{ "cells": [ { "cell_type": "markdown", "id": "3cf227d0-0724-4efc-9f8f-18d81961b713", "metadata": {}, "source": [ "(sec-text2circ)=\n", "\n", "# From text to circuit\n", "\n", "Thus far, our exploration of `lambeq` has been confined to sentence-level analysis. However, many compelling NLP tasks, such as discourse analysis, summarization, and {term}`coreference resolution`, inherently operate at the discourse level, requiring models to understand and process relationships and structures spanning across multiple sentences. To make this kind of tasks possible on a quantum computer, `lambeq` supports {term}`DisCoCirc` {cite:p}`coecke_2021a`, a framework of compositional models (still at the experimental stage) with the ability to encode entire paragraphs or documents into a quantum circuit. The generated quantum circuits capture the core semantic information of the provided text, and can be trained using `lambeq`'s {ref}`machine learning ` features.\n", "\n", "{download}`⬇️ Download code <../_code/discocirc-basics.ipynb>`\n", "\n", "## Basics\n", "\n", "DisCoCirc represents the entities found in the text as wires flowing from top to bottom in a {term}`string diagram`. These entities are modified by boxes or {term}`frames `, corresponding to higher-order linguistic constructions in the text. Let's see a simple example." ] }, { "cell_type": "code", "execution_count": null, "id": "abfa768a", "metadata": {}, "outputs": [], "source": [ "from lambeq.experimental.discocirc import DisCoCircReader\n", "\n", "reader = DisCoCircReader()\n", "\n", "text = \"Bob likes Alice. Alice hates Charlie.\"\n", "diagram = reader.text2circuit(text)\n", "diagram.draw()" ] }, { "cell_type": "markdown", "id": "0128aaab", "metadata": {}, "source": [ "Our text has 3 entities, \"Bob\", \"Alice\", and \"Charlie\", and 2 boxes representing actions, \"likes\" and \"hates\", acting on and modifying these entities in the specific order. Note how the resulting diagram encapsulates the essential semantic content of the paragraph, abstracting away from its syntactic structure.\n", "\n", "Let's move to a more interesting example." ] }, { "cell_type": "code", "execution_count": 2, "id": "b8447dd6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"Bob likes Alice. She likes Charlie more.\"\n", "reader.text2circuit(text).draw()" ] }, { "cell_type": "markdown", "id": "bc1a9e54", "metadata": {}, "source": [ "Note that in this case, the DisCoCirc reader uses {term}`coreference resolution` to match the pronoun \"she\" in the second sentence with \"Alice\". Also, the generated circuit now contains a box nested into a higher-order {term}`frame`, representing the fact that the adverb \"more\" modifies the verb \"likes\" in the context of the interaction between \"Alice\" and \"Charlie\".\n", "\n", "```{note}\n", "When frames are present in a string diagram, `lambeq` uses a colour encoding for wires and frames to make the diagram more readable, as in the above image. By default, the colour of each frame indicates its \"type\", i.e. the number of nested boxes.\n", "```\n", "\n", "Sometimes, an entity can interact with more than one action, as in the following example:" ] }, { "cell_type": "code", "execution_count": 3, "id": "eb362314", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"Bob gave Alice a book. He loves it, but she hated it.\"\n", "reader.text2circuit(text).draw(figsize=(5,7))" ] }, { "cell_type": "markdown", "id": "3042e55b", "metadata": {}, "source": [ "In the above, the book is loved by Bob, but at the same time hated by Alice. To allow this, the blue wire branches into two paths to interact with the separate actions and then recombines into a single wire to deliver the result. This branching and merging is achieved through {term}`spider` operations.\n", "\n", "## Parsing longer texts\n", "\n", "The {py:class}`~lambeq.experimental.discocirc.DisCoCircReader` is efficient and robust enough to parse really long texts, for example entire book chapters, into a single diagram. However, keep in mind that such a diagram can quickly become very dense, to the point it's difficult to read. In fact, as you can see below, even relatively short and simple texts can generate fairly complicated diagrams." ] }, { "cell_type": "code", "execution_count": 4, "id": "4a38e56c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"Anna found a small box in the garden.\"\\\n", " \"She opened it and saw a key inside.\"\\\n", " \"The key was old and rusty.\"\\\n", " \"Anna wondered what it unlocks.\"\\\n", " \"She asked John to help her,\"\\\n", " \"but he was busy doing homework.\"\n", "reader.text2circuit(text).draw(figsize=(10,15))" ] }, { "cell_type": "markdown", "id": "3310afd5", "metadata": {}, "source": [ "```{note}\n", "When trying to plot dense diagrams, increasing the size of the figure by using the `figsize` paramemeter in {py:meth}`~lambeq.backend.grammar.Diagram.draw` method can significantly improve the readability of the result.\n", "```\n", "\n", "## Simplifying the diagram\n", "\n", "The {py:mod}`~lambeq.experimental.discocirc` package provides a few ways to abstact away some of the details of the text diagrams, which we introduce in the following sections.\n", "\n", "### Rewrite rules\n", "\n", "One way to avoid making your text diagrams excessively complex is to reduce the amount of frame nesting in expressions that involve large chains of modifiers. Check the following example:" ] }, { "cell_type": "code", "execution_count": 5, "id": "c35bea0c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"As Red Riding Hood walked in the forest, \"\\\n", " \"a tall shadowy figure appeared among the trees. \"\\\n", " \"It was the Big Bad Wolf.\"\n", "reader.text2circuit(text).draw(figsize=(8,10))" ] }, { "cell_type": "markdown", "id": "6776b3be", "metadata": {}, "source": [ "Note that the entity \"Red Riding Hood\" has been represented simply as \"hood\", modified by the adjectives \"red\" and \"riding\" later in the timeline of the interactions in the text. Similarly, \"big bad wolf\" was analysed into a \"wolf\", modified by the higher-order boxes \"big\" and \"bad\". While this analysis makes linguistic sense, it has very limited use for cases like these.\n", "\n", "{py:class}`~lambeq.experimental.discocirc.DisCoCircReader` provides the means to avoid using that level of detail through _rewrite rules_ that collapse long modification chains into a simpler entity. For example, in order to collapse all the noun-modification chains in the above diagram, you can use the `noun_modification` rule as below:" ] }, { "cell_type": "code", "execution_count": 6, "id": "e8fb4ac3", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "reader.text2circuit(text, rewrite_rules=['noun_modification']).draw(figsize=(7,7))" ] }, { "cell_type": "markdown", "id": "24002bf9", "metadata": {}, "source": [ "The resulting diagram is significantly simplified, while the entities on the top of the diagram make much more sense for the given story.\n", "\n", "The table below includes all the pre-defined rewrite rules with short descriptions.\n", "\n", "(tbl-tree-rewrites)=\n", "\n", "| Rewrite rule | Description |\n", "| -------------------------------------------- | ------------------------------------------------------------------------------ |\n", "| `determiner` | Joins determiners (\"the\", \"an\", \"a\") with the nouns they modify |\n", "| `auxiliary` | Attempts to collapse auxiliaries (\"do\", \"is\" etc) with entities or actions they modify |\n", "| `noun_modification` | Collapses all noun modification chains into a single entity |\n", "| `verb_modification` | Attempts to collapse verb modification chains into a single action |\n", "| `sentence_modification` | Attempts to collapse sentence modification chains |\n", "\n", "```{note}\n", "Users can create their own rewrite rules programmatically by using the class {py:class}`~lambeq.experimental.discocirc.TreeRewriteRule` in the {py:mod}`lambeq.experimental.discocirc` package.\n", "```\n", "\n", "```{tip}\n", "To collapse _all_ possibile modification chains in a diagram, create an empty {py:class}`~lambeq.experimental.discocirc.TreeRewriteRule` and pass it to the `rewrite_rules` argument of the {py:meth}`~lambeq.experimental.discocirc.DisCoCircReader.text2circuit` method.\n", "```" ] }, { "cell_type": "markdown", "id": "7022306b", "metadata": {}, "source": [ "### Pruning infrequent nouns\n", "\n", "Another way to simplify a DisCoCirc diagram is to ignore any entities that do not appear very frequently in the text. In the following example, note that \"beagle\" appears only once. We can ask from the reader to ignore any entities that do not occur above a specific threshold with the parameter `min_noun_freq`." ] }, { "cell_type": "code", "execution_count": 7, "id": "4501652a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"Tom adopted a dog. The animal was a beagle. \"\\\n", " \"He named it Max. The dog loves playing outside. \"\n", "diagram = reader.text2circuit(text, min_noun_freq=2)\n", "diagram.draw(figsize=(5,7))" ] }, { "cell_type": "markdown", "id": "1210f4bc", "metadata": {}, "source": [ "\n", "\n", "(sec-sandwich)=\n", "## The \"sandwich\" functor\n", "\n", "In a {term}`DisCoCirc` diagram, {term}`frames ` can be seen as \"quantum supermaps\" that modify boxes. However, these supermaps do not correspond to unitary boxes and thus are not directly executable on a quantum computer. One way to convert a frame into a conventional structure of unitary boxes, is to insert trainable unitaries in the beginning and the end of the frame, as well as between each argument in it. This construction, known as the {term}`sandwich functor` {cite:p}`laakkonen_2024`, is inherently supported in {py:class}`~lambeq.experimental.discocirc.DisCoCircReader` class via the `sandwich` argument of the {py:meth}`~lambeq.experimental.discocirc.DisCoCircReader.text2circuit` method. Consider the following example:" ] }, { "cell_type": "code", "execution_count": 8, "id": "333a1d71", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "text = \"Bob likes Alice, but she likes Charlie more.\"\n", "reader.text2circuit(text).draw(figsize=(6,6))" ] }, { "cell_type": "markdown", "id": "d40a874d", "metadata": {}, "source": [ "Note that in this diagram, we get one frame with a single box in it (\"more\") and one frame with two boxes (\"but\"). Let's see how these frames will be converted to unitary box sequences by the {term}`sandwich functor`." ] }, { "cell_type": "code", "execution_count": 9, "id": "af590d37", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "diagram = reader.text2circuit(text, sandwich=True)\n", "diagram.draw(figsize=(6,6))" ] }, { "cell_type": "markdown", "id": "58cfde05", "metadata": {}, "source": [ "We'll focus first on frame \"more\", as it's the simpler case. You can see that it is now replaced by two unitary boxes that enwrap the \"likes\" box, one before and one after it - this is pretty much the idea behind the sandwich construction. In the slightly more complicated case of frame \"but\" which contains two boxes (actually, one box and one frame), note that these two boxes are separated by another special \"separator\" box (`but_1`). This applies to any number of boxes in the frame, i.e. for $n$ argument-boxes there will be $n-1$ separator-boxes in the final diagram." ] }, { "cell_type": "markdown", "id": "fa8182e2", "metadata": {}, "source": [ "## Applying an ansatz\n", "\n", "A DisCoCirc diagram in the above form (i.e. with the sandwich construction applied), is a standard {term}`string diagram` that can be converted into a {term}`quantum circuit` by the application of any ``lambeq`` {term}`ansatz `." ] }, { "cell_type": "code", "execution_count": 10, "id": "dbdee06b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lambeq import Sim4Ansatz, AtomicType\n", "\n", "text = \"Alice loves hiking. She often visits mountains. They provide peace and beauty.\"\n", "diagram = reader.text2circuit(text, sandwich=True)\n", "diagram.draw()" ] }, { "cell_type": "markdown", "id": "e2e874c4", "metadata": {}, "source": [ "We'll use the {py:class}`~lambeq.ansatz.Sim4Ansatz` to convert the above diagram into a circuit." ] }, { "cell_type": "code", "execution_count": 11, "id": "79f4f134", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ansatz = Sim4Ansatz({AtomicType.NOUN: 1, AtomicType.SENTENCE: 1}, n_layers=1)\n", "circuit = ansatz(diagram)\n", "circuit.draw(figsize=(10,10))" ] }, { "cell_type": "markdown", "id": "32519373", "metadata": {}, "source": [ "You are now ready to train your text circuits with any ``lambeq`` model/trainer. See the {ref}`DisCoCirc training tutorial ` for more details." ] }, { "cell_type": "markdown", "id": "99a48340", "metadata": {}, "source": [ "```{rubric} See also:\n", "```\n", "\n", "- Check {cite:p}`duneau_2024` for some experimental results based on the {term}`DisCoCirc` model.\n", "- {ref}`sec-discocirc_training`" ] } ], "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": "3.11.10" } }, "nbformat": 4, "nbformat_minor": 5 }