velesdb_memory/context/model.rs
1//! Data model of the context compiler: the request/response value types.
2//!
3//! Like [`crate::model`], these are pure data with `Serialize`/`Deserialize` +
4//! `JsonSchema` derives, so the domain types double as the MCP wire types —
5//! no duplicate DTO layer. Invariants the compiler upholds over these shapes:
6//! same request ⇒ byte-identical [`CompiledContext`] (determinism), and the
7//! assembled content never exceeds the request's token budget.
8
9use schemars::JsonSchema;
10use serde::{Deserialize, Serialize};
11use serde_json::{Map, Value};
12
13use super::chunk::ChunkPolicy;
14use super::insights::CompilationInsights;
15
16/// What the compiler decided to do with one fragment.
17#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, JsonSchema)]
18#[serde(rename_all = "lowercase")]
19pub enum ContextAction {
20 /// Emitted verbatim — critical content (code, constraints, exact values).
21 Preserve,
22 /// Emitted as a deterministic structured reduction (never a generative
23 /// summary) — e.g. repeated log lines collapsed with a count.
24 Abstract,
25 /// Not emitted, but recoverable through its `ctx://source/<id>` handle.
26 Retrieve,
27 /// Not emitted and not externalized — redundant content (duplicates).
28 Drop,
29 /// Emitted verbatim at the front of the output, forming a stable prefix
30 /// that maximizes provider prompt-cache hits across compilations.
31 Cache,
32}
33
34/// How much fidelity a compiled context may have lost versus its input.
35///
36/// Ordered: `Low < Medium < High`, so callers can compare against a policy
37/// threshold.
38#[derive(
39 Debug, Clone, Copy, Default, PartialEq, Eq, PartialOrd, Ord, Serialize, Deserialize, JsonSchema,
40)]
41#[serde(rename_all = "lowercase")]
42pub enum FidelityRisk {
43 /// Nothing was lost: everything fit, only exact duplicates were dropped.
44 #[default]
45 Low,
46 /// Recoverable reductions happened: abstractions, or non-critical
47 /// fragments externalized behind retrieval handles.
48 Medium,
49 /// Critical content (a preserve-classified fragment) could not be packed
50 /// — the caller should consider retrieving it or raising the budget.
51 High,
52}
53
54/// Inline media payload attached to a [`ContextFragment`] (US-009, PR1:
55/// screenshots/images only). `ContextFragment::content` stays the
56/// text/caption — often empty for a bare screenshot — while the pixels live
57/// here, base64-encoded so the JSON wire never needs a binary frame.
58///
59/// The fragment packs atomically (see [`super::pieces`] in the compiler)
60/// and its token cost comes from [`super::estimator::ImageTokenEstimator`].
61/// A media fragment that cannot fit the budget is externalized behind a
62/// `ctx://source` handle exactly like text (US-009, PR2: the memory bridge
63/// persists the bytes behind it — see
64/// [`crate::MemoryService::retrieve_context_source`]); the memoryless core
65/// compiler mints the same handle either way, since it never knows whether
66/// a resolver is attached. See the crate README's "media fragments"
67/// section.
68#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
69pub struct MediaRef {
70 /// Declared MIME type (e.g. `"image/png"`, `"image/jpeg"`). Only PNG and
71 /// JPEG headers are sniffed for dimensions; any other value (or an
72 /// unreadable header) falls back to a deterministic, safe over-count
73 /// (see [`super::estimator::ImageTokenEstimator`]) — never rejected for
74 /// an unrecognized mime alone.
75 pub mime: String,
76 /// The raw media bytes, base64-encoded (standard alphabet, padded).
77 /// Capped at [`crate::limits::MAX_MEDIA_BYTES`] and validated for
78 /// well-formedness at compile time — a request carrying an oversized or
79 /// malformed payload is rejected before any other work.
80 pub bytes_b64: String,
81}
82
83/// The resolved original behind a `ctx://source/<hash>` handle (US-002:
84/// text sources; US-009 PR2 extends this with the fragment's inline media,
85/// when it carried one). `media` is `#[serde(default)]`: every source
86/// stored before PR2, and every text-only fragment since, round-trips with
87/// `media: None` — the exact pre-PR2 shape for a caller reading only
88/// `.content`.
89#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
90pub struct ContextSource {
91 /// The original fragment content, byte for byte (a media fragment's
92 /// caption — often empty for a bare screenshot).
93 pub content: String,
94 /// The original media payload, when the fragment carried one.
95 #[serde(default, skip_serializing_if = "Option::is_none")]
96 pub media: Option<MediaRef>,
97}
98
99/// One unit of caller-supplied context to compile.
100#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
101#[schemars(transform = crate::schema::strip_int_formats)]
102pub struct ContextFragment {
103 /// Caller-side identifier. When absent, the compiler derives a stable
104 /// content-addressed id (see [`super::fragment_id`]). Accepts a JSON
105 /// number or a decimal string on input (see
106 /// [`super::wire::deserialize_optional_id`]) — a caller that got a
107 /// `fragment_id` back as a string (e.g. under
108 /// [`CompilePolicy::ids_as_strings`]) can resubmit it unchanged.
109 #[serde(
110 default,
111 skip_serializing_if = "Option::is_none",
112 deserialize_with = "super::wire::deserialize_optional_id"
113 )]
114 pub id: Option<u64>,
115 /// The fragment text.
116 pub content: String,
117 /// Free-form kind hint (`"code"`, `"log"`, `"prose"`, …) — classification
118 /// works without it, but honors it when present.
119 #[serde(default, skip_serializing_if = "Option::is_none")]
120 pub kind: Option<String>,
121 /// Caller priority, higher packs first (default `0`).
122 #[serde(default, skip_serializing_if = "Option::is_none")]
123 pub priority: Option<u8>,
124 /// Caller metadata. Recognized keys: `"verbatim": true` forces
125 /// [`ContextAction::Preserve`]; `"cache": true` forces
126 /// [`ContextAction::Cache`].
127 #[serde(default, skip_serializing_if = "Option::is_none")]
128 pub metadata: Option<Map<String, Value>>,
129 /// Inline media payload (US-009, PR1). `None` (the default) keeps every
130 /// pre-0.9.0 request wire-compatible. When set, the fragment packs as one
131 /// atomic piece — see [`MediaRef`].
132 #[serde(default, skip_serializing_if = "Option::is_none")]
133 pub media: Option<MediaRef>,
134}
135
136/// Which memories the compiler may pull in alongside the caller's fragments.
137/// Consumed by the memory bridge (US-002); carried in the request shape from
138/// the start so the wire contract does not change when it lands.
139#[derive(Debug, Clone, Default, Serialize, Deserialize, JsonSchema)]
140#[schemars(transform = crate::schema::strip_int_formats)]
141pub struct MemoryScope {
142 /// Restrict recalled memories to this project facet.
143 #[serde(default, skip_serializing_if = "Option::is_none")]
144 pub project: Option<String>,
145 /// How many memories to consider (adapter-clamped).
146 #[serde(default, skip_serializing_if = "Option::is_none")]
147 pub k: Option<usize>,
148 /// Graph-walk depth of the fused recall (default 2). Deeper hops reach
149 /// longer cause/fix chains from the vector seed.
150 #[serde(default, skip_serializing_if = "Option::is_none")]
151 pub hops: Option<usize>,
152 /// Fusion weight added to graph-reached memories (default 0.15). Raise
153 /// it (e.g. `0.5`–`0.8`) when pulling from curated fact chains built
154 /// with `relate`: evidence that shares **no vocabulary** with the query
155 /// can then out-rank lexically-noisy near-misses — the tri-engine's
156 /// answer to the purely lexical relevance of caller fragments.
157 #[serde(default, skip_serializing_if = "Option::is_none")]
158 pub graph_boost: Option<f64>,
159}
160
161/// Usage-driven importance weights of the memory-bridge blend (US-002 of
162/// EPIC-P-071): how much a pulled memory's learned RL confidence and its
163/// batch-relative recency tilt the fused similarity ranking.
164///
165/// The blend only ever applies to the pool the fused vector+graph similarity
166/// already selected — confidence is *not* relevance, so a heavily reinforced
167/// but off-topic fact can never enter the pool through these weights. Per
168/// pulled memory the ranking key becomes
169/// `fused_norm + confidence_weight·(confidence − 0.5)·2 + recency_weight·recency_norm`,
170/// clock-free and deterministic (recency is min-max normalised **within the
171/// pulled batch**, never against wall time).
172///
173/// Both weights at `0.0` disable the blend entirely: the output is
174/// byte-identical to the 0.8.0 behaviour (pinned by a golden test). The
175/// defaults are **active** on purpose — upgrading from 0.8.0 with the
176/// default policy, RL-reinforced memories rank higher out of the box; zero
177/// the weights to restore the exact 0.8.0 ordering.
178///
179/// Recommended range for both weights: `[0.0, 1.0]` (at `1.0` a term can
180/// fully offset the similarity gap within the pool). Values outside that
181/// range are **accepted verbatim, never clamped** — a negative weight
182/// deliberately inverts its term (e.g. demote reinforced facts), a weight
183/// above `1.0` lets the term dominate similarity. Only the recorded
184/// decision `relevance` is clamped into `[0, 1]`; the ranking itself uses
185/// the raw blended score.
186#[derive(Debug, Clone, PartialEq, Serialize, Deserialize, JsonSchema)]
187#[serde(default)]
188pub struct ImportanceWeights {
189 /// Weight of the learned RL confidence (`_veles_rl_*`, fed by
190 /// [`feedback`](crate::MemoryService::feedback)). A memory with no
191 /// feedback history counts as the neutral `0.5`, contributing exactly
192 /// `0`. Default `0.2`.
193 pub confidence: f64,
194 /// Weight of the batch-relative recency term. Inert unless
195 /// [`Self::recency_field`] is also set. Default `0.1`.
196 pub recency: f64,
197 /// Caller metadata key holding each memory's **numeric** timestamp-like
198 /// value. `None` (the default) disables the recency term completely —
199 /// there is no standard key to guess. The scale must be monotone and
200 /// homogeneous across the batch (e.g. `YYYYMMDD` integers as in
201 /// [`crate::format_dated_context`], or an epoch); it is documented, not
202 /// verified at run time. Values are min-max normalised over the pulled
203 /// memories that carry the key; a memory without the key contributes `0`
204 /// (never penalised), and a degenerate batch (`max == min`) contributes
205 /// `0` for all.
206 #[serde(skip_serializing_if = "Option::is_none")]
207 pub recency_field: Option<String>,
208}
209
210impl Default for ImportanceWeights {
211 fn default() -> Self {
212 Self {
213 confidence: 0.2,
214 recency: 0.1,
215 recency_field: None,
216 }
217 }
218}
219
220/// Tuning knobs of one compilation. `Default` is the recommended profile.
221#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
222#[serde(default)]
223#[schemars(transform = crate::schema::strip_int_formats)]
224#[allow(clippy::struct_excessive_bools)]
225pub struct CompilePolicy {
226 /// Tokens kept aside for the model's answer; the compiler packs into
227 /// `token_budget − response_reserve_tokens`. Default `0`: the caller
228 /// knows their generation length, the compiler does not guess it.
229 pub response_reserve_tokens: u64,
230 /// Collapse near-duplicates (case/whitespace variants) in addition to
231 /// exact duplicates. Default `true`.
232 pub near_dup_dedup: bool,
233 /// Rule ids to disable (e.g. `"abstract.log_dedup"`). Disabled rules are
234 /// skipped during classification; their fragments fall through to the
235 /// next matching rule.
236 pub disabled_rules: Vec<String>,
237 /// How oversized fragments are split before packing. Only
238 /// [`ChunkPolicy::max_chunk_bytes`] and [`ChunkPolicy::boundary`] apply
239 /// here — the compiler forces `overlap_bytes` to `0`, since it emits
240 /// pieces by concatenation and an overlap prefix would duplicate content
241 /// reported as verbatim. `overlap_bytes` is honoured only by the
242 /// standalone [`crate::context::chunk::chunk_text`] API.
243 pub chunk: ChunkPolicy,
244 /// Memory bridge only: record a compilation event (metadata and hashes,
245 /// **never fragment content**) so savings stay aggregatable. Default
246 /// `true`; set `false` to opt out entirely.
247 pub record_events: bool,
248 /// Memory bridge only: store each distinct fragment's original (as an
249 /// internal system fact, invisible to normal recall) so its
250 /// `ctx://source/<hash>` handle round-trips. Default `true`.
251 pub store_sources: bool,
252 /// TTL applied to stored sources (`None` keeps them until forgotten).
253 #[serde(skip_serializing_if = "Option::is_none")]
254 pub source_ttl_seconds: Option<u64>,
255 /// TTL applied to compilation events (`None` keeps them).
256 #[serde(skip_serializing_if = "Option::is_none")]
257 pub event_ttl_seconds: Option<u64>,
258 /// Caller-supplied pricing table so the insights also report the
259 /// estimated cost avoided for [`super::model::CompileRequest::target_model`] — the
260 /// **wire channel** for cost accounting (MCP and the bindings cannot
261 /// reach the Rust-only [`super::ContextCompiler::with_pricing`] builder).
262 /// Takes precedence over a builder-injected table. `None` (default)
263 /// reports tokens only.
264 #[serde(skip_serializing_if = "Option::is_none")]
265 pub pricing: Option<super::insights::PricingTable>,
266 /// Memory bridge only: usage-driven importance blend over the pulled
267 /// memories (RL confidence + batch-relative recency). The struct-level
268 /// `#[serde(default)]` keeps 0.8.0 requests wire-compatible.
269 pub importance: ImportanceWeights,
270 /// Opt-in, deterministic: before `abstract.log_dedup` groups a `kind =
271 /// "log"` fragment's repeated lines, mask each line's volatile prefix
272 /// (ISO/syslog timestamps, bracketed hex/pid counters) with **fixed**
273 /// patterns — never a caller-supplied regex, so the collapse stays
274 /// reproducible — so lines identical modulo timestamp collapse into one
275 /// annotated line instead of surviving as distinct entries. The emitted
276 /// line is still the first occurrence's exact bytes; only the grouping
277 /// key changes. Default `false`: masking is opt-in because it changes
278 /// what "duplicate" means for logs, so callers who rely on the previous
279 /// byte-exact grouping keep it unless they ask. See the crate README's
280 /// "Normalizing timestamped logs" section for the exact patterns.
281 pub normalize_log_timestamps: bool,
282 /// Wire-compat opt-in for the MCP context tools (`compile_context`,
283 /// `explain_compilation`): when `true`, every [`super::wire::ID_KEYS`]
284 /// field of the RESPONSE (`fragment_id`, `content_hash`, `memory_id`,
285 /// `fragment_ids`) is rewritten into its decimal-string form, through
286 /// the exact same tree walk the Node and WASM bindings already apply on
287 /// every response ([`super::wire::stringify_id_fields`]). A raw MCP
288 /// client — one that talks JSON-RPC directly, without either binding —
289 /// parses ids as JS `number`s (IEEE-754 doubles), which silently lose
290 /// precision above 2^53; string ids round-trip exactly. Default
291 /// `false`: existing MCP clients keep today's byte-identical numeric
292 /// response unless they opt in.
293 pub ids_as_strings: bool,
294}
295
296impl Default for CompilePolicy {
297 fn default() -> Self {
298 Self {
299 response_reserve_tokens: 0,
300 near_dup_dedup: true,
301 disabled_rules: Vec::new(),
302 chunk: ChunkPolicy::default(),
303 record_events: true,
304 store_sources: true,
305 source_ttl_seconds: None,
306 event_ttl_seconds: None,
307 pricing: None,
308 importance: ImportanceWeights::default(),
309 normalize_log_timestamps: false,
310 ids_as_strings: false,
311 }
312 }
313}
314
315/// Aggregated savings over the recorded compilation events (memory bridge).
316#[derive(Debug, Clone, Default, Serialize, Deserialize, JsonSchema)]
317#[schemars(transform = crate::schema::strip_int_formats)]
318pub struct ContextSavings {
319 /// Number of compilation events aggregated.
320 pub events: u64,
321 /// Sum of estimated input tokens across events.
322 pub tokens_in: u64,
323 /// Sum of estimated output tokens across events.
324 pub tokens_out: u64,
325 /// Sum of estimated tokens saved across events.
326 pub tokens_saved: u64,
327 /// Estimated cost avoided, in micro-units, keyed by currency (events
328 /// priced under different pricing tables never silently mix).
329 pub cost_saved_micros_by_currency: std::collections::BTreeMap<String, u64>,
330 /// `true` when the aggregation hit the recall cap
331 /// ([`crate::limits::MAX_RECALL_LIMIT`]) — older events beyond the cap
332 /// were not folded in.
333 pub truncated: bool,
334}
335
336/// A full compile request: what to compile, under which budget, for whom.
337#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
338#[schemars(transform = crate::schema::strip_int_formats)]
339pub struct CompileRequest {
340 /// What the agent is working on — drives relevance scoring.
341 pub query: String,
342 /// The context fragments to compile.
343 pub fragments: Vec<ContextFragment>,
344 /// Project facet, recorded in provenance and used by the memory bridge.
345 #[serde(default, skip_serializing_if = "Option::is_none")]
346 pub project: Option<String>,
347 /// Target model name — selects the row of the pricing table
348 /// ([`CompilePolicy::pricing`] on the wire, or the Rust
349 /// [`super::ContextCompiler::with_pricing`] builder) for cost insights.
350 /// Without a table, insights report tokens only.
351 #[serde(default, skip_serializing_if = "Option::is_none")]
352 pub target_model: Option<String>,
353 /// Hard token ceiling for the assembled content.
354 pub token_budget: u64,
355 /// Which memories may be pulled in (US-002; ignored by the memoryless core).
356 #[serde(default, skip_serializing_if = "Option::is_none")]
357 pub memory_scope: Option<MemoryScope>,
358 /// Per-request policy override; `None` uses the compiler's policy.
359 #[serde(default, skip_serializing_if = "Option::is_none")]
360 pub policy: Option<CompilePolicy>,
361}
362
363/// Where a section sits in the assembled output.
364#[derive(Debug, Clone, Copy, PartialEq, Eq, Serialize, Deserialize, JsonSchema)]
365#[serde(rename_all = "lowercase")]
366pub enum SectionKind {
367 /// The stable, cache-marked prefix.
368 Cache,
369 /// The main compiled body.
370 Body,
371}
372
373/// One contiguous block of the assembled output.
374#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
375#[schemars(transform = crate::schema::strip_int_formats)]
376pub struct CompiledSection {
377 /// Which block this is.
378 pub kind: SectionKind,
379 /// The block's text (verbatim slice of [`CompiledContext::content`]).
380 pub content: String,
381 /// Ids of the fragments emitted into this block, in emission order.
382 pub fragment_ids: Vec<u64>,
383}
384
385/// A pointer from a compiled output back to one original fragment.
386#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
387#[schemars(transform = crate::schema::strip_int_formats)]
388pub struct SourceReference {
389 /// The fragment this source refers to.
390 pub fragment_id: u64,
391 /// Recoverable address of the original content (`ctx://source/<id>`).
392 pub handle: String,
393 /// The memory backing this source, when it came from recall (US-002).
394 #[serde(default, skip_serializing_if = "Option::is_none")]
395 pub memory_id: Option<u64>,
396}
397
398/// A not-emitted fragment the caller can fetch back on demand.
399#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
400#[schemars(transform = crate::schema::strip_int_formats)]
401pub struct RetrievalHandle {
402 /// Recoverable address of the original content (`ctx://source/<id>`).
403 pub handle: String,
404 /// The fragment behind the handle.
405 pub fragment_id: u64,
406 /// Estimated token cost of re-injecting the full original.
407 pub estimated_tokens: u64,
408}
409
410/// The auditable record of what happened to one fragment and why.
411#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
412#[schemars(transform = crate::schema::strip_int_formats)]
413pub struct ContextDecision {
414 /// The fragment this decision is about (caller id, or content-derived).
415 pub fragment_id: u64,
416 /// Content hash of the *original* fragment text (FNV-1a 64, the crate's
417 /// [`stable id`](super::fragment_id)) — lets an auditor prove which exact
418 /// bytes the decision covered even when the caller supplied its own id.
419 pub content_hash: u64,
420 /// What was done.
421 pub action: ContextAction,
422 /// The stable id of the rule that decided (e.g. `"preserve.code_fence"`).
423 pub rule_id: String,
424 /// Lexical relevance of the fragment to the request query, in `[0, 1]`.
425 pub relevance: f32,
426 /// Fidelity risk this single decision contributes.
427 pub risk: FidelityRisk,
428 /// Human-readable explanation of the decision.
429 pub reason: String,
430 /// The memory backing this fragment, when it came from recall (US-002).
431 #[serde(default, skip_serializing_if = "Option::is_none")]
432 pub memory_id: Option<u64>,
433 /// Recoverable address of the original content, when not fully emitted.
434 #[serde(default, skip_serializing_if = "Option::is_none")]
435 pub handle: Option<String>,
436}
437
438/// The compiler's output: the assembled context plus its full audit trail.
439#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
440#[schemars(transform = crate::schema::strip_int_formats)]
441pub struct CompiledContext {
442 /// The assembled context, ready to inject into a prompt.
443 pub content: String,
444 /// The output split into ordered blocks (cache prefix first).
445 pub sections: Vec<CompiledSection>,
446 /// One decision per input fragment (duplicates included).
447 pub decisions: Vec<ContextDecision>,
448 /// One source pointer per distinct fragment.
449 pub sources: Vec<SourceReference>,
450 /// Handles for the fragments that were externalized, not emitted.
451 pub retrieval_handles: Vec<RetrievalHandle>,
452 /// Token (and optional cost) savings of this compilation.
453 pub insights: CompilationInsights,
454 /// Overall fidelity risk (the max over all decisions).
455 pub risk: FidelityRisk,
456}
457
458/// One asserted fact inside a [`WorkingContext`].
459#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
460pub struct ContextFact {
461 /// The fact text.
462 pub text: String,
463 /// Where the fact came from, when known.
464 #[serde(default, skip_serializing_if = "Option::is_none")]
465 pub source: Option<SourceReference>,
466}
467
468/// A lightweight pointer to a past [`ContextDecision`].
469#[derive(Debug, Clone, Serialize, Deserialize, JsonSchema)]
470#[schemars(transform = crate::schema::strip_int_formats)]
471pub struct ContextDecisionRef {
472 /// The fragment the decision was about.
473 pub fragment_id: u64,
474 /// The rule that decided.
475 pub rule_id: String,
476}
477
478/// The distilled working state of an agent session — small enough to carry
479/// across sessions, structured enough to resume from. Persisted and reloaded
480/// by the memory bridge (US-002) under `type = working_context` metadata.
481#[derive(Debug, Clone, Default, Serialize, Deserialize, JsonSchema)]
482pub struct WorkingContext {
483 /// What the session is trying to achieve.
484 #[serde(default, skip_serializing_if = "Option::is_none")]
485 pub goal: Option<String>,
486 /// Constraints currently in force (never compressed away).
487 #[serde(default)]
488 pub active_constraints: Vec<ContextFact>,
489 /// Facts that were verified, with their sources.
490 #[serde(default)]
491 pub verified_facts: Vec<ContextFact>,
492 /// Hypotheses still open.
493 #[serde(default)]
494 pub open_hypotheses: Vec<ContextFact>,
495 /// Decisions taken so far.
496 #[serde(default)]
497 pub decisions: Vec<ContextDecisionRef>,
498 /// Exact evidence the session relies on (verbatim, addressable).
499 #[serde(default)]
500 pub exact_evidence: Vec<SourceReference>,
501 /// Actions still to do.
502 #[serde(default)]
503 pub pending_actions: Vec<String>,
504}