all_token_ids == 0).item() + caption_tokens = all_token_ids.shape[0] - (padding_tokens + BASE_SPEAKER_LEN) + + # Construct a mask where the last caption tokens are 1 + target_mask = torch.zeros_like(text_mask) + target_mask[-caption_tokens:] = 1 + + return target_mask.bool() + +def construct_listener_full_prompt(processor, target_anno, target_idx, comprehension_prompt_type="verbose_instruction"): + target_anno = target_anno.lower().strip() + messages = [] + + if comprehension_prompt_type == "verbose_instruction": + # User side: Intro + messages.append( + { + "role" : "user", + "content" : [ + {"type" : "text", "text" : "You will be presented with a sequence of 10 images and a caption describing exactly one of them. "}, + {"type" : "text", "text" : "Your task is to guess which image the caption describes. "}, + ] + } + ) + + # User side: Images + for i in range(10): + if i == 0: + messages[0]["content"].append({"type" : "text", "text" : f" Image {i}: "}) + else: + messages[0]["content"].append({"type" : "text", "text" : f", Image {i}: "}) + messages[0]["content"].append({"type" : "image"}) + + # User side: Caption + messages[0]["content"].append({"type" : "text", "text" : f". Caption: {target_anno}"}) + messages[0]["content"].append({"type" : "text", "text" : f" Does this caption describe Image 0, 1, 2, 3, 4, 5, 6, 7, 8 or 9?"}) + + # Model side: Guess + messages.append( + { + "role" : "assistant", + "content" : [ + {"type" : "text", "text" : f"The caption describes Image {target_idx}"} + ] + } + ) + else: + assert(False) + + return processor.apply_chat_template(messages, add_generation_prompt=False).strip() + +def construct_speaker_full_prompt(processor, target_anno, target_idx, + generation_prompt_type="information_after"): + messages = construct_speaker_base_prompt(processor, target_idx, generation_prompt_type) + + # Assistant response + target_anno = target_anno.lower().strip() + messages.append( + { + "role" : "assistant", + "content" : [ + {"type" : "text", "text" : target_anno} + ] + } + ) + + return processor.apply_chat_template(messages, add_generation_prompt=False).strip() + +def construct_speaker_base_prompt(processor, target_idx, generation_prompt_type="information_after", process=False): + messages = [] + + if generation_prompt_type == "information_after": + # User side: Intro + messages.append( + { + "role" : "user", + "content" : [ + {"type" : "text", "text" : "You will be presented with a sequence of 10 images and be assigned a target image. "}, + {"type" : "text", "text" : "Your task is to produce a caption for your target image such that anyone could guess the image from your description. "}, + ] + } + ) + + # User side: Images + for i in range(10): + if i == 0: + messages[0]["content"].append({"type" : "text", "text" : f" Image {i}: "}) + else: + messages[0]["content"].append({"type" : "text", "text" : f", Image {i}: "}) + messages[0]["content"].append({"type" : "image"}) + + # User side: Target assignment + messages[0]["content"].append({"type" : "text", "text" : f". Your target image is Image {target_idx}. Produce your caption now."}) + else: + assert(False) + + if process: + prompt = processor.apply_chat_template(messages, add_generation_prompt=True).strip() + return prompt + else: + return messages + +def process_idefics_listener_generation_input(speaker_context, captions, processor, img_dir, num_samples, device): + # First construct the prompts + prompts, raw_images = get_listener_generation_prompts(speaker_context, captions, num_samples, img_dir, processor) + + # Process the prompts + listener_inputs = processor( + text=prompts, + images=raw_images, + padding='longest', + return_tensors='pt' + ) + + input_tokens = listener_inputs['input_ids'][:, :-2].to(device) + attn_mask = listener_inputs['attention_mask'][:, :-2].to(device) + attn_mask[input_tokens == 0] = 0 + images = listener_inputs['pixel_values'].to(device) + image_attn_mask = listener_inputs['pixel_attention_mask'].to(device) + + return input_tokens, attn_mask, images, image_attn_mask + +def get_listener_generation_prompts(speaker_contexts, captions, num_samples, img_dir, processor): + prompts = [] + all_raw_images = [] + + for i, speaker_context in enumerate(speaker_contexts): + raw_images = process_images(img_dir, speaker_context) + for j in range(num_samples): + curr_idx = i * num_samples + j + caption = captions[curr_idx] + prompt = construct_listener_full_prompt(processor, caption, 0, "verbose_instruction") + + prompts.append(prompt) + all_raw_images.append(raw_images) + return prompts, all_raw_images + + diff --git a/index_to_token.pkl b/index_to_token.pkl new file mode 100644 index 0000000000000000000000000000000000000000..96ecaf9e78b220152fe0e1d38a9f9fc8f35a3d83 Binary files /dev/null and b/index_to_token.pkl differ diff --git a/joint_inference.py b/joint_inference.py new file mode 100644 index 0000000000000000000000000000000000000000..4ec5c8f369e7695c7c39586a08495ec119a3b690 --- /dev/null +++ b/joint_inference.py @@ -0,0 +1,495 @@ +# File: model_utils +# ----------------- +# Contain utilities for models, such as loading and saving models + +import torch +import torch.nn as nn +import torch.nn.functional as F +import os + +from transformers import GenerationConfig +from dataset import process_idefics_listener_generation_input +import pdb + +def filter_targets(logits, index_to_token): + target_logits = logits[:, index_to_token] + return target_logits + +class IdeficsJointInferenceModel(nn.Module): + + def __init__(self, listener_lambda, speaker_lambda, + model=None, listener=None, speaker=None): + super().__init__() + self.l_lambda = listener_lambda + self.s_lambda = speaker_lambda + + self.has_shared_parameters = model is not None + if self.has_shared_parameters: + self.model = model + else: + self.listener = listener + self.speaker = speaker + + def forward(self, inf_mode, arguments): + if inf_mode == "joint_comprehension": + return self.comprehension_side(arguments) + elif inf_mode == "joint_reranking": + return self.reranking_side(arguments) + elif inf_mode == "comprehension": + return self.split_comprehension_forward(arguments) + elif inf_mode == "split_reranking": + return self.split_reranking_forward(arguments) + elif inf_mode == "generation": + return self.split_generation_forward(arguments) + + def get_listener(self): + if self.has_shared_parameters: + return self.model + else: + return self.listener + + def get_speaker(self): + if self.has_shared_parameters: + return self.model + else: + return self.speaker + + def get_image_embeddings(self, pixel_values, pixel_attention_mask, model): + ''' + Get image embeddings to avoid repeated computation for images during joint inference. + Adapted from the IDEFICS-2 source code. + ''' + # Get the model + model = self.get_listener() if model == "listener" else self.get_speaker() + if len(pixel_attention_mask.shape) == 5: + pixel_attention_mask = pixel_attention_mask[:, 0].contiguous() + + # Assume images of form: BxCxcnlxHxW + batch_size, num_images, num_channels, height, width = pixel_values.shape + pixel_values = pixel_values.to(dtype=model.dtype) # fp16 compatibility + pixel_values = pixel_values.view(batch_size * num_images, *pixel_values.shape[2:]) + + # Remove padding images - padding images are full 0. + nb_values_per_image = pixel_values.shape[1:].numel() + real_images_inds = (pixel_values == 0.0).sum(dim=(-1, -2, -3)) != nb_values_per_image + pixel_values = pixel_values[real_images_inds].contiguous() + + # Remove padding images from the mask/pP p + pixel_attention_mask = pixel_attention_mask.view( + batch_size * num_images, *pixel_attention_mask.shape[2:] + ) + pixel_attention_mask = pixel_attention_mask[real_images_inds].contiguous() + + patch_size = model.model.config.vision_config.patch_size + patches_subgrid = pixel_attention_mask.unfold(dimension=1, size=patch_size, step=patch_size) + patches_subgrid = patches_subgrid.unfold(dimension=2, size=patch_size, step=patch_size) + patch_attention_mask = (patches_subgrid.sum(dim=(-1, -2)) > 0).bool() + + # Get sequence from the vision encoder + image_hidden_states = model.model.model.vision_model( + pixel_values=pixel_values, + patch_attention_mask=patch_attention_mask, + ).last_hidden_state + + # Modality projection & resampling + image_hidden_states = model.model.model.connector( + image_hidden_states, attention_mask=patch_attention_mask.view(pixel_values.size(0), -1) + ) + + return image_hidden_states + + def split_comprehension_side(self, input_tokens, attn_mask, images, image_attn_mask, index_to_token): + ''' + Redundant with split_comprehension_forward except for the final computation. + Used during deployment in ray_models.py. + ''' + listener = self.get_listener() + all_logits = listener( + input_ids=input_tokens, + attention_mask=attn_mask, + pixel_values=images, + pixel_attention_mask=image_attn_mask + )['logits'] + target_logits = filter_targets(all_logits[:, -1], index_to_token) + listener_log_probs = F.log_softmax(target_logits, dim=1) + return listener_log_probs + + def split_comprehension_forward(self, arguments): + input_tokens, attn_mask, images, image_attn_mask = arguments + listener = self.get_listener() + all_logits = listener( + input_ids=input_tokens, + attention_mask=attn_mask, + pixel_values=images, + pixel_attention_mask=image_attn_mask + )['logits'] + return all_logits + + def split_generation_forward(self, arguments): + input_tokens, attn_mask, images, image_attn_mask = arguments + speaker = self.get_speaker() + all_logits = speaker( + input_ids=input_tokens, + attention_mask=attn_mask, + pixel_values=images, + pixel_attention_mask=image_attn_mask + )['logits'] + return all_logits + + def split_reranking_forward(self, arguments): + images, input_tokens, attn_mask, image_attn_mask, target_tokens, target_mask = arguments + + # Get the image embeddings + image_embeddings = self.get_image_embeddings(images, image_attn_mask, "speaker") + embed_shape = image_embeddings.shape + B, mult = input_tokens.shape[:2] + C = images.shape[1] + image_embeddings = image_embeddings.view(B, C, *embed_shape[1:]) + image_embeddings = image_embeddings.unsqueeze(1).repeat(1, mult, 1, 1, 1).view(-1, *embed_shape[1:]) + + annotation_mask = torch.zeros(B, mult, device=image_embeddings.device).bool() + _, speaker_log_probs = self.reranking_speaker_side(image_embeddings, input_tokens, attn_mask, + image_attn_mask, target_tokens, target_mask, + annotation_mask) + return speaker_log_probs + + def comprehension_side(self, arguments): + images, l_input_tokens, l_attn_mask, l_image_attn_mask, index_to_token, \ + s_input_tokens, s_attn_mask, s_image_attn_mask, s_target_mask, s_target_label = arguments + + if self.has_shared_parameters: + image_embeddings = self.get_image_embeddings(images, l_image_attn_mask, "listener") + listener_log_probs = self.comprehension_listener_side( + image_embeddings, l_input_tokens, l_attn_mask, l_image_attn_mask, index_to_token + ) # TODO + + speaker_log_probs = self.comprehension_speaker_side( + image_embeddings, s_input_tokens, s_attn_mask, s_image_attn_mask, s_target_mask, s_target_label + ) + else: + # Deprecated and not used in experiments + listener_embeddings = self.get_image_embeddings(images, l_image_attn_mask, "listener") + listener_log_probs = self.comprehension_listener_side( + listener_embeddings, l_input_tokens, l_attn_mask, l_image_attn_mask, index_to_token + ) + + speaker_embeddings = self.get_image_embeddings(images, "speaker") + speaker_log_probs = self.comprehension_speaker_side( + speaker_embeddings, s_input_tokens, s_attn_mask, s_image_attn_mask, s_target_mask, s_target_label + ) + + joint_log_probs = self.comprehension_reranking(listener_log_probs, speaker_log_probs) + return listener_log_probs, speaker_log_probs, joint_log_probs + + def comprehension_listener_side(self, image_encoder_embeddings, input_tokens, attn_mask, image_attn_mask, + index_to_token): + listener = self.get_listener() + all_logits = listener( + input_ids=input_tokens, + attention_mask=attn_mask, + image_hidden_states=image_encoder_embeddings, + pixel_attention_mask=image_attn_mask + )['logits'] + + target_logits = filter_targets(all_logits[:, -1], index_to_token) # BxC + listener_log_probs = F.log_softmax(target_logits, dim=1) + return listener_log_probs + + def comprehension_speaker_side(self, image_encoder_embeddings, input_tokens, attn_mask, image_attn_mask, + target_mask, target_label): + # Expand embeddings + B, C = input_tokens.shape[:2] + embed_shape = image_encoder_embeddings.shape + image_encoder_embeddings = image_encoder_embeddings.view(B, C, *embed_shape[1:]) + image_encoder_embeddings = image_encoder_embeddings.unsqueeze(1).repeat(1, C, 1, 1, 1).view(-1, *embed_shape[1:]) + input_tokens = input_tokens.view(B*C, -1) + attn_mask = attn_mask.view(B*C, -1) + + # Forward pass + speaker = self.get_speaker() + all_logits = speaker( + input_ids=input_tokens, + attention_mask=attn_mask, + image_hidden_states=image_encoder_embeddings, + )['logits'] + + # Get tokenwise probabilities + all_log_probs = F.log_softmax(all_logits, dim=2) + target_label = target_label.view(B*C, -1).unsqueeze(2) + target_mask = target_mask.view(B*C, -1) + token_log_probs = torch.gather(all_log_probs, 2, target_label).squeeze(2) # BCxT + + # Compute the log probabilities + token_log_probs = token_log_probs * target_mask + utterance_log_probs = torch.sum(token_log_probs, dim=1).view(B, C) + + return utterance_log_probs + + def comprehension_reranking(self, listener_log_probs, speaker_log_probs): + rerank_weights = self.l_lambda * listener_log_probs + (1 - self.l_lambda) * speaker_log_probs + rerank_denominator = torch.logsumexp(rerank_weights, dim=1).unsqueeze(1) + rerank_log_distribution = rerank_weights - rerank_denominator + return rerank_log_distribution + + def reranking_side(self, arguments): + images, label, s_input_tokens, s_attn_mask, s_image_attn_mask, s_target_tokens, s_target_mask, \ + l_input_tokens, l_attn_mask, l_image_attn_mask, \ + index_to_token, annotation_mask = arguments + + # Repeat image embeddings according to number of distractors + if self.has_shared_parameters: + image_embeddings = self.get_image_embeddings(images, s_image_attn_mask, "speaker") + embed_shape = image_embeddings.shape + B, mult = s_input_tokens.shape[:2] + C = images.shape[1] + image_embeddings = image_embeddings.view(B, C, *embed_shape[1:]) + image_embeddings = image_embeddings.unsqueeze(1).repeat(1, mult, 1, 1, 1).view(-1, *embed_shape[1:]) + + speaker_logits, speaker_log_probs = self.reranking_speaker_side(image_embeddings, s_input_tokens, + s_attn_mask, s_image_attn_mask, + s_target_tokens, s_target_mask, + annotation_mask) + + listener_log_probs = self.reranking_listener_side(image_embeddings, l_input_tokens, l_attn_mask, + l_image_attn_mask, label, index_to_token, + annotation_mask) + else: + # Deprecated and no longer used in main experiments + image_embeddings = self.get_image_embeddings(images, s_image_attn_mask, "speaker") + embed_shape = image_embeddings.shape + B, mult = s_input_tokens.shape[:2] + C = images.shape[1] + image_embeddings = image_embeddings.view(B, C, *embed_shape[1:]) + image_embeddings = image_embeddings.unsqueeze(1).repeat(1, mult, 1, 1, 1).view(-1, *embed_shape[1:]) + + speaker_logits, speaker_log_probs = self.reranking_speaker_side(image_embeddings, s_input_tokens, + s_attn_mask, s_image_attn_mask, + s_target_tokens, s_target_mask, + annotation_mask) + + + image_embeddings = self.get_image_embeddings(images, l_image_attn_mask, "listener") + embed_shape = image_embeddings.shape + B, mult = s_input_tokens.shape[:2] + C = images.shape[1] + image_embeddings = image_embeddings.view(B, C, *embed_shape[1:]) + image_embeddings = image_embeddings.unsqueeze(1).repeat(1, mult, 1, 1, 1).view(-1, *embed_shape[1:]) + + listener_log_probs = self.reranking_listener_side(image_embeddings, l_input_tokens, l_attn_mask, + l_image_attn_mask, label, index_to_token, annotation_mask) + + # Full forward passes + utterance_distribution = self.reranking_combination(speaker_log_probs, listener_log_probs) + return speaker_logits, speaker_log_probs, listener_log_probs, utterance_distribution + + + def reranking_speaker_side(self, image_embeddings, input_tokens, attn_mask, image_attn_mask, + target_tokens, target_mask, annotation_mask): + # Flatten inputs and outputs + B, mult = input_tokens.shape[:2] + input_tokens = input_tokens.view(B*mult, -1) + attn_mask = attn_mask.view(B*mult, -1) + target_tokens = target_tokens.view(B*mult, -1).unsqueeze(-1) + target_mask = target_mask.view(B*mult, -1) + + # Forward pass: Compute utterance probabilities for all + speaker = self.get_speaker() + all_logits = speaker( + input_ids=input_tokens, + attention_mask=attn_mask, + image_hidden_states=image_embeddings, + )['logits'] + + # Compute utterance log probabilities + all_log_probs = F.log_softmax(all_logits, dim=2) + token_log_probs = torch.gather(all_log_probs, 2, target_tokens).squeeze(2) # BCxT + token_log_probs = token_log_probs * target_mask + utterance_log_probs = torch.sum(token_log_probs, dim=1).view(B, mult) + utterance_log_probs[annotation_mask] = float('-inf') # Mask in the event there aren't 9 distractors + + return all_logits, utterance_log_probs + + def reranking_listener_side(self, image_embeddings, input_tokens, attn_mask, image_attn_mask, + label, index_to_token, annotation_mask): + # Flatten inputs and outputs + B, mult = input_tokens.shape[:2] + input_tokens = input_tokens.view(B*mult, -1) + attn_mask = attn_mask.view(B*mult, -1) + label = label.unsqueeze(1).repeat(1, mult).view(-1).unsqueeze(1) + + # Forward pass: Compute listener log-probs + listener = self.get_listener() + all_logits = listener( + input_ids=input_tokens, + attention_mask=attn_mask, + image_hidden_states=image_embeddings, + )['logits'] + + target_logits = filter_targets(all_logits[:, -1], index_to_token) # BmultxC + listener_log_probs = F.log_softmax(target_logits, dim=1) #BmultxC + utterance_log_probs = torch.gather(listener_log_probs, 1, label).squeeze(1).view(B, mult) + + utterance_log_probs[annotation_mask] = float('-inf') # Mask in the event there aren't mult distractors + + return utterance_log_probs + + def reranking_combination(self, speaker_utterance_log_probs, listener_utterance_log_probs): + weights = self.s_lambda * speaker_utterance_log_probs + (1-self.s_lambda) * listener_utterance_log_probs + rerank_denominator = torch.logsumexp(weights, dim=1).unsqueeze(1) + rerank_log_distribution = weights - rerank_denominator + return rerank_log_distribution + + def split_generate(self, input_tokens, attn_mask, images, image_attn_mask, processor, + max_steps=25, sampling_type="nucleus", temperature=1.0, + top_k=40, top_p=0.9, repetition_penalty=1, num_samples=1): + # (1) Perform generation + speaker = self.get_speaker() + generation_config = GenerationConfig( + max_new_tokens=max_steps, + do_sample=True, + temperature=temperature, + top_k=top_k, top_p=top_p, + repetition_penalty=repetition_penalty, + num_return_sequences=num_samples, + output_hidden_states=True, + return_dict_in_generate=True + ) + outputs = speaker.generate( + input_ids=input_tokens, + attention_mask=attn_mask, + pixel_values=images, + pixel_attention_mask=image_attn_mask, + generation_config=generation_config, + use_cache=True + ) + + # (2) Get the speaker captions + B = input_tokens.shape[0] + observed_steps = len(outputs['hidden_states']) + filtered_seqs = [] + for seq in outputs['sequences']: + filtered_seqs.append(seq[-observed_steps:]) + speaker_outputs = processor.batch_decode(filtered_seqs, skip_special_tokens=True) + + # (3) Get the speaker log probabilities + target_outputs = torch.stack(filtered_seqs, dim=0) # BNxT + target_mask = target_outputs != 0 + final_states = torch.stack([outputs['hidden_states'][i][-1][:, -1] for i in range(observed_steps)], dim=1) # BNxTxD + token_logits = speaker.lm_head(final_states) # BNxTxV + token_log_probs = F.log_softmax(token_logits, dim=2) + token_log_probs = torch.gather(token_log_probs, 2, target_outputs.unsqueeze(2)).squeeze(2) + + # (4) Choose the output with the top probability + if B == 1: + utterance_log_probs = torch.sum(token_log_probs * target_mask, dim=1).view(num_samples) # N + best_idx = torch.argmax(utterance_log_probs).item() + return [speaker_outputs[best_idx]] + else: + utterance_log_probs = torch.sum(token_log_probs * target_mask, dim=1).view(B, num_samples) # N + best_indices = torch.argmax(utterance_log_probs, dim=1) + choices = [] + for i in range(B): + curr_index = num_samples * i + best_indices[i].item() + choices.append(speaker_outputs[curr_index]) + return choices + + + def generate(self, images, s_input_tokens, s_attn_mask, s_image_attn_mask, label, + image_paths, processor, image_dir, index_to_token, + max_steps=25, sampling_type="nucleus", temperature=1.0, top_k=40, + top_p=0.9, repetition_penalty=1, num_samples=10): + # Get the repeated image embeddings; assume parameter sharing + image_embeddings = self.get_image_embeddings(images, s_image_attn_mask, "speaker") + + # Sample utterances from the speaker + speaker_utterance_log_probs, speaker_utterances = self.generate_speaker_side(processor, images, s_input_tokens, + s_attn_mask, s_image_attn_mask, max_steps, + sampling_type, temperature, + top_k, top_p, repetition_penalty, + num_samples) # BxN, BN list + + # Get probabilities for the utterances from the listener + listener_log_probs = self.generate_listener_side(image_embeddings, speaker_utterances, label, image_paths, processor, + image_dir, index_to_token, num_samples) + + # Reranked selection + utterance_weights = self.s_lambda*speaker_utterance_log_probs + (1-self.s_lambda)*listener_log_probs + chosen_indices = torch.argmax(utterance_weights, dim=1) + choices = [] + for i in range(speaker_utterance_log_probs.shape[0]): + curr_index = num_samples * i + chosen_indices[i].item() + choices.append(speaker_utterances[curr_index]) + + return choices, speaker_utterances, listener_log_probs, speaker_utterance_log_probs, utterance_weights + + def generate_speaker_side(self, processor, images, s_input_tokens, s_attn_mask, s_image_attn_mask, max_steps, + sampling_type, temperature, top_k, top_p, repetition_penalty, num_samples): + # (1) Perform generation + speaker = self.get_speaker() + generation_config = GenerationConfig( + max_new_tokens=max_steps, + do_sample=True, + temperature=temperature, + top_k=top_k, top_p=top_p, + repetition_penalty=repetition_penalty, + num_return_sequences=num_samples, + output_hidden_states=True, + return_dict_in_generate=True + ) + outputs = speaker.generate( + input_ids=s_input_tokens, + attention_mask=s_attn_mask, + pixel_values=images, + pixel_attention_mask=s_image_attn_mask, + generation_config=generation_config, + use_cache=True + ) + + # (2) Get the speaker captions + B = s_input_tokens.shape[0] + observed_steps = len(outputs['hidden_states']) + filtered_seqs = [] + for seq in outputs['sequences']: + filtered_seqs.append(seq[-observed_steps:]) + speaker_outputs = processor.batch_decode(filtered_seqs, skip_special_tokens=True) + + # (3) Get the speaker log probabilities + target_outputs = torch.stack(filtered_seqs, dim=0) # BNxT + target_mask = target_outputs != 0 + final_states = torch.stack([outputs['hidden_states'][i][-1][:, -1] for i in range(observed_steps)], dim=1) # BNxTxD + token_logits = speaker.lm_head(final_states) # BNxTxV + token_log_probs = F.log_softmax(token_logits, dim=2) + token_log_probs = torch.gather(token_log_probs, 2, target_outputs.unsqueeze(2)).squeeze(2) + utterance_log_probs = torch.sum(token_log_probs * target_mask, dim=1).view(B, num_samples) # BxN + + return utterance_log_probs, speaker_outputs + + def generate_listener_side(self, image_embeddings, speaker_utterances, label, image_paths, processor, + image_dir, index_to_token, num_samples): + # Construct the inputs + B = label.shape[0] + embed_shape = image_embeddings.shape + image_embeddings = image_embeddings.view(B, -1, *embed_shape[1:]) + image_embeddings = image_embeddings.unsqueeze(1).repeat(1, num_samples, 1, 1, 1).view(-1, *embed_shape[1:]) + + l_batch = process_idefics_listener_generation_input(image_paths, speaker_utterances, processor, + image_dir, num_samples, image_embeddings.device) + l_input_tokens, l_attn_mask, _, l_image_attn_mask = l_batch + label = label.unsqueeze(1).repeat(1, num_samples).view(-1).unsqueeze(1) + + # Forward pass + listener = self.get_listener() + all_logits = listener( + input_ids=l_input_tokens, + attention_mask=l_attn_mask, + image_hidden_states=image_embeddings, + pixel_attention_mask=l_image_attn_mask + )['logits'] + + target_logits = filter_targets(all_logits[:, -1], index_to_token) + listener_log_probs = F.log_softmax(target_logits, dim=1) + utterance_log_probs = torch.gather(listener_log_probs, 1, label).squeeze(1).view(B, num_samples) + + return utterance_log_probs + + diff --git a/models.py b/models.py new file mode 100644 index 0000000000000000000000000000000000000000..2c865aa47388e8bde0d8191525b14ad2a0d0a04f --- /dev/null +++ b/models.py @@ -0,0 +1,45 @@ + +import torch +import os +import transformers + +from transformers import Idefics2ForConditionalGeneration +from peft import LoraConfig, get_peft_model +from joint_inference import IdeficsJointInferenceModel + +def get_model(): + # Initialize the model + repo = 'lil-lab/cogen' + checkpoint = "HuggingFaceM4/idefics2-8b" + model = Idefics2ForConditionalGeneration.from_pretrained(checkpoint, torch_dtype=torch.bfloat16).cuda() + + # Add LoRA adapters + target_modules=r'(.*(vision_model|modality_projection|perceiver_resampler).*(out_proj|fc1|fc2|down_proj|gate_proj|up_proj|k_proj|q_proj|v_proj|o_proj).*$)|(.*(k_proj|q_proj|v_proj).*$)' + lora_config = LoraConfig( + r=16, lora_alpha=8, + lora_dropout=0.1, + target_modules=target_modules, + init_lora_weights="gaussian" + ) + model = get_peft_model(model, lora_config, adapter_name="initial") + model.load_adapter(repo, "initial", revision="r0_full") + + # Add other adapter + new_targets = set() + for n, p in model.named_parameters(): + if 'lora' in n: + new_targets.add(n[17:n.find('lora')-1]) + new_targets = list(new_targets) + + lora_config = LoraConfig( + r=16, lora_alpha=8, + lora_dropout=0.1, + target_modules=new_targets, + init_lora_weights="gaussian" + ) + model.add_adapter('final', lora_config) + model.load_adapter(repo, "final", revision="r3_full") + model = IdeficsJointInferenceModel(0.5, 0, model=model).cuda() + model.eval() + + return model diff --git a/tangram_pngs/page-A.png b/tangram_pngs/page-A.png new file mode 100644 index 0000000000000000000000000000000000000000..37100ec26199e73967909a45aa0b3dadbfd8d7e3 Binary files /dev/null and b/tangram_pngs/page-A.png differ diff --git a/tangram_pngs/page-B.png b/tangram_pngs/page-B.png new file mode 100644 index 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