Add prefix-aware KV session cache
This commit is contained in:
171
src/engine.rs
171
src/engine.rs
@@ -1,5 +1,7 @@
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mod gguf;
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#[cfg(target_os = "macos")]
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mod kvstore;
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#[cfg(target_os = "macos")]
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mod metal;
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mod tokenizer;
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mod validation;
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@@ -10,6 +12,8 @@ use crate::model::ModelChoice;
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use crate::settings::TurnSettings;
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use crate::settings::{EngineSettings, ReasoningMode};
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use gguf::{F16, F32, Gguf, I32, IQ2_XXS, Q2_K, Q4_0, Q4_K, Q5_K, Q6_K, Q8_0, Tensor, Value};
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#[cfg(target_os = "macos")]
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use kvstore::{KvStore, StoreReason};
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use sha2::{Digest, Sha256};
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use std::path::{Path, PathBuf};
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#[cfg(target_os = "macos")]
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@@ -409,15 +413,25 @@ impl Generator {
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let history = messages
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.split_last()
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.map_or(messages, |(_, history)| history);
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let history_tag =
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conversation_tag(&settings.system_prompt, settings.reasoning_mode, history);
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let checkpoint = directory.join(format!("{}.bin", hex_tag(history_tag)));
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let store = KvStore::open(directory)?;
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let history_key =
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conversation_key(&settings.system_prompt, settings.reasoning_mode, history);
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let history_tag: [u8; 32] = Sha256::digest(&history_key).into();
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let mut previous_checkpoint = self.checkpoint.clone();
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if self.executor.checkpoint_tag() != history_tag {
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self.select_checkpoint(&checkpoint, history_tag)?;
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if self.executor.checkpoint_tag() != history_tag {
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if let Some(entry) = store.find(&history_key, self.executor.context()) {
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if self.select_checkpoint(&entry.checkpoint, entry.tag)? {
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store.touch(&entry)?;
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previous_checkpoint = Some(entry.checkpoint);
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} else {
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store.discard(&entry);
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previous_checkpoint = None;
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}
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} else {
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self.executor.reset()?;
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self.checkpoint = None;
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let _ = std::fs::remove_file(&checkpoint);
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previous_checkpoint = None;
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self.metrics.kv_lookup(KvLookup::Miss);
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}
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} else {
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self.metrics.kv_lookup(KvLookup::MemoryHit);
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@@ -427,30 +441,34 @@ impl Generator {
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self.generate_inner(messages, settings, cancelled, &mut emit, &mut progress)?;
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let mut completed = messages.to_vec();
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completed.push(output.message.clone());
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let completed_tag =
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conversation_tag(&settings.system_prompt, settings.reasoning_mode, &completed);
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std::fs::create_dir_all(directory).map_err(|error| {
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format!(
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"Could not create transient KV cache directory {}: {error}",
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directory.display()
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)
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})?;
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let completed_checkpoint = directory.join(format!("{}.bin", hex_tag(completed_tag)));
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output.previous_checkpoint_bytes = std::fs::metadata(&completed_checkpoint)
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.ok()
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output.previous_checkpoint_bytes = previous_checkpoint
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.as_deref()
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.and_then(|path| std::fs::metadata(path).ok())
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.map(|item| item.len());
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self.save_checkpoint(
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&completed_checkpoint,
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if prompt_complete {
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completed_tag
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} else {
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[0; 32]
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},
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)?;
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output.checkpoint_bytes = std::fs::metadata(&completed_checkpoint)
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.map(|item| item.len())
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.unwrap_or(0);
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self.checkpoint = Some(completed_checkpoint);
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if prompt_complete {
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let completed_key =
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conversation_key(&settings.system_prompt, settings.reasoning_mode, &completed);
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let completed_tag: [u8; 32] = Sha256::digest(&completed_key).into();
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let completed_checkpoint = store.checkpoint_path(&completed_key);
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self.save_checkpoint(&completed_checkpoint, completed_tag)?;
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let retained = store.record(
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&completed_checkpoint,
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&completed_key,
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completed_tag,
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self.executor.position(),
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self.executor.context(),
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if history.is_empty() {
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StoreReason::Cold
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} else {
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StoreReason::Continued
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},
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)?;
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output.checkpoint_bytes = retained
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.then(|| std::fs::metadata(&completed_checkpoint).ok())
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.flatten()
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.map_or(0, |item| item.len());
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self.checkpoint = retained.then_some(completed_checkpoint);
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}
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Ok(output)
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}
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@@ -458,15 +476,15 @@ impl Generator {
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&mut self,
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checkpoint: &Path,
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expected_tag: [u8; 32],
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) -> Result<(), String> {
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) -> Result<bool, String> {
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if self.checkpoint.as_deref() == Some(checkpoint) {
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self.metrics
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.kv_lookup(if self.executor.checkpoint_tag() == expected_tag {
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KvLookup::MemoryHit
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} else {
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KvLookup::Miss
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});
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return Ok(());
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let found = self.executor.checkpoint_tag() == expected_tag;
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self.metrics.kv_lookup(if found {
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KvLookup::MemoryHit
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} else {
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KvLookup::Miss
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});
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return Ok(found);
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}
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self.executor.reset()?;
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self.metrics.kv_read_started();
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@@ -476,8 +494,9 @@ impl Generator {
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.load_checkpoint(checkpoint, &mut |bytes| self.metrics.kv_read_bytes(bytes));
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self.metrics
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.kv_read_finished(started.elapsed(), loaded.is_err());
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let found = matches!(loaded, Ok(true)) && self.executor.checkpoint_tag() == expected_tag;
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let lookup = match loaded {
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Ok(true) if self.executor.checkpoint_tag() == expected_tag => KvLookup::DiskHit,
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Ok(true) if found => KvLookup::DiskHit,
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Ok(true) | Ok(false) => KvLookup::Miss,
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Err(_) => {
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self.executor.reset()?;
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@@ -487,7 +506,7 @@ impl Generator {
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};
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self.metrics.kv_lookup(lookup);
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self.checkpoint = Some(checkpoint.to_owned());
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Ok(())
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Ok(found)
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}
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fn save_checkpoint(&mut self, checkpoint: &Path, tag: [u8; 32]) -> Result<(), String> {
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@@ -871,44 +890,38 @@ fn emit_safe_text(
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}
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#[cfg(target_os = "macos")]
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fn hex_tag(tag: [u8; 32]) -> String {
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const HEX: &[u8; 16] = b"0123456789abcdef";
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let mut output = String::with_capacity(64);
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for byte in tag {
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output.push(HEX[(byte >> 4) as usize] as char);
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output.push(HEX[(byte & 0x0f) as usize] as char);
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fn conversation_key(system: &str, reasoning: ReasoningMode, messages: &[ChatTurn]) -> Vec<u8> {
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fn text(output: &mut Vec<u8>, value: &str) {
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output.extend_from_slice(&(value.len() as u64).to_le_bytes());
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output.extend_from_slice(value.as_bytes());
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}
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let mut output = b"DS4Server chat checkpoint v2".to_vec();
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text(&mut output, system);
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output.push(match reasoning {
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ReasoningMode::Direct => 0,
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ReasoningMode::High => 1,
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ReasoningMode::Max => 2,
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});
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for message in messages {
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output.push(u8::from(message.user));
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output.push(u8::from(message.skip_previous_eos));
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match &message.reasoning {
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Some(reasoning) => {
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output.push(1);
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text(&mut output, reasoning);
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}
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None => output.push(0),
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}
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output.push(u8::from(message.reasoning_complete));
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text(&mut output, &message.content);
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}
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output
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}
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#[cfg(target_os = "macos")]
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fn conversation_tag(system: &str, reasoning: ReasoningMode, messages: &[ChatTurn]) -> [u8; 32] {
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fn text(hasher: &mut Sha256, value: &str) {
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hasher.update((value.len() as u64).to_le_bytes());
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hasher.update(value.as_bytes());
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}
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let mut hasher = Sha256::new();
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hasher.update(b"DS4Server chat checkpoint v1");
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text(&mut hasher, system);
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hasher.update([match reasoning {
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ReasoningMode::Direct => 0,
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ReasoningMode::High => 1,
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ReasoningMode::Max => 2,
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}]);
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for message in messages {
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hasher.update([u8::from(message.user)]);
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match &message.reasoning {
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Some(reasoning) => {
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hasher.update([1]);
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text(&mut hasher, reasoning);
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}
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None => hasher.update([0]),
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}
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hasher.update([u8::from(message.reasoning_complete)]);
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text(&mut hasher, &message.content);
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}
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hasher.finalize().into()
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Sha256::digest(conversation_key(system, reasoning, messages)).into()
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}
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#[cfg(target_os = "macos")]
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@@ -1061,7 +1074,7 @@ mod sampling_tests {
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#[test]
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fn checkpoint_tag_covers_the_canonical_chat_state() {
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let messages = [ChatTurn {
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let mut messages = vec![ChatTurn {
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user: true,
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skip_previous_eos: false,
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reasoning: None,
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@@ -1081,6 +1094,20 @@ mod sampling_tests {
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tag,
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conversation_tag("System", ReasoningMode::Direct, &messages)
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);
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messages[0].skip_previous_eos = true;
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assert_ne!(
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tag,
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conversation_tag("System", ReasoningMode::High, &messages)
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);
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let prefix = conversation_key("System", ReasoningMode::High, &messages);
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messages.push(ChatTurn {
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user: false,
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skip_previous_eos: false,
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reasoning: Some("because".into()),
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reasoning_complete: true,
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content: "Hi".into(),
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});
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assert!(conversation_key("System", ReasoningMode::High, &messages).starts_with(&prefix));
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}
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#[test]
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385
src/engine/kvstore.rs
Normal file
385
src/engine/kvstore.rs
Normal file
@@ -0,0 +1,385 @@
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use sha2::{Digest, Sha256};
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use std::cmp::Ordering;
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use std::fs::{self, File};
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use std::io::{Read, Write};
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use std::path::{Path, PathBuf};
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use std::time::{SystemTime, UNIX_EPOCH};
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const INDEX_MAGIC: &[u8; 8] = b"DS4KVIDX";
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const INDEX_VERSION: u32 = 1;
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const DEFAULT_BUDGET_BYTES: u64 = 4 * 1024 * 1024 * 1024;
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const MAX_KEY_BYTES: u64 = 256 * 1024 * 1024;
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const HIT_HALF_LIFE_SECONDS: f64 = 6.0 * 60.0 * 60.0;
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#[derive(Clone, Copy, Debug, Eq, PartialEq)]
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pub(super) enum StoreReason {
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Cold,
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Continued,
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}
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impl StoreReason {
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fn code(self) -> u8 {
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match self {
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Self::Cold => 1,
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Self::Continued => 2,
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}
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}
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fn from_code(value: u8) -> Option<Self> {
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Some(match value {
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1 => Self::Cold,
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2 => Self::Continued,
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_ => return None,
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})
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}
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fn is_anchor(self) -> bool {
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self == Self::Cold
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}
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}
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#[derive(Clone, Debug)]
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pub(super) struct Entry {
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pub(super) checkpoint: PathBuf,
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pub(super) tag: [u8; 32],
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pub(super) tokens: u32,
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context: u32,
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hits: u32,
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created_at: u64,
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last_used: u64,
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reason: StoreReason,
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key: Vec<u8>,
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bytes: u64,
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}
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pub(super) struct KvStore {
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directory: PathBuf,
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budget_bytes: u64,
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}
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impl KvStore {
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pub(super) fn open(directory: &Path) -> Result<Self, String> {
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fs::create_dir_all(directory).map_err(|error| {
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format!(
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"Could not create transient KV cache directory {}: {error}",
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directory.display()
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)
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})?;
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Ok(Self {
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directory: directory.to_owned(),
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budget_bytes: DEFAULT_BUDGET_BYTES,
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})
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}
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#[cfg(test)]
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fn with_budget(directory: &Path, budget_bytes: u64) -> Result<Self, String> {
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let mut store = Self::open(directory)?;
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store.budget_bytes = budget_bytes;
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Ok(store)
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}
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pub(super) fn find(&self, prompt_key: &[u8], context: u32) -> Option<Entry> {
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self.entries()
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.into_iter()
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.filter(|entry| entry.context == context && prompt_key.starts_with(&entry.key))
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.max_by(|left, right| {
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left.key
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.len()
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.cmp(&right.key.len())
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.then_with(|| left.tokens.cmp(&right.tokens))
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})
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}
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pub(super) fn checkpoint_path(&self, key: &[u8]) -> PathBuf {
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self.directory.join(format!("{}.bin", key_hash(key)))
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}
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pub(super) fn record(
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&self,
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checkpoint: &Path,
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key: &[u8],
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tag: [u8; 32],
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tokens: u32,
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context: u32,
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reason: StoreReason,
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) -> Result<bool, String> {
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let checkpoint_bytes = fs::metadata(checkpoint)
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.map_err(|error| error.to_string())?
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.len();
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let index_bytes = index_size(key)?;
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if checkpoint_bytes.saturating_add(index_bytes) > self.budget_bytes {
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let _ = fs::remove_file(checkpoint);
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return Ok(false);
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}
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let now = unix_time();
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let entry = Entry {
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checkpoint: checkpoint.to_owned(),
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tag,
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tokens,
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context,
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hits: 0,
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created_at: now,
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last_used: now,
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reason,
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key: key.to_vec(),
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bytes: checkpoint_bytes.saturating_add(index_bytes),
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};
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write_entry(&entry)?;
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self.evict(Some(checkpoint));
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Ok(checkpoint.exists())
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}
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pub(super) fn touch(&self, entry: &Entry) -> Result<(), String> {
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let mut touched = entry.clone();
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touched.hits = touched.hits.saturating_add(1);
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touched.last_used = unix_time();
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write_entry(&touched)
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}
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pub(super) fn discard(&self, entry: &Entry) {
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let _ = fs::remove_file(&entry.checkpoint);
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let _ = fs::remove_file(index_path(&entry.checkpoint));
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}
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fn entries(&self) -> Vec<Entry> {
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let Ok(files) = fs::read_dir(&self.directory) else {
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return Vec::new();
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};
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files
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.filter_map(Result::ok)
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.map(|file| file.path())
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.filter(|path| path.extension().is_some_and(|value| value == "meta"))
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.filter_map(|path| read_entry(&path).ok())
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.filter(|entry| entry.checkpoint.is_file())
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.collect()
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}
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fn evict(&self, protected: Option<&Path>) {
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let mut entries = self.entries();
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let mut total = entries.iter().map(|entry| entry.bytes).sum::<u64>();
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let now = unix_time();
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while total > self.budget_bytes {
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let Some((index, _)) = entries
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.iter()
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.enumerate()
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.filter(|(_, entry)| protected != Some(entry.checkpoint.as_path()))
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.min_by(|(_, left), (_, right)| {
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eviction_score(left, now)
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.partial_cmp(&eviction_score(right, now))
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.unwrap_or(Ordering::Equal)
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.then_with(|| left.last_used.cmp(&right.last_used))
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})
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else {
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break;
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};
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let entry = entries.swap_remove(index);
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total = total.saturating_sub(entry.bytes);
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self.discard(&entry);
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}
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}
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}
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fn eviction_score(entry: &Entry, now: u64) -> f64 {
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let age = now.saturating_sub(entry.last_used.max(entry.created_at)) as f64;
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let hits = f64::from(entry.hits) * f64::exp2(-age / HIT_HALF_LIFE_SECONDS);
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let anchor = if entry.reason.is_anchor() { 2.0 } else { 1.0 };
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anchor * (hits + 1.0) * f64::from(entry.tokens) / entry.bytes.max(1) as f64
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}
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fn write_entry(entry: &Entry) -> Result<(), String> {
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let path = index_path(&entry.checkpoint);
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let temporary = path.with_extension("meta.tmp");
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let mut file = File::create(&temporary).map_err(|error| error.to_string())?;
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file.write_all(INDEX_MAGIC)
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.map_err(|error| error.to_string())?;
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write_u32(&mut file, INDEX_VERSION)?;
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file.write_all(&entry.tag)
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.map_err(|error| error.to_string())?;
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write_u32(&mut file, entry.tokens)?;
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write_u32(&mut file, entry.context)?;
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write_u32(&mut file, entry.hits)?;
|
||||
file.write_all(&[entry.reason.code(), 0, 0, 0])
|
||||
.map_err(|error| error.to_string())?;
|
||||
write_u64(&mut file, entry.created_at)?;
|
||||
write_u64(&mut file, entry.last_used)?;
|
||||
write_u64(
|
||||
&mut file,
|
||||
u64::try_from(entry.key.len()).map_err(|_| "KV cache key is too large")?,
|
||||
)?;
|
||||
file.write_all(&entry.key)
|
||||
.map_err(|error| error.to_string())?;
|
||||
file.sync_all().map_err(|error| error.to_string())?;
|
||||
fs::rename(temporary, path).map_err(|error| error.to_string())
|
||||
}
|
||||
|
||||
fn read_entry(path: &Path) -> Result<Entry, String> {
|
||||
let mut file = File::open(path).map_err(|error| error.to_string())?;
|
||||
let mut magic = [0; 8];
|
||||
file.read_exact(&mut magic)
|
||||
.map_err(|error| error.to_string())?;
|
||||
if &magic != INDEX_MAGIC || read_u32(&mut file)? != INDEX_VERSION {
|
||||
return Err("KV cache index has an invalid signature".into());
|
||||
}
|
||||
let mut tag = [0; 32];
|
||||
file.read_exact(&mut tag)
|
||||
.map_err(|error| error.to_string())?;
|
||||
let tokens = read_u32(&mut file)?;
|
||||
let context = read_u32(&mut file)?;
|
||||
let hits = read_u32(&mut file)?;
|
||||
let mut reason = [0; 4];
|
||||
file.read_exact(&mut reason)
|
||||
.map_err(|error| error.to_string())?;
|
||||
let reason = StoreReason::from_code(reason[0])
|
||||
.ok_or_else(|| "KV cache index has an invalid reason".to_owned())?;
|
||||
let created_at = read_u64(&mut file)?;
|
||||
let last_used = read_u64(&mut file)?;
|
||||
let key_bytes = read_u64(&mut file)?;
|
||||
if tokens == 0 || context == 0 || key_bytes > MAX_KEY_BYTES {
|
||||
return Err("KV cache index has invalid dimensions".into());
|
||||
}
|
||||
let mut key = vec![0; usize::try_from(key_bytes).map_err(|error| error.to_string())?];
|
||||
file.read_exact(&mut key)
|
||||
.map_err(|error| error.to_string())?;
|
||||
let checkpoint = path.with_extension("bin");
|
||||
if checkpoint.file_stem().and_then(|value| value.to_str()) != Some(&key_hash(&key)) {
|
||||
return Err("KV cache index key does not match its filename".into());
|
||||
}
|
||||
let bytes = fs::metadata(&checkpoint)
|
||||
.map_err(|error| error.to_string())?
|
||||
.len()
|
||||
.saturating_add(fs::metadata(path).map_err(|error| error.to_string())?.len());
|
||||
Ok(Entry {
|
||||
checkpoint,
|
||||
tag,
|
||||
tokens,
|
||||
context,
|
||||
hits,
|
||||
created_at,
|
||||
last_used,
|
||||
reason,
|
||||
key,
|
||||
bytes,
|
||||
})
|
||||
}
|
||||
|
||||
fn index_path(checkpoint: &Path) -> PathBuf {
|
||||
checkpoint.with_extension("meta")
|
||||
}
|
||||
|
||||
fn index_size(key: &[u8]) -> Result<u64, String> {
|
||||
84_u64
|
||||
.checked_add(u64::try_from(key.len()).map_err(|error| error.to_string())?)
|
||||
.ok_or_else(|| "KV cache index is too large".to_owned())
|
||||
}
|
||||
|
||||
fn key_hash(key: &[u8]) -> String {
|
||||
let digest: [u8; 32] = Sha256::digest(key).into();
|
||||
const HEX: &[u8; 16] = b"0123456789abcdef";
|
||||
let mut output = String::with_capacity(64);
|
||||
for byte in digest {
|
||||
output.push(HEX[(byte >> 4) as usize] as char);
|
||||
output.push(HEX[(byte & 0x0f) as usize] as char);
|
||||
}
|
||||
output
|
||||
}
|
||||
|
||||
fn unix_time() -> u64 {
|
||||
SystemTime::now()
|
||||
.duration_since(UNIX_EPOCH)
|
||||
.map_or(0, |duration| duration.as_secs())
|
||||
}
|
||||
|
||||
fn write_u32(file: &mut File, value: u32) -> Result<(), String> {
|
||||
file.write_all(&value.to_le_bytes())
|
||||
.map_err(|error| error.to_string())
|
||||
}
|
||||
|
||||
fn write_u64(file: &mut File, value: u64) -> Result<(), String> {
|
||||
file.write_all(&value.to_le_bytes())
|
||||
.map_err(|error| error.to_string())
|
||||
}
|
||||
|
||||
fn read_u32(file: &mut File) -> Result<u32, String> {
|
||||
let mut bytes = [0; 4];
|
||||
file.read_exact(&mut bytes)
|
||||
.map_err(|error| error.to_string())?;
|
||||
Ok(u32::from_le_bytes(bytes))
|
||||
}
|
||||
|
||||
fn read_u64(file: &mut File) -> Result<u64, String> {
|
||||
let mut bytes = [0; 8];
|
||||
file.read_exact(&mut bytes)
|
||||
.map_err(|error| error.to_string())?;
|
||||
Ok(u64::from_le_bytes(bytes))
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
mod tests {
|
||||
use super::*;
|
||||
|
||||
fn temporary_directory(name: &str) -> PathBuf {
|
||||
let path = std::env::temp_dir().join(format!(
|
||||
"ds4-server-kvstore-{name}-{}-{}",
|
||||
std::process::id(),
|
||||
unix_time()
|
||||
));
|
||||
fs::create_dir_all(&path).unwrap();
|
||||
path
|
||||
}
|
||||
|
||||
fn add(store: &KvStore, key: &[u8], tokens: u32, bytes: usize) -> Entry {
|
||||
let path = store.checkpoint_path(key);
|
||||
fs::write(&path, vec![0; bytes]).unwrap();
|
||||
assert!(
|
||||
store
|
||||
.record(
|
||||
&path,
|
||||
key,
|
||||
[tokens as u8; 32],
|
||||
tokens,
|
||||
4096,
|
||||
StoreReason::Continued,
|
||||
)
|
||||
.unwrap()
|
||||
);
|
||||
store.find(key, 4096).unwrap()
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn longest_compatible_prefix_wins_and_hits_survive_reopen() {
|
||||
let directory = temporary_directory("prefix");
|
||||
let store = KvStore::open(&directory).unwrap();
|
||||
add(&store, b"system", 100, 32);
|
||||
let expected = add(&store, b"system-user-one", 200, 32);
|
||||
|
||||
let found = store.find(b"system-user-one-more", 4096).unwrap();
|
||||
assert_eq!(found.checkpoint, expected.checkpoint);
|
||||
store.touch(&found).unwrap();
|
||||
assert_eq!(
|
||||
KvStore::open(&directory)
|
||||
.unwrap()
|
||||
.find(b"system-user-one-more", 4096)
|
||||
.unwrap()
|
||||
.hits,
|
||||
1
|
||||
);
|
||||
assert!(store.find(b"system-user-one-more", 2048).is_none());
|
||||
|
||||
fs::remove_dir_all(directory).unwrap();
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn budget_evicts_the_least_valuable_unprotected_entry() {
|
||||
let directory = temporary_directory("evict");
|
||||
let store = KvStore::with_budget(&directory, 300).unwrap();
|
||||
let first = add(&store, b"first", 10, 32);
|
||||
let second = add(&store, b"second", 100, 32);
|
||||
let third = add(&store, b"third", 200, 32);
|
||||
|
||||
assert!(!first.checkpoint.exists());
|
||||
assert!(second.checkpoint.exists());
|
||||
assert!(third.checkpoint.exists());
|
||||
|
||||
fs::remove_dir_all(directory).unwrap();
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user