diff --git a/tutorials/Llama2_LLM_Attribution.ipynb b/tutorials/Llama2_LLM_Attribution.ipynb new file mode 100644 index 0000000000..983abffe08 --- /dev/null +++ b/tutorials/Llama2_LLM_Attribution.ipynb @@ -0,0 +1,498 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9bdd6ea2", + "metadata": {}, + "source": [ + "# Understanding Llama2 with Captum LLM Attribution\n", + "\n", + "In this tutorial, we will demonstrate the LLM attribution functionality introduced in Captum v0.7, which makes it a breeze to applying the attribution algorithms to interpret the large langague models (LLM) in text generation. The new functionalities include a series utilities that help you with many common tedious scaffolding required by LLMs like defining intepretable features in text input and handling the sequential predictions. You can also check our paper for more details https://arxiv.org/abs/2312.05491\n", + "\n", + "Next, we will use Llama2 (7b-chat) as an example and use both perturbation-based and grandient-based algrithms respectively to see how the input prompts lead to the generated content. First, let's import the needed dependencies. Specifically, from Captum, besides the algorithms `FeatureAblation` and `LayerIntegratedGradients` themselves, we will also import:\n", + "- perturbation-based and gradient-based wrappers for LLM, `LLMAttribution` and `LLMGradientAttribution`\n", + "- text-based interpretable input adapters, `TextTokenInput` and `TextTemplateInput`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "inside-current", + "metadata": {}, + "outputs": [], + "source": [ + "import bitsandbytes as bnb\n", + "import torch\n", + "from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig\n", + "import random\n", + "import sys\n", + "\n", + "sys.path.append(\"/home/aoboyang/local/captum\")\n", + "from captum.attr import (\n", + " FeatureAblation, \n", + " ShapleyValues,\n", + " LayerIntegratedGradients, \n", + " LLMAttribution, \n", + " LLMGradientAttribution, \n", + " TextTokenInput, \n", + " TextTemplateInput,\n", + " ProductBaselines,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6f2695ee", + "metadata": {}, + "source": [ + "## Preparation\n", + "\n", + "Let's make a helper function to load models through Huggingface. We will also add an extra step for 4-bits quantization which can effectively reduce the GPU memory consumption. Now, we can use them to load \"Llama-2-7b-chat\"." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "driven-privacy", + "metadata": {}, + "outputs": [], + "source": [ + "def load_model(model_name, bnb_config):\n", + " n_gpus = torch.cuda.device_count()\n", + " max_memory = \"10000MB\"\n", + "\n", + " model = AutoModelForCausalLM.from_pretrained(\n", + " model_name,\n", + " quantization_config=bnb_config,\n", + " device_map=\"auto\", # dispatch efficiently the model on the available ressources\n", + " max_memory = {i: max_memory for i in range(n_gpus)},\n", + " )\n", + " tokenizer = AutoTokenizer.from_pretrained(model_name, use_auth_token=True)\n", + "\n", + " # Needed for LLaMA tokenizer\n", + " tokenizer.pad_token = tokenizer.eos_token\n", + "\n", + " return model, tokenizer\n", + "\n", + "def create_bnb_config():\n", + " bnb_config = BitsAndBytesConfig(\n", + " load_in_4bit=True,\n", + " bnb_4bit_use_double_quant=True,\n", + " bnb_4bit_quant_type=\"nf4\",\n", + " bnb_4bit_compute_dtype=torch.bfloat16,\n", + " )\n", + "\n", + " return bnb_config" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "exclusive-ministry", + "metadata": {}, + "outputs": [], + "source": [ + "model_name = \"meta-llama/Llama-2-13b-chat-hf\" \n", + "\n", + "bnb_config = create_bnb_config()\n", + "\n", + "model, tokenizer = load_model(model_name, bnb_config)\n" + ] + }, + { + "cell_type": "markdown", + "id": "egyptian-uncertainty", + "metadata": {}, + "source": [ + "Let's test the model with a simple prompt and take a look at the output." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "suffering-reconstruction", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dave lives in Palm Coast, FL and is a lawyer. His personal interests include playing guitar, hiking, and spending time with his family.\n" + ] + } + ], + "source": [ + "eval_prompt = \"Dave lives in Palm Coast, FL and is a lawyer. His personal interests include\"\n", + "\n", + "model_input = tokenizer(eval_prompt, return_tensors=\"pt\").to(\"cuda\")\n", + "model.eval()\n", + "with torch.no_grad():\n", + " output_ids = model.generate(model_input[\"input_ids\"], max_new_tokens=15)[0]\n", + " response = tokenizer.decode(output_ids, skip_special_tokens=True)\n", + " print(response)" + ] + }, + { + "cell_type": "markdown", + "id": "urban-insight", + "metadata": {}, + "source": [ + "## Perturbation-based Attribution\n", + "\n", + "OK now, the model is working and has completed the given prompt by producing several possible interests. To understand how the model produces them based on the prompt, we will first use the perturbation-based algrotihms from Captum to understand the generation. We can start with the simplest `FeatureAblation`, which ablates each of the features of this string to see how it affects the predicted probability of the target string. The way is the same as before: feed the model into the corresponding constructor to initiate the attribution method. But additionally, to help it work with text-based input and output, we need to wrap it with the new `LLMAttribution` class." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "hairy-seeking", + "metadata": {}, + "outputs": [], + "source": [ + "fa = FeatureAblation(model)\n", + "\n", + "llm_attr = LLMAttribution(fa, tokenizer)" + ] + }, + { + "cell_type": "markdown", + "id": "494d2a02", + "metadata": {}, + "source": [ + "The newly created `llm_attr` is the same as the wrapped attribution method instance which provides an `.attribute()` function taking the model inputs and returns the attribution scores of cared features within the inputs. However, by default, Captum's attribution algorithms assume each input into the model must be PyTorch tensors and perturb them at tensor level. This is likely not what we want for LLM, where we are more interested in the interpretable text input and making text modifications like removing a text segment, than a less meaningful tensor of token indices. To solve this, we introduce a new adapter design called `InterpretableInput` which handles the conversion between more interpretable input type and tensor, and tells Captum how to work with them. `llm_attr` is made to accept certain text-based `InterpretableInput` as the arguements. The concept of \"Interpretable Input\" mainly comes from the following two papers:\n", + "- [“Why Should I Trust You?”: Explaining the Predictions of Any Classifier](https://arxiv.org/abs/1602.04938)\n", + "- [A Unified Approach to Interpreting Model Predictions](https://arxiv.org/abs/1705.07874)\n", + "\n", + "The question now is what are the intepretable features we want to understand in text. One most common and straightforward answer is \"tokens\". And we provide `TextTokenInput` specifically for such use cases. `TextTokenInput` is an `InterpretableInput` for text whose interpretable features are the tokens with respect to a given tokenizer. So let's create one and calculate its attribution w.r.t the previous generated output as the target:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5be9d42e", + "metadata": {}, + "outputs": [], + "source": [ + "inp = TextTokenInput(\n", + " eval_prompt, \n", + " tokenizer,\n", + " skip_tokens=[1], # skip the special token for the start of the text \n", + ")\n", + "\n", + "target = \"playing guitar, hiking, and spending time with his family.\"\n", + "\n", + "attr_res = llm_attr.attribute(inp, target=target)" + ] + }, + { + "cell_type": "markdown", + "id": "53921fcb", + "metadata": {}, + "source": [ + "With just a few lines of codes, we now get the `FeatureAblation` attribution result of our LLM. The return contains the attribution tensors to both the entire generated target seqeuence and each generated token, which tell us how each input token impact the output and each token within it." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dc68909e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "attr to the output sequence: torch.Size([18])\n", + "attr to the output tokens: torch.Size([15, 18])\n" + ] + } + ], + "source": [ + "print(\"attr to the output sequence:\", attr_res.seq_attr.shape) # shape(n_input_token)\n", + "print(\"attr to the output tokens:\", attr_res.token_attr.shape) # shape(n_output_token, n_input_token)" + ] + }, + { + "cell_type": "markdown", + "id": "eacfb8f1", + "metadata": {}, + "source": [ + "It also provides the utilities to visualize the results. Next we will plot the token attribution to view the relations between input and output tokens. As we will see, the result is generally very positive. This is expected, since the target, \"playing guitar, hiking, and spending time with his family\", is what the model feel confident to generate by itself given the input tokens. So change in the input is more likely divert the model from this target." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0aebdd52", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "4f039697", + "metadata": {}, + "source": [ + "However, it may not always make sense to define individual token as intepretable features and perturb it. Tokenizers used in modern LLMs may break a single word making the tokens not intepretable by themselves. For example, in our case above, the tokenizer can break the word \"Palm\" into \"_Pal\" and \"m\". It doesn't make much sense to study the separate attribution of them. Moreover, even a whole word can be meaningless. For example, \"Palm Coast\" together result in a city name. Changing just partial of its tokens would likely not give anything belongs to the natural distribution of potential cities in Florida, which may lead to unexpected impacts on the perturbed model output.\n", + "\n", + "Therefore, Captum offers another more customizable interpretable input class, `TextTemplateInput`, whose interpretable features are certain segments (e.g., words, phrases) of the text defined by the users. For instance, our prompt above contains information about name, city, state, occupation, and pronoun. Let's define them as the interpretable features to get their attribution. \n", + "\n", + "The target to interpret can be any potential generations that we are interested in. Next, we will customize the target to something else." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0673a936", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inp = TextTemplateInput(\n", + " template=\"{} lives in {}, {} and is a {}. {} personal interests include\", \n", + " values=[\"Dave\", \"Palm Coast\", \"FL\", \"lawyer\", \"His\"],\n", + ")\n", + "\n", + "target = \"playing golf, hiking, and cooking.\"\n", + "\n", + "attr_res = llm_attr.attribute(inp, target=target)\n", + "\n", + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "56535322", + "metadata": {}, + "source": [ + "We know that perturbation-based algrotihms calculate the attribution by switching the features between \"presence\" and \"absence\" states. So what should a text feature look like here when it is in \"absence\" in the above example? Captum allows users to set the baselines, i.e., the reference values, to use when a feature is absent. By default, `TextTemplateInput` uses empty string `''` as the baselines for all, which is equivalent to the removal of the segments. This may not be perfect for the same out-of-distribution reason. For example, when the feature \"name\" is absent, the prompt loses its subjective and no longer makes much sense. \n", + "\n", + "To improve it, let's manually set the baselines to something that still fit the context of the original text and keep it within the natural data distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "lined-eating", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "inp = TextTemplateInput(\n", + " template=\"{} lives in {}, {} and is a {}. {} personal interests include\", \n", + " values=[\"Dave\", \"Palm Coast\", \"FL\", \"lawyer\", \"His\"],\n", + " baselines=[\"Sarah\", \"Seattle\", \"WA\", \"doctor\", \"Her\"],\n", + ")\n", + "\n", + "attr_res = llm_attr.attribute(inp, target=target)\n", + "\n", + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "c34f5712", + "metadata": {}, + "source": [ + "The result represents how the features impacts the output compared with the single baseline. It can be a useful setup to have some interesting findings. For example, the city name \"Palm Coast\" is more positive to \"playing golf\" but negative to \"hiking\" compared with \"Seattle\".\n", + "\n", + "But more generally, we would prefer a distribution of baselines so the attribution method will sample from for generosity. Here, we can leverage the `ProductBaselines` to define a Cartesian product of different baselines values of various features. And we can specify `num_trials` in attribute to average over multiple trials\n", + "\n", + "Another issue we notice from the above results is that there are correlated aspects of the prompt which should be ablated together to ensure that the input remain in distribution, e.g. Palm Coast, FL should be ablated with Seattle, WA. We can accomplish this using a mask as defined below, which will group (city, state) and (name, pronoun). `TextTemplateFeature` accepts the argument `mask` allwoing us to set the group indices. To make it more explicit, we can also define the template and its values in dictionary format instead of list." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "breathing-sound", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "baselines = ProductBaselines(\n", + " {\n", + " (\"name\", \"pronoun\"):[(\"Sarah\", \"her\"), (\"John\", \"His\"), (\"Martin\", \"His\"), (\"Rachel\", \"Her\")],\n", + " (\"city\", \"state\"): [(\"Seattle\", \"WA\"), (\"Boston\", \"MA\")],\n", + " \"occupation\": [\"doctor\", \"engineer\", \"teacher\", \"technician\", \"plumber\"], \n", + " }\n", + ")\n", + "\n", + "inp = TextTemplateInput(\n", + " \"{name} lives in {city}, {state} and is a {occupation}. {pronoun} personal interests include\", \n", + " values={\"name\":\"Dave\", \"city\": \"Palm Coast\", \"state\": \"FL\", \"occupation\":\"lawyer\", \"pronoun\":\"His\"}, \n", + " baselines=baselines,\n", + " mask={\"name\":0, \"city\": 1, \"state\": 1, \"occupation\": 2, \"pronoun\": 0},\n", + ")\n", + "\n", + "attr_res = llm_attr.attribute(inp, target=target, num_trials=3)\n", + "\n", + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "documented-harvard", + "metadata": {}, + "source": [ + "One potential issue with the current approach is using Feature Ablation. If the model learns complex interations between the prompt features, the true importance may not be reflected in the attribution scores. Consider a case where the model predicts a high probability of playing golf if a person is either a lawyer or lives in Palm Coast. By ablating a feature one at a time, the probability may appear to be unchanged when ablating each feature independently, but may drop substantially when perturbing both together.\n", + "\n", + "To address this, we can apply alternate perturbation-based attribution methods available in Captum such as ShapleyValue(Sampling), KernelShap and Lime, which ablate different subgroups of features and may result in more accurate scores.\n", + "\n", + "We will use `ShapleyValue` below because we essentially only have three features now after grouping. The computation is tractable." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "iraqi-gibson", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sv = ShapleyValues(model) \n", + "\n", + "sv_llm_attr = LLMAttribution(sv, tokenizer)\n", + "\n", + "attr_res = sv_llm_attr.attribute(inp, target=target, num_trials=3)\n", + "\n", + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "objective-america", + "metadata": {}, + "source": [ + "Let's now consider a more complex example, where we use the LLM as a few-shot learner to classify sample movie reviews as positive or negative. We want to measure the relative impact of the few shot examples. Since the prompt changes slightly in the case that no examples are needed, we define a prompt function rather than a format string in this case." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "powered-seating", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def prompt_fn(*examples):\n", + " main_prompt = \"Decide if the following movie review enclosed in quotes is Positive or Negative:\\n'I really liked the Avengers, it had a captivating plot!'\\nReply only Positive or Negative.\"\n", + " subset = [elem for elem in examples if elem]\n", + " if not subset:\n", + " prompt = main_prompt\n", + " else:\n", + " prefix = \"Here are some examples of movie reviews and classification of whether they were Positive or Negative:\\n\"\n", + " prompt = prefix + \" \\n\".join(subset) + \"\\n \" + main_prompt\n", + " return \"[INST] \" + prompt + \"[/INST]\"\n", + "\n", + "input_examples = [\n", + " \"'The movie was ok, the actors weren't great' Negative\", \n", + " \"'I loved it, it was an amazing story!' Positive\",\n", + " \"'Total waste of time!!' Negative\", \n", + " \"'Won't recommend' Negative\",\n", + "]\n", + "inp = TextTemplateInput(\n", + " prompt_fn, \n", + " values=input_examples,\n", + ")\n", + "\n", + "attr_res = sv_llm_attr.attribute(inp)\n", + "\n", + "attr_res.plot_token_attr(show=True)" + ] + }, + { + "cell_type": "markdown", + "id": "aa2739bf", + "metadata": {}, + "source": [ + "Interestingly, we can see all these few-shot examples we choose actually make the model less likely to correctly label the given review as \"Positive\"." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/website/pages/tutorials/index.js b/website/pages/tutorials/index.js index 6e776c6516..b46ff267d8 100644 --- a/website/pages/tutorials/index.js +++ b/website/pages/tutorials/index.js @@ -85,6 +85,11 @@ class TutorialHome extends React.Component { Using Captum and Integrated Gradients we interpret the output of several test questions and analyze the attribution scores of the text and visual parts of the model. Find the tutorial here. +

Understanding Llama2 with Captum LLM Attribution:

+ This tutorial demonstrates how to easily use the LLM attribution functionality to interpret the large langague models (LLM) in text generation. + It takes Llama2 as the example and shows the step-by-step improvements from the basic attribution setting to more advanced techniques. + Find the tutorial here. +

Interpreting question answering with BERT Part 1:

This tutorial demonstrates how to use Captum to interpret a BERT model for question answering. We use a pre-trained model from Hugging Face fine-tuned on the SQUAD dataset and show how to use hooks to diff --git a/website/tutorials.json b/website/tutorials.json index 80de2d75b1..8486942fb5 100644 --- a/website/tutorials.json +++ b/website/tutorials.json @@ -46,6 +46,10 @@ "id": "Image_and_Text_Classification_LIME", "title": "Interpreting vision and text models with LIME" }, + { + "id": "Llama2_LLM_Attribution", + "title": "Understanding Llama2 with Captum LLM Attribution" + }, { "title": "Interpreting BERT", "children": [