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Functions1,502 in github.com/OpenPipe/ART

⨍ Functions 1,502◇ Types & classes 261↳ Endpoints 14

tests/unit/test_mp_actors.py:13

tests/unit/test_strip_logprobs.py:77

tests/unit/test_strip_logprobs.py:153

tests/unit/test_strip_logprobs.py:179

tests/unit/test_tinker_renderers.py:15

(self, *, cached_tokens: int = 0)

tests/unit/test_ruler_metrics.py:12

( self, *, prompt_tokens: int, completion_tokens: int, cached_tokens:

tests/unit/test_ruler_metrics.py:17

(self, content: str)

tests/unit/test_ruler_metrics.py:36

(self, content: str)

tests/unit/test_ruler_metrics.py:41

( self, *, content: str, prompt_tokens: int, completion_tokens: int,

tests/unit/test_ruler_metrics.py:46

( self, val_dataset: Dataset, tokenizer: PreTrainedTokenizer, max_completion_l

examples/hn_title_generator/reference_grpo_trainer.py:232

(self, api_key: str)

examples/mcp-rl/servers/python/mcp_balldontlie/server.py:19

(self, api_key: str)

examples/mcp-rl/servers/python/mcp_googlemaps/server.py:19

(self, api_key: str)

examples/mcp-rl/servers/python/mcp_alphavantage/server.py:19

Initialize local MCP server wrapper.

examples/mcp-rl/mcp_rl/mcp_server.py:65

Initialize API-based MCP server. Args: api_endpoint: Base URL of the hosted MCP server API

examples/mcp-rl/mcp_rl/mcp_server.py:181

Initialize AlphaVantage MCP server. Args: api_key: AlphaVantage API key (defaults to 'demo')

examples/mcp-rl/mcp_rl/mcp_server.py:301

src/art/trajectories.py:226

src/art/mcp/types.py:130

src/art/trajectories.py:229

src/art/mcp/types.py:127

Function__new__

(cls, *args: Any, **kwargs: Any)

src/art/cli.py:313

( cls, trajectories: Iterable[Trajectory | BaseException], *, exceptions: list

src/art/trajectories.py:233

( cls, *, name: str, project: str, entity: str | None = None,

src/art/model.py:947

Method__post_init__

src/art/mcp/types.py:77

Method__post_init__

src/art/tinker/cookbook_v/renderers/base.py:207

Method__post_init__

src/art/tinker/cookbook_v/renderers/kimi_k2.py:163

Method__reduce__

Enable pickling by storing only (renderer_name, model_name, has_image_processor). On unpickling, the Renderer is reconstructed via get_render

src/art/tinker/cookbook_v/renderers/base.py:742

src/art/trajectories.py:68

src/art/utils/benchmarking/types.py:13

src/art/utils/old_benchmarking/types.py:14

src/art/utils/old_benchmarking/types.py:33

src/art/utils/old_benchmarking/types.py:49

src/art/tinker/cookbook_v/renderers/base.py:38

Function_add_lora

src/art/vllm/server.py:71

Method_assistant_header_suffix

Insert empty think block for assistant messages after the last user query.

src/art/tinker/cookbook_v/renderers/qwen3_5.py:67

Method_async_prepare_inputs

(*_: Any, **__: Any)

src/art/unsloth/service.py:988

Function_async_wrapper

(*args: P.args, **kwargs: P.kwargs)

src/art/api_costs.py:511

Method_bos_tokens

src/art/tinker/cookbook_v/renderers/role_colon.py:89

Method_bos_tokens

src/art/tinker/cookbook_v/renderers/gpt_oss.py:371

Method_bos_tokens

src/art/tinker/cookbook_v/renderers/llama3.py:58

Method_bos_tokens

src/art/tinker/cookbook_v/renderers/base.py:782

Method_bos_tokens

src/art/tinker/cookbook_v/renderers/deepseek_v3.py:192

Function_calculator

( prompt_tokens: int | None, completion_tokens: int | None, cost_context: str, )

src/art/costs.py:116

Method_call_token

src/art/tinker/cookbook_v/renderers/gpt_oss.py:418

Method_checkpoints_path

src/art/tinker/service.py:248

Function_close_all_live_proxies

src/mp_actors/move.py:35

Method_crash_on_server_exit

(self, task: asyncio.Task[None])

src/art/tinker_native/backend.py:495

Function_decorate

(func: Callable[P, R])

src/art/api_costs.py:506

Function_delete_checkpoint_files

( model: TrainableModel = Body(...), steps_to_keep: list[int] = Body(...), )

src/art/cli.py:336

Method_delete_checkpoint_files

Delete checkpoint files, keeping only the specified steps.

src/art/serverless/backend.py:162

Method_delete_checkpoint_files

( self, model: TrainableModel, steps_to_keep: list[int], )

src/art/tinker_native/backend.py:356

Method_delete_checkpoint_files

Delete checkpoint files, keeping only the specified steps.

src/art/local/backend.py:366

Method_dispatch_responses

src/mp_actors/move.py:151

Method_encode_multipart_content

( self, content: list[ContentPart] )

src/art/tinker/cookbook_v/renderers/kimi_k25.py:51

Method_end_message_token

src/art/tinker/cookbook_v/renderers/llama3.py:62

Method_end_message_token

src/art/tinker/cookbook_v/renderers/deepseek_v3.py:196

Method_end_message_token

src/art/tinker/cookbook_v/renderers/qwen3.py:189

Method_end_message_token

src/art/tinker/cookbook_v/renderers/kimi_k2.py:712

Method_eval_judge

tests/unit/test_track_api_cost.py:484

Method_experimental_fork_checkpoint

Fork a checkpoint from another model to initialize this model. Args: model: The model to fork to. from_model: The nam

src/art/local/backend.py:1154

Function_experimental_pull_from_s3

( model: Model = Body(...), s3_bucket: str | None = Body(None), prefix: str | None = B

src/art/cli.py:370

Method_experimental_pull_from_s3

Deprecated. Use `_experimental_pull_model_checkpoint` instead.

src/art/serverless/backend.py:656

Function_experimental_push_to_s3

( model: Model = Body(...), s3_bucket: str | None = Body(None), prefix: str | None = B

src/art/cli.py:386

Function_fake_acompletion

tests/unit/test_ruler_metrics.py:66

Function_flex_attention_layer_spec

( config: GPTModelProvider, vp_stage: int | None = None )

src/art/megatron/provider.py:43

Method_format_count

src/art/pipeline_trainer/status.py:366

Method_format_thinking_text

Qwen3.5 uses newline-padded think blocks.

src/art/tinker/cookbook_v/renderers/qwen3_5.py:81

Method_format_tool_calls_chunks

Format tool_calls using Qwen3.5's XML parameter format.

src/art/tinker/cookbook_v/renderers/qwen3_5.py:226

Method_get_generation_suffix

Override to produce the full generation suffix directly. Builds the header tokens manually and appends <think>\\n. This matches the Q

src/art/tinker/cookbook_v/renderers/qwen3_5.py:57

Method_get_generation_suffix

(self, role: Role, ctx: RenderContext)

src/art/tinker/cookbook_v/renderers/qwen3_5.py:303

Method_get_service

(self, model: TrainableModel)

src/art/megatron/backend.py:18

Method_get_service

(self, model: TrainableModel)

src/art/tinker/backend.py:44

Method_get_step

(self, model: TrainableModel)

src/art/tinker_native/backend.py:350

Method_image_prefix

src/art/tinker/cookbook_v/renderers/kimi_k25.py:87

Method_image_suffix

src/art/tinker/cookbook_v/renderers/kimi_k25.py:91

(self, *args: Any, **kwargs: Any)

src/art/vllm/server.py:57

tests/integration/test_live_api_cost.py:118

tests/unit/test_track_api_cost.py:118

Method_judge_call

tests/unit/test_track_api_cost.py:653

Method_make_status_error

( self, err_msg: str, *, body: object, response: httpx.Response )

src/art/serverless/client.py:333

Method_noop_cost_calculator

( _prompt_tokens: int | None, _completion_tokens: int | None, _cost_context: str,

src/art/model.py:939

Method_notify_policy

src/art/pipeline_trainer/trainer.py:261

Function_patched_preprocess_mask_arguments

( config: PretrainedConfig, input_embeds: torch.Tensor, attention_mask: Optional[Union[torch.Tenso

src/art/transformers/patches.py:14

Function_prepare_backend_for_training

( model: TrainableModel, config: dev.OpenAIServerConfig | None = Body(None), )

src/art/cli.py:343

Method_prepare_backend_for_training

( self, model: AnyTrainableModel, config: dev.OpenAIServerConfig | None, )

src/art/serverless/backend.py:180

Method_prepare_backend_for_training

( self, model: TrainableModel, config: dev.OpenAIServerConfig | None = None, )

src/art/tinker_native/backend.py:203

Method_prepare_backend_for_training

( self, model: AnyTrainableModel, config: dev.OpenAIServerConfig | None = None, )

src/art/tinker/backend.py:31

Method_prepare_backend_for_training

( self, model: AnyTrainableModel, config: dev.OpenAIServerConfig | None = None, )

src/art/local/backend.py:385

Function_preprocess_hook

(*args, **kwargs)

src/art/megatron/train.py:80

Method_request_stop

(sig: signal.Signals)

src/art/pipeline_trainer/trainer.py:204

Method_return_token

src/art/tinker/cookbook_v/renderers/gpt_oss.py:412

Method_save_training_state

( self, training_client: tinker.TrainingClient, checkpoint_name: str, )

src/art/tinker_native/backend.py:819

Function_shared_prefix_mask

( batch_idx: Tensor, head_idx: Tensor, query_idx: Tensor, kv_idx: Tensor,

src/art/megatron/flex_attention.py:82

src/art/unsloth/service.py:933

Method_state_task

src/art/tinker/service.py:194

tests/integration.py:154

Method_sync_signal_handler

(signum: int, _frame: object | None)

src/art/pipeline_trainer/trainer.py:212

Function_sync_wrapper

(*args: P.args, **kwargs: P.kwargs)

src/art/api_costs.py:530

Function_target

( obj: object, requests: mp.Queue, responses: mp.Queue, log_file: str | None = None, proce

src/mp_actors/move.py:275

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