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Rust
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904
mod mocks; use std::sync::{Arc, Mutex}; use setsum::Setsum; use mocks::MockManifestPublisher; use wal3::{ unprefixed_snapshot_path, Error, Fragment, FragmentIdentifier, FragmentSeqNo, Garbage, LogPosition, Snapshot, SnapshotCache, SnapshotPointer, }; // Mock implementations for testing #[derive(Default)] st...
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Rust
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847
use crate::{ config::SqliteLogConfig, BackfillMessage, CollectionInfo, CompactionManagerError, LocalCompactionManager, PurgeLogsMessage, }; use async_trait::async_trait; use chroma_config::Configurable; use chroma_error::{ChromaError, ErrorCodes, WrappedSqlxError}; use chroma_sqlite::{db::SqliteDb, helpers::get...
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Rust
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831
use async_trait::async_trait; use chroma_cache::{Cache, CacheConfig, Weighted}; use chroma_config::{registry::Registry, Configurable}; use chroma_error::ChromaError; use chroma_types::CollectionUuid; use fastbloom::AtomicBloomFilter; use serde::{Deserialize, Serialize}; use std::collections::HashSet; use std::fmt::Debu...
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Rust
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use crate::HnswIndexConfigError; use super::config::HnswProviderConfig; use super::{HnswIndex, HnswIndexConfig, IndexConfig, IndexUuid}; use crate::hnsw::WrappedHnswError; use async_trait::async_trait; use chroma_cache::AysncPartitionedMutex; use chroma_cache::Cache; use chroma_config::registry::Registry; use chroma_...
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Rust
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892
use super::{CacheError, Weighted}; use ahash::RandomState; use chroma_error::ChromaError; use chroma_tracing::util::{StopWatchUnit, Stopwatch}; use clap::Parser; use foyer::{ CacheBuilder, DirectFsDeviceOptions, Engine, FifoConfig, FifoPicker, HybridCacheBuilder, InvalidRatioPicker, LargeEngineOptions, LfuConfi...
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Rust
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891
use std::time::Duration; use super::{distributed::DistributedExecutor, local::LocalExecutor, Executor}; use crate::executor::distributed::ClientSelectionConfig; use async_trait::async_trait; use backon::ExponentialBuilder; use chroma_config::{registry::Registry, Configurable}; use chroma_error::ChromaError; use chroma...
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Rust
31,211
846
//! RankedGroupBy operator for grouping ranked search results by metadata keys. //! //! This operator takes ranked records from the RankExpr operator and: //! 1. Groups records by one or more metadata field values //! 2. Sorts records within each group by aggregate keys (MinK/MaxK) //! 3. Keeps the top k records per gr...
d5cc803eaaf844382fe56cff6f699343431ec8ecf59ead5b09761a6bd164ba9a
Rust
31,245
824
use crate::server::FoundationApiServer; use axum::response::sse::Event; use axum::{ http::HeaderMap, routing::{get, post, MethodRouter}, Router, }; use serde::{Deserialize, Serialize}; use uuid::Uuid; /// HTTP header carrying the caller's Chroma Cloud token, forwarded to the FE /// and the embedding servic...
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Rust
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828
use std::{collections::HashMap, sync::Arc}; use chroma_blockstore::{BlockfileFlusher, BlockfileWriter}; use chroma_error::{ChromaError, ErrorCodes}; use dashmap::DashMap; use thiserror::Error; use tracing::Instrument; use uuid::Uuid; use crate::sparse::{ reader::{SparseReader, SparseReaderError}, types::{enco...
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Rust
31,357
868
//! Markdown chunking for wiki pages. //! //! The chunker parses markdown with the `tree-sitter-md` block grammar, emits //! chunk 0 as the first non-blank line (so title search keeps working), then //! greedy-packs top-level blocks into chunks no larger than `max_bytes` of //! UTF-8 text. //! //! `foundation-research`...
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Rust
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773
use std::collections::HashSet; use regex_syntax::hir::ClassUnicode; use roaring::RoaringBitmap; use super::hir::ChromaHir; #[derive(Clone, Debug)] pub enum Literal { Char(char), Class(ClassUnicode), } impl Literal { pub fn width(&self) -> usize { match self { Literal::Char(_) => 1, ...
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Rust
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use super::{ block::{delta::types::Delta, Block, BlockLoadError}, blockfile::{ArrowBlockfileReader, ArrowUnorderedBlockfileWriter}, config::ArrowBlockfileProviderConfig, ordered_blockfile_writer::ArrowOrderedBlockfileWriter, root::{FromBytesError, RootReader, RootWriter}, types::{ArrowReadableKe...
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Rust
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use crate::config_store::{ConfigStore, FileConfigStore}; use crate::terminal::{SystemTerminal, Terminal}; use crate::ui_utils::copy_to_clipboard; use crate::utils::{ cloud_client, CliError, Profile, CHROMA_API_KEY_ENV_VAR, CHROMA_DATABASE_ENV_VAR, CHROMA_TENANT_ENV_VAR, SELECTION_LIMIT, }; use chroma::client::D...
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Rust
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866
//! Version file management utilities for handling collection version files. //! This module provides a centralized way to download, upload, and manage //! collection version files stored in S3/storage. Version files track the //! evolution of segments within a collection. use chroma_storage::{GetOptions, PutOptions,...
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Rust
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use std::{ops::BitAnd, sync::Arc}; use chroma_blockstore::{BlockfileFlusher, BlockfileReader, BlockfileWriter}; use chroma_error::{ChromaError, ErrorCodes}; use dashmap::DashMap; use roaring::RoaringBitmap; use thiserror::Error; use uuid::Uuid; use super::tokenizer::{DocumentTokens, QueryPlan, TokenLookup}; /// Key ...
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Rust
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use std::ops::RangeBounds; use super::{ super::{BlockfileError, Key, Value}, storage::{Readable, Storage, StorageBuilder, StorageManager, Writeable}, }; use crate::key::{InvalidKeyConversion, KeyWrapper}; use chroma_error::ChromaError; #[derive(Clone)] pub struct MemoryBlockfileWriter { builder: StorageBu...
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Rust
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use async_trait::async_trait; use chroma_blockstore::provider::BlockfileProvider; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::hnsw_provider::HnswIndexProvider; use chroma_log::Log; use chroma_segment::spann_provider::SpannProvider; use chroma_sysdb::SysDb; use chroma_system::{Component, ComponentCont...
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Rust
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863
use chroma_cache::{AysncPartitionedMutex, Cache, CacheConfig, CacheError, FoyerCacheConfig}; use chroma_config::{ registry::{Injectable, Registry}, Configurable, }; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::IndexUuid; use chroma_sqlite::db::SqliteDb; use chroma_types::{Collection, Segment, ...
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Rust
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use std::str::FromStr; use std::sync::Arc; use arrow::array::{Array, ArrayRef, RecordBatch, StringArray}; use backon::Retryable; use bytes::Bytes; use chroma_storage::admissioncontrolleds3::StorageRequestPriority; use chroma_storage::{DeleteOptions, ETag, GetOptions, PutMode, PutOptions, Storage, StorageError}; use ch...
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Rust
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898
use async_trait::async_trait; use chroma_blockstore::{ arrow::provider::{BlockManager, RootManagerError}, RootManager, }; use chroma_cache::nop::NopCache; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::{ hnsw_provider::{HnswIndexProvider, FILES}, usearch::USearchIndex, IndexUuid, }; ...
278e99dc1ec4f183e85b490741e42729bc279d0a5ceae2971c53e2f2032ac5ea
Rust
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973
use std::sync::Arc; use crate::config::GrpcLogConfig; use crate::types::CollectionInfo; use async_trait::async_trait; use chroma_config::assignment::assignment_policy::AssignmentPolicy; use chroma_config::registry::Registry; use chroma_config::Configurable; use chroma_error::{source_chain_contains, ChromaError, ErrorC...
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Rust
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902
//! 1-bit RaBitQ quantization and associated query structures. //! //! This module contains: //! - [`Code::<1>`]: 1-bit quantized code with precomputed `signed_sum`. //! - [`QuantizedQuery`]: Pre-computed query quantization for the bitwise distance path. use std::mem::size_of; use bytemuck::{Pod, Zeroable}; use chrom...
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Rust
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use super::*; use chroma_sqlite::db::test_utils::get_new_sqlite_db; use chroma_types::{ Collection, InternalCollectionConfiguration, KnnIndex, OperationRecord, Schema, SegmentScope, SegmentType, SegmentUuid, VectorIndexConfiguration, }; use proptest::prelude::*; async fn fixture() -> ( tempfile::TempDir, ...
b6bfbaba11be031ac3155f214f896461f5a07247d547e8a4164eb02887180868
Rust
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992
use crate::regex::{ChromaRegex, ChromaRegexError}; use crate::{ CompositeExpression, ContainsOperator, DocumentOperator, MetadataExpression, PrimitiveOperator, Where, }; use chroma_error::{ChromaError, ErrorCodes}; use serde::Deserialize; use serde::Serialize; use serde_json::Value; use thiserror::Error; const...
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Rust
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959
use super::operator::OperatorType; use super::{operator::TaskMessage, worker_thread::WorkerThread}; use crate::execution::affinity::{io_core_for_task, pin_current_thread}; use crate::execution::config::DispatcherConfig; use crate::utils::{duration_ms, thread_stack_size_bytes}; use crate::{ Component, ComponentConte...
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Rust
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use std::{cmp::min, collections::HashMap, collections::HashSet, sync::Arc}; use chroma_distance::DistanceFunction; use chroma_error::{ChromaError, ErrorCodes}; use chroma_types::QuantizedCluster; use rand::{seq::IteratorRandom, seq::SliceRandom, thread_rng, Rng}; use simsimd::SpatialSimilarity; use thiserror::Error; ...
9105407a597a288f6e164486127b42a6258b8b5d490df9d77cea55cb6352530a
Rust
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use std::collections::HashMap; use std::fmt::{Debug, Formatter}; use std::sync::Arc; use chroma_blockstore::{ arrow::provider::BlockfileReaderOptions, provider::BlockfileProvider, BlockfileReader, }; use chroma_distance::{normalize, DistanceFunction}; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::...
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Rust
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use std::collections::HashSet; use std::ops::Add; use std::sync::Arc; use setsum::Setsum; use chroma_storage::{ETag, StorageError}; use crate::interfaces::{ FragmentManagerFactory, FragmentPointer, FragmentPublisher, ManifestManagerFactory, ManifestPublisher, }; use crate::manifest::unprefixed_snapshot_path;...
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Rust
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use crate::work_queue::state::QueueState; use crate::work_queue::types::{FinishResult, WorkQueueError, WorkQueueRecord}; use async_trait::async_trait; use chroma_config::assignment::assignment_policy::AssignmentPolicy; use chroma_error::ChromaError; use chroma_memberlist::memberlist_provider::Memberlist; use chroma_st...
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Rust
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#[cfg(test)] mod regression; use chroma_frontend::config::FrontendServerConfig; use chroma_segment::local_hnsw::{ inspect_persisted_hnsw_index, inspect_persisted_hnsw_metadata, parse_persisted_hnsw_dim, PersistedHnswLabelMismatch, PersistedHnswMetadata, HNSW_HEADER_FILE, HNSW_INDEX_FILES, METADATA_FILE, };...
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Rust
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use super::init_schema::{ foundation_collection_schema, qwen_embedding_function, splade_embedding_function, CollectionEmbeddingFunctions, }; use super::whoami::{authorize_scope, ScopePolicy}; use super::FoundationScope; use crate::collections::{ create_planned_collection, ensure_reserved_database, ensure_sl...
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Rust
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//! Chroma client used by Foundation routes to proxy record I/O to the FE. //! //! A single long-lived [`ChromaHttpClient`] (one shared connection pool to the //! FE ingress) is built once at startup. Each request cheaply re-scopes it via //! [`ChromaHttpClient::with_scope`], which swaps the caller's auth method //! (f...
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Rust
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1,130
mod provisioning; use chroma_error::{ChromaError, ErrorCodes}; use chroma_types::{ BatchGetCollectionSoftDeleteStatusError, BatchGetCollectionVersionFilePathsError, Collection, CollectionAndSegments, CollectionUuid, CountForksError, CreateDatabaseError, CreateDatabaseResponse, Database, DatabaseName, Delet...
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Rust
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//! `POST /api/upsert-page` — replace a wiki page's chunks. //! //! Acts as a Chroma *client*: it resolves the tenant's `wiki` collection through //! the proxying Foundation Chroma client, transactionally reads the existing //! chunk set for the slug to preserve `created_at` / bump `version`, re-chunks //! the new cont...
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Rust
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1,174
use super::block::delta::OrderedBlockDelta; use super::migrations::apply_migrations_to_blockfile; use super::migrations::MigrationError; use super::provider::BlockManager; use super::provider::RootManager; use super::root::RootWriter; use super::sparse_index::SparseIndexDelimiter; use super::{ flusher::ArrowBlockfi...
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Rust
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use std::sync::{Arc, Mutex}; use std::time::{Duration, Instant}; use chroma_storage::{ admissioncontrolleds3::StorageRequestPriority, ETag, GetOptions, PutMode, PutOptions, Storage, StorageError, }; use setsum::Setsum; use crate::gc::Garbage; use crate::interfaces::s3::read_fragment; use crate::interfaces::{M...
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Rust
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1,328
//! s3heap - An S3-backed distributed heap for scheduling tasks at scale. //! //! # Overview //! //! s3heap provides a distributed, persistent heap data structure backed by S3 storage. //! It enables scheduling and processing of tasks at scale across multiple workers, //! with automatic deduplication and completion tra...
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Rust
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use super::*; use crate::sqlite_log::{LegacyEmbeddingsQueueConfig, SqliteLog, SqlitePushLogsError}; use chroma_segment::local_segment_manager::LocalSegmentManagerConfig; use chroma_sysdb::test_sysdb::TestSysDb; use chroma_system::{ComponentHandle, System}; use chroma_types::{ Collection, KnnIndex, Operation, Operat...
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Rust
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use crate::key::CompositeKey; use crate::Key; use chroma_error::ChromaError; use parking_lot::Mutex; use serde::{Deserialize, Serialize}; use std::collections::{BTreeMap, HashMap}; use std::fmt::Debug; use std::ops::{Bound, RangeBounds}; use std::sync::Arc; use thiserror::Error; use uuid::Uuid; // ============ // Spar...
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Rust
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use std::cmp::Ordering; use std::collections::HashMap; use std::io::Read; use std::ops::{Bound, RangeBounds}; use std::sync::Arc; use crate::arrow::types::{ArrowReadableKey, ArrowReadableValue}; use arrow::array::ArrayData; use arrow::buffer::Buffer; use arrow::ipc::convert::fb_to_schema; use arrow::ipc::reader::{read...
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Rust
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use std::sync::Arc; use std::time::Duration; use bytes::Bytes; use parquet::arrow::arrow_reader::ParquetRecordBatchReaderBuilder; use setsum::Setsum; use tracing::Span; use chroma_storage::{ETag, Storage}; use chroma_types::Cmek; use crate::{ reader::Limits, AppendOptions, CursorWitness, Error, Fragment, Fragmen...
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Rust
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//! Model-based property test for the MaxScore sparse index. //! //! Each proptest case generates a small random program — a sequence of //! commit batches (adds / overwrites / deletes across 1-4 dimensions and //! a bounded offset space) interleaved with a few on-disk faults — and //! runs it against both the real eng...
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Rust
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use std::{ cell::OnceCell, collections::HashSet, sync::{atomic::AtomicU32, Arc}, }; use async_trait::async_trait; use chroma_error::{ChromaError, ErrorCodes}; use chroma_segment::{ blockfile_metadata::{MetadataSegmentError, MetadataSegmentWriter}, blockfile_record::{ RecordSegmentReader, Re...
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Rust
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#![recursion_limit = "256"] //! Sparse Index Block-Max WAND Benchmark //! //! This benchmark evaluates the performance of the Block-Max WAND algorithm //! for sparse vector search compared to brute force baseline using the //! Wikipedia SPLADE dataset from HuggingFace. //! //! ## Usage Modes //! //! ### Full Benchmark ...
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Rust
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use super::{ CollectionUuid, Metadata, MetadataValueConversionError, SegmentScope, SegmentScopeConversionError, }; use crate::collection_schema::Schema; use crate::{chroma_proto, DatabaseUuid}; use chroma_error::{ChromaError, ErrorCodes}; use chroma_proto::CollectionVersionInfo; use std::{collections::HashMap, ...
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Rust
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use super::*; use std::collections::BTreeMap; use std::error::Error; use std::io; use super::chunkset::{push_json_record, utf8_chunks}; use super::citations::{read_citations, write_citations}; use super::ids::{ decode_fixed_base36_to_be_bytes, decode_index, encode_be_bytes_base36, encode_index, hex_lower, sha2...
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Rust
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use crate::errors::{ChromaPyResult, InvalidDatabaseNameError, WrappedPyErr, WrappedUuidError}; use chroma_api_types::{OccReadMode, OccReadToken}; use chroma_cache::FoyerCacheConfig; use chroma_cli::chroma_cli; use chroma_config::{registry::Registry, Configurable}; use chroma_frontend::{ config::default_min_records_...
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Rust
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use std::collections::BTreeSet; use chroma_api_types::{OccReadMode, OccReadToken}; use chroma_error::{ChromaError, ErrorCodes}; use thiserror::Error; use crate::{ AddCollectionRecordsRequest, CollectionUuid, DatabaseName, DeleteCollectionRecordsRequest, GetRequest, GetResponse, Operation, OperationRecord, Sca...
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Rust
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//! Foundation MCP endpoint: route wiring, CORS, and the bearer-token auth gate. //! //! The same MCP service answers on two paths. The bare one addresses the key's //! tenant and the configured default Foundation; the prefixed one names a //! tenant and a Foundation in the path, which is what lets one key reach any //...
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Rust
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use crate::types::ChromaSegmentFlusher; use super::blockfile_record::ApplyMaterializedLogError; use super::blockfile_record::RecordSegmentReaderShard; use super::types::{ BorrowedMaterializedLogRecord, HydratedMaterializedLogRecord, MaterializeLogsResult, }; use chroma_blockstore::provider::BlockfileProvider; use ...
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Rust
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1,402
use async_trait::async_trait; use chroma_blockstore::provider::BlockfileProvider; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::hnsw_provider::HnswIndexProvider; use chroma_log::Log; use chroma_segment::{ blockfile_metadata::{MetadataSegmentError, MetadataSegmentWriter}, blockfile_record::{ ...
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Rust
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use super::util::TokenInstance; use super::util::TokenInstanceEncodeError; use chroma_blockstore::{BlockfileFlusher, BlockfileReader, BlockfileWriter}; use chroma_error::{ChromaError, ErrorCodes}; use chroma_types::regex::literal_expr::NgramLiteralProvider; use futures::StreamExt; use itertools::Itertools; use parking_...
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Rust
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use std::sync::Arc; use chroma_blockstore::{BlockfileFlusher, BlockfileReader, BlockfileWriter}; use chroma_error::{ChromaError, ErrorCodes}; use chroma_types::{ Directory, DirectoryBlock, SignedRoaringBitmap, SparsePostingBlock, SparsePostingBlockError, DIRECTORY_PREFIX, MAX_BLOCK_ENTRIES, }; use dashmap::Das...
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Rust
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use super::scheduler::Scheduler; use super::scheduler_policy::LasCompactionTimeSchedulerPolicy; use super::RebuildMessage; use crate::compactor::types::RebuildInfo; use crate::compactor::{ GetCollectionAssignmentMessage, GetCollectionAssignmentResponse, InProgressJobEntry, ListInProgressJobsMessage, OneOffCompa...
2add44156138e828a88126fbac9af3dc2372b080c0b03891e576d06f3e674c21
Rust
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//! # Revision History Function //! //! Archives every version of a record into a lightweight output collection (expected to have no vector/metadata //! indexes). Each mutation in the source collection produces an immutable revision in the //! history collection, enabling pagination over a record's full change timeline...
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Rust
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1,490
use std::collections::HashSet; use std::sync::Arc; use std::time::Duration; use async_trait::async_trait; use chroma_blockstore::provider::BlockfileProvider; use chroma_config::{registry::Registry, Configurable}; use chroma_error::ChromaError; use chroma_index::hnsw_provider::HnswIndexProvider; use chroma_index::usear...
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Rust
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//! This implements a statistics module that returns the token frequency of metadata. //! //! The core idea is the following: For each key-value pair associated with a record, aggregate so //! (key, value) -> count. This gives a count of how frequently each key appears. //! //! The statistics executor is incremental -...
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Rust
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use crate::{ collection_schema::is_embedding_function_default, default_batch_size, default_construction_ef, default_construction_ef_spann, default_initial_lambda, default_m, default_m_spann, default_merge_threshold, default_nreplica_count, default_num_centers_to_merge_to, default_num_samples_kmeans, def...
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Rust
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use std::collections::{HashMap, HashSet}; use std::str::FromStr; use std::time::{Duration, SystemTime}; use chroma_config::assignment::assignment_policy::AssignmentPolicy; use chroma_log::{CollectionInfo, CollectionRecord, Log}; use chroma_memberlist::memberlist_provider::{Member, Memberlist}; use chroma_sysdb::{Datab...
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Rust
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use crate::fulltext::types::FullTextIndexError; use chroma_blockstore::{ key::KeyWrapper, types::errors::BlockfileError, BlockfileFlusher, BlockfileReader, BlockfileWriter, }; use chroma_error::{ChromaError, ErrorCodes}; use futures::TryStreamExt; use thiserror::Error; use uuid::Uuid; use core::ops::BitOr; use...
a41e4c03a07bd51ad3777802fac80bdf953648337d6aa3c9a513fc9d1f717ea5
Rust
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1,747
use std::sync::{Arc, Mutex}; use std::time::{Duration, Instant}; use chroma_storage::{ admissioncontrolleds3::StorageRequestPriority, ETag, PutMode, PutOptions, Storage, StorageError, }; use chroma_types::Cmek; use setsum::Setsum; use crate::backoff::ExponentialBackoff; use crate::interfaces::{ AppendWork, Fr...
be17ad39efe4c3f5eb285a349c19ec3ac168f58dfee3343eb55b752f1e7f36da
Rust
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#![recursion_limit = "256"] #![doc = include_str!("../README.md")] use std::sync::Arc; use serde::{Deserialize, Serialize}; use uuid::Uuid; // Re-export Setsum publicly for downstream crates pub use setsum::Setsum; mod backoff; mod copy; mod cursors; mod destroy; mod gc; pub mod interfaces; mod manifest; mod quorum...
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Rust
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use backon::ExponentialBuilder; use backon::Retryable; use chroma_api_types::{ErrorResponse, StaleReadError}; use chroma_error::ChromaValidationError; use chroma_types::Collection; use chroma_types::Metadata; use chroma_types::Schema; use chroma_types::WhereError; use failsafe::futures::CircuitBreaker as _; use failsaf...
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Rust
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1,828
use std::collections::HashMap; use std::sync::Arc; use crate::operators::truncate_dirty_log::{ TruncateDirtyLogError, TruncateDirtyLogOperator, TruncateDirtyLogOutput, }; use crate::types::CleanupMode; use crate::{config::GarbageCollectorConfig, types::GarbageCollectorResponse}; use async_trait::async_trait; use c...
ca379db19b8a9584878fa389cbcb6d3632310cfabc3ae15d1bb005aa6b5a76e5
Rust
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//! Internal domain types for the SysDb service. //! //! These types provide a layer of indirection between the protobuf types //! and the backend implementations. This allows: //! - Changing the wire format without affecting backends //! - Backend-specific optimizations without affecting the API //! - Cleaner internal...
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Rust
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mod persistence; pub(crate) use persistence::validate_checkpoint; use persistence::{validate_checkpoint_seq_id, CheckpointFingerprint, VerifiedCheckpoint}; #[cfg(test)] mod regression; pub use persistence::{ inspect_persisted_hnsw_index, inspect_persisted_hnsw_index_for_config_repair, PersistedHnswIndex, }; us...
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Rust
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use crate::construct_version_graph_orchestrator::{ ConstructVersionGraphError, ConstructVersionGraphOrchestrator, }; use crate::operators::compute_versions_to_delete_from_graph::{ CollectionVersionAction, ComputeVersionsToDeleteError, ComputeVersionsToDeleteInput, ComputeVersionsToDeleteOperator, ComputeVer...
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Rust
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use crate::{DatabaseOrTopology, GetCollectionsOptions, SqliteSysDbConfig}; use async_trait::async_trait; use chroma_config::registry::Registry; use chroma_config::Configurable; use chroma_error::{ChromaError, ErrorCodes, WrappedSqlxError}; use chroma_sqlite::db::SqliteDb; use chroma_sqlite::helpers::{delete_metadata, g...
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Rust
75,331
1,926
use crate::object_storage::ObjectStorage; use crate::StorageError; use crate::{ config::{RateLimitingConfig, StorageConfig}, s3::S3Storage, GetOptions, }; use crate::{DeleteOptions, ETag, PutOptions, StorageConfigError}; use async_trait::async_trait; use bytes::Bytes; use chroma_config::registry::Registry; ...
20de306575a411d2141803c89f2da69ba5cb673071ff0db5d1f04ae0c6bc2160
Rust
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2,120
// Presents an interface to a storage backend such as s3 or local disk. // The interface is a simple key-value store, which maps to s3 well. // For now the interface fetches a file and stores it at a specific // location on disk. This is not ideal for s3, but it is a start. // Ideally we would support streaming the fi...
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Rust
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//! This module defines the topology-related configuration for multi-cloud, multi-region //! configuration. //! //! There are three core structs: //! - A [`ProviderRegion`] names a given cloud provider and identifies one geographic region that //! they offer. For example, AWS has us-east-1 and GCP has europe-west1. ...
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Rust
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//! Manifests, and their immutable cousin, snapshots, are the metadata that describe a log. //! //! A manifest transitively names every file in object storage that is part of the log. //! //! Snapshots are content-addressable and immutable, while manifests get overwritten. For that //! reason, manifests embed the ETag...
bb86ae6674f436473b5128c72e7e5198c62b518a9b4e7fe39b87f28cdbb0e745
Rust
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use std::future::Future; use std::iter::Iterator; use std::sync::atomic::AtomicBool; use std::sync::{Arc, Mutex}; use std::time::{Duration, Instant, SystemTime}; use arrow::array::{ArrayRef, BinaryArray, RecordBatch, UInt64Array}; use chroma_storage::{GetOptions, StorageError}; use chroma_types::Cmek; use opentelemetr...
9ca4ae2b96c4b078edb39e0f9eadb606d1ad967373664dc4cafff08cedcf7360
Rust
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use std::{ collections::{BTreeMap, HashMap}, ops::{BitAnd, BitOr, Bound}, }; use async_trait::async_trait; use chroma_blockstore::{key::KeyWrapper, provider::BlockfileProvider}; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::metadata::types::MetadataIndexError; use chroma_segment::{ blockfi...
59d46ef35b30b1d868126fcb434a1087cfe9bffdd17359497d177232450d5565
Rust
87,177
2,180
use bitpacking::{BitPacker, BitPacker4x}; use half::f16; use thiserror::Error; const BITPACK_GROUP_SIZE: usize = BitPacker4x::BLOCK_LEN; // 128 /// Sentinel value in `bits_per_delta` that marks a directory block (see /// [`DirectoryBlock`] below). const DIRECTORY_SENTINEL: u8 = 0xFF; /// Directory format version pre...
1f95bab950ee2a0fd14972513aac41f1a790047ecf33c1be7a30d598c2823128
Rust
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use std::{ collections::HashSet, hash::RandomState, sync::{ atomic::{AtomicU32, AtomicU64}, Arc, }, }; use chroma_blockstore::{ arrow::provider::BlockfileReaderOptions, provider::BlockfileProvider, BlockfileReader, BlockfileWriter, BlockfileWriterOptions, }; use chroma_distance:...
dc9b55de014272718729513b8b451e46118722a61c93c1636d3e6e1f599d7a61
Rust
94,344
2,539
use super::distributed_spann::SpannSegmentWriterShardError; use super::types::{HydratedMaterializedLogRecord, LogMaterializerError, MaterializeLogsResult}; use crate::bloom_filter::{BloomFilter, BloomFilterError, BloomFilterFlusher, BloomFilterManager}; use crate::types::{ChromaSegmentFlusher, PartitionedMaterializeLog...
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Rust
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//! Collection operations for managing and querying vector embeddings. //! //! This module provides the [`ChromaCollection`] type, which represents a handle to a specific //! collection within a Chroma database. Collections are the primary storage unit for vector //! embeddings and their associated metadata, documents,...
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Rust
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3,095
use crate::collection_configuration::InternalCollectionConfiguration; use crate::collection_configuration::InternalUpdateCollectionConfiguration; use crate::error::QueryConversionError; use crate::operator::GetResult; use crate::operator::Key; use crate::operator::KnnBatchResult; use crate::operator::KnnProjectionRecor...
79b22840b7b2fa7bc8aab375a961126eb7b31027da867d5e0889ba6340fd14ad
Rust
111,224
3,002
use std::sync::{ atomic::{AtomicU32, Ordering}, Arc, }; use chroma_blockstore::{ arrow::provider::BlockfileReaderOptions, provider::BlockfileProvider, BlockfileFlusher, BlockfileReader, BlockfileWriterOptions, }; use chroma_distance::{normalize, DistanceFunction}; use chroma_error::{ChromaError, ErrorC...
659eb03c98e2eb3bbeea4e103c5c5c6fb5fb62176bfbca162b698433dd1fa543
Rust
116,929
3,010
use std::sync::atomic::{AtomicU64, Ordering}; use std::sync::{Arc, Mutex}; use std::time::{Duration, Instant}; use setsum::Setsum; use tokio::sync::Semaphore; use tracing::{Instrument, Level}; use chroma_storage::{PutOptions, Storage, StorageError}; use chroma_types::Cmek; use crate::interfaces::batch_manager::uploa...
1ca07e3e56bcbd8734801c87fd021ed7adb5882827ea1bcc09603f813b68ed29
Rust
117,622
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use serde::{de::Error, ser::SerializeMap, Deserialize, Deserializer, Serialize, Serializer}; use serde_json::Value; use std::{ cmp::Ordering, collections::{BinaryHeap, HashSet}, fmt, hash::{Hash, Hasher}, ops::{Add, Div, Mul, Neg, Sub}, }; use thiserror::Error; use crate::{ chroma_proto, logica...
e6faadd333f8f8a670dd367bdf194b6d67573c16470efec129c13dde7e7c4ad5
Rust
118,200
3,190
use std::{ collections::{BTreeMap, HashMap}, num::TryFromIntError, }; use chroma_error::{ChromaError, ErrorCodes}; use chroma_sqlite::{ db::SqliteDb, helpers::{ delete_array_metadata, delete_array_metadata_keys, delete_metadata, update_metadata, upsert_array_metadata, }, table::...
e24d133e5a335eef58f2342ed6015ff4d5a40ef835c0ef9545fa759343766bb3
Rust
118,324
3,041
use super::migrations::{apply_migrations_to_blockfile, MigrationError}; use super::provider::{GetError, RootManager}; use super::root::{RootReader, RootWriter, Version}; use super::{block::delta::UnorderedBlockDelta, provider::BlockManager}; use super::{ block::Block, flusher::ArrowBlockfileFlusher, types::...
b0e6d76005e9e1dbbc160d7f9ff81247968156bc820667db6ee01ffa67c8d66f
Rust
120,514
3,154
use chroma_error::{ChromaError, ErrorCodes}; use itertools::Itertools; use serde::{ser::SerializeMap, Deserialize, Deserializer, Serialize, Serializer}; use serde_json::{Number, Value}; use sprs::CsVec; use std::{ cmp::Ordering, collections::{HashMap, HashSet}, mem::size_of_val, ops::{BitAnd, BitOr}, };...
8197392cb5099c838488ce529a271ccee0715491a6c2d431e23f7cda6b6729b7
Rust
128,112
3,221
use crate::types::FlushCompactionRequest; use crate::types::SysDbError; use crate::types::{self as internal, validate_uuid}; use crate::{ backend::{Assignable, BackendFactory, Runnable}, config::RootConfig, }; use backon::{ConstantBuilder, Retryable}; use chroma_config::{registry::Registry, Configurable}; use c...
b7822b0fc2a7cea89f054919f04462d3c1170546d8c9f4b5d6d1a4fd07ae6bbc
Rust
128,529
3,433
use super::test_sysdb::TestSysDb; use crate::sqlite::SqliteSysDb; use crate::{DatabaseOrTopology, GetCollectionsOptions, GrpcSysDbConfig}; use async_trait::async_trait; use chroma_config::registry::Registry; use chroma_config::Configurable; use chroma_error::{ChromaError, ErrorCodes, TonicError, TonicMissingFieldError}...
5b82f16aa5e31ab9ed966226fea6bb8cd9bcb2c3bef76bcc038b77d1948e3f70
Rust
128,924
3,108
use chroma_error::{ChromaError, ErrorCodes}; use chroma_types::{ logical_size_of_metadata, Chunk, DataRecord, DeletedMetadata, LogRecord, MaterializedLogOperation, Metadata, MetadataDelta, MetadataValue, MetadataValueConversionError, Operation, Schema, SegmentType, SegmentUuid, UpdateMetadata, UpdateMetadat...
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Rust
159,333
4,016
use std::collections::HashSet; use std::convert::TryFrom; use std::sync::Arc; use std::time::{Duration, SystemTime}; use google_cloud_spanner::client::Client; use google_cloud_spanner::key::Key; use google_cloud_spanner::mutation::{delete, insert, update}; use google_cloud_spanner::statement::Statement; use google_clo...
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Rust
173,170
4,539
use async_trait::async_trait; use axum::{ extract::{DefaultBodyLimit, Path, Query, State}, http::{header::HeaderMap, StatusCode}, response::{IntoResponse, Response}, routing::{get, patch, post}, Json, Router, ServiceExt, }; use chroma_api_types::{ ForkCollectionPayload, GetUserIdentityResponse, ...
b2f865329820ed2dd8cfa0110ecf1ea9ccfe6b69c2d65e116ab5b3301e2019f5
Rust
184,241
3,987
// NOTE(rescrv): All caches align to storage. For now, implement without caching. Caching // should/could literally be a layer over storage, so add it later once correctness without caching // is ensured by adequate testing. use std::sync::Arc; use setsum::Setsum; use chroma_storage::Storage; use crate::interfac...
6d24dc8ce4fe010d1afcc557ac12561f55c58b857de1ce37c6f193d1b5118eee
Rust
193,980
5,296
use std::sync::Arc; use std::{cell::OnceCell, collections::HashSet}; use chroma_blockstore::provider::BlockfileProvider; use chroma_error::{ChromaError, ErrorCodes}; use chroma_index::{hnsw_provider::HnswIndexProvider, IndexUuid}; use chroma_log::Log; use crate::compactor::RebuildInfo; use crate::execution::operators...
824864caada95346bfaed871b47d732838cac4471d62fd136e05b8a8db21a7d7
Rust
200,000
5,022
#![recursion_limit = "256"] use std::collections::hash_map::Entry; use std::collections::HashMap; use std::collections::HashSet; use std::str::FromStr; use std::sync::atomic::{AtomicU64, Ordering}; use std::sync::Arc; use std::time::{Duration, Instant, SystemTime}; use backon::{ExponentialBuilder, Retryable}; use chr...
50d66e35c8f4ac674da166781c622454fb29bf055190b120b4da23e098424efa
Rust
200,002
4,976
//! Spanner backend implementation. //! //! This module provides the `SpannerBackend` which implements all SysDb //! operations using Google Cloud Spanner as the underlying database. use std::collections::hash_map::Entry; use std::collections::HashMap; use std::collections::HashSet; use std::time::Duration; #[cfg(tes...
768d1ba9a04affc387460ae9fd062c0cb37ab36303cb2c56623b3dcc18266f82
Rust
200,002
5,245
use super::utils::to_records; use crate::{ config::FrontendConfig, executor::Executor, types::errors::ValidationError, CollectionsWithSegmentsProvider, }; use backon::{ExponentialBuilder, Retryable}; use chroma_api_types::{HeartbeatResponse, OccReadMode, OccReadToken, StaleReadError}; use chroma_config::{regist...
97604b13eb6d25ff89085bcb08a3dc239a6297178bff72729d7a55a2280e77b6
Rust
200,006
5,134
use chroma_error::{ChromaError, ErrorCodes}; use regex::Regex; use serde::{Deserialize, Serialize}; use std::collections::HashMap; use std::sync::{Arc, LazyLock}; use thiserror::Error; use validator::Validate; use crate::chroma_proto; use crate::collection_configuration::{ EmbeddingFunctionConfiguration, InternalC...
6e764985e1b8728abf5271b5aebab29b24c648a0627686ebe0565d98a6e2ff16
Rust
200,008
4,897
use std::{ collections::{HashMap, HashSet}, sync::{ atomic::{AtomicU32, AtomicU64}, Arc, }, }; use chroma_blockstore::{ arrow::provider::BlockfileReaderOptions, provider::{BlockfileProvider, CreateError, OpenError}, BlockfileFlusher, BlockfileReader, BlockfileWriter, BlockfileWr...
003287dd930b558d158cc241610fc1fffefa8d58eb201a97f37f7f573a774046
Rust
200,516
4,644
use crate::types::ChromaSegmentFlusher; use super::blockfile_record::ApplyMaterializedLogError; use super::types::{MaterializeLogsResult, PartitionedMaterializeLogsResult}; use crate::blockfile_record::{RecordSegmentReader, RecordSegmentReaderShard}; use chroma_blockstore::arrow::provider::BlockfileReaderOptions; use ...
d17f172beee63e9040fcdef876a493142d8a691e8440d6ddcce2bafa23d85a65
SAS
1,156
26
data work.Import; set work.Import; by ID; Trial_Number = Trial -1; CTrial_Number = Trial_Number; Status = Status_MECFS_is_1; Sex = Sex_Male_is_1; Difficulty_Choice = Trial_Difficulty_Hard_is_1; Successful_Completion = Successful_Completion_Yes_is_1; Reward_Value = Value_of_Reward; Reward_Probability = Probabi...
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SAS
2,016
28
data work.Import; set work.Import; by ID; Trial_Number = Trial -1; CTrial_Number = Trial_Number; Status = Status_MECFS_is_1; Sex = Sex_Male_is_1; Difficulty_Choice = Trial_Difficulty_Hard_is_1; Successful_Completion = Successful_Completion_Yes_is_1; Reward_Value = Value_of_Reward; Reward_Probability = Probabi...