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197 lines
8.3 KiB
C#
197 lines
8.3 KiB
C#
using System.Text.Json;
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using AIStudio.Tools.ToolCallingSystem;
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namespace AIStudio.Chat;
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/// <summary>
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/// Everything a conversation would put into the next request, sorted by how it can be counted.
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/// </summary>
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/// <remarks>
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/// Collected here rather than while counting, so that what counts towards a token budget is one
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/// question with one answer which a test can ask. It follows what the message builder actually
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/// sends: the system prompt, the schema of every tool the model may call, the text of every block,
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/// and the attachments hanging off those blocks -- plus whatever is standing in the composer but
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/// has not been sent yet, because that is the part a person is deciding about while they look at
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/// the number.
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///
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/// And, while a request is running, what its tools have returned so far. That is the one part
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/// which is not about the next request but about the one in flight: it is what the model is
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/// reading at this moment, it is what fills the window while somebody watches, and it is gone
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/// again once the answer stands.
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/// </remarks>
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public sealed record ConversationParts
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{
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/// <summary>
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/// A conversation with nothing in it.
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/// </summary>
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public static readonly ConversationParts NOTHING = new();
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/// <summary>
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/// The texts which go into the request as they are.
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/// </summary>
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public IReadOnlyList<string> Texts { get; init; } = [];
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/// <summary>
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/// The texts which belong to this moment alone.
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/// </summary>
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/// <remarks>
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/// They cost exactly what the others cost; what sets them apart is that they will never be seen
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/// again in this shape. The sentence somebody is typing changes with the next pause, and an
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/// answer being streamed is a different text three seconds later -- so remembering what they
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/// cost fills memory with answers nobody will ask for again.
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///
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/// What a model's tools have returned so far belongs here for the same reason, although nobody
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/// is writing it: it travels with every further round of one request and with nothing after
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/// that, so it is measured while it matters and forgotten when the answer is there.
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/// </remarks>
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public IReadOnlyList<string> GrowingTexts { get; init; } = [];
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/// <summary>
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/// The documents whose content is put into the request.
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/// </summary>
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public IReadOnlyList<FileAttachment> Documents { get; init; } = [];
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/// <summary>
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/// How many images travel along.
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/// </summary>
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public int Images { get; init; }
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/// <summary>
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/// Collects what a conversation would send.
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/// </summary>
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/// <remarks>
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/// Blocks without text are skipped, because the message builder skips them too: a block whose
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/// text is empty never becomes a message, whatever else hangs off it. What such a block may
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/// still carry is the tool conversation of a request which is running right now -- that one
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/// does travel, and it is read before the text is looked at.
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/// </remarks>
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/// <param name="thread">The conversation so far, or null when there is none yet.</param>
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/// <param name="systemPrompt">
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/// The system prompt as it would be sent, which is not the one a person typed: a chat template
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/// may replace it, the retrieved data of a data source is appended to it, a profile adds a
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/// paragraph, and the tool policy adds another.
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/// </param>
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/// <param name="draft">What stands in the composer.</param>
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/// <param name="draftAttachments">What is attached to the composer.</param>
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/// <param name="imagesAreSent">Whether the model takes images at all. When it does not, none are sent.</param>
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/// <param name="toolDefinitions">
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/// The tools the model may call, filtered for the provider the same way they are before
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/// sending, or null when there are none.
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/// </param>
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/// <returns>The parts of the conversation.</returns>
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public static ConversationParts Of(ChatThread? thread, string systemPrompt, string draft, IEnumerable<FileAttachment>? draftAttachments, bool imagesAreSent, IEnumerable<ToolDefinition>? toolDefinitions)
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{
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var texts = new List<string>();
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var growing = new List<string>();
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var documents = new List<FileAttachment>();
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var images = 0;
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if (!string.IsNullOrWhiteSpace(systemPrompt))
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texts.Add(systemPrompt);
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//
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// The tools ride along beside the messages, one schema each, in every single request of a
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// conversation. Counted with the lasting texts rather than with the growing ones: a schema
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// is the same string all session long, so measuring it once and remembering it is exactly
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// what the cache is for.
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//
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foreach (var definition in toolDefinitions ?? [])
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texts.Add(Describe(definition));
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if (thread is not null)
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{
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//
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// Blocks hidden from the user are counted like any other. They are hidden on the screen,
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// not in the request: the message builder sends them, so they take their tokens whether
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// or not anybody can see them.
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//
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foreach (var block in thread.Blocks)
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{
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if (block.ContentType is not ContentType.TEXT || block.Content is not ContentText text)
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continue;
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//
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// Asked before the text is, because while a model calls tools there is no text yet:
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// the answer arrives in one piece at the end, and everything in between travels as
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// the tool conversation. A block skipped for having nothing to say is exactly the
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// block whose request is growing the fastest.
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//
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growing.AddRange(text.PendingToolConversation);
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if (string.IsNullOrWhiteSpace(text.Text))
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continue;
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if (text.IsStreaming)
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growing.Add(text.Text);
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else
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texts.Add(text.Text);
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Sort(text.FileAttachments, documents, ref images);
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}
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}
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if (!string.IsNullOrWhiteSpace(draft))
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growing.Add(draft);
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if (draftAttachments is not null)
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Sort(draftAttachments, documents, ref images);
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return new()
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{
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Texts = texts,
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GrowingTexts = growing,
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Documents = documents,
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Images = imagesAreSent ? images : 0,
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};
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}
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/// <summary>
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/// What one tool costs the request it is offered in.
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/// </summary>
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/// <remarks>
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/// Its name, what it tells the model it does, and the arguments it takes -- that is what the
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/// provider adapters put into the tool list of the request body. The wire shape differs
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/// between the APIs: they name the fields differently, and a strict schema is rewritten for
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/// the OpenAI ones. None of that changes the length by an amount which matters next to a
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/// conversation, and the number is reported as an estimate anyway.
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/// </remarks>
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/// <param name="definition">The tool as it was declared.</param>
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/// <returns>The text to count for it.</returns>
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private static string Describe(ToolDefinition definition)
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{
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var parameters = definition.Function.Parameters.ValueKind is JsonValueKind.Undefined
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? string.Empty
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: definition.Function.Parameters.GetRawText();
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return $"{definition.Function.Name}{definition.Function.DescriptionForLLM}{parameters}";
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}
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/// <summary>
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/// Puts attachments into the two groups they are counted in.
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/// </summary>
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/// <remarks>
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/// An attachment whose file is gone is left out of both. It is not sent either: the message
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/// builder drops it and tells the person about it, so counting it would promise a request which
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/// is never made.
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/// </remarks>
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private static void Sort(IEnumerable<FileAttachment> attachments, List<FileAttachment> documents, ref int images)
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{
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foreach (var attachment in attachments)
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{
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if (!attachment.Exists)
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continue;
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switch (attachment.Type)
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{
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case FileAttachmentType.DOCUMENT:
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documents.Add(attachment);
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break;
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case FileAttachmentType.IMAGE:
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images++;
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break;
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}
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}
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}
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} |