synalinks
From idea to production in just few lines: Graph-Based Programmable Neuro-Symbolic LM Framework - a production-first LM framework built with decade old Deep Learning best practices
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- docs.yml
- tests.yml
- main.html
- backtracking_of_thought.png
- business_qa.png
- chain_of_thought.png
- concat_function_example.png
- concatenation.png
- conditional_branches.png
- datamodel_designer.png
- decision_making.png
- document_rag.png
- entity_extraction.png
- evaluation_metrics_with_mean_and_std.png
- fact_extraction.png
- factorize_example.png
- gsm8k_baseline.png
- gsm8k_baseline_training_history.png
- gsm8k_evaluation_comparison.png
- in_mask_example.png
- interactive_math_agent.png
- invoice_extraction.png
- logical_and.png
- logical_or.png
- math_agent.png
- mcp_agent.png
- my_application.png
- out_mask_example.png
- parallel_branches.png
- pattern_mask_example.png
- prefix_example.png
- rag_agent.png
- rag_pipeline.png
- rlm_needle.png
- self_critique_application.png
- simple_chatbot.png
- suffix_example.png
- traced_qa.png
- vector_rag_agent.png
- 025d127b.png
- backtracking_of_thought.png
- chain_of_thought.png
- concatenation.png
- conditional_branches.png
- decision_making.png
- evaluation_comparaison_with_mean_and_std.png
- evaluation_metrics.png
- evaluation_metrics_comparison.png
- evaluation_metrics_with_mean_and_std.png
- gsm8k_baseline.png
- gsm8k_evaluation_comparison.png
- logical_and.png
- logical_or.png
- multi_stage_extraction.png
- multimodal_sample.jpg
- one_stage_extraction.png
- parallel_branches.png
- relations_only_multi_stage_extraction.png
- simple_chatbot.png
- simple_kag.png
- simple_rag.png
- simple_rag_program.png
- synalinks-dark.svg
- synalinks-light.svg
- synalinks_favicon.png
- synalinks_logo.png
- training_history.png
- training_history_with_mean_and_std.png
- Autonomous Agent.md
- Conditional Branches.md
- Conversational Applications.md
- Cypher Agent.md
- Data Model Operators.md
- Decisions.md
- Deep Agent.md
- Document RAG.md
- First Steps.md
- Functional API.md
- Implementing Custom Modules Via Subclassing.md
- Interactive Agent.md
- JSON Ops.md
- Knowledge Extraction and Storage.md
- MCP Agent.md
- Mixing Strategy.md
- Parallel Branches.md
- Python Synthesis.md
- Recursive Language Model Agent.md
- Reward Metrics And Optimizers.md
- Sequential API.md
- SQL Agent.md
- Subclassing.md
- Training Programs.md
- Vector RAG Agent.md
- Agents.md
- Callbacks.md
- Consul of Models.md
- Control Flow.md
- Cypher Agent.md
- Data Models.md
- Datasets.md
- Deep Agent.md
- FastAPI Deployment.md
- FastMCP Deployment.md
- Free-form Knowledge Graph Extraction.md
- Getting Started.md
- GraphRAG.md
- Hyperparameter Search.md
- Input Guard.md
- Knowledge Base.md
- Knowledge Graph Extraction.md
- Metrics.md
- Mixture of Models.md
- Modules.md
- Multi-Objective LM Selection.md
- Multimodal Inputs.md
- Observability.md
- Output Guard.md
- Programs.md
- Python Synthesis.md
- Recursive Language Model Agent.md
- Rewards.md
- SQL Agent.md
- Trainable Variables.md
- Training.md
- Vector RAG Agent.md
- summarize.js
- MLflow.md
- extra.css
- ARC-AGI.md
- ARC-Challenge.md
- BBH.md
- BBQ.md
- BoolQ.md
- DROP.md
- GSM8K.md
- HellaSwag.md
- HotpotQA.md
- HumanEval.md
- IFEval.md
- index.md
- LAMBADA.md
- LogiQA.md
- MMLU.md
- SQuAD.md
- TruthfulQA.md
- WinoGrande.md
- BackUpAndRestore.md
- Base Callback class.md
- CSVLogger.md
- EarlyStopping.md
- index.md
- Monitor.md
- ProgramCheckpoint.md
- index.md
- Knowledge Data Models.md
- Multimodal Data Models.md
- Score Data Models.md
- The Base DataModels.md
- The DataModel class.md
- The JsonDataModel class.md
- The SymbolicDataModel class.md
- The Variable class.md
- Dataset.md
- HuggingFaceDataset.md
- ImageFolderDataset.md
- Base Hook class.md
- index.md
- Logger.md
- Monitor.md
- Recorder.md
- DuckDB Adapter.md
- LanceDB Adapter.md
- Ladybug Adapter.md
- index.md
- Knowledge Base.md
- Accuracy metrics.md
- Base Metric class.md
- Embedding Model operational metrics.md
- FScore metrics.md
- index.md
- Language Model operational metrics.md
- Metric wrappers and reduction metrics.md
- Precision and Recall metrics.md
- Program operational metrics.md
- Regression metrics.md
- CypherAgent module.md
- DeepAgent module.md
- FunctionCallingAgent module.md
- index.md
- RLMAgent module.md
- SQLAgent module.md
- VectorRAGAgent module.md
- Action module.md
- Branch module.md
- Decision module.md
- Generator module.md
- Identity module.md
- index.md
- Input module.md
- Lambda module.md
- Not module.md
- Tool module.md
- EmbedKnowledge module.md
- index.md
- RetrieveKnowledge module.md
- UpdateKnowledge module.md
- index.md
- InMask module.md
- OutMask module.md
- And module.md
- Concat module.md
- index.md
- Or module.md
- Xor module.md
- index.md
- RRFReranker module.md
- EntityFullTextSearch module.md
- EntityHybridFTSSearch module.md
- EntityHybridRegexSearch module.md
- EntityRegexSearch module.md
- EntitySimilaritySearch module.md
- FullTextSearch module.md
- GlobalGraphMapReduce module.md
- GlobalGraphSearch module.md
- HybridFTSSearch module.md
- HybridRegexSearch module.md
- index.md
- LocalGraphSearch module.md
- PathFullTextSearch module.md
- PathHybridFTSSearch module.md
- PathHybridRegexSearch module.md
- PathRegexSearch module.md
- PathSimilaritySearch module.md
- RegexSearch module.md
- RelationFullTextSearch module.md
- RelationHybridFTSSearch module.md
- RelationHybridRegexSearch module.md
- RelationRegexSearch module.md
- RelationSimilaritySearch module.md
- SimilaritySearch module.md
- index.md
- PythonSynthesis module.md
- SequentialPlanSynthesis module.md
- ChainOfThought module.md
- index.md
- SelfCritique module.md
- Base Module class.md
- index.md
- index.md
- JSON Ops.md
- Base Optimizer class.md
- index.md
- OMEGA.md
- RandomFewShot.md
- Program saving and loading.md
- Variable saving and loading.md
- index.md
- Program training API.md
- The Program class.md
- The Sequential class.md
- Batch reward wrappers.md
- CosineSimilarity reward.md
- ExactMatch reward.md
- index.md
- LMAsJudge reward.md
- Reward wrappers.md
- index.md
- Mirage Sandbox.md
- More plotting utilities.md
- NLP utilities.md
- Program plotting utilities.md
- disable_keras_backend.md
- Config.md
- Embedding Models API.md
- Language Models API.md
- Observability API.md
- Tuners.md
- Utils API.md
- CheatSheet.md
- Differences with DSPy.md
- Differences with Keras.md
- FAQ.md
- index.md
- Introduction.md
- Project Templates.md
- 0_first_steps.log
- 0_first_steps.py
- 10_autonomous_agent.log
- 10_autonomous_agent.py
- 11_interactive_agent.log
- 11_interactive_agent.py
- 12_knowledge_extraction_and_storage.log
- 12_knowledge_extraction_and_storage.py
- 13_document_rag.log
- 13_document_rag.py
- 14_vector_rag_agent.log
- 14_vector_rag_agent.py
- 15_mcp_agent.log
- 15_mcp_agent.py
- 16_sql_agent.log
- 16_sql_agent.py
- 17_recursive_language_model_agent.log
- 17_recursive_language_model_agent.py
- 18_hyperparameter_search_with_keras_tuner.py
- 19_multi_objective_lm_selection.py
- 1a_functional_api.log
- 1a_functional_api.py
- 1b_subclassing.log
- 1b_subclassing.py
- 1c_sequential.log
- 1c_sequential.py
- 1d_mixing_strategy.log
- 1d_mixing_strategy.py
- 20_deep_agent.log
- 20_deep_agent.py
- 21_documents_datasets.py
- 22_python_synthesis.py
- 23_cypher_agent.log
- 23_cypher_agent.py
- 2_parallel_branches.log
- 2_parallel_branches.py
- 3_decisions.log
- 3_decisions.py
- 4_conditional_branches.log
- 4_conditional_branches.py
- 5a_data_model_operators.log
- 5a_data_model_operators.py
- 5b_json_ops.log
- 5b_json_ops.py
- 6_conversational_applications.log
- 6_conversational_applications.py
- 7_reward_metrics_and_optimizers.log
- 7_reward_metrics_and_optimizers.py
- 8_training_programs.py
- 9_custom_modules.log
- 9_custom_modules.py
- 9a_trainable_variables.py
- __init__.py
- backtracking_of_thought.png
- business_data.db
- business_qa.png
- chain_of_thought.png
- checkpoint.program.json
- concat_function_example.png
- concatenation.png
- conditional_branches.png
- decision_making.png
- document_rag.png
- documents.db
- entity_extraction.png
- evaluation_metrics_with_mean_and_std.png
- fact_extraction.png
- factorize_example.png
- gsm8k_baseline.png
- gsm8k_baseline_training_history.png
- gsm8k_evaluation_comparison.png
- in_mask_example.png
- interactive_math_agent.png
- invoice_extraction.png
- logical_and.png
- logical_or.png
- math_agent.png
- mcp_agent.png
- mcp_math_server.py
- my_application.png
- out_mask_example.png
- parallel_branches.png
- pattern_mask_example.png
- prefix_example.png
- rag_agent.db
- rag_agent.png
- rag_pipeline.png
- rlm_needle.png
- self_critique_application.png
- simple_chatbot.png
- suffix_example.png
- vector_rag_agent.png
- 10_observability.log
- 10_observability.py
- 11_datasets.py
- 12_trainable_variables.py
- 13_rewards.log
- 13_rewards.py
- 14_metrics.py
- 15_training.py
- 16_callbacks.py
- 17_hyperparameter_search.py
- 18_multi_objective_lm_selection.py
- 19_recursive_language_model_agent.log
- 19_recursive_language_model_agent.py
- 1_getting_started.log
- 1_getting_started.py
- 20_fastapi_deployment.py
- 21_fastmcp_deployment.py
- 22_deep_agent.log
- 22_deep_agent.py
- 23_sql_agent.log
- 23_sql_agent.py
- 24_vector_rag_agent.log
- 24_vector_rag_agent.py
- 25_python_synthesis.py
- 26_cypher_agent.log
- 26_cypher_agent.py
- 27_knowledge_graph_extraction.log
- 27_knowledge_graph_extraction.py
- 28_free_form_knowledge_graph_extraction.log
- 28_free_form_knowledge_graph_extraction.py
- 29_mixture_of_models.log
- 29_mixture_of_models.py
- 2_data_models.log
- 2_data_models.py
- 30_consul_of_models.log
- 30_consul_of_models.py
- 31_multimodal.log
- 31_multimodal.py
- 32_graphrag.log
- 32_graphrag.py
- 3_programs.log
- 3_programs.py
- 4_modules.log
- 4_modules.py
- 5_control_flow.log
- 5_control_flow.py
- 6_agents.log
- 6_agents.py
- 7_knowledge_base.log
- 7_knowledge_base.py
- 8_input_guard.log
- 8_input_guard.py
- 9_output_guard.log
- 9_output_guard.py
- __init__.py
- traced_qa.png
- banner-dark.html
- banner-light.html
- synalinks-banner-dark.png
- synalinks-banner-light.png
- synalinks-dark.png
- synalinks-dark.svg
- synalinks-light.png
- synalinks-light.svg
- synalinks.svg
- autonomous_agent.ipynb
- conditional_branches.ipynb
- conversational_applications.ipynb
- custom_modules.ipynb
- cypher_agent.ipynb
- data_model_operators.ipynb
- decisions.ipynb
- deep_agent.ipynb
- document_rag.ipynb
- first_steps.ipynb
- functional_api.ipynb
- interactive_agent.ipynb
- json_ops.ipynb
- knowledge_extraction_and_storage.ipynb
- mcp_agent.ipynb
- mixing_strategy.ipynb
- parallel_branches.ipynb
- python_synthesis.ipynb
- recursive_language_model_agent.ipynb
- reward_metrics_and_optimizers.ipynb
- sequential.ipynb
- sql_agent.ipynb
- subclassing.ipynb
- training_programs.ipynb
- vector_rag_agent.ipynb
- agents.ipynb
- callbacks.ipynb
- consul_of_models.ipynb
- control_flow.ipynb
- cypher_agent.ipynb
- data_models.ipynb
- datasets.ipynb
- deep_agent.ipynb
- fastapi_deployment.ipynb
- fastmcp_deployment.ipynb
- free_form_knowledge_graph_extraction.ipynb
- getting_started.ipynb
- graphrag.ipynb
- hyperparameter_search.ipynb
- input_guard.ipynb
- knowledge_base.ipynb
- knowledge_graph_extraction.ipynb
- metrics.ipynb
- mixture_of_models.ipynb
- modules.ipynb
- multi_objective_lm_selection.ipynb
- multimodal.ipynb
- observability.ipynb
- output_guard.ipynb
- programs.ipynb
- python_synthesis.ipynb
- recursive_language_model_agent.ipynb
- rewards.ipynb
- sql_agent.ipynb
- trainable_variables.ipynb
- training.ipynb
- vector_rag_agent.ipynb
- api_gen.sh
- doc.sh
- fix_doc_image_paths.py
- format.sh
- gen_notebooks.py
- install.sh
- lint.sh
- publish.sh
- purge_docker.sh
- stop_docker.sh
- test.sh
- upgrade.sh
- uv.sh
- __init__.py
- __init__.py
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- __init__.py
- __init__.py
- __init__.py
- __init__.py
- README.md
- .env.template
- .gitignore
- .python-version
- AGENTS.md
- CLAUDE.md
- docker-compose.yaml
- Dockerfile
- main.py
- pyproject.toml
- README.md
- README.md
- README.md
- README.md
- README.md
- README.md
- .env.template
- .gitignore
- .python-version
- Dockerfile
- main.py
- pyproject.toml
- README.md
- README.md
- .gitignore
- AGENTS.md
- CLAUDE.md
- docker-compose.yaml
- README.md
- .gitkeep
- .gitkeep
- .gitkeep
- .env.template
- .gitignore
- .python-version
- AGENTS.md
- AUTOSOLVE.md
- CLAUDE.md
- evaluate.py
- NOTES.md
- prepare_data.py
- pyproject.toml
- README.md
- SKILL.md
- .gitkeep
- .gitkeep
- .gitkeep
- .gitkeep
- .env.template
- .gitignore
- .python-version
- AGENTS.md
- AUTOTRAIN.md
- CLAUDE.md
- NOTES.md
- prepare_data.py
- pyproject.toml
- README.md
- train.py
- .env.template
- .gitignore
- .python-version
- AGENTS.md
- CLAUDE.md
- main.py
- pyproject.toml
- README.md
- .gitkeep
- .env.template
- .gitignore
- AGENTS.md
- CLAUDE.md
- main.py
- pyproject.toml
- README.md
- __init__.py
- main.py
- __init__.py
- dynamic_json_schema_utils.py
- dynamic_json_schema_utils_test.py
- global_state.py
- global_state_test.py
- json_data_model.py
- json_data_model_test.py
- json_schema_utils.py
- json_schema_utils_test.py
- json_utils.py
- json_utils_test.py
- name_scope.py
- name_scope_test.py
- numpy.py
- numpy_test.py
- op_scope.py
- op_scope_test.py
- stateless_scope.py
- symbolic_data_model.py
- symbolic_data_model_test.py
- symbolic_scope.py
- variables.py
- variables_test.py
- __init__.py
- base.py
- chat_completions.py
- chat_completions_test.py
- common.py
- core.py
- core_test.py
- knowledge.py
- knowledge_test.py
- media.py
- media_test.py
- metrics.py
- metrics_test.py
- module.py
- __init__.py
- config.py
- __init__.py
- backup_and_restore.py
- backup_and_restore_test.py
- callback.py
- callback_list.py
- callback_test.py
- csv_logger.py
- early_stopping.py
- early_stopping_test.py
- history.py
- monitor.py
- monitor_test.py
- progbar_logger.py
- program_checkpoint.py
- program_checkpoint_test.py
- __init__.py
- arc_challenge.py
- arcagi.py
- arcagi1_tasks.py
- arcagi_test.py
- bbh.py
- bbq.py
- benchmarks_test.py
- boolq.py
- drop.py
- gsm8k.py
- gsm8k_test.py
- hellaswag.py
- hotpotqa.py
- hotpotqa_test.py
- humaneval.py
- ifeval.py
- lambada.py
- logiqa.py
- mmlu.py
- mmlu_test.py
- squad.py
- truthfulqa.py
- winogrande.py
- __init__.py
- csv_dataset.py
- csv_dataset_test.py
- dataset.py
- dataset_test.py
- huggingface_dataset.py
- huggingface_dataset_test.py
- image_folder_dataset.py
- image_folder_dataset_test.py
- json_dataset.py
- json_dataset_test.py
- markdown_dataset.py
- markdown_dataset_test.py
- parquet_dataset.py
- parquet_dataset_test.py
- text_dataset.py
- text_dataset_test.py
- __init__.py
- hook.py
- hook_list.py
- hook_test.py
- logger.py
- monitor.py
- monitor_test.py
- recorder.py
- recorder_test.py
- __init__.py
- empty_initializer.py
- empty_initializer_test.py
- initializer.py
- __init__.py
- adapter_parity_test.py
- database_adapter.py
- database_adapter_test.py
- duckdb_adapter.py
- lancedb_adapter.py
- lancedb_adapter_test.py
- __init__.py
- graph_database_adapter.py
- graph_database_adapter_test.py
- ladybug_adapter.py
- ladybug_adapter_test.py
- __init__.py
- adapters_utils.py
- knowledge_base.py
- knowledge_base_test.py
- __init__.py
- accuracy_metrics.py
- accuracy_metrics_test.py
- agents_metrics.py
- agents_metrics_test.py
- batch_metric.py
- em_metrics.py
- em_metrics_test.py
- f_score_metrics.py
- f_score_metrics_test.py
- lm_metrics.py
- lm_metrics_test.py
- metric.py
- precision_recall_metrics.py
- precision_recall_metrics_test.py
- program_metrics.py
- program_metrics_test.py
- reduction_metrics.py
- regression_metrics.py
- regression_metrics_test.py
- __init__.py
- agents_utils.py
- agents_utils_test.py
- skills_utils.py
- skills_utils_test.py
- __init__.py
- cypher_agent.py
- cypher_agent_test.py
- deep_agent.py
- deep_agent_test.py
- function_calling_agent.py
- function_calling_agent_test.py
- rlm_agent.py
- rlm_agent_test.py
- sql_agent.py
- sql_agent_test.py
- vector_rag_agent.py
- vector_rag_agent_test.py
- __init__.py
- action.py
- action_test.py
- branch.py
- branch_test.py
- decision.py
- decision_test.py
- generator.py
- generator_test.py
- identity.py
- identity_test.py
- input_module.py
- input_module_test.py
- lambda_module.py
- lambda_test.py
- multi_decision.py
- multi_decision_test.py
- not_module.py
- not_test.py
- tool.py
- tool_test.py
- __init__.py
- embedding_model.py
- embedding_model_test.py
- __init__.py
- embed_knowledge.py
- embed_knowledge_test.py
- retrieve_knowledge.py
- retrieve_knowledge_test.py
- stamp_knowledge.py
- stamp_knowledge_test.py
- text2cypher.py
- text2cypher_test.py
- text2sql.py
- text2sql_test.py
- update_knowledge.py
- update_knowledge_test.py
- __init__.py
- language_model.py
- language_model_test.py
- __init__.py
- in_mask.py
- in_mask_test.py
- out_mask.py
- out_mask_test.py
- __init__.py
- concat.py
- concat_test.py
- logical_and.py
- logical_and_test.py
- logical_or.py
- logical_or_test.py
- logical_xor.py
- logical_xor_test.py
- __init__.py
- rrf_reranker.py
- rrf_reranker_test.py
- __init__.py
- _path_helpers.py
- entity_fulltext_search.py
- entity_fulltext_search_test.py
- entity_hybrid_fts_search.py
- entity_hybrid_fts_search_test.py
- entity_hybrid_regex_search.py
- entity_hybrid_regex_search_test.py
- entity_regex_search.py
- entity_regex_search_test.py
- entity_similarity_search.py
- entity_similarity_search_test.py
- fulltext_search.py
- fulltext_search_test.py
- global_graph_map_reduce.py
- global_graph_map_reduce_test.py
- global_graph_search.py
- global_graph_search_test.py
- hybrid_fts_search.py
- hybrid_fts_search_test.py
- hybrid_regex_search.py
- hybrid_regex_search_test.py
- infer_helpers.py
- local_graph_search.py
- local_graph_search_test.py
- path_fulltext_search.py
- path_fulltext_search_test.py
- path_hybrid_fts_search.py
- path_hybrid_fts_search_test.py
- path_hybrid_regex_search.py
- path_hybrid_regex_search_test.py
- path_regex_search.py
- path_regex_search_test.py
- path_similarity_search.py
- path_similarity_search_test.py
- regex_search.py
- regex_search_test.py
- relation_fulltext_search.py
- relation_fulltext_search_test.py
- relation_hybrid_fts_search.py
- relation_hybrid_fts_search_test.py
- relation_hybrid_regex_search.py
- relation_hybrid_regex_search_test.py
- relation_regex_search.py
- relation_regex_search_test.py
- relation_similarity_search.py
- relation_similarity_search_test.py
- similarity_search.py
- similarity_search_test.py
- __init__.py
- python_synthesis.py
- python_synthesis_test.py
- sequential_plan_synthesis.py
- sequential_plan_synthesis_test.py
- __init__.py
- chain_of_thought.py
- chain_of_thought_test.py
- self_critique.py
- self_critique_test.py
- __init__.py
- module.py
- module_test.py
- __init__.py
- function.py
- function_test.py
- json.py
- json_test.py
- node.py
- operation.py
- operation_test.py
- symbolic_arguments.py
- symbolic_arguments_test.py
- __init__.py
- evolutionary_optimizer.py
- evolutionary_optimizer_test.py
- greedy_optimizer.py
- greedy_optimizer_test.py
- omega.py
- omega_test.py
- optimizer.py
- optimizer_test.py
- random_few_shot.py
- random_few_shot_test.py
- __init__.py
- functional.py
- functional_test.py
- program.py
- program_test.py
- sequential.py
- sequential_test.py
- __init__.py
- batch_reward.py
- batch_reward_test.py
- cosine_similarity.py
- cosine_similarity_test.py
- exact_match.py
- exact_match_test.py
- lm_as_judge.py
- lm_as_judge_test.py
- reward.py
- reward_test.py
- reward_wrappers.py
- reward_wrappers_test.py
- __init__.py
- mirage_sandbox.py
- mirage_sandbox_test.py
- sandbox.py
- __init__.py
- object_registration.py
- serialization_lib.py
- synalinks_saveable.py
- __init__.py
- test_case.py
- test_utils.py
- __init__.py
- array_data_adapter.py
- array_data_adapter_test.py
- array_slicing.py
- data_adapter.py
- data_adapter_utils.py
- generator_data_adapter.py
- generator_data_adapter_test.py
- __init__.py
- compile_utils.py
- compile_utils_test.py
- epoch_iterator.py
- epoch_iterator_test.py
- trainer.py
- trainer_test.py
- __init__.py
- optree_impl.py
- tree_api.py
- tree_test.py
- __init__.py
- client.py
- client_test.py
- sessions.py
- test_common.py
- tools.py
- tools_test.py
- __init__.py
- async_utils.py
- file_cache.py
- file_cache_test.py
- file_utils.py
- file_utils_test.py
- io_utils.py
- keras_backend.py
- keras_backend_test.py
- keras_tuner_utils.py
- keras_tuner_utils_test.py
- module_utils.py
- naming.py
- naming_test.py
- nlp_utils.py
- nlp_utils_test.py
- plot_history.py
- plot_history_test.py
- plot_metrics.py
- plot_metrics_test.py
- plot_utils.py
- progbar.py
- program_visualization.py
- python_utils.py
- python_utils_test.py
- retry_utils.py
- retry_utils_test.py
- summary_utils.py
- summary_utils_test.py
- tool_utils.py
- tool_utils_test.py
- tracking.py
- __init__.py
- api_export.py
- version.py
- __init__.py
- README_de.md
- README_es.md
- README_fr.md
- README_it.md
- README_ja.md
- README_ko.md
- README_pt.md
- README_ru.md
- README_zh.md
- .gitignore
- AGENTS.md
- api_gen.py
- CLAUDE.md
- coverage-badge.svg
- docker-compose.yml
- LICENSE
- MANIFEST.in
- mkdocs.yml
- pyproject.toml
- README.md
- uv.lock
# CDN으로 사용하기
jsDelivrjsDelivr는 공개 GitHub 리포지토리를 별도 설정 없이 CDN으로 즉시 서빙합니다. 버전과 파일을 고르면 웹페이지에 바로 붙일 수 있는 링크와 예시 코드가 만들어집니다.
명령어 용어집
이 문서에서 사용된 명령어를 모아봤습니다. 낯선 명령어가 있다면 펼쳐서 확인해보세요.
npx
설명 보기 ▼
npx
이 명령은 `npm exec`의 별칭입니다.
tldr npm exec
자세한 내용은 원본 명령을 참고하세요:
uv add
설명 보기 ▼
uv add
Add package dependencies to the `pyproject.toml` file.
Packages are specified according to <https://peps.python.org/pep-0508/>.
uv add {{package}}
Add the latest version of a package:
uv add {{package1 package2 ...}}
Add multiple packages:
uv add {{package>=1.2.3}}
Add a package with a version requirement:
uvx
설명 보기 ▼
uvx
이 명령은 `uv tool run`의 별칭입니다.
tldr uv tool
자세한 내용은 원본 명령을 참고하세요:
