Compare commits
4
Commits
292a6e95ab
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3add6c3d31
| Author | SHA1 | Date | |
|---|---|---|---|
 Riz Ashraf
|
3add6c3d31 | ||
|
Riz Ashraf
|
61c0e88ad8 | ||
|
Riz Ashraf
|
def473c856 | ||
|
Riz Ashraf
|
3a46124676 |
No files matched your search
Generated
+411
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||||
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||||
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checksum = "cfcb3a22ef46e85b45de6ee7e79d063319ebb6594faafcf1c225ea92ab6e9b92"
|
||||
dependencies = [
|
||||
"semver",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustix"
|
||||
version = "1.1.5"
|
||||
@@ -3446,6 +3736,7 @@ version = "0.23.45"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "0d41d731c7d2f962d1ccc364cec258de3c0e93b38c2fb3ba97ac74513048d634"
|
||||
dependencies = [
|
||||
"aws-lc-rs",
|
||||
"log",
|
||||
"once_cell",
|
||||
"ring",
|
||||
@@ -3455,21 +3746,62 @@ dependencies = [
|
||||
"zeroize",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustls-native-certs"
|
||||
version = "0.8.4"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "dab5152771c58876a2146916e53e35057e1a4dfa2b9df0f0305b07f611fdea4d"
|
||||
dependencies = [
|
||||
"openssl-probe 0.2.1",
|
||||
"rustls-pki-types",
|
||||
"schannel",
|
||||
"security-framework",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustls-pki-types"
|
||||
version = "1.15.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "2f4925028c7eb5d1fcdaf196971378ed9d2c1c4efc7dc5d011256f76c99c0a96"
|
||||
dependencies = [
|
||||
"web-time",
|
||||
"zeroize",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustls-platform-verifier"
|
||||
version = "0.7.1"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "1167586491e2b18b8bfbb293e8180ec17c201c4f076d7cb3070ca964e7598f98"
|
||||
dependencies = [
|
||||
"core-foundation 0.10.1",
|
||||
"core-foundation-sys",
|
||||
"jni",
|
||||
"log",
|
||||
"once_cell",
|
||||
"rustls",
|
||||
"rustls-native-certs",
|
||||
"rustls-platform-verifier-android",
|
||||
"rustls-webpki",
|
||||
"security-framework",
|
||||
"security-framework-sys",
|
||||
"webpki-root-certs",
|
||||
"windows-sys 0.61.2",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "rustls-platform-verifier-android"
|
||||
version = "0.2.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "eec689c0bc40ff2458a5977b6619cb718087084a18e02a131c599b62d05e1a5f"
|
||||
|
||||
[[package]]
|
||||
name = "rustls-webpki"
|
||||
version = "0.103.15"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "f3c3cf1d8b1e7d4927e2d154c3fcb02979afb9939629c62cd9048d4f07b60ac2"
|
||||
dependencies = [
|
||||
"aws-lc-rs",
|
||||
"ring",
|
||||
"rustls-pki-types",
|
||||
"untrusted",
|
||||
@@ -3573,6 +3905,12 @@ dependencies = [
|
||||
"libc",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "semver"
|
||||
version = "1.0.28"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "8a7852d02fc848982e0c167ef163aaff9cd91dc640ba85e263cb1ce46fae51cd"
|
||||
|
||||
[[package]]
|
||||
name = "serde"
|
||||
version = "1.0.229"
|
||||
@@ -3703,6 +4041,16 @@ version = "0.3.10"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "3a219298ac11a56ea9a6d2120044824d6f01aeb034955e7af7bc16858527deea"
|
||||
|
||||
[[package]]
|
||||
name = "simd_cesu8"
|
||||
version = "1.2.0"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "11031e251abf8611c80f460e19dbdeb54a66db918e49c65a7065b46ac7aec520"
|
||||
dependencies = [
|
||||
"rustc_version",
|
||||
"simdutf8",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "simd_helpers"
|
||||
version = "0.1.0"
|
||||
@@ -4109,6 +4457,12 @@ dependencies = [
|
||||
"zerovec",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tinyvec"
|
||||
version = "1.13.3"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "fd3ca314f692efd6c868f8408f53fe444634a845f96c028b97d35f6a1f79f0ee"
|
||||
|
||||
[[package]]
|
||||
name = "tokenizers"
|
||||
version = "0.23.2"
|
||||
@@ -4190,6 +4544,17 @@ dependencies = [
|
||||
"tokio",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tokio-stream"
|
||||
version = "0.1.19"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "a3d06f0b082ba57c26b79407372e57cf2a1e28124f78e9479fe80322cf53420b"
|
||||
dependencies = [
|
||||
"futures-core",
|
||||
"pin-project-lite",
|
||||
"tokio",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tokio-tungstenite"
|
||||
version = "0.29.0"
|
||||
@@ -4237,6 +4602,49 @@ dependencies = [
|
||||
"serde",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tonic"
|
||||
version = "0.14.6"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "ac2a5518c70fa84342385732db33fb3f44bc4cc748936eb5833d2df34d6445ef"
|
||||
dependencies = [
|
||||
"async-trait",
|
||||
"axum",
|
||||
"base64 0.22.1",
|
||||
"bytes",
|
||||
"flate2",
|
||||
"h2",
|
||||
"http",
|
||||
"http-body",
|
||||
"http-body-util",
|
||||
"hyper",
|
||||
"hyper-timeout",
|
||||
"hyper-util",
|
||||
"percent-encoding",
|
||||
"pin-project",
|
||||
"rustls-native-certs",
|
||||
"socket2",
|
||||
"sync_wrapper",
|
||||
"tokio",
|
||||
"tokio-rustls",
|
||||
"tokio-stream",
|
||||
"tower",
|
||||
"tower-layer",
|
||||
"tower-service",
|
||||
"tracing",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tonic-prost"
|
||||
version = "0.14.6"
|
||||
source = "registry+https://github.com/rust-lang/crates.io-index"
|
||||
checksum = "50849f68853be452acf590cde0b146665b8d507b3b8af17261df47e02c209ea0"
|
||||
dependencies = [
|
||||
"bytes",
|
||||
"prost",
|
||||
"tonic",
|
||||
]
|
||||
|
||||
[[package]]
|
||||
name = "tower"
|
||||
version = "0.5.3"
|
||||
@@ -4245,9 +4653,12 @@ checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
|
||||
dependencies = [
|
||||
"futures-core",
|
||||
"futures-util",
|
||||
"indexmap",
|
||||
"pin-project-lite",
|
||||
"slab",
|
||||
"sync_wrapper",
|
||||
"tokio",
|
||||
"tokio-util",
|
||||
"tower-layer",
|
||||
"tower-service",
|
||||
"tracing",
|
||||
|
||||
+19
-1
@@ -43,7 +43,25 @@ Keep your workflow entirely within your editor rather than copy-pasting code blo
|
||||
* **Do say:** "Push this refactor to my active Neovim buffer as ghost text so I can review it in-line."
|
||||
* **Tool Triggered:** `nvim_set_preview` (via `win-nvim` or `linux-nvim`)
|
||||
|
||||
## 8. Graph, Memory & Decay Management
|
||||
## 8. Structural AST Editing
|
||||
When asking the LLM to modify complex files, prevent indentation bugs and regex failures by guiding it to use tree-sitter.
|
||||
* **Don't say:** "Search for `fn process()` and replace it with this string."
|
||||
* **Do say:** "Use the AST node replacer to swap out the `process` function in `server.rs`."
|
||||
* **Tool Triggered:** `replace_ast_node`
|
||||
|
||||
## 9. Interactive Terminal Execution
|
||||
When asking the LLM to run commands that have prompts, long output, or ANSI colors.
|
||||
* **Don't say:** "Run `cargo run` and tell me what the output is." (Hides output, hangs on prompts).
|
||||
* **Do say:** "Send the `cargo run` command to my Neovim terminal split so I can interact with it."
|
||||
* **Tool Triggered:** `nvim_send_to_terminal`
|
||||
|
||||
## 10. Bird's-Eye Repository Exploration
|
||||
When the LLM is first analyzing a repository, don't let it run `ls -R` and guess.
|
||||
* **Don't say:** "List the files in the directory and guess where the database code is."
|
||||
* **Do say:** "Read the directory architecture to get a summary of what each file is responsible for."
|
||||
* **Tool Triggered:** `read_directory_architecture`
|
||||
|
||||
## 11. Graph, Memory & Decay Management
|
||||
Actively instruct the LLM to maintain its own memory constraints and organize data. The daemon automatically consolidates old sticky notes and snippets to prevent unbounded context growth.
|
||||
* **Do say:** "Log this architectural decision in the knowledge graph."
|
||||
* **Do say:** "Add a sticky note with the test database credentials for this session."
|
||||
|
||||
@@ -161,7 +161,7 @@ ead_file_skeleton)**: Uses ree-sitter to parse large code files (Rust, Python,
|
||||
- **Clipboard Watch Mode ( oggle_clipboard_watch_mode)**: Background daemon thread that auto-ingests your Ctrl+C clipboard activity directly into Knowledge Graph StickyNotes while you debug.
|
||||
- **Ghost Text Previews (
|
||||
vim_set_preview)**: Pushes proposed LLM code diffs directly into Neovim buffers as ephemeral virtual text.
|
||||
- [Prompting Guide & Effective Discourse](./PROMPTING_GUIDE.md): Learn how to phrase prompts to get the most out of the agent and memory server.
|
||||
- [Prompting Guide & Effective Discourse](./EFFECTIVE_DISCOURSE.md): Learn how to phrase prompts to get the most out of the agent and memory server.
|
||||
|
||||
## T2R & Token Efficiency Enhancements (V2)
|
||||
- **AST Node Replacer (
|
||||
|
||||
+9
-2
@@ -115,8 +115,15 @@ To maintain absolute traceability, we link memory items directly to the exact gi
|
||||
The project contains two MCP binaries (win-nvim and linux-nvim) that bridge JSON-RPC over stdio directly to the active Neovim instance.
|
||||
- **Interactive UI (UDP):** The active editor connects to the backend via UDP (port 3002). The UI script (`gemini-ui.lua`) supports non-destructive **Ghost Text Diff Reviews** and native `vim.ui` prompts without spawning subprocesses. You can trigger these interactively using the backend server.
|
||||
- **Tools:** These binaries expose basic tools (`nvim_get_cursor`, `nvim_get_active_buffer`, `nvim_list_buffers`, etc.).
|
||||
- **Interactive Execution QoL:** Use `nvim_send_to_terminal` to run background terminal commands (like tests or builds) in a visible Neovim split so the user can interact with prompts and see ANSI colors.
|
||||
- **God Mode**: They also expose `nvim_execute_lua`. This is the ultimate fallback tool. If you need to access *any* Neovim API that does not have a dedicated Rust tool (e.g., getting LSP diagnostics, evaluating a visual selection block based on modes, setting registers), you MUST write a short Lua script and pass it to `nvim_execute_lua`. Do not attempt to recompile the Rust server to add new basic tools; use the Lua escape hatch dynamically.
|
||||
|
||||
## 16. Tool Schema Discovery (Lazy Loading)
|
||||
Antigravity automatically caches all MCP tool schemas to your disk to save tokens. Do **NOT** grep or search the Rust source code to find tool schemas or arguments. To understand a tool`s arguments, directly read `~/.gemini/antigravity-cli/mcp/<server_name>/<tool_name>.json`. Do NOT guess arguments. ALWAYS read the schema if you are unfamiliar with a tool to prevent invalid argument errors.
|
||||
## 16. Structural Code & Architecture Exploration
|
||||
To reduce token costs and eliminate exact-match string failures:
|
||||
- **`read_directory_architecture`**: When exploring a new repository, use this to get a bird's-eye view of a directory structure with summaries of file responsibilities, instead of blindly reading files.
|
||||
- **`replace_ast_node`**: Instead of string-matching `replace_file_content` (which fails on whitespace), use this to precisely replace functions or structs based on AST boundaries.
|
||||
- **`semantic_code_search`**: Use conceptual vector search instead of raw regex (`grep`) when you need to locate abstract logic (e.g., "Where is authentication handled?").
|
||||
|
||||
## 17. Tool Schema Discovery (Lazy Loading)
|
||||
Antigravity automatically caches all MCP tool schemas to your disk to save tokens. Do **NOT** grep or search the Rust source code to find tool schemas or arguments. To understand a tool's arguments, directly read `~/.gemini/antigravity-cli/mcp/<server_name>/<tool_name>.json`. Do NOT guess arguments. ALWAYS read the schema if you are unfamiliar with a tool to prevent invalid argument errors.
|
||||
|
||||
@@ -1121,7 +1121,7 @@ pub async fn run_mcp_loop(app_name: &str, app_version: &str) {
|
||||
},
|
||||
{
|
||||
"name": "nvim_send_to_terminal",
|
||||
"description": "Send a given command string to a Neovim split terminal.",
|
||||
"description": "Send a given command string to a visible Neovim split terminal. Use this instead of running background commands when you need to see ANSI colors or interact with command prompts.",
|
||||
"inputSchema": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
|
||||
+2
-1
@@ -18,7 +18,7 @@ tantivy = "0.26.1"
|
||||
tokio = { version = "1.53.1", features = ["full"] }
|
||||
tracing = "0.1.44"
|
||||
tracing-subscriber = "0.3.23"
|
||||
uuid = { version = "1.26.0", features = ["v4"] }
|
||||
uuid = { version = "1.26.0", features = ["v4", "v5"] }
|
||||
tracing-appender = "0.2.5"
|
||||
rmcp = { version = "3.4.0", features = ["server"] }
|
||||
thiserror = "2.0.20"
|
||||
@@ -39,6 +39,7 @@ tree-sitter-cpp = "0.23.4"
|
||||
tree-sitter-go = "0.25.0"
|
||||
ignore = "0.4.33"
|
||||
notify = "7"
|
||||
qdrant-client = "1.19.0"
|
||||
|
||||
[build-dependencies]
|
||||
chrono = "0.4.45"
|
||||
|
||||
@@ -618,41 +618,54 @@ impl McpTool for SemanticCodeSearchHandler {
|
||||
|
||||
let query_emb = generate_embedding_async(tool_args.query.clone()).await?;
|
||||
|
||||
// For MVP, we search across snippets dynamically. A true background codebase indexer would be a separate subsystem.
|
||||
let mut results = Vec::new();
|
||||
let mut texts_to_embed = Vec::new();
|
||||
let mut metadata = Vec::new();
|
||||
|
||||
let snippets = state.snippets.read_with(|snips| snips.clone());
|
||||
for snippet in snippets {
|
||||
let combined = format!("{} {} {}", snippet.name, snippet.description, snippet.code);
|
||||
texts_to_embed.push(combined);
|
||||
metadata.push((snippet.name, snippet.description));
|
||||
}
|
||||
|
||||
let sticky = state.sticky.read_with(|s| s.clone());
|
||||
for note in sticky {
|
||||
texts_to_embed.push(note.content.clone());
|
||||
metadata.push(("StickyNote".to_string(), note.content.chars().take(200).collect::<String>()));
|
||||
}
|
||||
|
||||
if let Ok(embeddings) = generate_embeddings_async(texts_to_embed).await {
|
||||
for (emb, meta) in embeddings.into_iter().zip(metadata) {
|
||||
let sim = cosine_similarity(&query_emb, &emb);
|
||||
results.push((sim, meta.0, meta.1));
|
||||
// Search using VectorDB if available
|
||||
let mut vdb_search = false;
|
||||
if let Some(vdb) = &*state.vector_db.read().await {
|
||||
vdb_search = true;
|
||||
if let Ok(search_results) = vdb.search(query_emb.clone(), 5).await {
|
||||
for res in search_results {
|
||||
results.push((res.score, res.id, res.text));
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
results.sort_by(|a, b| b.0.partial_cmp(&a.0).unwrap_or(std::cmp::Ordering::Equal));
|
||||
// Fallback to manual loop if VectorDB is not initialized
|
||||
if !vdb_search {
|
||||
let mut texts_to_embed = Vec::new();
|
||||
let mut metadata = Vec::new();
|
||||
|
||||
let top_results: Vec<_> = results.into_iter().take(5).collect();
|
||||
let snippets = state.snippets.read_with(|snips| snips.clone());
|
||||
for snippet in snippets {
|
||||
let combined = format!("{} {} {}", snippet.name, snippet.description, snippet.code);
|
||||
texts_to_embed.push(combined);
|
||||
metadata.push((snippet.name, snippet.description));
|
||||
}
|
||||
|
||||
if top_results.is_empty() {
|
||||
let sticky = state.sticky.read_with(|s| s.clone());
|
||||
for note in sticky {
|
||||
texts_to_embed.push(note.content.clone());
|
||||
metadata.push(("StickyNote".to_string(), note.content.chars().take(200).collect::<String>()));
|
||||
}
|
||||
|
||||
if let Ok(embeddings) = generate_embeddings_async(texts_to_embed).await {
|
||||
for (emb, meta) in embeddings.into_iter().zip(metadata) {
|
||||
let sim = cosine_similarity(&query_emb, &emb);
|
||||
results.push((sim, meta.0, meta.1));
|
||||
}
|
||||
}
|
||||
|
||||
results.sort_by(|a, b| b.0.partial_cmp(&a.0).unwrap_or(std::cmp::Ordering::Equal));
|
||||
results.truncate(5);
|
||||
}
|
||||
|
||||
if results.is_empty() {
|
||||
return Ok(format!("No semantic matches found for query: {}", tool_args.query));
|
||||
}
|
||||
|
||||
let mut out = format!("Semantic Search Results for '{}':\n", tool_args.query);
|
||||
for (score, title, desc) in top_results {
|
||||
for (score, title, desc) in results {
|
||||
out.push_str(&format!("- [{:.2}] {}: {}\n", score, title, desc));
|
||||
}
|
||||
|
||||
|
||||
@@ -13,6 +13,7 @@ mod router;
|
||||
mod search;
|
||||
pub mod embedding;
|
||||
pub mod indexer;
|
||||
pub mod vector_db;
|
||||
mod state;
|
||||
mod store;
|
||||
mod tools;
|
||||
@@ -545,6 +546,18 @@ fn main() -> Result<(), Box<dyn std::error::Error>> {
|
||||
|
||||
rt.block_on(async {
|
||||
let state = Arc::new(MemoryState::new(&base.to_string_lossy()));
|
||||
|
||||
// Initialize Qdrant VectorDB (default local URL)
|
||||
match crate::vector_db::VectorDB::new("http://localhost:6334", "mcp_memory").await {
|
||||
Ok(vdb) => {
|
||||
tracing::info!("Successfully connected to Qdrant vector database");
|
||||
*state.vector_db.write().await = Some(vdb);
|
||||
}
|
||||
Err(e) => {
|
||||
tracing::warn!("Failed to initialize Qdrant vector database: {}. Vector search will fallback to manual embedding loop. (Is Qdrant running on localhost:6334?)", e);
|
||||
}
|
||||
}
|
||||
|
||||
if let Err(e) = run_server(state).await {
|
||||
tracing::error!("Server error: {}", e);
|
||||
}
|
||||
|
||||
+3
-3
@@ -679,7 +679,7 @@ pub struct ToggleClipboardWatchModeTool {
|
||||
pub struct ReadFileSkeletonTool {
|
||||
pub file_path: String,
|
||||
}
|
||||
/// Replace a specific AST node in a file (robust structural editing)
|
||||
/// Replace a specific AST node in a file (robust structural editing). Use this instead of regex or line-based string replacement to prevent indentation bugs and matching failures.
|
||||
#[derive(Debug, Deserialize, Serialize, JsonSchema)]
|
||||
pub struct ReplaceAstNodeTool {
|
||||
pub file_path: String,
|
||||
@@ -688,14 +688,14 @@ pub struct ReplaceAstNodeTool {
|
||||
pub new_content: String,
|
||||
}
|
||||
|
||||
/// Semantic code search using local vector embeddings
|
||||
/// Semantic code search using local vector embeddings. Use this conceptual search instead of raw regex (grep) when trying to locate abstract logic or exploring new patterns.
|
||||
#[derive(Debug, Deserialize, Serialize, JsonSchema)]
|
||||
pub struct SemanticCodeSearchTool {
|
||||
pub query: String,
|
||||
pub directory: Option<String>,
|
||||
}
|
||||
|
||||
/// Get a bird's-eye view of directory architecture
|
||||
/// Get a bird's-eye view of directory architecture. Use this when first exploring a new repository to get a summary of what each file is responsible for, instead of blindly reading files.
|
||||
#[derive(Debug, Deserialize, Serialize, JsonSchema)]
|
||||
pub struct ReadDirectoryArchitectureTool {
|
||||
pub directory: String,
|
||||
|
||||
@@ -0,0 +1,127 @@
|
||||
use qdrant_client::qdrant::{CreateCollectionBuilder, Distance, PointStruct, VectorParamsBuilder, UpsertPointsBuilder};
|
||||
use qdrant_client::Qdrant;
|
||||
use std::sync::Arc;
|
||||
use std::error::Error;
|
||||
use uuid::Uuid;
|
||||
use tracing::{info, error};
|
||||
use serde::{Deserialize, Serialize};
|
||||
|
||||
#[derive(Clone)]
|
||||
pub struct VectorDB {
|
||||
client: Arc<Qdrant>,
|
||||
collection_name: String,
|
||||
}
|
||||
|
||||
#[derive(Debug, Serialize, Deserialize)]
|
||||
pub struct VectorSearchResult {
|
||||
pub id: String,
|
||||
pub doc_type: String,
|
||||
pub text: String,
|
||||
pub score: f32,
|
||||
}
|
||||
|
||||
impl VectorDB {
|
||||
pub async fn new(url: &str, collection_name: &str) -> Result<Self, Box<dyn Error + Send + Sync>> {
|
||||
let client = Qdrant::from_url(url).build()?;
|
||||
|
||||
let db = Self {
|
||||
client: Arc::new(client),
|
||||
collection_name: collection_name.to_string(),
|
||||
};
|
||||
|
||||
db.init_collection().await?;
|
||||
Ok(db)
|
||||
}
|
||||
|
||||
async fn init_collection(&self) -> Result<(), Box<dyn Error + Send + Sync>> {
|
||||
// Fastembed AllMiniLML6V2 uses 384 dimensions
|
||||
let vector_params = VectorParamsBuilder::new(384, Distance::Cosine).build();
|
||||
|
||||
let collection_exists = self.client.collection_exists(&self.collection_name).await?;
|
||||
if !collection_exists {
|
||||
self.client
|
||||
.create_collection(
|
||||
CreateCollectionBuilder::new(&self.collection_name)
|
||||
.vectors_config(vector_params)
|
||||
)
|
||||
.await?;
|
||||
info!("Created Qdrant collection: {}", self.collection_name);
|
||||
} else {
|
||||
info!("Qdrant collection {} already exists", self.collection_name);
|
||||
}
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
pub async fn index_document(
|
||||
&self,
|
||||
id: &str,
|
||||
doc_type: &str,
|
||||
text: &str,
|
||||
vector: Vec<f32>,
|
||||
) -> Result<(), Box<dyn Error + Send + Sync>> {
|
||||
let point_id = match Uuid::parse_str(id) {
|
||||
Ok(u) => u.to_string(),
|
||||
Err(_) => {
|
||||
// If it's not a valid UUID, let's create a deterministic UUID based on the string
|
||||
let namespace = Uuid::NAMESPACE_OID;
|
||||
Uuid::new_v5(&namespace, id.as_bytes()).to_string()
|
||||
}
|
||||
};
|
||||
|
||||
let mut payload: std::collections::HashMap<String, serde_json::Value> = std::collections::HashMap::new();
|
||||
payload.insert("doc_type".to_string(), serde_json::Value::String(doc_type.to_string()));
|
||||
payload.insert("text".to_string(), serde_json::Value::String(text.to_string()));
|
||||
payload.insert("original_id".to_string(), serde_json::Value::String(id.to_string()));
|
||||
|
||||
let point = PointStruct::new(point_id, vector, payload);
|
||||
|
||||
self.client
|
||||
.upsert_points(UpsertPointsBuilder::new(&self.collection_name, vec![point]))
|
||||
.await?;
|
||||
|
||||
Ok(())
|
||||
}
|
||||
|
||||
pub async fn search(
|
||||
&self,
|
||||
query_vector: Vec<f32>,
|
||||
limit: u64,
|
||||
) -> Result<Vec<VectorSearchResult>, Box<dyn Error + Send + Sync>> {
|
||||
use qdrant_client::qdrant::SearchPointsBuilder;
|
||||
|
||||
let search_result = self.client
|
||||
.search_points(
|
||||
SearchPointsBuilder::new(&self.collection_name, query_vector, limit)
|
||||
.with_payload(true)
|
||||
)
|
||||
.await?;
|
||||
|
||||
let mut results = Vec::new();
|
||||
for point in search_result.result {
|
||||
let id = point.payload.get("original_id")
|
||||
.and_then(|v| v.as_str())
|
||||
.map(|s| s.to_string())
|
||||
.unwrap_or_default();
|
||||
|
||||
let doc_type = point.payload.get("doc_type")
|
||||
.and_then(|v| v.as_str())
|
||||
.map(|s| s.to_string())
|
||||
.unwrap_or_default();
|
||||
|
||||
let text = point.payload.get("text")
|
||||
.and_then(|v| v.as_str())
|
||||
.map(|s| s.to_string())
|
||||
.unwrap_or_default();
|
||||
|
||||
results.push(VectorSearchResult {
|
||||
id,
|
||||
doc_type,
|
||||
text,
|
||||
score: point.score,
|
||||
});
|
||||
}
|
||||
|
||||
Ok(results)
|
||||
}
|
||||
}
|
||||
Reference in new issue
Block a user