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SynaLinks/synalinks
Synalinks OSS
SynaLinks/synalinks
Quickstart
Introduction
Guides
Guides
Getting Started
Data Models
Programs
Modules
Control Flow
Agents
Knowledge Base
Knowledge Graph Extraction
Free form Knowledge Graph Extraction
Input Guard
Output Guard
Observability
Datasets
Trainable Variables
Rewards
Metrics
Training
Callbacks
Hyperparameter Search
Multi Objective LM Selection
Recursive Language Model Agent
SQL Agent
Cypher Agent
Vector RAG Agent
Deep Agent
FastAPI Deployment
FastMCP Deployment
Python Synthesis
Code Examples
Code Examples
First Steps
Functional API
Subclassing
Sequential API
Mixing Strategy
Parallel Branches
Decisions
Conditional Branches
Data Model Operators
JSON Ops
Conversational Applications
Reward Metrics And Optimizers
Training Programs
Implementing Custom Modules Via Subclassing
Autonomous Agent
Interactive Agent
Recursive Language Model Agent
Knowledge Extraction and Storage
Document RAG
Vector RAG Agent
MCP Agent
SQL Agent
Cypher Agent
Deep Agent
Python Synthesis
Modules
FAQ
CheatSheet
Differences with Keras
Differences with DSPy
Synalinks API
Synalinks API
Language Models API
Embedding Models API
Knowledge Base API
Knowledge Base API
Knowledge Base
Database Adapters
Database Adapters
DuckDB Adapter
LanceDB Adapter
Graph Database Adapters
Graph Database Adapters
Ladybug Adapter
Data Models API
Data Models API
Data Models API
The DataModel class
The JsonDataModel class
The SymbolicDataModel class
The Variable class
The Base DataModels
Knowledge Data Models
Programs API
Programs API
Programs API
The Program class
The Sequential class
Program training API
Program Saving API
Program Saving API
Program saving and loading
Variable saving and loading
Modules API
Modules API
Modules API
Base Module class
Core Modules
Core Modules
Core Modules
Input module
Identity module
Not module
Generator module
Decision module
Action module
Branch module
Tool module
Agents Modules
Agents Modules
Agents Modules
FunctionCallingAgent module
CypherAgent module
RLMAgent module
SQLAgent module
VectorRAGAgent module
DeepAgent module
Knowledge Modules
Knowledge Modules
Knowledge Modules
EmbedKnowledge module
UpdateKnowledge module
RetrieveKnowledge module
Masking Modules
Masking Modules
Masking Modules
InMask module
OutMask module
Merging Modules
Merging Modules
Merging Modules
Concat module
And module
Or module
Xor module
Test Time Compute Modules
Test Time Compute Modules
Test Time Compute Modules
ChainOfThought module
SelfCritique module
Synthesis Modules
Synthesis Modules
Synthesis Modules
PythonSynthesis module
SequentialPlanSynthesis module
Retrievers Modules
Retrievers Modules
Retrievers Modules
SimilaritySearch module
FullTextSearch module
RegexSearch module
HybridFTSSearch module
HybridRegexSearch module
EntitySimilaritySearch module
EntityFullTextSearch module
EntityRegexSearch module
EntityHybridFTSSearch module
EntityHybridRegexSearch module
RelationSimilaritySearch module
RelationFullTextSearch module
RelationRegexSearch module
RelationHybridFTSSearch module
RelationHybridRegexSearch module
PathSimilaritySearch module
PathFullTextSearch module
PathRegexSearch module
PathHybridFTSSearch module
PathHybridRegexSearch module
Rerankers Modules
Rerankers Modules
Rerankers Modules
RRFReranker module
Callbacks API
Callbacks API
Callbacks API
Base Callback class
ProgramCheckpoint
CSVLogger
BackUpAndRestore
EarlyStopping
Monitor
Hooks API
Hooks API
Hooks API
Base Hook class
Logger
Monitor
Ops API
Ops API
Ops API
JSON Ops
Optimizers API
Optimizers API
Optimizers API
Base Optimizer class
RandomFewShot
OMEGA
Metrics
Metrics
Metrics
Base Metric class
Metric wrappers and reduction metrics
Accuracy metrics
Precision and Recall metrics
FScore metrics
Regression metrics
Language Model operational metrics
Embedding Model operational metrics
Program operational metrics
Rewards
Rewards
Rewards
ExactMatch reward
CosineSimilarity reward
LMAsJudge reward
Reward wrappers
Batch reward wrappers
Datasets
Datasets
Dataset
HuggingFaceDataset
Built-in Datasets
Built-in Datasets
Built-in Datasets
GSM8K
HotpotQA
ARC AGI
ARC Challenge
BBH
BBQ
BoolQ
DROP
HellaSwag
HumanEval
IFEval
LAMBADA
LogiQA
MMLU
SQuAD
TruthfulQA
WinoGrande
Utilities
Utilities
Program plotting utilities
More plotting utilities
NLP utilities
Utils API
Utils API
Utils API
Disable keras backend
Tuners
Observability API
Config
Observability
Observability
Observability with MLflow
Rerankers Modules
RRFReranker module